Abgabe Klassifikationsverfahren im Data Mining
Philip Wulle, Jan Steffes
17.8.2021
#Versuch set.seed global zu setzen
set.seed(333)
knitr::opts_chunk$set(cache = T)##Projekt Der Aufbau des Projektes erfolgt nach dem CRISP-DM. Im folgenden wird kurz das CRISP-Dm beschrieben.
Wir versuchen nicht mehrere Data Frames zu erstellen das es sonst zu einer Auslastung des Arbeitspeichers kommen könnte. (Mein PC hat leider schon so genug Probleme und ich musste ihn während des Projektes einigemale neu starten)
Aufgaben
Im folgenden werden wir eine Daten Analyse eines Datensatzes durchführen und die gegegeben Daten analysieren. Diese Analyse wird mit dem CRISP-DM Modell erfolgen und die einzelnen Punkte werden nach der Reihenfolge des Modells (Schritte 1. bis 6.) abgearbeitet. In der Inhaltsbeschreibung kann man entnehmen an welcher Stelle der Ausarbeitung wie unser aktuell befinden.
1. Business Understanding
Hier müssen wir die gegebene Aufgabe definieren. In unserem Fall kommt diese aus der Aufgbabenstellung hervor und ist somit klar definiert. Wir befinden uns im Bereich des Bankwesens, genauer gesagt im Bereich Privatkunden.
2. Data Understanding
Selektion und Exploration der Daten. Was sagen diese aus? -> Es handelt sich um Daten (in Tabellenform) eines Kreditinstitutes. Diese zeigt uns verschiedenste Angaben im Bezug auf einzelne Kunden (Privatkunden) wie zum Beispiel “Alter” und “Geschlecht” aber auch bankspezifische Angaben wie zum Beispiel “Kontostand” oder “hat Kreditprodukt”.
3. Data Preparation
Da leider nicht alle der vorliegenden Daten das gewünschte Format haben oder vollständig sind, ist es unsere Aufgabe im Punkt “Data Preparation” genannte Fehler zu verbessern bzw. zu beseitigen.
4. Modelling
In diesem Schritt versuchen wir die vorliegenden Daten dazu verwenden in ein Modell zu fassen. Es werden verschiedene Modelle wie “Random Forest” oder auch einfache “Neuronale Netze”. So können wir feststellen, welche Daten geeignete Modelle und welche das beste Modell ergeben.
5. Evaluation
Die zuvor im “Modelling” erstellten Modelle werden nun analysiert und bewertet.
6. Deployment
Aus der Evaluation wissen wir nun welche Modelle für uns geeigente sind. Diese können nun in die Systeme und Prozesse des Unternehmens (Kreditinstitut) eingebunden werden. Desweiteren kann so die Umsetzung von Handlungsempfehlungen vorangetrieben werden.
##Alle verwendeten Bibliotheken
# Hier werden alle Librarys aufgeführt die im Laufe des Projektes benutzt werden. Wenn ich vor einer Methode die Library erneut aufrufe kann dies durch Probleme mit R auf meinem Pc kommen.
library(ggplot2)
library(tidyverse)## -- Attaching packages --------------------------------------- tidyverse 1.3.1 --## v tibble 3.1.3 v dplyr 1.0.7
## v tidyr 1.1.3 v stringr 1.4.0
## v readr 2.0.0 v forcats 0.5.1
## v purrr 0.3.4## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()library(plyr)## ------------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## ------------------------------------------------------------------------------##
## Attache Paket: 'plyr'## Die folgenden Objekte sind maskiert von 'package:dplyr':
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## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarize## Das folgende Objekt ist maskiert 'package:purrr':
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## compactlibrary(dplyr)
library(mice)##
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## filter## Die folgenden Objekte sind maskiert von 'package:base':
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## cbind, rbindlibrary(tidyr)
library(caret)## Lade nötiges Paket: lattice##
## Attache Paket: 'caret'## Das folgende Objekt ist maskiert 'package:purrr':
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## liftlibrary(randomForest)## randomForest 4.6-14## Type rfNews() to see new features/changes/bug fixes.##
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## combine## Das folgende Objekt ist maskiert 'package:ggplot2':
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## marginlibrary(e1071)
library(nnet)
require(caTools)## Lade nötiges Paket: caToolslibrary(MLmetrics)##
## Attache Paket: 'MLmetrics'## Die folgenden Objekte sind maskiert von 'package:caret':
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## MAE, RMSE## Das folgende Objekt ist maskiert 'package:base':
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## Recalllibrary(magrittr)##
## Attache Paket: 'magrittr'## Das folgende Objekt ist maskiert 'package:purrr':
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## set_names## Das folgende Objekt ist maskiert 'package:tidyr':
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## extractlibrary(rpart)
library(rpart.plot)
library(janitor)##
## Attache Paket: 'janitor'## Die folgenden Objekte sind maskiert von 'package:stats':
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## chisq.test, fisher.testDaten einlesen
Einlesen der Daten
Setzen des Work Directory
#Verzeichnis in dem die Datein liegen
work_dir <- "C:/Users/Felix/Desktop/Abgabe Philip"
#setzen des Arbeitsbereiches (Work Directory)
setwd(work_dir)
#Überprüfen des Working Directory (stimmt der Pfad)
getwd()## [1] "C:/Users/Felix/Desktop/Abgabe Philip"CSV einlesen
#In den CSV Datein feheln Werte, diese könnten wir schon auffüllen über den read.csv Befehl na.strings=c("")) könnten wir diese schon befüllen.
#Header = T, bedeutet das wir eine Ãœberschrift in der CSV Datei haben
#Dec ist der Seperator, dieser ist der Trenner den wir in den Datein haben. Zum Beispiel im Amerikanschen trennt ein Punkt Kommazahlen. Im Deutschen das Komma.
df <- read.csv("train_credit_card_lead.csv",sep = ";", header = T, dec = ".")
df_to_predict <- read.csv("to_predict_credit_card_lead.csv", sep = ";", header = T, dec = ".")summary(df)## customer_id sex cust_age region
## Length:233439 Length:233439 Min. : 23.00 Length:233439
## Class :character Class :character 1st Qu.: 30.00 Class :character
## Mode :character Mode :character Median : 43.00 Mode :character
## Mean : 43.87
## 3rd Qu.: 54.00
## Max. :121.00
## job_status channel vintage hast_credit_product
## Length:233439 Length:233439 Min. : 7.00 Length:233439
## Class :character Class :character 1st Qu.: 20.00 Class :character
## Mode :character Mode :character Median : 32.00 Mode :character
## Mean : 46.96
## 3rd Qu.: 73.00
## Max. :135.00
## mean_account_balance flag_active_customer sales_lead
## Min. : 20790 Length:233439 Min. :0.0000
## 1st Qu.: 604292 Class :character 1st Qu.:0.0000
## Median : 894832 Mode :character Median :0.0000
## Mean : 1128590 Mean :0.2372
## 3rd Qu.: 1366942 3rd Qu.:0.0000
## Max. :10352009 Max. :1.0000Data Preparation
Data Preparation wird in jedem der einzelnen Modellen speziell durchgeführt, weil für jedes Modell andere Schritte gemacht wurden. Zum Beispiel Standatisierung bei Neuronalen Netzen oder die Generierung von Dummy Variablen.
Ändern der Datentypen des Traningdatensatzes
#Da unsere Trainingsdaten nicht den Datentypen entsprechen die wir benötigen, werden diese in diesem Schritt umgewandelt.
df$sex = as.factor(df$sex)
df$region = as.factor(df$region)
df$job_status = as.factor(df$job_status)
df$channel = as.factor(df$channel)
df$hast_credit_product = as.factor(df$hast_credit_product)
df$flag_active_customer = as.factor(df$flag_active_customer)
df$sales_lead <- as.factor(df$sales_lead)NA’s setzen bei fehlenden Werten
Da im folgenden Plots gezeichnet werden möchte ich diese mit allen Daten betrachten und habe somit anfangs die Werte auf NA gesetzt die im Trainingsdatensatz keine Bezeichnung hatten.
summary(df)## customer_id sex cust_age region
## Length:233439 Female:105906 Min. : 23.00 RG268 : 34146
## Class :character Male :127533 1st Qu.: 30.00 RG283 : 28005
## Mode :character Median : 43.00 RG254 : 25515
## Mean : 43.87 RG284 : 18320
## 3rd Qu.: 54.00 RG277 : 12191
## Max. :121.00 RG280 : 12090
## (Other):103172
## job_status channel vintage hast_credit_product
## Entrepreneur : 2538 X1:98525 Min. : 7.00 : 27859
## Other :66575 X2:64271 1st Qu.: 20.00 No :137155
## Salaried :68391 X3:65334 Median : 32.00 Yes: 68425
## Self_Employed:95935 X4: 5309 Mean : 46.96
## 3rd Qu.: 73.00
## Max. :135.00
##
## mean_account_balance flag_active_customer sales_lead
## Min. : 20790 No :142796 0:178077
## 1st Qu.: 604292 Yes: 90643 1: 55362
## Median : 894832
## Mean : 1128590
## 3rd Qu.: 1366942
## Max. :10352009
## #Um mit dem Datensatz weiter arbeiten zu können, schauen wir in welchen Variablen aktuell NA's enthalten sind. Im Trainingsdatensatz sind nur bei hast_credit_product Missing Values zu erkennen. Diese werden wir um mit den Daten arbeiten zu können auf Na setzen.
#Befehl um die Daten des Datensatzes bei hast_credit_product auf NA zu setzen.
levels(df$hast_credit_product) <- c(NA, "No", "Yes")
summary(df)## customer_id sex cust_age region
## Length:233439 Female:105906 Min. : 23.00 RG268 : 34146
## Class :character Male :127533 1st Qu.: 30.00 RG283 : 28005
## Mode :character Median : 43.00 RG254 : 25515
## Mean : 43.87 RG284 : 18320
## 3rd Qu.: 54.00 RG277 : 12191
## Max. :121.00 RG280 : 12090
## (Other):103172
## job_status channel vintage hast_credit_product
## Entrepreneur : 2538 X1:98525 Min. : 7.00 No :137155
## Other :66575 X2:64271 1st Qu.: 20.00 Yes : 68425
## Salaried :68391 X3:65334 Median : 32.00 NA's: 27859
## Self_Employed:95935 X4: 5309 Mean : 46.96
## 3rd Qu.: 73.00
## Max. :135.00
##
## mean_account_balance flag_active_customer sales_lead
## Min. : 20790 No :142796 0:178077
## 1st Qu.: 604292 Yes: 90643 1: 55362
## Median : 894832
## Mean : 1128590
## 3rd Qu.: 1366942
## Max. :10352009
## #Nach der Umwandlung haben wir 27859 NA's.summary(df_to_predict)## customer_id sex cust_age region
## Length:12286 Length:12286 Min. : 24.00 Length:12286
## Class :character Class :character 1st Qu.: 30.00 Class :character
## Mode :character Mode :character Median : 43.00 Mode :character
## Mean : 44.07
## 3rd Qu.: 54.00
## Max. :118.00
## NA's :5228
## job_status channel vintage hast_credit_product
## Length:12286 Length:12286 Min. : 7.00 Length:12286
## Class :character Class :character 1st Qu.: 20.00 Class :character
## Mode :character Mode :character Median : 32.00 Mode :character
## Mean : 46.89
## 3rd Qu.: 73.00
## Max. :135.00
##
## mean_account_balance flag_active_customer
## Min. : 47526 Length:12286
## 1st Qu.: 604810 Class :character
## Median : 889016 Mode :character
## Mean :1124850
## 3rd Qu.:1358215
## Max. :9126917
## #Sales_lead ist dem Data Frame zugefügt worden. Jetzt müssen wir die Daten erneut betrachten.
#Zuerst wandeln wir die Daten wie bei dem Trainingsdatensatz um.Ändern der Datentypen des Testdatensatzes
#Die selbe Umwandlung müssen wir auch für die Testdaten anwenden. Diese müssen aber noch zusätzlich mit den sample_sub Daten zusammengesetzt werden.
df_to_predict$sex = as.factor(df_to_predict$sex)
df_to_predict$region = as.factor(df_to_predict$region)
df_to_predict$job_status = as.factor(df_to_predict$job_status)
df_to_predict$channel = as.factor(df_to_predict$channel)
df_to_predict$hast_credit_product = as.factor(df_to_predict$hast_credit_product)
df_to_predict$flag_active_customer = as.factor(df_to_predict$flag_active_customer)summary(df_to_predict)## customer_id sex cust_age region
## Length:12286 Female:5622 Min. : 24.00 RG268 :1788
## Class :character Male :6664 1st Qu.: 30.00 RG283 :1411
## Mode :character Median : 43.00 RG254 :1325
## Mean : 44.07 RG284 :1000
## 3rd Qu.: 54.00 RG280 : 685
## Max. :118.00 RG277 : 635
## NA's :5228 (Other):5442
## job_status channel vintage hast_credit_product
## : 125 X1:5193 Min. : 7.00 :1466
## Entrepreneur : 126 X2:3455 1st Qu.: 20.00 No :7202
## Other :3555 X3:3378 Median : 32.00 Yes:3618
## Salaried :3577 X4: 260 Mean : 46.89
## Self_Employed:4903 3rd Qu.: 73.00
## Max. :135.00
##
## mean_account_balance flag_active_customer
## Min. : 47526 No :7494
## 1st Qu.: 604810 Yes:4792
## Median : 889016
## Mean :1124850
## 3rd Qu.:1358215
## Max. :9126917
## #Im Vergleich zum anderen Datensatz haben wir mehrere fehlende Werte. In der Imputation werden wir uns überlegen wie wir die fehlenden Daten behandeln. Jetzt schauen wir erstmal das wir job_status und has credict_product mit NA's füllen.
#Da bei dem Testdatensatz einige Werte bei job_status und hast_credit_product fehlen werden diese hier wie beim Trainingsdatensatz auf NA gesetzt.
levels(df_to_predict$job_status) <- c(NA, "Self_Employed", "Salaried", "Other", "Entrepreneur")
levels(df_to_predict$hast_credit_product) <- c(NA, "No", "Yes")
summary(df_to_predict)## customer_id sex cust_age region
## Length:12286 Female:5622 Min. : 24.00 RG268 :1788
## Class :character Male :6664 1st Qu.: 30.00 RG283 :1411
## Mode :character Median : 43.00 RG254 :1325
## Mean : 44.07 RG284 :1000
## 3rd Qu.: 54.00 RG280 : 685
## Max. :118.00 RG277 : 635
## NA's :5228 (Other):5442
## job_status channel vintage hast_credit_product
## Self_Employed: 126 X1:5193 Min. : 7.00 No :7202
## Salaried :3555 X2:3455 1st Qu.: 20.00 Yes :3618
## Other :3577 X3:3378 Median : 32.00 NA's:1466
## Entrepreneur :4903 X4: 260 Mean : 46.89
## NA's : 125 3rd Qu.: 73.00
## Max. :135.00
##
## mean_account_balance flag_active_customer
## Min. : 47526 No :7494
## 1st Qu.: 604810 Yes:4792
## Median : 889016
## Mean :1124850
## 3rd Qu.:1358215
## Max. :9126917
## #Überprüfung ob die Füllung der fehlenden Daten mit Na's funktioniert hat.Data Exploration
head(df)## customer_id sex cust_age region job_status channel vintage
## 1 7LLRHXTV Female 73 RG268 Other X3 43
## 2 YONNUG68 Female 30 RG277 Salaried X1 32
## 3 FOE54SW2 Female 56 RG268 Self_Employed X3 26
## 4 ZQ2QVMAN Male 34 RG270 Salaried X1 19
## 5 Y7PBNN9L Female 30 RG282 Salaried X1 33
## 6 DRGQHH6N Male 56 RG261 Self_Employed X1 32
## hast_credit_product mean_account_balance flag_active_customer sales_lead
## 1 No 1045696 No 0
## 2 No 581988 No 0
## 3 No 1484315 Yes 0
## 4 No 470454 No 0
## 5 No 886787 No 0
## 6 No 544163 Yes 0#In der Tabelle erkennen wir das wir 11 verschiedene Variablen mir verschiedenen Ausprägungen haben. Nach den Kontoständen zu urteilen könnte es eine Bank für Reiche sein. Wenn wir alleine in der kurzen Übersicht den kleinsten Kontostand mit "nur" 470k.Anschauen der Missing Values
Wenn wir die beiden Grafiken betrachten fällt uns eins sofort auf. Das die Daten nicht aus dem gleichen Datensatz stammen können. Eindeutig haben wir in dem df_test mehrere Missing Values. Im weiteren Missachten wir dies. Normalerweise würden wir hier die Daten wieder zusammensetzen und danach diese in eine gleichmäßige Datenmenge teilen. So hätten wir klar gestellt das wir eine zufällige Auswahl von Daten hätten.
Ein weiteres Problem das sich hier ergibt ist, das wir viele Werte haben die fehlende Werte beinhalten. Das ist bei dem Test Datensatz fast die Hälfte aller Daten.
In beiden Data Frames gibt es einige Missing Values. Diese müssen unterschiedlich behandelt werden.
Fehlende Werte Trainingsdatensatz
#Die Funktionen von md.pattern sind aus der Funktion von mice.
#Hier kann man deutlich erkennen das wir nur NA Werte bei has_credit_product haben im train Satz.
md.pattern(df)
## customer_id sex cust_age region job_status channel vintage
## 205580 1 1 1 1 1 1 1
## 27859 1 1 1 1 1 1 1
## 0 0 0 0 0 0 0
## mean_account_balance flag_active_customer sales_lead hast_credit_product
## 205580 1 1 1 1
## 27859 1 1 1 0
## 0 0 0 27859
##
## 205580 0
## 27859 1
## 27859Fehlende Werte bei Testdatenatz
#Bei diesem Datensatz können wir ganz klar feststellen das wir mehr fehlende Werte haben. Wir haben hast_credit_product, cust_age und job_status bei dem Werte fehlen die wir ersetzen müssen.
md.pattern(df_to_predict)
## customer_id sex region channel vintage mean_account_balance
## 6231 1 1 1 1 1 1
## 4482 1 1 1 1 1 1
## 827 1 1 1 1 1 1
## 621 1 1 1 1 1 1
## 107 1 1 1 1 1 1
## 18 1 1 1 1 1 1
## 0 0 0 0 0 0
## flag_active_customer job_status hast_credit_product cust_age
## 6231 1 1 1 1 0
## 4482 1 1 1 0 1
## 827 1 1 0 1 1
## 621 1 1 0 0 2
## 107 1 0 1 0 2
## 18 1 0 0 0 3
## 0 125 1466 5228 6819Betrachtung aller Variablen
summary(df)## customer_id sex cust_age region
## Length:233439 Female:105906 Min. : 23.00 RG268 : 34146
## Class :character Male :127533 1st Qu.: 30.00 RG283 : 28005
## Mode :character Median : 43.00 RG254 : 25515
## Mean : 43.87 RG284 : 18320
## 3rd Qu.: 54.00 RG277 : 12191
## Max. :121.00 RG280 : 12090
## (Other):103172
## job_status channel vintage hast_credit_product
## Entrepreneur : 2538 X1:98525 Min. : 7.00 No :137155
## Other :66575 X2:64271 1st Qu.: 20.00 Yes : 68425
## Salaried :68391 X3:65334 Median : 32.00 NA's: 27859
## Self_Employed:95935 X4: 5309 Mean : 46.96
## 3rd Qu.: 73.00
## Max. :135.00
##
## mean_account_balance flag_active_customer sales_lead
## Min. : 20790 No :142796 0:178077
## 1st Qu.: 604292 Yes: 90643 1: 55362
## Median : 894832
## Mean : 1128590
## 3rd Qu.: 1366942
## Max. :10352009
## customer_id | Fortlaufende Werte die immer einer Person zugeordnet werden können. | sex: | Eindeutige Unterteilung in Mann und Frau (2 Variable) | cust_age: | Das Alter der Kunden reicht von 23-121 Jahren, hier werden wir wohl nachher einige Werte beschneiden müssen. | region: | Die Region der Kunden ist in ein genaues Gebiet unterteilt. | job_status: | Es gibt vier verschiedene Job Bezeichnungen unter denen hier unterschieden werden. | channel: | Bei den Channel gibt es vier verschiedene, diese sind klar unterteilt und es gibt keine Ausreißer. | vintage: | Die Vetragslaufzeit reicht von 7-121 Monaten. Dies ist vollkommen in Ordnung da es immer Leute gibt die nicht dauerhast bei | einer Bank sind | hast_credit_product | Dieser Wert muss nachher überarbeitet werden, hier haben wir viele 27859 Werte die fehlen.
| mean_account_balance | Die Account Balance reicht von 20790 bis 10 Mio, der Durchschnitt ist bei rund 900 k. Daher können wir davon ausgehen das | die Bank wahrscheinlich für wolhabende Kunden ist. | flag_active_customer | Es gibt wie wir hier an den Zahlen erkennen können, einige nicht aktive Kunden. | sales_lead | Die Anzahl an verkauften Produkten liegt bei 55362. Wenn wir hier in betracht ziehen das nur 90643 aktive Kunden sind, würde | ich behaupten ist dies ein sehr guter Wert ist. Der Kunde verkauft über 50 Prozent seiner Kunden ein Produkt.
Boxplot Kunden Alter
boxplot(df$cust_age)
#Betrachtung der Variblen Alter im Boxplot gibt uns einige Informationen über Personen die laut den Daten relativ alt sind. Über diese müssen wir im Verlauf noch genauer uns Gedanken machen, wie diese bereinigt, gelöscht oder was wir mit diesen machen.#Kreisdiagramm Berufe
pie(table(df$job_status))
Plot der Variablen sex und cust_age
In der folgenden Grafik können wir den Unterschied zwischen den Verteilungen des Alter zu den Geschlechtern erkennen. Hier sehen wir das wir in der Gruppe Frauen eindeutig mehr alte Personen als in der Gruppe der Männer haben. Der Durchschnitt der Männer ist wiederum höher als bei den Frauen.
library(ggplot2)
p <- df %>%
ggplot(mapping = aes(x = sex,
y = cust_age,
color = sex))
p + geom_boxplot()
#Der Durchschnitt vom Alter liegt bei 43 Jahren. am dem Plot mit der Teilung zwischen Mann und Frau kann man erkennen das die bei der Bank Männer im Durchschnitt Älter sind. Es gibt einige Asusreßer beim Alter über die wir später nochmal genauer betrachten.
median(df$cust_age)## [1] 43Plot region, cust_age und sex
In diesem Plot erkennen wir, dass die Altersgruppen relativ gleich verteilt sind bei den Kunden zu den Regionen. Dies ist auch für die jeweiligen Geschlechter der Fall. Im Allgemeinen gibt es allerdings auch mehr Männer als Frauen im Data Frame. Dies kann man an den türkisen Punkten erkennen den roten gegenüber in der Mehrheit vorkommen erkennen.
library(ggplot2)
p <- df %>%
ggplot(mapping = aes(x = region,
y = cust_age,
color = sex,
fill = sex))
p + geom_point(size = 3)
# Plot flag_active_customer und sales_lead
An diesem Plot erkennnen wir, dass die nicht aktiven Kunden (bezogen auf die letzten drei Monaten) weniger kaufen als die, die als aktive Kunden zu bezeichnen sind.
library(dplyr)
p <- df %>%
select(flag_active_customer, sales_lead) %>%
ggplot(aes(x = flag_active_customer, fill = sales_lead))
p + geom_bar(position = "dodge")
# Plot sales_lead und hast_credit_product
library(dplyr)
p <- df %>%
select(hast_credit_product, sales_lead) %>%
ggplot(aes(x = hast_credit_product, fill = sales_lead))
p + geom_bar(position = "dodge")
# Plot der Geschlechter und der Account Balance
In diesem Plot erkennen wir, dass die Frauen im Durchschnitt ein höheren Kontosaldo aufweisen als die Männer. Wenn es um die höheren Kontostände geht sind es mehr Männer als Frauen.
p <- df %>%
select(mean_account_balance, sex) %>%
ggplot(mapping = aes(x = mean_account_balance, fill = sex))
p + geom_histogram(bins = 30)
p <- df %>%
select(mean_account_balance, job_status) %>%
ggplot(mapping = aes(x = mean_account_balance, fill = job_status))
p + geom_histogram(bins = 30)
library(dplyr)
p <- df %>%
select(job_status, mean_account_balance) %>%
ggplot(mapping = aes(x = mean_account_balance,
fill = job_status)) +
facet_wrap(~ job_status)
p + geom_histogram()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
library(dplyr)
p <- df %>%
select(job_status, vintage) %>%
ggplot(mapping = aes(x = vintage,
fill = job_status)) +
facet_wrap(~ job_status)
p + geom_histogram()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
library(dplyr)
p <- df %>%
select(cust_age, channel) %>%
ggplot(mapping = aes(x = cust_age,
fill = channel)) +
facet_wrap(~ channel)
p + geom_histogram()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
p <- df %>%
ggplot(mapping = aes(x = sex,
y = cust_age,
color = sales_lead,
fill = sales_lead))
p + geom_jitter()
Wie viele Leute kaufen in welcher Gruppe?
library(janitor)
tabyl(df, job_status, sales_lead)## job_status 0 1
## Entrepreneur 853 1685
## Other 50241 16334
## Salaried 57500 10891
## Self_Employed 69483 26452#Der Plot ist ergibt einige Intressante Dinge aus. Wir können erkennen das mehr der Entrepreneur ein Produkt kaufen als keins. Bei den Selbstständigen haben auch einige der Kunden ein Produkt gekauft. (ca 1/3) Die normal Angestellten sind leider eine der Gruppe die wir nicht sonderlich gut erreichen Data Cleaning
Wie wir vorhin schon bei den Daten erkennen konnten habe wir Personen in unseren Data Frames die relativ alt sind. Es gibt einige Methoden dies zu bereinigen. Wir könnten diese ignorieren. In einem Boxplot haben wir Ausreißer festgestellt bei denen wir ebenso daraus folgern könnten die Daten der Personen von über 100 Jahre zu entfernen.
Unsere Entscheidung haben wir auf der Grundlage des erzählen einer Idee die eine andere Betrachtungsweise aufzeigt getätigt.
Wir nutzen Google um heraus zu finden wie alt die Ältester in Deutschland lebende Person aktuell ist. Hier könnten wir erkennen das diese aktuell eine Dame mit dem Alter von 112 Jahren ist. Im Datensatz sind viele Leute über diesem Alter.
Noch zu erwähnen ist das einige der Personen über 100 Jahre alt sind. Hier haben wir zusätzlich noch geprüft wie viele Personen in Deutschland über 100 Jahre als sind um bei einer zu hohen Anzahl das ganze erneut zu überdenken.
Da in Deutschland aktuell über 19000 Menschen im Alter von über 100 Jahre leben ist dies in umsere Datensatz kein Problem.
Bereinigung des Alter des Training Datensatz
#Vorher hatten wir im Datensatz 233439 nun nach der Entfernung aller über 112 Jahren haben wir nur 205555 Daten. Wie wir im summary sehen ist das nun höchste Alter 111 Jahre.
summary(df)## customer_id sex cust_age region
## Length:233439 Female:105906 Min. : 23.00 RG268 : 34146
## Class :character Male :127533 1st Qu.: 30.00 RG283 : 28005
## Mode :character Median : 43.00 RG254 : 25515
## Mean : 43.87 RG284 : 18320
## 3rd Qu.: 54.00 RG277 : 12191
## Max. :121.00 RG280 : 12090
## (Other):103172
## job_status channel vintage hast_credit_product
## Entrepreneur : 2538 X1:98525 Min. : 7.00 No :137155
## Other :66575 X2:64271 1st Qu.: 20.00 Yes : 68425
## Salaried :68391 X3:65334 Median : 32.00 NA's: 27859
## Self_Employed:95935 X4: 5309 Mean : 46.96
## 3rd Qu.: 73.00
## Max. :135.00
##
## mean_account_balance flag_active_customer sales_lead
## Min. : 20790 No :142796 0:178077
## 1st Qu.: 604292 Yes: 90643 1: 55362
## Median : 894832
## Mean : 1128590
## 3rd Qu.: 1366942
## Max. :10352009
## df %>%
select(cust_age) %>%
group_by(cust_age>=100)%>%
count()## cust_age cust_age....100 freq
## 1 23 FALSE 1
## 2 24 FALSE 1800
## 3 25 FALSE 5030
## 4 26 FALSE 8562
## 5 27 FALSE 12365
## 6 28 FALSE 13813
## 7 29 FALSE 12651
## 8 30 FALSE 10527
## 9 31 FALSE 7996
## 10 32 FALSE 5897
## 11 33 FALSE 4779
## 12 34 FALSE 4042
## 13 35 FALSE 3539
## 14 36 FALSE 3348
## 15 37 FALSE 3214
## 16 38 FALSE 3138
## 17 39 FALSE 3159
## 18 40 FALSE 3348
## 19 41 FALSE 3661
## 20 42 FALSE 3984
## 21 43 FALSE 4347
## 22 44 FALSE 4721
## 23 45 FALSE 5322
## 24 46 FALSE 5506
## 25 47 FALSE 5915
## 26 48 FALSE 5994
## 27 49 FALSE 6015
## 28 50 FALSE 5692
## 29 51 FALSE 5650
## 30 52 FALSE 5294
## 31 53 FALSE 4881
## 32 54 FALSE 4605
## 33 55 FALSE 4215
## 34 56 FALSE 3988
## 35 57 FALSE 3830
## 36 58 FALSE 3561
## 37 59 FALSE 3249
## 38 60 FALSE 2934
## 39 61 FALSE 2722
## 40 62 FALSE 2479
## 41 63 FALSE 2270
## 42 64 FALSE 2120
## 43 65 FALSE 1763
## 44 66 FALSE 1668
## 45 67 FALSE 1524
## 46 68 FALSE 1420
## 47 69 FALSE 1355
## 48 70 FALSE 1277
## 49 71 FALSE 1248
## 50 72 FALSE 1200
## 51 73 FALSE 1160
## 52 74 FALSE 1100
## 53 75 FALSE 1108
## 54 76 FALSE 1076
## 55 77 FALSE 1098
## 56 78 FALSE 984
## 57 79 FALSE 1006
## 58 80 FALSE 892
## 59 81 FALSE 776
## 60 82 FALSE 706
## 61 83 FALSE 655
## 62 84 FALSE 591
## 63 85 FALSE 577
## 64 99 FALSE 3
## 65 100 TRUE 3
## 66 101 TRUE 5
## 67 102 TRUE 3
## 68 103 TRUE 4
## 69 104 TRUE 6
## 70 105 TRUE 7
## 71 106 TRUE 7
## 72 107 TRUE 4
## 73 108 TRUE 4
## 74 109 TRUE 7
## 75 110 TRUE 5
## 76 111 TRUE 4
## 77 112 TRUE 1
## 78 113 TRUE 2
## 79 114 TRUE 1
## 80 115 TRUE 2
## 81 116 TRUE 2
## 82 117 TRUE 2
## 83 118 TRUE 1
## 84 119 TRUE 10
## 85 120 TRUE 5
## 86 121 TRUE 3#Mit der Entfernung aller Daten über 112 Jahren haben wir 49 Kunden über dem Alter von 100 Jahren übrig.summary(df)## customer_id sex cust_age region
## Length:233439 Female:105906 Min. : 23.00 RG268 : 34146
## Class :character Male :127533 1st Qu.: 30.00 RG283 : 28005
## Mode :character Median : 43.00 RG254 : 25515
## Mean : 43.87 RG284 : 18320
## 3rd Qu.: 54.00 RG277 : 12191
## Max. :121.00 RG280 : 12090
## (Other):103172
## job_status channel vintage hast_credit_product
## Entrepreneur : 2538 X1:98525 Min. : 7.00 No :137155
## Other :66575 X2:64271 1st Qu.: 20.00 Yes : 68425
## Salaried :68391 X3:65334 Median : 32.00 NA's: 27859
## Self_Employed:95935 X4: 5309 Mean : 46.96
## 3rd Qu.: 73.00
## Max. :135.00
##
## mean_account_balance flag_active_customer sales_lead
## Min. : 20790 No :142796 0:178077
## 1st Qu.: 604292 Yes: 90643 1: 55362
## Median : 894832
## Mean : 1128590
## 3rd Qu.: 1366942
## Max. :10352009
## #Den Test Datensatz können wir momentan noch nicht bereinigen da wir im Alter noch einige NA's haben, diese müssen wir im nächsten Schritt erst einmal auffüllen.Imputation
library(tidyr)
library(mice)
library(missMethods)
library(caret)
summary(df)## customer_id sex cust_age region
## Length:233439 Female:105906 Min. : 23.00 RG268 : 34146
## Class :character Male :127533 1st Qu.: 30.00 RG283 : 28005
## Mode :character Median : 43.00 RG254 : 25515
## Mean : 43.87 RG284 : 18320
## 3rd Qu.: 54.00 RG277 : 12191
## Max. :121.00 RG280 : 12090
## (Other):103172
## job_status channel vintage hast_credit_product
## Entrepreneur : 2538 X1:98525 Min. : 7.00 No :137155
## Other :66575 X2:64271 1st Qu.: 20.00 Yes : 68425
## Salaried :68391 X3:65334 Median : 32.00 NA's: 27859
## Self_Employed:95935 X4: 5309 Mean : 46.96
## 3rd Qu.: 73.00
## Max. :135.00
##
## mean_account_balance flag_active_customer sales_lead
## Min. : 20790 No :142796 0:178077
## 1st Qu.: 604292 Yes: 90643 1: 55362
## Median : 894832
## Mean : 1128590
## 3rd Qu.: 1366942
## Max. :10352009
## # Löschung der Zeilen, die fehlende Werten enthalten, um einen Data Frame mit vollständigen Daten zu kreieren
df_train_na <- drop_na(df)
# Ziehung einer Stichprobe mit vollständigen Daten, um Güte der Imputationsmethoden bestimmen zu können
true.index <- createDataPartition(df_train_na$sales_lead ,p = 1, list = FALSE)
true_target<- df_train_na[ true.index,]
# Zufällige Werte auf NA setzen
na_target <- delete_MCAR(true_target, 0.12, "hast_credit_product")
sum(is.na(na_target$hast_credit_product))## [1] 24670# Güte der multiplen Imputation mit logistischer Regression
imp_logreg <- mice(na_target, m=3, method = "logreg", maxit = 5)##
## iter imp variable
## 1 1 hast_credit_product
## 1 2 hast_credit_product
## 1 3 hast_credit_product
## 2 1 hast_credit_product
## 2 2 hast_credit_product
## 2 3 hast_credit_product
## 3 1 hast_credit_product
## 3 2 hast_credit_product
## 3 3 hast_credit_product
## 4 1 hast_credit_product
## 4 2 hast_credit_product
## 4 3 hast_credit_product
## 5 1 hast_credit_product
## 5 2 hast_credit_product
## 5 3 hast_credit_product## Warning: Number of logged events: 1completed_logreg <- mice::complete(imp_logreg)
# Präzision: Anteil der imputierten Werte, welche den wahren Wert entsprechen
precision_logreg <- evaluate_imputed_values(completed_logreg, true_target, criterion = "precision")
precision_logreg## [1] 0.9960856# Güte der multiplen Imputation mit CART
imp_cart <- mice(na_target, m = 3, method = "cart", maxit = 1)##
## iter imp variable
## 1 1 hast_credit_product
## 1 2 hast_credit_product
## 1 3 hast_credit_product## Warning: Number of logged events: 1completed_cart <- mice::complete(imp_cart)
precision_cart <- evaluate_imputed_values(completed_cart, true_target, criterion = "precision")
precision_cart## [1] 0.9962514df <- mice::complete(imp_cart)
summary(df)## customer_id sex cust_age region
## Length:205580 Female: 95463 Min. : 23.00 RG268 :28797
## Class :character Male :110117 1st Qu.: 29.00 RG283 :23478
## Mode :character Median : 41.00 RG254 :22935
## Mean : 42.82 RG284 :15515
## 3rd Qu.: 53.00 RG277 :10751
## Max. :121.00 RG280 :10668
## (Other):93436
## job_status channel vintage hast_credit_product
## Entrepreneur : 1565 X1:95618 Min. : 7.00 No :137112
## Other :57713 X2:53047 1st Qu.: 20.00 Yes: 68468
## Salaried :64393 X3:52284 Median : 31.00
## Self_Employed:81909 X4: 4631 Mean : 44.28
## 3rd Qu.: 67.00
## Max. :135.00
##
## mean_account_balance flag_active_customer sales_lead
## Min. : 20790 No :128134 0:173962
## 1st Qu.: 595832 Yes: 77446 1: 31618
## Median : 881020
## Mean : 1115288
## 3rd Qu.: 1346810
## Max. :10352009
## summary(df)## customer_id sex cust_age region
## Length:205580 Female: 95463 Min. : 23.00 RG268 :28797
## Class :character Male :110117 1st Qu.: 29.00 RG283 :23478
## Mode :character Median : 41.00 RG254 :22935
## Mean : 42.82 RG284 :15515
## 3rd Qu.: 53.00 RG277 :10751
## Max. :121.00 RG280 :10668
## (Other):93436
## job_status channel vintage hast_credit_product
## Entrepreneur : 1565 X1:95618 Min. : 7.00 No :137112
## Other :57713 X2:53047 1st Qu.: 20.00 Yes: 68468
## Salaried :64393 X3:52284 Median : 31.00
## Self_Employed:81909 X4: 4631 Mean : 44.28
## 3rd Qu.: 67.00
## Max. :135.00
##
## mean_account_balance flag_active_customer sales_lead
## Min. : 20790 No :128134 0:173962
## 1st Qu.: 595832 Yes: 77446 1: 31618
## Median : 881020
## Mean : 1115288
## 3rd Qu.: 1346810
## Max. :10352009
## Anpassung der Age Variable im Testdatensatz
#Alter der Kunden über 118 Jahre. Wir müssen diesen an den anderen anpassen und sagen das wir wieder alle Kunden >= 112 aus dem Datebsatz entfernen.#Entfernung aller über 112 Jahre alten Personen im Data Frame
df$cust_age [df$cust_age >= 112] <- NA
#Durch diesen Befehl werden alle Na Werte aus dem Data Frame geworfen
df <- na.omit(df)
#Vorher hatten wir im Datensatz 12286 nun nach der Entfernung aller über 112 Jahren haben wir nur 12280 Daten. Wie wir im summary sehen ist das nun höchste Alter 110 Jahre.
summary(df)## customer_id sex cust_age region
## Length:205555 Female: 95449 Min. : 23.00 RG268 :28793
## Class :character Male :110106 1st Qu.: 29.00 RG283 :23476
## Mode :character Median : 41.00 RG254 :22928
## Mean : 42.81 RG284 :15513
## 3rd Qu.: 53.00 RG277 :10751
## Max. :111.00 RG280 :10665
## (Other):93429
## job_status channel vintage hast_credit_product
## Entrepreneur : 1565 X1:95611 Min. : 7.00 No :137096
## Other :57709 X2:53034 1st Qu.: 20.00 Yes: 68459
## Salaried :64386 X3:52279 Median : 31.00
## Self_Employed:81895 X4: 4631 Mean : 44.28
## 3rd Qu.: 67.00
## Max. :135.00
##
## mean_account_balance flag_active_customer sales_lead
## Min. : 20790 No :128120 0:173938
## 1st Qu.: 595837 Yes: 77435 1: 31617
## Median : 881046
## Mean : 1115316
## 3rd Qu.: 1346854
## Max. :10352009
## df %>%
select(cust_age) %>%
group_by(cust_age>=100)%>%
count()## cust_age cust_age....100 freq
## 1 23 FALSE 1
## 2 24 FALSE 1782
## 3 25 FALSE 4952
## 4 26 FALSE 8432
## 5 27 FALSE 12172
## 6 28 FALSE 13587
## 7 29 FALSE 12395
## 8 30 FALSE 10320
## 9 31 FALSE 7818
## 10 32 FALSE 5697
## 11 33 FALSE 4544
## 12 34 FALSE 3789
## 13 35 FALSE 3208
## 14 36 FALSE 2966
## 15 37 FALSE 2789
## 16 38 FALSE 2688
## 17 39 FALSE 2704
## 18 40 FALSE 2859
## 19 41 FALSE 3133
## 20 42 FALSE 3331
## 21 43 FALSE 3605
## 22 44 FALSE 3925
## 23 45 FALSE 4330
## 24 46 FALSE 4483
## 25 47 FALSE 4728
## 26 48 FALSE 4816
## 27 49 FALSE 4808
## 28 50 FALSE 4539
## 29 51 FALSE 4447
## 30 52 FALSE 4251
## 31 53 FALSE 3928
## 32 54 FALSE 3656
## 33 55 FALSE 3405
## 34 56 FALSE 3228
## 35 57 FALSE 3068
## 36 58 FALSE 2876
## 37 59 FALSE 2604
## 38 60 FALSE 2383
## 39 61 FALSE 2195
## 40 62 FALSE 1997
## 41 63 FALSE 1842
## 42 64 FALSE 1717
## 43 65 FALSE 1485
## 44 66 FALSE 1424
## 45 67 FALSE 1315
## 46 68 FALSE 1213
## 47 69 FALSE 1145
## 48 70 FALSE 1088
## 49 71 FALSE 1063
## 50 72 FALSE 1012
## 51 73 FALSE 1011
## 52 74 FALSE 958
## 53 75 FALSE 923
## 54 76 FALSE 891
## 55 77 FALSE 921
## 56 78 FALSE 822
## 57 79 FALSE 840
## 58 80 FALSE 708
## 59 81 FALSE 639
## 60 82 FALSE 575
## 61 83 FALSE 530
## 62 84 FALSE 483
## 63 85 FALSE 460
## 64 99 FALSE 2
## 65 100 TRUE 3
## 66 101 TRUE 4
## 67 102 TRUE 1
## 68 103 TRUE 4
## 69 104 TRUE 5
## 70 105 TRUE 6
## 71 106 TRUE 6
## 72 107 TRUE 4
## 73 108 TRUE 4
## 74 109 TRUE 6
## 75 110 TRUE 2
## 76 111 TRUE 4#Mit der Entfernung aller Daten über 112 Jahren haben wir 49 Kunden über dem Alter von 100 Jahren übrig.set.seed(333)
library(caret)
trainIndex <- createDataPartition(df$sales_lead, p = .8,
list = FALSE,
times = 1)
head(trainIndex)## Resample1
## [1,] 1
## [2,] 3
## [3,] 4
## [4,] 5
## [5,] 7
## [6,] 8df_train <- df[ trainIndex,]
df_test <- df[-trainIndex,]
df_train## customer_id sex cust_age region job_status channel vintage
## 1 7LLRHXTV Female 73 RG268 Other X3 43
## 3 FOE54SW2 Female 56 RG268 Self_Employed X3 26
## 4 ZQ2QVMAN Male 34 RG270 Salaried X1 19
## 5 Y7PBNN9L Female 30 RG282 Salaried X1 33
## 7 YQL9OZV7 Female 48 RG265 Self_Employed X3 13
## 8 PMPXERCU Female 40 RG283 Self_Employed X2 38
## 9 Z5IG5PB3 Female 55 RG268 Self_Employed X2 49
## 10 JVPTCHOZ Male 53 RG254 Self_Employed X3 123
## 11 MFQNGPLL Male 27 RG270 Self_Employed X1 14
## 12 ZNKUZSC9 Female 27 RG277 Salaried X1 20
## 13 97IUWOUC Male 31 RG254 Salaried X1 31
## 14 MH9BYHH2 Female 46 RG268 Other X3 97
## 17 O6SFPUEM Female 37 RG269 Other X1 63
## 18 CNZCBUA9 Male 27 RG257 Salaried X1 21
## 19 T5DAKCOW Female 32 RG279 Salaried X1 26
## 20 CVFTUCYU Male 50 RG280 Self_Employed X3 99
## 21 EYOVYMWK Female 31 RG282 Salaried X1 33
## 23 JUF4BVWS Male 25 RG283 Salaried X1 14
## 24 E7YRGDSG Female 31 RG268 Salaried X1 26
## 25 KSPJR6BN Female 27 RG277 Salaried X1 19
## 26 OPJZS9E6 Female 52 RG283 Self_Employed X3 56
## 27 9AW5NGIA Female 26 RG280 Salaried X1 21
## 28 N5XRQDHV Female 32 RG252 Salaried X1 31
## 29 BUHLBPNS Male 27 RG279 Salaried X1 21
## 30 AOZKXXBF Male 67 RG268 Other X1 87
## 33 6AUCULT4 Male 49 RG268 Salaried X3 63
## 34 PHBWAIYM Female 48 RG283 Self_Employed X1 26
## 35 CJGEV9RK Female 34 RG259 Salaried X1 21
## 37 YDDS2AAS Female 34 RG258 Salaried X1 31
## 38 33CUVLQ9 Male 64 RG284 Other X2 87
## 39 2GY92PNO Female 29 RG280 Other X1 31
## 40 NDJK3R5G Male 41 RG266 Self_Employed X4 14
## 41 JWIKCXWT Male 40 RG260 Self_Employed X3 20
## 42 PEQO8UXM Female 26 RG270 Salaried X1 14
## 43 FWKESCJE Female 27 RG269 Salaried X1 32
## 44 ETNSF27B Female 27 RG279 Salaried X1 14
## 45 JKLHHIIE Female 59 RG254 Self_Employed X2 57
## 46 EDDUSZHV Male 60 RG268 Other X3 104
## 47 4WF8TSMT Female 27 RG257 Other X1 13
## 48 W9SSSNHA Female 29 RG274 Salaried X1 19
## 49 SSWGUTZZ Male 57 RG268 Self_Employed X3 61
## 50 EFNKRY6F Female 44 RG256 Self_Employed X3 91
## 51 TMAGMQP5 Male 37 RG277 Salaried X1 27
## 53 EOZH8OZT Male 58 RG273 Self_Employed X2 32
## 54 FNUN4GRH Male 65 RG284 Other X3 50
## 55 7JH9BCYS Female 43 RG268 Self_Employed X2 14
## 56 FVDTJALM Female 30 RG254 Other X1 25
## 57 G6U4CXUR Male 26 RG254 Other X1 26
## 58 ODPDJ2MX Male 30 RG274 Salaried X1 26
## 59 WXEMRLSM Female 27 RG254 Salaried X1 26
## 60 EUCABCTE Male 27 RG254 Salaried X1 13
## 61 ESQZJM9G Male 48 RG284 Self_Employed X3 117
## 62 KZUPIPJR Male 35 RG261 Salaried X1 26
## 64 RWQZYD67 Female 49 RG283 Self_Employed X2 57
## 65 7WGFB3BD Male 40 RG283 Self_Employed X3 21
## 66 MXA3PB2F Male 55 RG268 Self_Employed X2 81
## 68 CYVQDNOA Male 32 RG254 Salaried X1 25
## 70 QCHQEHD5 Female 29 RG265 Other X1 32
## 72 MTE7MFSO Female 42 RG261 Self_Employed X1 25
## 73 JYZE6TLK Female 54 RG268 Self_Employed X3 97
## 74 CQMN93EP Male 58 RG272 Self_Employed X3 57
## 76 CIWT7PMX Male 28 RG251 Salaried X1 13
## 77 SPXCJUKA Male 46 RG269 Entrepreneur X3 14
## 78 FGQTVEN3 Male 61 RG254 Self_Employed X3 109
## 79 KXQHZTNG Female 29 RG261 Salaried X1 26
## 82 HS7TGKQJ Female 30 RG260 Self_Employed X1 26
## 83 EV978NOQ Female 60 RG268 Other X1 27
## 84 EF9JSBBC Male 47 RG254 Self_Employed X2 33
## 85 29W8AGZE Male 44 RG270 Self_Employed X3 13
## 87 SB2PWSYN Male 40 RG283 Self_Employed X2 26
## 88 KCOGIJQE Male 26 RG256 Salaried X1 27
## 89 KFYTT3ZS Male 30 RG254 Salaried X1 27
## 90 DASTFWEX Female 40 RG282 Self_Employed X2 56
## 91 HU986RLT Male 43 RG280 Self_Employed X3 45
## 92 VCA33SZX Male 41 RG268 Self_Employed X2 26
## 93 RPMXDQBK Female 51 RG268 Self_Employed X3 122
## 95 64IXNCNP Male 28 RG281 Salaried X1 15
## 96 AGZJYZMP Female 25 RG270 Salaried X1 19
## 97 FFDTMSCX Female 68 RG254 Other X3 21
## 98 YRTE9OV8 Male 57 RG278 Self_Employed X2 80
## 99 QVUZV8VN Male 36 RG270 Other X1 32
## 100 CQK3NBFF Male 50 RG283 Self_Employed X3 91
## 101 I3HDBDOQ Female 46 RG276 Self_Employed X2 81
## 102 MKWYH26Z Female 83 RG272 Other X2 73
## 103 QTD59ZTV Female 50 RG268 Other X2 75
## 104 KWXXHVUK Male 51 RG268 Self_Employed X2 79
## 106 ZUS8W9ZU Female 52 RG283 Self_Employed X2 56
## 107 R9SH64J9 Male 31 RG278 Salaried X1 32
## 108 N8ENNPUD Male 34 RG277 Salaried X1 13
## 109 TCFWVOF8 Female 57 RG277 Self_Employed X3 111
## 111 48AHP9AM Male 44 RG268 Self_Employed X3 87
## 114 GUHMFGGY Male 42 RG254 Self_Employed X2 20
## 116 O9JBPLQH Male 28 RG279 Self_Employed X1 14
## 117 8ELNCB6A Female 29 RG270 Salaried X1 33
## 118 JQTD2XSQ Male 44 RG268 Self_Employed X2 73
## 119 NB7YNAUZ Female 26 RG262 Salaried X1 20
## 120 SM48LEXG Male 52 RG277 Self_Employed X2 92
## 124 F33HE5SB Male 54 RG257 Self_Employed X2 27
## 125 2KNXJPPD Male 43 RG268 Other X1 13
## 126 ZDQ37KS7 Male 26 RG254 Salaried X1 26
## 127 OPCNUYSK Male 59 RG268 Self_Employed X2 50
## 128 DVYKEDYM Female 31 RG281 Salaried X1 26
## 130 DUVLRDZM Male 33 RG283 Salaried X1 26
## 131 G5BZWJHB Male 30 RG263 Salaried X1 31
## 132 7UR9UEX6 Female 39 RG268 Self_Employed X3 85
## 133 R3XASWUS Female 38 RG274 Self_Employed X1 27
## 134 FCJORB7J Male 47 RG254 Other X2 87
## 136 X5Q2VBGU Male 59 RG274 Self_Employed X3 27
## 137 FBUKLGNL Female 58 RG284 Self_Employed X3 115
## 140 GOVAVUGA Male 32 RG264 Salaried X1 13
## 141 BS42LBGI Male 29 RG254 Salaried X1 32
## 142 9Z35TNS7 Male 57 RG251 Self_Employed X2 80
## 143 4SURCQOH Male 40 RG284 Self_Employed X2 37
## 144 BJQZCAM4 Male 56 RG282 Self_Employed X2 61
## 145 5T6VBAYF Female 32 RG270 Salaried X1 25
## 146 KQRA4AX8 Female 30 RG280 Other X1 26
## 147 SWBHV7GH Female 54 RG268 Self_Employed X2 91
## 148 FKQFASMT Female 29 RG250 Salaried X1 20
## 149 CV7VK6DS Male 28 RG270 Self_Employed X1 19
## 150 NE7WJVAQ Female 27 RG266 Salaried X1 27
## 151 5TREQ6ZV Male 32 RG254 Other X1 33
## 152 FS9OUJUF Male 41 RG256 Self_Employed X3 33
## 153 BPPWST4J Female 27 RG255 Self_Employed X1 32
## 154 NEUNCEDJ Female 30 RG277 Salaried X1 33
## 156 WQFFYIVU Female 74 RG268 Other X3 33
## 157 BMVGMHVB Male 42 RG254 Self_Employed X2 91
## 158 S2QNVSAC Male 47 RG254 Self_Employed X3 122
## 159 QIRX26IM Female 82 RG283 Other X3 93
## 160 HNCVUCJP Male 53 RG268 Self_Employed X3 97
## 161 EFAC4ZCD Female 41 RG281 Self_Employed X2 14
## 162 PQDACQW8 Male 44 RG276 Self_Employed X2 19
## 163 NIZEY2HU Female 36 RG268 Salaried X2 31
## 165 YH9FJPC8 Female 28 RG282 Salaried X1 33
## 166 HMXG3KRF Male 24 RG256 Other X1 14
## 167 AYMWHYBX Female 30 RG251 Self_Employed X1 33
## 168 QF5OHFHV Male 57 RG277 Self_Employed X3 110
## 169 H4VCFGU6 Male 33 RG284 Salaried X1 31
## 170 JLWUNZS9 Female 29 RG260 Salaried X1 27
## 171 54VEQWJ5 Male 25 RG254 Salaried X1 25
## 172 3RJBROMB Male 28 RG269 Other X1 31
## 173 EG3KWCWA Male 45 RG268 Self_Employed X3 44
## 176 JSJDN3X8 Male 56 RG266 Self_Employed X3 85
## 177 H6HUVQE8 Male 51 RG283 Salaried X3 87
## 179 SWJ4UUJJ Female 51 RG283 Self_Employed X3 97
## 181 LNROUEBJ Male 50 RG254 Other X3 45
## 182 CXBGJGXP Male 54 RG283 Self_Employed X2 61
## 183 PBC3XRSF Male 61 RG284 Self_Employed X1 45
## 184 PWSR4WZQ Male 53 RG277 Other X2 45
## 185 CASPD9RM Male 44 RG263 Self_Employed X2 50
## 186 CQM9MTQV Female 47 RG268 Self_Employed X3 99
## 187 43SOYLHP Female 36 RG261 Salaried X1 25
## 188 NPDCJ9TU Male 47 RG284 Self_Employed X2 99
## 189 BWW5TKA7 Male 34 RG255 Salaried X1 32
## 190 V9WDCFKP Female 29 RG283 Salaried X1 13
## 191 KDBSPAKH Female 51 RG283 Self_Employed X3 26
## 192 RACD6NGU Female 27 RG266 Salaried X1 26
## 193 KHXR5VBK Male 53 RG280 Self_Employed X3 74
## 194 FDVNVHQI Female 50 RG272 Self_Employed X2 68
## 195 F47D3GYC Male 47 RG261 Self_Employed X2 51
## 196 O9KKXHMV Male 74 RG254 Other X3 92
## 198 ILS3NR3Z Male 53 RG277 Self_Employed X1 15
## 199 ARDAD3XJ Male 54 RG253 Other X2 73
## 200 UFZLQCVS Female 31 RG279 Salaried X1 15
## 202 LJJUL3NF Male 27 RG270 Salaried X1 19
## 203 QFQSVKJP Female 60 RG264 Self_Employed X2 92
## 204 CFAJCKZ8 Male 46 RG283 Self_Employed X3 87
## 205 NZ6G7FWR Female 28 RG268 Salaried X1 27
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## 11075 Yes 1199488 Yes 0
## 11076 Yes 2274759 Yes 1
## 11077 No 1132622 No 0
## 11078 Yes 1259884 No 0
## 11079 No 1090944 No 1
## 11081 Yes 1133005 No 1
## 11082 No 452867 No 0
## 11085 No 873170 No 0
## 11086 No 288635 Yes 0
## 11087 No 672751 No 0
## 11088 Yes 907506 No 0
## 11089 No 378641 Yes 0
## 11090 No 216225 Yes 0
## 11091 Yes 638450 No 0
## 11092 Yes 998455 No 0
## 11094 Yes 589091 No 0
## 11095 No 449156 Yes 0
## 11097 No 833315 No 0
## 11098 No 523088 No 0
## 11099 No 1628424 No 0
## 11100 Yes 682051 Yes 0
## 11101 No 454932 Yes 0
## 11102 No 1022245 Yes 0
## 11103 No 589366 No 0
## 11105 Yes 790346 No 0
## 11106 No 241804 No 0
## 11107 No 597403 No 0
## 11108 Yes 2123032 Yes 1
## 11109 No 2876088 Yes 0
## 11111 No 761430 Yes 0
## 11112 No 663842 Yes 1
## 11113 Yes 1234830 No 1
## 11114 No 678580 Yes 0
## 11115 Yes 1022788 Yes 0
## 11116 No 643790 No 0
## 11117 No 615844 No 0
## 11118 No 2742348 Yes 0
## 11119 No 482513 No 0
## 11120 Yes 2005054 Yes 1
## 11121 No 1314538 No 0
## 11122 No 2553143 Yes 0
## 11123 Yes 1036761 No 0
## 11124 No 4085607 No 0
## 11125 Yes 880423 Yes 1
## 11126 No 949736 Yes 0
## 11127 Yes 1246916 No 0
## 11129 No 268797 Yes 0
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## 11137 No 1070260 Yes 0
## 11138 No 425384 Yes 0
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## 11140 No 430190 No 0
## 11141 No 655796 Yes 0
## 11142 Yes 1665056 Yes 1
## 11143 Yes 1839505 No 0
## 11144 No 203489 Yes 0
## 11147 No 830014 Yes 0
## 11148 No 1194495 No 0
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## 11150 No 1244967 Yes 0
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## 11152 Yes 839189 Yes 1
## 11153 No 756651 Yes 0
## 11155 No 1017314 Yes 0
## 11156 No 1680827 No 0
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## 11177 No 954667 No 0
## 11178 No 561242 Yes 1
## 11179 No 1404954 Yes 0
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## 11181 No 2692125 No 0
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## 11185 No 1011378 Yes 0
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## 11244 No 244776 Yes 0
## 11246 No 861956 No 0
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## 11271 Yes 551061 No 0
## 11272 No 371877 No 0
## 11274 Yes 569244 No 0
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## 11279 No 1644248 Yes 0
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## 11283 No 814412 No 0
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## 11287 Yes 489295 Yes 1
## 11288 Yes 1406538 No 1
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## 11296 No 210867 Yes 0
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## 11300 No 1568455 Yes 0
## 11301 Yes 795749 Yes 1
## 11302 Yes 708253 No 1
## 11303 Yes 1437456 Yes 1
## 11304 No 2467293 Yes 0
## 11305 No 1349044 No 0
## 11306 No 627752 Yes 0
## 11308 No 1420270 No 0
## 11309 Yes 764189 No 1
## 11310 No 1655257 No 0
## 11311 No 507949 Yes 0
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## 11314 No 1067065 No 0
## 11315 No 552814 Yes 0
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## 11317 Yes 2322036 Yes 1
## 11318 No 687382 No 0
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## 11322 Yes 578010 No 0
## 11323 No 294598 No 0
## 11324 No 805503 No 0
## 11325 No 1075689 No 0
## 11326 Yes 495543 No 0
## 11327 Yes 774727 No 0
## 11328 No 1069726 Yes 0
## 11329 No 837534 No 0
## 11330 Yes 498382 Yes 1
## 11332 Yes 1497184 No 1
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## 11337 Yes 1640919 No 0
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## 11339 Yes 942162 No 0
## 11340 Yes 346459 No 1
## 11341 No 1190668 No 0
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## 11345 Yes 391395 No 0
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## 11351 No 560495 Yes 0
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## 11354 Yes 853145 No 0
## 11355 No 805432 No 0
## 11356 No 757229 No 0
## 11357 No 1527782 Yes 0
## 11359 Yes 1159242 No 0
## 11360 Yes 1859236 Yes 0
## 11362 No 571477 No 0
## 11363 No 4593441 No 0
## 11364 Yes 977246 Yes 0
## 11365 No 1114671 Yes 0
## 11366 No 662480 Yes 0
## 11367 No 766272 No 0
## 11368 No 823463 No 0
## 11369 Yes 4022185 No 0
## 11370 Yes 846763 No 1
## 11372 No 654176 No 0
## 11373 Yes 380937 Yes 1
## 11374 Yes 639491 No 0
## 11377 No 867447 No 0
## 11378 No 695926 No 0
## [ reached 'max' / getOption("max.print") -- omitted 155355 rows ]df_test## customer_id sex cust_age region job_status channel vintage
## 2 YONNUG68 Female 30 RG277 Salaried X1 32
## 6 DRGQHH6N Male 56 RG261 Self_Employed X1 32
## 15 F5UKRXGE Female 59 RG283 Other X3 15
## 16 UCGQFVDP Female 65 RG277 Other X2 20
## 22 HMCPZGFX Male 70 RG280 Other X2 63
## 31 RN2VTGHA Female 29 RG284 Salaried X1 26
## 32 KVNKXWUE Male 59 RG284 Self_Employed X3 55
## 36 MHRJRJ7N Female 46 RG281 Self_Employed X3 69
## 52 PN7SC3EV Male 28 RG275 Other X1 20
## 63 WJVNVAH5 Female 30 RG267 Salaried X1 19
## 67 YU8MMCPJ Female 82 RG268 Other X2 87
## 69 KAARE2NI Female 41 RG284 Other X3 21
## 71 KUP88GXU Female 30 RG254 Salaried X1 27
## 75 IJO8D3LZ Female 27 RG268 Other X1 31
## 80 G4MTQBAX Male 27 RG262 Self_Employed X1 13
## 81 GJH9KVSZ Female 33 RG264 Salaried X1 13
## 86 DZPH3KHA Female 60 RG268 Self_Employed X3 27
## 94 4YW6ZPDO Female 27 RG268 Salaried X1 21
## 105 RBNLXPXA Male 46 RG283 Self_Employed X3 121
## 110 HXUQ8ZWJ Male 39 RG283 Salaried X2 45
## 112 HNA3O5Q5 Male 51 RG269 Self_Employed X2 15
## 113 9XHAWPHH Male 59 RG270 Self_Employed X3 116
## 115 E66IA4IJ Male 55 RG251 Self_Employed X3 111
## 121 EZ85HTRQ Female 53 RG283 Self_Employed X1 55
## 122 8WBMVNL5 Male 24 RG274 Salaried X1 15
## 123 VBYUUWG4 Male 36 RG276 Other X2 20
## 129 NLEQ53EV Female 31 RG283 Salaried X1 15
## 135 22PJX2LX Male 61 RG278 Self_Employed X2 57
## 138 JXD8WAUQ Male 27 RG254 Salaried X1 19
## 139 7Y7QTLTA Female 51 RG257 Self_Employed X3 43
## 155 CMLUTPAS Male 46 RG272 Other X3 50
## 164 LOHWOUX8 Female 44 RG254 Self_Employed X3 21
## 174 KXRTAPJR Female 67 RG268 Other X2 73
## 175 3JTMKKRU Male 33 RG268 Other X1 25
## 178 KRGNKIYC Male 34 RG283 Salaried X4 9
## 180 7GDZ94QV Male 57 RG283 Self_Employed X2 63
## 197 CSWMV6VF Male 61 RG283 Self_Employed X2 115
## 201 RRZUQWXU Female 51 RG276 Entrepreneur X3 57
## 206 RSTHSYAQ Female 28 RG282 Salaried X1 31
## 212 CMFCQHNR Male 29 RG283 Salaried X1 14
## 216 2BBQ7HLT Male 73 RG280 Other X3 85
## 217 3J7DJNAQ Male 27 RG252 Other X1 25
## 226 KPWKUHXR Male 48 RG254 Self_Employed X2 85
## 233 DAFEANAN Female 81 RG280 Other X1 56
## 243 AKNHAVA8 Male 29 RG254 Salaried X1 26
## 244 NNG85VIK Male 32 RG256 Salaried X2 27
## 252 2XCPD8P4 Male 36 RG274 Salaried X1 26
## 254 QJ2NRTM5 Female 70 RG281 Other X2 33
## 258 BJDUZMR8 Female 43 RG280 Other X3 15
## 260 HBTV4QVA Male 79 RG284 Other X2 86
## 271 DASC46PN Male 58 RG280 Self_Employed X2 38
## 278 UHR8CSFM Male 38 RG251 Other X2 50
## 279 5SPDQCPV Male 39 RG277 Salaried X2 19
## 283 YAJIYZFM Male 27 RG267 Salaried X1 19
## 285 SUVSGEVA Male 49 RG277 Self_Employed X1 25
## 288 9DYOHPPW Male 27 RG268 Salaried X1 15
## 291 KIFMJVNO Female 61 RG268 Self_Employed X3 105
## 303 J7GUDE5D Female 45 RG261 Self_Employed X1 31
## 306 GM8AL7GA Female 26 RG268 Salaried X1 15
## 314 U5RMUFKM Male 81 RG283 Other X3 49
## 315 KBXRFVKL Female 46 RG268 Self_Employed X3 73
## 316 GUAQPTNH Female 29 RG280 Salaried X2 27
## 317 FZGMNFHK Female 51 RG268 Self_Employed X3 116
## 334 F3MJAGPW Male 30 RG254 Salaried X1 19
## 340 EG68SM2H Female 28 RG278 Salaried X1 33
## 344 WHESZYEM Female 32 RG284 Salaried X1 32
## 352 W5UGOZUW Female 49 RG283 Self_Employed X3 91
## 353 GWYFMIYM Female 40 RG283 Self_Employed X3 56
## 365 AXWUHKCT Male 57 RG282 Self_Employed X2 86
## 374 9GTLZUKV Male 32 RG254 Salaried X1 32
## 381 FBPZUSC6 Female 29 RG254 Salaried X2 19
## 382 8V8M2GPU Female 25 RG277 Salaried X1 20
## 389 3UPUFQKW Male 41 RG283 Other X2 19
## 390 H3EFN7ZU Female 34 RG277 Salaried X1 26
## 391 QQQJVAC7 Male 41 RG254 Self_Employed X1 27
## 404 TS2RZWTE Male 69 RG277 Other X3 121
## 407 TESLYYPF Female 30 RG252 Self_Employed X1 19
## 420 FFJ2QPUU Female 30 RG255 Salaried X1 31
## 423 JTJSL7T9 Male 47 RG272 Other X3 51
## 424 6HYJVGY3 Female 40 RG283 Other X3 39
## 429 YX5RHC7Y Male 60 RG250 Self_Employed X2 25
## 439 DZKN6XGW Female 43 RG284 Self_Employed X3 117
## 440 7EY3OANZ Male 80 RG284 Other X3 81
## 452 2SW2VAOE Male 46 RG276 Other X3 121
## 453 DQHBQCSS Female 27 RG273 Salaried X1 14
## 462 YPCTYZJZ Male 81 RG283 Other X3 74
## 466 EOA7WRTX Female 56 RG268 Salaried X3 69
## 472 MTADIPCJ Male 52 RG283 Self_Employed X2 50
## 490 HDUVOIQF Male 43 RG268 Other X2 31
## 492 MSRABRMM Male 27 RG279 Salaried X1 14
## 495 WPWGXVUY Male 30 RG275 Other X1 19
## 497 FVLSQJW6 Male 27 RG270 Salaried X1 15
## 500 32UZ2RUA Male 65 RG283 Other X3 74
## 501 CTTJOAGJ Female 27 RG281 Other X1 33
## 503 JZSL8H3C Male 28 RG282 Salaried X1 19
## 506 A9MXPDYJ Male 28 RG251 Salaried X1 20
## 530 8V8O853P Female 46 RG274 Self_Employed X2 26
## 538 JW7U3WZS Female 29 RG257 Other X1 13
## 542 BT6RDD3D Female 76 RG268 Other X3 103
## 543 ZUN2CUVM Female 50 RG284 Self_Employed X3 97
## 553 TNTEXA5P Female 70 RG283 Other X1 50
## 558 EDTNHFOL Male 59 RG277 Self_Employed X2 62
## 559 GTJNYT7A Male 53 RG268 Self_Employed X2 37
## 563 FBZQABM2 Female 28 RG277 Self_Employed X1 21
## 565 T4WC7GFO Male 34 RG268 Salaried X3 31
## 566 KTUWH5KH Female 57 RG283 Other X3 99
## 570 UZBPXV4G Male 26 RG280 Other X1 15
## 575 3KERFB35 Male 38 RG261 Self_Employed X2 27
## 576 JCX9XKBJ Male 52 RG261 Self_Employed X3 73
## 577 ULNTZFWE Female 71 RG277 Other X3 75
## 579 FS8HUGPN Male 25 RG254 Self_Employed X1 14
## 582 EXGHNIBK Male 24 RG254 Salaried X1 19
## 593 AU3QYDML Male 27 RG277 Salaried X1 21
## 594 O9RMPYWA Male 79 RG272 Other X2 55
## 596 GLTPQOFD Female 30 RG270 Salaried X1 21
## 597 MLCUXZQX Male 44 RG280 Self_Employed X2 32
## 604 KVZCQ7PA Female 59 RG284 Self_Employed X3 38
## 610 AJEEDN9F Female 29 RG256 Salaried X1 20
## 614 VGJOFWA9 Female 28 RG284 Salaried X1 27
## 615 HW4A8CGQ Male 52 RG254 Self_Employed X1 15
## 630 GH4RMKPI Male 34 RG284 Other X2 15
## 634 7VYN4YYS Male 36 RG268 Self_Employed X3 21
## 650 C3PWXWND Male 63 RG276 Other X3 21
## 651 SW8XUF9W Male 32 RG254 Salaried X1 32
## 653 FNB2TF7B Male 51 RG284 Self_Employed X2 33
## 654 CHXKYU94 Female 43 RG254 Self_Employed X2 50
## 657 N5GIAWK6 Male 33 RG270 Other X1 26
## 659 WJNCAGFW Male 31 RG275 Salaried X1 13
## 668 8V9KUDJR Female 79 RG268 Other X3 99
## 669 TUVJPJPH Male 30 RG254 Self_Employed X1 27
## 670 JCYQEUHN Female 30 RG274 Salaried X1 20
## 677 BKJNRQDZ Male 29 RG283 Salaried X1 26
## 684 I8Q7F99B Male 25 RG277 Salaried X1 15
## 689 PTT37UZE Female 74 RG283 Other X3 122
## 690 PUFHVNRN Male 31 RG268 Salaried X1 33
## 695 NUSE5ZJD Male 74 RG283 Other X3 33
## 697 HNTM7BBU Male 60 RG261 Other X3 87
## 699 EFLRUW8U Female 67 RG268 Other X3 55
## 700 GSJSNUKE Male 51 RG283 Self_Employed X3 62
## 702 2R4RAUMJ Male 67 RG284 Other X3 99
## 703 EOPUWYMN Female 28 RG268 Salaried X1 13
## 708 LCWUNRZX Male 69 RG268 Other X2 49
## 709 MNBCSUQW Male 33 RG252 Salaried X1 27
## 719 AUMQCMNJ Male 27 RG254 Other X1 20
## 720 7JQTWGHN Female 29 RG283 Salaried X1 8
## 724 RTSKOMSD Male 29 RG282 Salaried X1 14
## 730 PKSUPME4 Female 58 RG283 Self_Employed X3 93
## 731 BSA5CTST Male 54 RG267 Self_Employed X3 55
## 736 CIDHNJPI Female 48 RG254 Other X3 91
## 739 9YVAGPCM Male 63 RG284 Other X2 26
## 741 6MNC2KSR Male 56 RG265 Other X2 74
## 747 PJJZCAM5 Male 28 RG279 Salaried X1 27
## 760 NV4ENVCJ Male 28 RG256 Salaried X1 27
## 763 JKTMVUMC Female 31 RG261 Other X1 20
## 765 KQUGAT9R Male 66 RG254 Other X4 13
## 767 J6TSYPDT Male 27 RG256 Other X1 21
## 771 LNPI3VNE Male 31 RG252 Salaried X1 19
## 782 FQLQE6WH Male 29 RG283 Self_Employed X4 15
## 783 HV3WGTER Male 32 RG269 Self_Employed X1 27
## 784 NRE8G8A8 Male 31 RG255 Salaried X1 19
## 785 BEKRPFVU Male 54 RG283 Salaried X1 80
## 790 UOYRHMTK Female 31 RG284 Self_Employed X1 26
## 797 UF6GJUGE Male 28 RG262 Salaried X1 19
## 801 HTKPZYP7 Male 33 RG273 Self_Employed X2 19
## 808 AN8FNQQE Male 29 RG283 Salaried X1 32
## 818 AKBU7WDL Female 29 RG274 Salaried X1 39
## 821 XEEXLHGW Female 52 RG284 Self_Employed X1 93
## 831 8AMN9QQT Male 47 RG271 Salaried X3 85
## 832 GLUXNUYT Female 32 RG264 Salaried X1 20
## 842 IVZAK8FJ Male 31 RG277 Self_Employed X2 38
## 847 W3RFLU34 Male 25 RG268 Self_Employed X2 21
## 849 DKM2TP6N Male 50 RG283 Self_Employed X3 68
## 860 6B9EE7DL Male 24 RG284 Salaried X1 7
## 861 ZPKOAEAS Female 61 RG273 Self_Employed X3 68
## 865 A8RVKGVR Female 28 RG261 Other X1 32
## 866 4QISEVZH Female 26 RG258 Other X1 26
## 871 IHCVBCLP Male 43 RG279 Self_Employed X1 31
## 876 NZ8DCIEA Male 49 RG284 Self_Employed X3 111
## 879 ZYH4EJUE Female 32 RG262 Salaried X1 20
## 891 BNN4NFQW Female 55 RG277 Self_Employed X3 50
## 892 EJUBTYBC Female 39 RG284 Self_Employed X1 15
## 896 RZRCGHBS Female 28 RG269 Other X1 32
## 902 T2VY8JXM Male 47 RG268 Self_Employed X3 104
## 904 XQXEFQWI Male 29 RG252 Salaried X1 27
## 905 MWV5SNM2 Male 47 RG254 Self_Employed X2 39
## 907 TNTQQN6T Male 69 RG268 Other X3 91
## 916 ELXQXPYB Male 29 RG254 Self_Employed X1 26
## 918 UMJY96PR Female 27 RG272 Salaried X1 21
## 921 K3FJS94M Male 54 RG270 Other X3 127
## 929 FUFUVDAL Female 50 RG270 Self_Employed X1 33
## 932 H3JCDPJD Female 69 RG283 Other X3 123
## 955 H8YTX59R Female 49 RG283 Self_Employed X2 51
## 965 NAGFBPXZ Male 54 RG254 Self_Employed X3 15
## 966 K2FHWSGY Female 59 RG268 Self_Employed X3 50
## 969 G8DZNU7E Female 45 RG268 Self_Employed X3 74
## 980 AHMBNFPM Female 80 RG284 Other X3 69
## 981 DWVEWMNZ Male 54 RG279 Self_Employed X3 55
## 982 UAXPP39B Male 52 RG283 Other X3 110
## 986 IX2GSCZ4 Male 56 RG280 Self_Employed X3 121
## 987 VTQJHXJM Female 48 RG283 Self_Employed X2 67
## 989 KCZCOMK2 Female 31 RG268 Salaried X1 13
## 990 3RP93NFF Male 56 RG275 Self_Employed X2 56
## 993 7YZHFRCQ Male 55 RG270 Self_Employed X3 121
## 997 SWCH2ZXC Male 30 RG283 Salaried X1 27
## 1003 M2BC48OU Female 52 RG284 Self_Employed X3 129
## 1009 XZOKGVGB Female 47 RG277 Salaried X3 62
## 1011 NSYIEVDL Male 27 RG281 Salaried X1 15
## 1013 XQ69ZQEJ Female 56 RG268 Self_Employed X2 68
## 1019 2VRKBJIF Female 27 RG259 Salaried X1 19
## 1029 MJVZX7YQ Male 27 RG273 Salaried X1 13
## 1031 X2MRKE9S Male 82 RG261 Other X2 61
## 1038 F8FAAAJG Female 39 RG277 Self_Employed X1 73
## 1048 HTENWTLX Male 29 RG271 Salaried X1 20
## 1052 PMBFKEWE Male 51 RG284 Self_Employed X3 50
## 1056 EBSRQN4G Male 58 RG283 Other X3 56
## 1061 TW8VDQ4X Female 33 RG257 Salaried X2 32
## 1069 HE8BDZHW Male 33 RG256 Salaried X1 26
## 1071 RTQHXBNY Male 33 RG254 Salaried X1 19
## 1077 MQSUOYJ8 Male 54 RG283 Self_Employed X3 110
## 1085 DKSSBYFX Male 40 RG268 Self_Employed X3 68
## 1088 CFQANBRC Male 26 RG257 Salaried X1 15
## 1090 B9EDOO4S Male 31 RG283 Salaried X1 21
## 1092 EHB6XDZZ Female 29 RG262 Salaried X1 26
## 1095 PXBP6TMA Male 33 RG258 Salaried X1 26
## 1097 WMGG975J Male 30 RG277 Salaried X1 32
## 1099 SU3ENHYS Male 74 RG282 Other X2 87
## 1100 ACUTTSZI Male 79 RG283 Other X2 92
## 1104 QK8UCAVZ Female 39 RG283 Self_Employed X2 63
## 1105 QUDOMK48 Male 40 RG280 Self_Employed X1 49
## 1119 FM9PD5AR Female 76 RG283 Other X3 87
## 1124 UJYDGUPP Male 64 RG268 Other X3 122
## 1125 J4YQ5GFA Male 44 RG283 Salaried X3 61
## 1126 ATWEGNPP Male 80 RG266 Other X3 80
## 1136 GULSTEUE Male 36 RG284 Self_Employed X3 62
## 1138 NAZESJH8 Female 30 RG254 Salaried X1 14
## 1149 8CBM2VYT Female 31 RG255 Salaried X1 31
## 1150 MBNYAKXV Female 32 RG270 Salaried X1 19
## 1152 VRPDNJCV Female 75 RG283 Other X1 32
## 1170 TKWLCGRY Male 28 RG281 Self_Employed X1 33
## 1171 NQXTQXEA Female 35 RG272 Salaried X1 21
## 1182 CLDNEGUA Female 47 RG254 Self_Employed X2 14
## 1184 EGDO8CTI Male 31 RG279 Salaried X3 19
## 1187 6FRGJFED Male 64 RG283 Salaried X2 61
## 1194 UCDBDYCR Female 48 RG280 Self_Employed X2 51
## 1201 V8OH4KTF Male 53 RG277 Self_Employed X2 20
## 1211 ZHAQFCYW Male 48 RG274 Self_Employed X2 91
## 1212 D767PEDQ Male 51 RG268 Entrepreneur X3 51
## 1215 AD78CLNE Female 43 RG280 Other X2 33
## 1216 LABGMHZE Male 75 RG283 Other X3 121
## 1217 AJUCYCST Male 60 RG277 Self_Employed X3 99
## 1226 BETRTMZM Male 44 RG281 Other X3 69
## 1233 JIQLKYBD Male 53 RG279 Self_Employed X3 32
## 1236 FUJKQGGA Male 44 RG283 Self_Employed X1 56
## 1239 GZVNYM3M Female 30 RG263 Salaried X1 20
## 1243 E54QGHSR Male 34 RG270 Salaried X1 27
## 1254 QDK5TGPW Male 28 RG275 Salaried X1 13
## 1256 FKLVRHSG Male 45 RG254 Self_Employed X2 69
## 1261 FNEBFBEK Male 26 RG266 Salaried X1 13
## 1266 UZBUHY7P Male 72 RG250 Other X2 92
## 1270 KEUUVQC3 Female 66 RG268 Other X1 56
## 1271 3DJPT3BB Female 26 RG254 Salaried X1 13
## 1281 6PWFGVBD Female 34 RG254 Salaried X1 27
## 1282 76VSDGRD Male 28 RG277 Salaried X1 26
## 1287 SSQ5ASCH Female 43 RG280 Self_Employed X2 20
## 1292 YKEJVBTP Female 49 RG253 Self_Employed X3 79
## 1293 8FLNQETS Female 26 RG257 Salaried X1 13
## 1300 UTEUGBXZ Female 48 RG280 Self_Employed X2 33
## 1302 QJJQQGHE Male 27 RG261 Self_Employed X3 20
## 1306 NMZLZ9WV Male 28 RG280 Salaried X1 13
## 1317 ESJDZP6H Male 40 RG282 Self_Employed X3 73
## 1318 A3GTDRSE Male 28 RG257 Salaried X1 20
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## 45262 No 2118413 No 1
## 45291 No 797075 No 0
## 45292 No 2036676 No 0
## 45295 Yes 1227763 Yes 1
## 45296 Yes 2077393 Yes 1
## 45306 No 602476 No 0
## 45310 No 603090 Yes 1
## 45311 No 1098847 No 0
## 45321 Yes 2526131 Yes 0
## 45329 Yes 574681 Yes 1
## 45331 Yes 1535080 No 0
## 45334 No 1354900 No 0
## 45345 No 925956 Yes 0
## 45351 No 1089885 No 0
## 45352 Yes 251558 Yes 0
## 45355 No 1605809 No 0
## 45357 No 421940 Yes 0
## 45365 Yes 414473 No 1
## 45371 Yes 693247 No 0
## 45373 Yes 1064698 No 1
## 45376 Yes 1146426 Yes 0
## 45378 No 364855 No 0
## 45383 Yes 1877855 No 0
## 45390 No 862944 No 0
## 45404 No 1776368 No 0
## 45409 Yes 827005 Yes 0
## 45424 Yes 4103781 Yes 1
## 45427 Yes 542971 No 0
## 45434 Yes 834820 Yes 0
## 45439 No 1029836 No 0
## 45441 Yes 721950 No 0
## 45445 Yes 1255968 No 0
## 45446 No 902816 No 0
## 45452 Yes 1075378 Yes 0
## 45454 No 182378 No 0
## 45464 No 596015 No 0
## 45473 No 915267 Yes 0
## 45475 No 1798423 No 0
## 45483 No 1780916 No 0
## 45486 Yes 683279 No 0
## 45499 No 859757 Yes 0
## 45504 No 576203 No 0
## 45506 Yes 3588497 Yes 1
## 45508 No 1649686 No 0
## 45509 No 883369 No 0
## 45527 Yes 1141362 No 0
## 45529 Yes 369973 No 0
## 45540 No 639313 Yes 0
## 45543 No 1994561 Yes 0
## 45550 No 577111 Yes 0
## 45552 Yes 730796 No 1
## 45554 No 1052371 Yes 1
## 45555 No 628980 No 0
## 45559 Yes 459240 No 0
## 45562 No 754657 No 0
## 45563 Yes 655324 Yes 1
## 45565 Yes 1128475 No 0
## 45570 Yes 878972 No 0
## 45585 No 1072058 No 0
## 45589 Yes 922351 No 0
## 45590 No 4305241 No 0
## 45595 Yes 518060 Yes 0
## 45596 No 467659 No 0
## 45597 Yes 617410 Yes 0
## 45598 No 683715 Yes 0
## 45604 Yes 1075627 No 0
## 45606 Yes 1158682 Yes 0
## 45609 Yes 1140508 Yes 0
## 45613 No 577832 Yes 0
## 45620 No 1077149 No 0
## 45624 Yes 910692 Yes 0
## 45628 No 863540 No 1
## 45631 Yes 687053 No 0
## 45638 No 647510 Yes 0
## 45641 No 1577667 No 0
## 45642 No 685317 Yes 0
## 45647 No 696042 No 1
## 45650 Yes 267925 No 1
## 45656 No 841076 No 0
## 45657 No 1192217 No 0
## 45660 No 1445991 No 0
## 45664 No 560477 No 0
## 45665 No 1022690 No 0
## 45669 No 763860 Yes 0
## 45683 No 770998 Yes 0
## 45696 No 1417778 No 0
## 45697 No 2091375 No 0
## 45709 No 1024523 No 0
## 45710 No 839305 Yes 0
## 45716 Yes 2981945 No 0
## 45719 No 935576 Yes 0
## 45722 No 708707 Yes 0
## 45728 Yes 299627 Yes 0
## 45729 No 594600 No 1
## 45738 Yes 754203 No 0
## 45741 No 1863944 No 0
## 45755 Yes 728037 No 0
## 45756 No 738967 Yes 0
## 45757 Yes 2142114 No 0
## 45760 Yes 899816 No 0
## 45764 Yes 673925 No 0
## 45776 No 674620 Yes 0
## 45784 No 2170354 Yes 1
## 45785 No 1239494 No 0
## 45787 No 183731 No 0
## 45790 No 1177897 Yes 0
## 45792 No 544866 No 0
## 45793 No 885763 No 0
## 45795 No 903795 No 0
## 45797 No 899620 Yes 0
## 45801 No 2129093 Yes 0
## 45804 Yes 1518802 Yes 0
## 45806 No 836858 No 0
## 45813 No 582469 No 0
## 45818 Yes 480537 No 0
## 45824 Yes 437808 No 0
## 45831 No 469688 No 0
## 45837 Yes 506454 No 0
## 45846 Yes 656464 No 0
## 45849 No 1282454 Yes 0
## 45854 Yes 597964 No 0
## 45855 Yes 2911412 No 0
## 45856 No 638121 No 0
## 45868 No 1081866 No 0
## 45878 No 668060 Yes 0
## 45886 Yes 2007172 No 0
## 45888 No 438200 No 0
## 45892 Yes 562720 No 0
## 45905 Yes 894547 No 0
## 45907 No 705129 Yes 1
## 45909 No 307103 No 0
## 45912 No 2565825 Yes 0
## 45919 Yes 841806 No 1
## 45922 No 522527 No 0
## 45929 No 1384386 Yes 0
## 45934 Yes 600652 No 0
## 45942 No 7785301 No 0
## 45947 Yes 1663614 No 0
## 45948 No 396539 No 0
## 45949 No 1447024 No 0
## 45965 Yes 435797 Yes 1
## 45966 Yes 1053261 No 0
## 45970 No 448168 No 0
## [ reached 'max' / getOption("max.print") -- omitted 32020 rows ]prop.table(table(df_train$sales_lead))##
## 0 1
## 0.8461857 0.1538143prop.table(table(df_test$sales_lead))##
## 0 1
## 0.8461931 0.1538069Modelling
##Up- und Downsampling
Wir haben uns im folgenden für die Methode des Downsampling entschieden und vergleichen die mit einigen Datensätzen und deren Ausgang.
set.seed(333)
#Upsampling
df_train_upsample <- upSample(df_train, df_train$sales_lead)
#Die Idee hinter Downsampling ist das wir von unseren Datensätzen die relativ groß sind einige Daten minimieren.
#Downsampling
df_train_downsampling <- downSample(df_train, df_train$sales_lead)
summary(df_train_downsampling)## customer_id sex cust_age region
## Length:50588 Female:22263 Min. : 24.00 RG268 : 7992
## Class :character Male :28325 1st Qu.: 31.00 RG283 : 6478
## Mode :character Median : 45.00 RG254 : 5428
## Mean : 45.29 RG284 : 4302
## 3rd Qu.: 55.00 RG280 : 2634
## Max. :111.00 RG277 : 2552
## (Other):21202
## job_status channel vintage hast_credit_product
## Entrepreneur : 773 X1:18288 Min. : 7.00 No :26519
## Other :14190 X2:15155 1st Qu.: 21.00 Yes:24069
## Salaried :14128 X3:15981 Median : 33.00
## Self_Employed:21497 X4: 1164 Mean : 50.93
## 3rd Qu.: 81.00
## Max. :135.00
##
## mean_account_balance flag_active_customer sales_lead Class
## Min. : 45950 No :30007 0:25294 0:25294
## 1st Qu.: 618719 Yes:20581 1:25294 1:25294
## Median : 916032
## Mean : 1148457
## 3rd Qu.: 1398644
## Max. :10007678
## Entscheidungsbaum
set.seed(333)
#Einlesen der Librarys
library(rpart)
library(rpart.plot)
library(rattle)## Lade nötiges Paket: bitops## Rattle: A free graphical interface for data science with R.
## Version 5.4.0 Copyright (c) 2006-2020 Togaware Pty Ltd.
## Geben Sie 'rattle()' ein, um Ihre Daten mischen.##
## Attache Paket: 'rattle'## Das folgende Objekt ist maskiert 'package:randomForest':
##
## importancelibrary(dplyr)
#Neue Variable für das erstellen des Baumes
df_ent <- df_train
df_ent <- df_ent %>% select(-customer_id)
mytree <- rpart(
sales_lead ~ .,
data = df_ent,
method = "class",
minsplit = 20,
minbucket = 20/3
)
rpart.plot(mytree, extra = 106)
pred_ent <- predict(mytree, df_test, type = 'class')
pred_ent## 2 6 15 16 22 31 32 36 52 63 67
## 0 0 0 0 0 0 0 0 0 0 0
## 69 71 75 80 81 86 94 105 110 112 113
## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
## 196748 196749 196752 196755 196756 196759 196761 196763 196778 196786 196792
## 0 0 0 0 0 0 0 0 0 0 0
## 196794 196798 196808 196809 196814 196818 196819 196827 196828 196830 196838
## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
## 197064 197065 197069 197070 197071 197072 197073 197074 197084 197093 197094
## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 1 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 1 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 1 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 1 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
## 199045 199051 199060 199061 199068 199078 199082 199085 199086 199089 199096
## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
## 199900 199909 199911 199913 199916 199926 199934 199935 199938 199939 199945
## 0 0 0 0 1 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
## 200531 200535 200538 200540 200545 200554 200556 200566 200567 200569 200577
## 0 0 0 0 0 0 0 0 0 0 0
## 200580 200584 200586 200591 200606 200609 200610 200616 200624 200626 200636
## 0 0 0 0 0 0 0 0 0 0 0
## 200640 200641 200646 200647 200649 200659 200665 200666 200685 200687 200694
## 0 0 0 0 0 0 0 0 0 0 0
## 200699 200703 200709 200710 200718 200723 200730 200737 200741 200744 200762
## 0 0 0 0 0 0 0 0 0 0 0
## 200768 200776 200778 200781 200783 200790 200794 200799 200803 200811 200814
## 0 0 0 0 0 0 0 0 0 0 0
## 200817 200821 200826 200828 200835 200842 200845 200846 200852 200854 200855
## 0 0 0 0 0 0 0 0 0 0 0
## 200856 200859 200860 200861 200870 200872 200875 200880 200882 200883 200885
## 0 1 0 0 0 0 0 0 0 0 0
## 200891 200894 200897 200901 200905 200907 200914 200928 200930 200932 200944
## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 1 0 1 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
## 202870 202871 202873 202878 202881 202895 202897 202900 202904 202905 202918
## 0 0 0 0 0 0 0 0 0 0 0
## 202932 202939 202940 202949 202950 202954 202957 202966 202974 202975 202992
## 0 0 0 0 0 1 0 0 0 0 0
## 202995 202998 203003 203010 203015 203021 203023 203027 203032 203033 203037
## 0 0 0 0 0 0 0 0 0 0 0
## 203038 203043 203054 203056 203058 203060 203062 203064 203070 203072 203074
## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
## 203262 203264 203265 203267 203273 203274 203278 203287 203289 203290 203293
## 0 0 0 0 0 0 0 0 0 0 0
## 203297 203304 203311 203324 203325 203347 203352 203353 203361 203364 203375
## 0 0 0 0 0 0 0 0 0 0 0
## 203377 203385 203388 203409 203411 203413 203414 203417 203419 203420 203430
## 0 0 0 0 0 0 0 0 0 0 0
## 203432 203434 203441 203446 203451 203458 203461 203464 203477 203479 203480
## 0 0 0 0 0 0 0 0 0 0 0
## 203481 203483 203493 203497 203498 203503 203508 203509 203513 203515 203521
## 0 0 0 0 0 0 0 0 0 0 0
## 203522 203529 203540 203543 203546 203547 203563 203574 203576 203578 203579
## 0 0 0 0 0 0 0 0 0 0 0
## 203587 203596 203604 203607 203608 203612 203613 203614 203627 203628 203629
## 0 0 0 0 0 0 0 0 0 0 0
## 203630 203635 203636 203640 203642 203651 203652 203654 203656 203672 203673
## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
## 203749 203753 203761 203765 203772 203774 203776 203779 203783 203784 203785
## 0 0 0 0 0 0 0 0 0 0 0
## 203791 203797 203802 203806 203810 203818 203822 203823 203841 203846 203850
## 0 0 0 0 0 0 0 0 0 0 0
## 203851 203853 203864 203865 203866 203868 203875 203893 203896 203900 203913
## 0 0 0 0 0 0 1 0 0 0 0
## 203916 203917 203920 203925 203926 203927 203928 203930 203936 203950 203952
## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
## 204042 204050 204051 204062 204068 204071 204078 204079 204083 204098 204099
## 0 0 0 1 0 0 0 0 0 0 0
## 204102 204111 204118 204128 204132 204133 204143 204146 204153 204159 204167
## 0 0 0 0 0 0 0 0 0 0 0
## 204170 204176 204178 204181 204187 204193 204194 204197 204198 204200 204201
## 0 0 0 0 0 0 0 0 0 0 0
## 204209 204217 204223 204225 204233 204241 204244 204250 204253 204255 204274
## 0 0 0 0 0 0 0 0 0 0 0
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## 0 0 0 0 0 0 0 0 0 0 0
## 204321 204324 204326 204339 204347 204348 204352 204359 204360 204361 204366
## 0 0 0 0 0 0 0 0 0 0 0
## 204371 204372 204383 204384 204388 204389 204393 204402 204405 204407 204408
## 0 0 0 0 0 0 0 0 0 0 0
## 204415 204419 204420 204425 204432 204440 204443 204447 204450 204455 204458
## 0 0 0 0 0 0 0 0 0 0 0
## 204472 204476 204478 204481 204484 204486 204487 204491 204495 204502 204504
## 0 0 0 0 0 0 0 0 0 0 0
## 204512 204516 204517 204519 204522 204524 204529 204537 204538 204542 204546
## 0 0 0 0 0 0 0 0 0 0 0
## 204549 204553 204561 204564 204566 204567 204570 204575 204578 204579 204580
## 0 0 0 0 0 0 0 0 0 0 0
## 204586 204595 204608 204616 204619 204620 204621 204623 204628 204631 204638
## 0 0 0 0 0 0 0 0 0 0 0
## 204652 204658 204662 204668 204671 204679 204680 204684 204688 204690 204692
## 0 0 0 0 0 0 0 0 0 0 0
## 204701 204712 204728 204733 204749 204752 204766 204775 204776 204779 204781
## 0 0 1 0 0 0 0 0 0 0 0
## 204798 204806 204811 204829 204831 204833 204844 204846 204849 204855 204858
## 0 0 0 0 0 0 0 0 0 0 0
## 204868 204871 204873 204876 204879 204886 204888 204894 204895 204900 204906
## 0 0 0 0 0 0 0 0 0 0 0
## 204909 204912 204914 204915 204921 204926 204931 204933 204943 204944 204947
## 0 0 0 0 0 0 0 0 0 0 0
## 204951 204952 204955 204958 204959 204975 204979 204984 204987 204990 204999
## 0 0 0 0 0 0 0 0 0 0 0
## 205003 205008 205014 205018 205019 205020 205030 205032 205033 205040 205042
## 0 0 0 0 0 0 0 0 0 0 0
## 205050 205052 205055 205060 205063 205064 205065 205066 205073 205085 205095
## 0 0 0 0 0 0 0 0 0 0 0
## 205099 205100 205108 205111 205120 205133 205145 205147 205154 205164 205174
## 0 0 0 0 0 0 0 0 0 0 0
## 205177 205187 205207 205209 205210 205223 205226 205227 205230 205232 205234
## 0 0 0 0 0 0 0 0 0 0 0
## 205235 205247 205248 205252 205253 205257 205260 205265 205271 205276 205282
## 0 0 0 0 0 0 0 0 0 0 0
## 205283 205288 205290 205294 205299 205301 205306 205318 205334 205339 205341
## 0 0 0 0 0 0 0 0 0 0 0
## 205342 205345 205346 205348 205354 205362 205367 205371 205376 205383 205384
## 0 0 0 0 0 0 0 0 0 0 0
## 205396 205397 205399 205400 205404 205407 205420 205430 205438 205451 205460
## 0 0 0 0 0 0 0 0 0 0 0
## 205463 205468 205470 205475 205478 205481 205491 205493 205496 205504 205505
## 0 0 0 0 0 0 0 0 0 0 0
## 205513 205517 205518 205530 205532 205534 205538 205539 205545 205557 205565
## 0 0 0 0 0 0 0 0 0 0 0
## 205569 205574 205576
## 0 0 0
## Levels: 0 1confusionMatrix(df_test$sales_lead, pred_ent)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 34731 56
## 1 5952 371
##
## Accuracy : 0.8539
## 95% CI : (0.8504, 0.8573)
## No Information Rate : 0.9896
## P-Value [Acc > NIR] : 1
##
## Kappa : 0.0923
##
## Mcnemar's Test P-Value : <2e-16
##
## Sensitivity : 0.85370
## Specificity : 0.86885
## Pos Pred Value : 0.99839
## Neg Pred Value : 0.05867
## Prevalence : 0.98961
## Detection Rate : 0.84483
## Detection Prevalence : 0.84619
## Balanced Accuracy : 0.86128
##
## 'Positive' Class : 0
## pred_test <- predict(mytree, df_to_predict, type = 'class')
pred_test## 1 2 3 4 5 6 7 8 9 10 11 12 13
## 0 0 0 0 0 0 0 0 0 0 0 0 0
## 14 15 16 17 18 19 20 21 22 23 24 25 26
## 0 0 0 0 0 0 0 0 0 0 0 0 0
## 27 28 29 30 31 32 33 34 35 36 37 38 39
## 0 0 0 0 0 0 0 0 0 0 0 0 0
## 40 41 42 43 44 45 46 47 48 49 50 51 52
## 0 0 0 0 0 0 0 0 0 0 0 0 0
## 53 54 55 56 57 58 59 60 61 62 63 64 65
## 0 0 0 0 0 0 0 0 0 0 0 0 0
## 66 67 68 69 70 71 72 73 74 75 76 77 78
## 0 0 0 0 0 0 0 0 0 0 0 0 0
## 79 80 81 82 83 84 85 86 87 88 89 90 91
## 0 0 0 0 0 0 0 0 0 0 0 0 0
## 92 93 94 95 96 97 98 99 100 101 102 103 104
## 0 0 0 0 0 0 0 0 0 0 0 0 0
## 105 106 107 108 109 110 111 112 113 114 115 116 117
## 0 0 0 0 0 0 0 0 0 0 0 0 0
## 118 119 120 121 122 123 124 125 126 127 128 129 130
## 0 0 0 0 0 0 0 0 0 1 1 0 0
## 131 132 133 134 135 136 137 138 139 140 141 142 143
## 0 0 0 0 0 0 0 0 0 0 1 0 0
## 144 145 146 147 148 149 150 151 152 153 154 155 156
## 1 0 0 1 0 0 1 1 0 0 0 0 0
## 157 158 159 160 161 162 163 164 165 166 167 168 169
## 0 0 0 1 1 0 0 1 0 0 0 1 0
## 170 171 172 173 174 175 176 177 178 179 180 181 182
## 0 0 0 1 0 0 1 1 0 0 0 0 0
## 183 184 185 186 187 188 189 190 191 192 193 194 195
## 1 0 0 0 0 0 0 0 0 0 1 0 0
## 196 197 198 199 200 201 202 203 204 205 206 207 208
## 0 0 0 0 0 0 0 0 0 0 0 0 0
## 209 210 211 212 213 214 215 216 217 218 219 220 221
## 0 0 0 0 0 0 0 1 0 0 0 0 0
## 222 223 224 225 226 227 228 229 230 231 232 233 234
## 0 0 1 1 0 0 0 0 0 0 0 0 0
## 235 236 237 238 239 240 241 242 243 244 245 246 247
## 0 1 0 0 0 0 1 0 0 0 0 0 0
## 248 249 250 251 252 253 254 255 256 257 258 259 260
## 0 1 0 0 0 0 0 0 0 0 0 0 1
## 261 262 263 264 265 266 267 268 269 270 271 272 273
## 0 0 0 0 0 1 0 0 0 0 0 1 0
## 274 275 276 277 278 279 280 281 282 283 284 285 286
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## 12208 12209 12210 12211 12212 12213 12214 12215 12216 12217 12218 12219 12220
## 0 0 0 0 0 0 0 0 0 0 0 0 0
## 12221 12222 12223 12224 12225 12226 12227 12228 12229 12230 12231 12232 12233
## 0 0 1 0 0 0 1 0 0 0 0 0 0
## 12234 12235 12236 12237 12238 12239 12240 12241 12242 12243 12244 12245 12246
## 0 0 1 0 0 0 0 0 0 0 0 0 0
## 12247 12248 12249 12250 12251 12252 12253 12254 12255 12256 12257 12258 12259
## 1 0 0 1 1 0 0 0 0 0 0 0 0
## 12260 12261 12262 12263 12264 12265 12266 12267 12268 12269 12270 12271 12272
## 0 0 1 1 0 0 0 1 0 0 0 0 0
## 12273 12274 12275 12276 12277 12278 12279 12280 12281 12282 12283 12284 12285
## 0 0 0 1 0 0 0 0 0 0 0 0 0
## 12286
## 0
## Levels: 0 1length(pred_test)## [1] 12286df_to_predict## customer_id sex cust_age region job_status channel vintage
## 1 CAB43QFM Female NA RG280 <NA> X3 80
## 2 QRKWKYWV Male NA RG269 <NA> X2 20
## 3 UVQSNQH2 Male NA RG284 <NA> X1 63
## 4 4SES9E5M Female NA RG268 <NA> X1 31
## 5 JUXEAVTX Male NA RG272 <NA> X2 103
## 6 3ZWGZSU5 Female NA RG268 <NA> X3 87
## 7 NKKFVFWU Female NA RG280 <NA> X3 67
## 8 ANYJEPUT Female NA RG254 <NA> X2 15
## 9 E2EJDLKU Male NA RG275 <NA> X1 32
## 10 BAEPUC2U Male NA RG264 <NA> X1 26
## 11 KLFW9APP Female NA RG270 <NA> X1 13
## 12 JCJPEZYY Female NA RG254 <NA> X1 21
## 13 SIWYF32C Female NA RG252 <NA> X1 25
## 14 ADCFJ5GQ Male NA RG259 <NA> X1 14
## 15 FXLH2QN6 Female NA RG272 <NA> X1 19
## 16 R9AGSHMW Female NA RG268 <NA> X1 25
## 17 ICRFRDY2 Male NA RG268 <NA> X3 20
## 18 WMPONRNT Female NA RG268 <NA> X1 13
## 19 HOUX5MOQ Male NA RG272 <NA> X3 103
## 20 6OQUOPWP Male NA RG283 <NA> X4 14
## 21 CJVHMPFD Male NA RG280 <NA> X1 26
## 22 LVAMFDMK Male NA RG268 <NA> X3 103
## 23 2GJ8FGPB Female NA RG263 <NA> X1 20
## 24 OJ7QX9WM Female NA RG284 <NA> X3 49
## 25 ABZBJSBQ Male NA RG259 <NA> X3 38
## 26 YJGPEQPE Female NA RG251 <NA> X1 37
## 27 CYUF935N Male NA RG254 <NA> X3 75
## 28 GTBVRRBT Male NA RG269 <NA> X3 63
## 29 M2GV34XV Female NA RG284 <NA> X1 14
## 30 A3DJNT8P Male NA RG279 <NA> X3 68
## 31 NYORCYVT Male NA RG255 <NA> X2 49
## 32 FN9T7DAA Male NA RG283 <NA> X1 27
## 33 N2QQXWHZ Female NA RG279 <NA> X1 21
## 34 25MUMVE7 Male NA RG250 <NA> X1 21
## 35 68EE2NHV Male NA RG263 <NA> X1 26
## 36 KLTDET99 Male NA RG272 <NA> X1 31
## 37 2PZPWCSH Female NA RG279 <NA> X1 14
## 38 7NMFNUZM Male NA RG283 <NA> X2 91
## 39 FDQUX3NG Male NA RG277 <NA> X1 21
## 40 DMN2YMRZ Male NA RG269 <NA> X1 25
## 41 QNRPWPVB Female NA RG257 <NA> X1 14
## 42 PTWLQJJQ Male NA RG269 <NA> X3 14
## 43 VC9Y58WM Male NA RG268 <NA> X3 15
## 44 KITTXFVM Female NA RG268 <NA> X2 25
## 45 CFU44JBX Male NA RG268 <NA> X2 39
## 46 OPHTBIHK Male NA RG257 <NA> X2 27
## 47 5YABGREU Male NA RG255 <NA> X1 26
## 48 CN7QAMN4 Male NA RG264 <NA> X1 32
## 49 NAHNDRM8 Female NA RG284 <NA> X2 79
## 50 WKYHFN7V Female NA RG270 <NA> X2 25
## 51 FW55KQWQ Male NA RG252 <NA> X2 19
## 52 EK8W54RG Male NA RG283 <NA> X4 7
## 53 DC3QLGZX Male NA RG251 <NA> X2 19
## 54 RGDF8HJB Female NA RG279 <NA> X3 91
## 55 CQATCJFF Male NA RG268 <NA> X2 97
## 56 K9AT22ML Male NA RG281 <NA> X2 75
## 57 KGAMNY9B Male NA RG268 <NA> X3 104
## 58 JJWAPTKA Male NA RG268 <NA> X3 79
## 59 YNFSCLTB Female NA RG264 <NA> X1 25
## 60 Q5ZUS8G6 Female NA RG272 <NA> X2 13
## 61 GWBQAXCN Female NA RG284 <NA> X3 109
## 62 GVCDQKZF Female NA RG277 <NA> X1 33
## 63 AWP3JPCD Male NA RG254 <NA> X1 39
## 64 HYFTYQ5I Male NA RG283 <NA> X1 13
## 65 SN3GIKKD Male NA RG283 <NA> X3 97
## 66 KWBXGHTI Male NA RG268 <NA> X2 80
## 67 LCZZUFCJ Male NA RG283 <NA> X2 13
## 68 2SZ5QBY7 Female NA RG284 <NA> X3 51
## 69 2PYMKYCA Female NA RG280 <NA> X2 25
## 70 PLUW3XBG Female NA RG284 <NA> X1 26
## 71 KMJJXSZK Female NA RG284 <NA> X1 32
## 72 VGDQ3F5H Female NA RG284 <NA> X2 39
## 73 ZWZTPWSC Male NA RG274 <NA> X1 31
## 74 QVVHPJAV Female NA RG255 <NA> X1 13
## 75 PHTXK57F Male NA RG284 <NA> X3 116
## 76 ENYDV2YT Male NA RG282 <NA> X1 20
## 77 KTUKFCAE Male NA RG268 <NA> X3 67
## 78 HTKP3MTQ Female NA RG277 <NA> X1 20
## 79 A5ZWTEWF Male NA RG269 <NA> X2 27
## 80 JYYVEZMU Female NA RG283 <NA> X3 49
## 81 DKSQBCSX Male NA RG257 <NA> X1 25
## 82 TXV6YT8V Male NA RG254 <NA> X4 9
## 83 DTVHDWTD Male NA RG264 <NA> X2 57
## 84 TMZBCDYJ Female NA RG268 <NA> X2 68
## 85 BP7ACSBP Male NA RG284 <NA> X1 37
## 86 GJD7T253 Female NA RG283 <NA> X2 26
## 87 E94QXUNJ Female NA RG283 <NA> X2 50
## 88 6VEOBDKZ Female NA RG283 <NA> X1 21
## 89 PQW5SVQC Female NA RG283 <NA> X3 128
## 90 FCWEGRNZ Female NA RG271 <NA> X1 15
## 91 RTNMKD6V Male NA RG276 <NA> X3 104
## 92 LENV87UF Male NA RG284 <NA> X1 26
## 93 I4ABINTU Male NA RG270 <NA> X3 19
## 94 NOABNBUX Male NA RG254 <NA> X2 61
## 95 K5A8CUPE Male NA RG254 <NA> X4 7
## 96 U2VHCRN8 Male NA RG269 <NA> X3 98
## 97 KDJYFHWF Male NA RG282 <NA> X1 19
## 98 7J5DDI4M Male NA RG251 <NA> X1 33
## 99 67PDF9UQ Male NA RG268 <NA> X2 62
## 100 DGVZZQMJ Female NA RG283 <NA> X3 103
## 101 GFY93TBD Female NA RG253 <NA> X1 20
## 102 DIXYTJBE Female NA RG252 <NA> X1 14
## 103 FTT973KB Male NA RG277 <NA> X2 33
## 104 NQIKHX5D Male NA RG281 <NA> X3 55
## 105 XAPKHBTI Female NA RG251 <NA> X2 91
## 106 KGMIXQKS Female NA RG269 <NA> X3 121
## 107 EBG6SXJC Male NA RG257 <NA> X2 31
## 108 I3QYJQAU Male NA RG269 <NA> X3 38
## 109 BNUMBNR9 Male NA RG283 <NA> X2 73
## 110 6NKMCMNY Female NA RG261 <NA> X3 31
## 111 NGU4Q7Y2 Female NA RG284 <NA> X1 26
## 112 N74AJQPT Female NA RG276 <NA> X2 13
## 113 RAY7HDKW Male NA RG273 <NA> X3 61
## 114 RB57CMYC Female NA RG262 <NA> X1 27
## 115 EUVZ73CL Female NA RG277 <NA> X2 67
## 116 KBJQSEGB Male NA RG284 <NA> X3 105
## 117 DCNBZCUI Female NA RG283 <NA> X3 25
## 118 WF2SM2CX Male NA RG276 <NA> X1 49
## 119 QAFO7XCC Male NA RG283 <NA> X3 121
## 120 2ZWWEF5J Male NA RG252 <NA> X2 19
## 121 YSAHWLI5 Female NA RG276 <NA> X1 13
## 122 MTBDHH2V Male NA RG283 <NA> X3 117
## 123 G75ZRRSV Female NA RG254 <NA> X3 91
## 124 HF9RFMJQ Male NA RG254 <NA> X2 50
## 125 KVTVEDOJ Male NA RG268 <NA> X2 51
## 126 MKVSKWDA Female NA RG268 Salaried X1 74
## 127 33WLJBMC Male NA RG280 Entrepreneur X2 92
## 128 NLDUJ7BR Male NA RG268 Entrepreneur X3 81
## 129 RSAZZKWP Male NA RG254 Salaried X2 19
## 130 2VE7BCBJ Male NA RG268 Salaried X1 20
## 131 WJSHMQN4 Male NA RG259 Entrepreneur X2 92
## 132 BYHJHT6Y Male NA RG268 Entrepreneur X3 44
## 133 QTVYKLHS Female NA RG269 Other X1 21
## 134 HPP9AQCA Male NA RG283 Entrepreneur X1 99
## 135 4NUWHXP7 Male NA RG258 Other X1 14
## 136 GLYZQU62 Male NA RG280 Salaried X3 121
## 137 EAMW8VAB Female NA RG268 Other X1 13
## 138 OXXT5ENM Male NA RG281 Entrepreneur X3 20
## 139 GEGUGYK2 Female NA RG261 Entrepreneur X1 14
## 140 L7UPGDGJ Male NA RG269 Other X1 31
## 141 5RRLHBMI Male NA RG272 Salaried X3 91
## 142 CL642WYZ Male NA RG260 Salaried X1 25
## 143 KVYH5W3A Female NA RG284 Salaried X3 104
## 144 UMXSNMUD Female NA RG283 Salaried X2 93
## 145 JDB9NDT9 Male NA RG276 Salaried X3 57
## 146 DHHSOJTG Male NA RG280 Entrepreneur X3 61
## 147 Y4E2PORY Male NA RG284 Entrepreneur X3 91
## 148 6EXSKHAZ Female NA RG284 Salaried X1 63
## 149 RAGPQVIW Female NA RG272 Entrepreneur X2 13
## 150 F7EHAKPV Male NA RG260 Salaried X3 87
## 151 SN7FIBZ7 Male NA RG253 Entrepreneur X2 93
## 152 7UPKJCKQ Male NA RG279 Other X1 25
## 153 ADGBCSUN Female NA RG254 Entrepreneur X3 99
## 154 3OFFVCVO Male NA RG270 Other X1 14
## 155 EZL2AHMK Female NA RG263 Entrepreneur X1 20
## 156 KBVEGH5Z Male NA RG272 Salaried X3 68
## 157 8VEQZYNQ Male NA RG260 Entrepreneur X2 27
## 158 JWR5NAXR Male NA RG268 Salaried X2 105
## 159 5GQWIPA4 Female NA RG251 Other X1 31
## 160 43CWUMOR Male NA RG254 Entrepreneur X3 75
## 161 HAEKABSO Male NA RG283 Entrepreneur X3 81
## 162 S36NAA8N Female NA RG270 Other X1 25
## 163 NTE2P7H4 Male NA RG267 Other X1 19
## 164 PVFFD978 Male NA RG277 Entrepreneur X3 86
## 165 JRXCI9JH Female NA RG252 Salaried X1 20
## 166 NPOBAWJP Female NA RG276 Other X3 121
## 167 9MFWPUVY Female NA RG282 Entrepreneur X2 49
## 168 PJEWKR9W Female NA RG268 Entrepreneur X3 111
## 169 BBAQSWFU Male NA RG263 Entrepreneur X1 8
## 170 68BA3TVB Male NA RG268 Salaried X2 38
## 171 XOMX35AD Male NA RG283 Entrepreneur X3 21
## 172 8GBO6ULC Female NA RG284 Other X1 19
## 173 STTOYBGN Male NA RG277 Entrepreneur X3 110
## 174 Q5EZORKX Male NA RG280 Other X1 14
## 175 5ZJ3ZJJQ Female NA RG284 Other X3 67
## 176 DMMY5RXK Male NA RG272 Salaried X3 110
## 177 SN7DJEFM Male NA RG284 Salaried X3 115
## 178 3VYRXYET Male NA RG254 Salaried X3 103
## 179 JIIFSPCJ Male NA RG269 Other X1 27
## 180 4NJ3XSLS Female NA RG284 Other X1 32
## 181 Q7KSZQRT Male NA RG257 Salaried X3 87
## 182 IUWPZK59 Female NA RG281 Other X1 33
## 183 9GBGKUS3 Female NA RG284 Entrepreneur X3 123
## 184 SX7XCAL2 Female NA RG270 Other X1 13
## 185 XWGOUNTE Female NA RG284 Salaried X3 104
## 186 H35MVAWT Male NA RG266 Entrepreneur X2 74
## 187 8A6MWFV8 Male NA RG282 Entrepreneur X1 26
## 188 SXVXEYCB Female NA RG259 Other X1 14
## 189 8M79QBTN Female NA RG261 Salaried X1 15
## 190 GFV4FVMZ Female NA RG251 Other X1 21
## 191 YQM6VCZW Female NA RG258 Salaried X3 26
## 192 BMAWNTSN Female NA RG259 Other X1 15
## 193 HQYFRVJR Male NA RG280 Salaried X2 80
## 194 SYAA446B Female NA RG268 Entrepreneur X3 91
## 195 NY5DFOQL Female NA RG281 Other X1 32
## 196 7DV7QUYX Male NA RG270 Entrepreneur X1 32
## 197 ZNELTS8A Female NA RG272 Other X1 31
## 198 75YADDHG Female NA RG274 Other X1 21
## 199 YNBJRUSW Male NA RG283 Entrepreneur X4 14
## 200 VCU8UAKS Female NA RG283 Entrepreneur X1 25
## 201 BMQ7T2XP Female NA RG281 Entrepreneur X3 104
## 202 S7BLSWSP Female NA RG284 Salaried X1 73
## 203 6FT5UV4Y Female NA RG280 Entrepreneur X2 27
## 204 AIMGCJND Male NA RG268 Other X1 33
## 205 MZYYXT9T Male NA RG284 Entrepreneur X3 51
## 206 UKJMIA2J Male NA RG261 Entrepreneur X3 50
## 207 KGRBITDB Female NA RG268 Salaried X3 99
## 208 ISD8BZWG Female NA RG252 Other X1 26
## 209 AUVE9VUO Male NA RG251 Salaried X2 31
## 210 WDSK26TN Male NA RG268 Entrepreneur X3 51
## 211 8B6A6Q5X Male NA RG284 Salaried X2 75
## 212 SGEQVAUP Male NA RG270 Salaried X1 19
## 213 FPRB7F5W Male NA RG281 Salaried X1 20
## 214 FGRKNYMB Male NA RG270 Other X1 27
## 215 LIGPD3TA Male NA RG280 Other X1 32
## 216 HXR8MCE2 Female NA RG268 Entrepreneur X2 86
## 217 99LUKYGS Female NA RG263 Salaried X2 92
## 218 UVH8BBP6 Female NA RG284 Salaried X3 110
## 219 FMEZP8RZ Female NA RG251 Entrepreneur X1 31
## 220 3E5KAMAU Female NA RG272 Other X1 14
## 221 MOV2SHUR Male NA RG268 Salaried X2 37
## 222 MQTKNMN4 Female NA RG268 Salaried X3 99
## 223 YED4YESP Female NA RG268 Entrepreneur X1 27
## 224 VRHK3FQB Male NA RG280 Entrepreneur X2 85
## 225 64M8NCRT Male NA RG268 Entrepreneur X2 73
## 226 3H5BRZQJ Female NA RG283 Entrepreneur X2 32
## 227 KPGBCW3E Female NA RG274 Salaried X1 33
## 228 FO6RYAKC Female NA RG284 Salaried X1 13
## 229 B689RE2E Male NA RG284 Entrepreneur X2 44
## 230 DPUTAJSH Female NA RG275 Entrepreneur X1 14
## 231 T8NCNRS9 Male NA RG256 Other X1 19
## 232 RFYKWPN4 Male NA RG280 Other X1 19
## 233 Z45MKZQD Male NA RG262 Entrepreneur X2 15
## 234 25MBHFD6 Female NA RG261 Salaried X2 87
## 235 4PJNXZCP Female NA RG284 Entrepreneur X2 15
## 236 AZHWRD7E Female NA RG268 Salaried X3 80
## 237 SJZQU9Y2 Male NA RG276 Salaried X3 63
## 238 6KDJ2DBK Female NA RG258 Entrepreneur X2 20
## 239 NGI3PZUN Male NA RG281 Salaried X3 93
## 240 STBCJDPE Male NA RG254 Entrepreneur X2 44
## 241 BIUDYVV5 Female NA RG283 Entrepreneur X3 85
## 242 Z4ECNFZQ Female NA RG251 Entrepreneur X1 20
## 243 GUI3YCYW Male NA RG268 Salaried X3 55
## 244 ECBZSN2M Male NA RG254 Salaried X2 25
## 245 VNDFKX3G Female NA RG283 Salaried X3 21
## 246 9QBDYNX5 Male NA RG268 Salaried X3 80
## 247 CKTSEFJ2 Female NA RG259 Other X1 14
## 248 DFEHHWFH Male NA RG268 Salaried X3 97
## 249 8K7YB84D Female NA RG272 Entrepreneur X2 85
## 250 BK4Y3AYS Male NA RG274 Other X1 21
## 251 FCEKCRTS Male NA RG277 Entrepreneur X2 19
## 252 XOVUGAG8 Male NA RG268 Entrepreneur X2 97
## 253 7UITZ8P5 Male NA RG284 Entrepreneur X3 115
## 254 9GU5AYPI Male NA RG265 Salaried X2 80
## 255 GQENEWOA Female NA RG274 Salaried X1 14
## 256 YGHHEHYW Female NA RG281 Other X1 33
## 257 ZHGPF9VH Female NA RG283 Entrepreneur X3 57
## 258 NA3LYVNA Female NA RG274 Entrepreneur X1 31
## 259 7K4MCYMR Female NA RG256 Entrepreneur X1 21
## 260 YALNEF98 Male NA RG256 Entrepreneur X2 74
## 261 5KQZCWVF Male NA RG270 Entrepreneur X2 50
## 262 HU7VVKZJ Male NA RG252 Entrepreneur X2 32
## 263 IFZ6VN8C Female NA RG275 Other X1 31
## 264 665ZCK7D Female NA RG268 Entrepreneur X3 21
## 265 5QRVPNIW Male NA RG283 Salaried X2 81
## 266 AJCUS4GT Female NA RG275 Entrepreneur X3 92
## 267 QMTPIOFM Female NA RG280 Entrepreneur X1 14
## 268 R88QBC4W Female NA RG283 Salaried X1 32
## 269 WNOCVYQA Female NA RG269 Other X1 32
## 270 AJQ5UWJH Female NA RG252 Entrepreneur X1 19
## 271 Q33YBKVG Male NA RG251 Salaried X3 44
## 272 2SXGEEZP Female NA RG284 Entrepreneur X3 86
## 273 HVJD8EGQ Female NA RG277 Salaried X3 104
## 274 DRCVKG8Z Female NA RG268 Entrepreneur X1 14
## 275 2YAXAKPF Female NA RG268 Entrepreneur X2 93
## 276 54H2G5NN Female NA RG282 Salaried X1 31
## 277 EHTKRUYD Male NA RG273 Entrepreneur X2 14
## 278 NSY3A26K Male NA RG268 Other X1 25
## 279 7G42SF6Q Female NA RG260 Entrepreneur X1 33
## 280 TWCFRVMW Male NA RG283 Entrepreneur X3 43
## 281 QTOJ2XFA Male NA RG283 Entrepreneur X3 109
## 282 ZUF7DVNV Male NA RG284 Salaried X2 27
## 283 BSRUQUGQ Female NA RG254 Entrepreneur X2 25
## 284 KI5E95ZL Female NA RG272 Entrepreneur X1 15
## 285 NJ97PQCR Male NA RG273 Salaried X3 39
## 286 CN78BFHP Male NA RG278 Other X1 26
## 287 LVTSPGG8 Male NA RG270 Entrepreneur X1 33
## 288 LXYGZABS Female NA RG279 Entrepreneur X2 62
## 289 EXSK8OLA Female NA RG263 Entrepreneur X2 21
## 290 QEINYJFG Male NA RG251 Entrepreneur X4 13
## 291 EC9SBYHP Female NA RG277 Salaried X3 98
## 292 NZAHQ9QH Male NA RG268 Salaried X3 127
## 293 KM2PYESV Male NA RG268 Entrepreneur X3 13
## 294 RXZ69M2M Female NA RG277 Salaried X2 32
## 295 DEKK8KPX Female NA RG259 Other X2 21
## 296 E5EMJPNR Male NA RG268 Other X1 25
## 297 AVCE5ABR Male NA RG283 Entrepreneur X3 67
## 298 B5XF2RFC Male NA RG270 Entrepreneur X1 15
## 299 CTCAEPTV Male NA RG268 Entrepreneur X3 61
## 300 UOTNS5ZF Female NA RG250 Other X1 25
## 301 TBPMNOSE Male NA RG277 Other X1 33
## 302 FCZQVVDJ Female NA RG268 Salaried X1 21
## 303 2RZLG4OQ Female NA RG280 Salaried X1 14
## 304 JD5A72JX Female NA RG283 Salaried X3 21
## 305 K9ZYPDDR Female NA RG284 Entrepreneur X2 69
## 306 2VSJSJBH Male NA RG279 Other X1 27
## 307 S6VXABVS Male NA RG268 Entrepreneur X3 27
## 308 HQ9FDJM3 Male NA RG270 Entrepreneur X1 19
## 309 5SNDHBVL Female NA RG283 Other X1 27
## 310 HJAU7CHJ Male NA RG279 Salaried X2 21
## 311 BYYXUSQ7 Male NA RG284 Salaried X3 127
## 312 RW7B3E4F Female NA RG280 Entrepreneur X2 87
## 313 X77TWFYQ Male NA RG262 Salaried X2 21
## 314 7RGAJ6KN Female NA RG254 Other X1 26
## 315 TCEXTU57 Male NA RG268 Entrepreneur X3 61
## 316 AYLCRSNB Male NA RG268 Salaried X1 20
## 317 CBKGEALV Male NA RG268 Entrepreneur X3 111
## 318 BLQ5FCBA Male NA RG284 Salaried X3 105
## 319 2XU3YP8G Female NA RG280 Salaried X1 19
## 320 XYJVWXQH Female NA RG280 Other X1 15
## 321 N3VP6CV3 Male NA RG252 Other X1 27
## 322 VHRWCKEZ Female NA RG284 Entrepreneur X2 44
## 323 H7S2WY7C Female NA RG268 Salaried X2 67
## 324 C3LUMNQH Male NA RG283 Salaried X3 56
## 325 MR9JITBX Male NA RG255 Salaried X2 25
## 326 97LGCBZA Female NA RG268 Entrepreneur X3 99
## 327 IMB5P7DM Male NA RG254 Entrepreneur X1 25
## 328 DMDYJ9WU Male NA RG254 Salaried X3 110
## 329 SNHYATDK Female NA RG275 Other X3 39
## 330 4OPZCLCD Male NA RG277 Entrepreneur X2 51
## 331 JVUGLEUK Female NA RG283 Entrepreneur X3 105
## 332 DBNBSWDH Female NA RG268 Other X1 15
## 333 QAOCJVCO Male NA RG283 Entrepreneur X3 93
## 334 GSJUSN6Q Male NA RG268 Entrepreneur X2 67
## 335 YPAQS8MW Male NA RG272 Entrepreneur X1 20
## 336 7CHOCU2X Female NA RG268 Other X1 25
## 337 HEP8Q2MF Female NA RG283 Entrepreneur X2 67
## 338 KW2JUYBZ Female NA RG254 Entrepreneur X3 127
## 339 SVJY54SH Male NA RG268 Salaried X3 91
## 340 75CSBHQ3 Male NA RG251 Entrepreneur X2 67
## 341 RSYTNBRJ Female NA RG283 Salaried X2 13
## 342 ITQSB686 Female NA RG261 Salaried X1 26
## 343 SI6VSDJ9 Female NA RG282 Other X1 15
## 344 IPJDOT5D Male NA RG280 Entrepreneur X2 87
## 345 FSYJTN64 Female NA RG283 Entrepreneur X3 27
## 346 4KYS3HD8 Male NA RG263 Other X1 19
## 347 ZEUB2HY4 Female NA RG268 Other X1 33
## 348 98QDZBC5 Female NA RG283 Entrepreneur X2 62
## 349 TILVABZL Male NA RG283 Entrepreneur X3 73
## 350 PDF2XMEG Female NA RG281 Salaried X3 68
## 351 FUQYGUKO Female NA RG284 Entrepreneur X3 79
## 352 BT6PRCRC Female NA RG283 Entrepreneur X1 61
## 353 ZJNVSHTD Male NA RG259 Other X1 25
## 354 FBZ4TT6J Female NA RG263 Other X1 33
## 355 7QDR8JTC Male NA RG277 Other X1 26
## 356 JLTREOUY Female NA RG257 Other X1 20
## 357 WDPRJSPJ Male NA RG257 Salaried X1 25
## 358 NX5BTVRO Male NA RG255 Entrepreneur X2 85
## 359 DZH2AETH Male NA RG268 Salaried X2 69
## 360 DS5CKNWX Female NA RG271 Entrepreneur X3 21
## 361 LT6ARFPU Female NA RG259 Entrepreneur X2 85
## 362 NBOZXN77 Male NA RG254 Entrepreneur X2 92
## 363 RUZV8RJN Male NA RG252 Salaried X1 31
## 364 9OARSZ4X Male NA RG281 Entrepreneur X3 81
## 365 TMUVASA4 Male NA RG283 Salaried X3 15
## 366 JC8SVGGV Female NA RG278 Other X1 14
## 367 MFRCBTEF Male NA RG280 Other X3 21
## 368 WQZYNRPE Male NA RG268 Entrepreneur X2 38
## 369 AGJUEW8N Male NA RG254 Entrepreneur X2 25
## 370 HBZCXEVV Female NA RG261 Other X1 14
## 371 OP3WUCUD Female NA RG283 Other X1 27
## 372 EA5MOE8E Male NA RG283 Entrepreneur X2 37
## 373 PTIWTSSU Female NA RG282 Other X1 27
## 374 9RTWD6EH Female NA RG268 Entrepreneur X3 81
## 375 QKIUVC9F Female NA RG254 Salaried X3 105
## 376 C5ECGDN8 Female NA RG268 Other X1 14
## 377 DPDDWFYJ Female NA RG257 Salaried X1 20
## 378 B9REZBYS Female NA RG284 Salaried X2 63
## 379 2MWSMO9B Male NA RG251 Entrepreneur X2 25
## 380 WNHNNVSB Male NA RG284 Entrepreneur X3 49
## 381 BRXW2FAT Female NA RG277 Entrepreneur X1 25
## 382 6JNGA2VH Male NA RG253 Entrepreneur X3 67
## 383 NJW9A68A Female NA RG250 Other X1 14
## 384 GAOE5PQH Female NA RG277 Other X1 13
## 385 FOVDI2OU Female NA RG283 Entrepreneur X2 92
## 386 HBHVCMM6 Female NA RG262 Entrepreneur X2 39
## 387 BNTMELYD Female NA RG268 Entrepreneur X2 56
## 388 7SJTUAWX Male NA RG283 Salaried X3 115
## 389 9RJ8RAVX Female NA RG261 Entrepreneur X1 14
## 390 RYWQ8HZX Male NA RG273 Other X3 33
## 391 8GXJFS7P Male NA RG273 Salaried X2 69
## 392 FDZY2B7V Female NA RG277 Entrepreneur X3 87
## 393 SJIR2KPC Female NA RG284 Entrepreneur X2 73
## 394 LIN3MPPY Female NA RG250 Other X1 14
## 395 MC8NRUSF Male NA RG254 Other X1 14
## 396 GPGMKP2J Female NA RG259 Salaried X1 33
## 397 MZQEFRS7 Male NA RG264 Other X3 109
## 398 U8WFVN5U Male NA RG281 Entrepreneur X2 92
## 399 SZBX3UPW Male NA RG284 Salaried X2 39
## 400 HELODM8F Male NA RG254 Salaried X2 86
## 401 PPZFJBE4 Male NA RG277 Other X1 32
## 402 935VJWPW Male NA RG283 Entrepreneur X2 20
## 403 8E4OBWV6 Male NA RG284 Entrepreneur X2 62
## 404 DJPCVYGM Male NA RG254 Entrepreneur X2 61
## 405 LYRHAS8Y Male NA RG280 Entrepreneur X3 69
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## 1881 JRMEH5E3 Female NA RG270 Salaried X3 61
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## 1884 CFQUDDZU Male NA RG254 Other X1 25
## 1885 HZAYVX7T Female NA RG284 Salaried X3 105
## 1886 AYWJLI3X Female NA RG283 Salaried X1 51
## 1887 BU9ZNFFV Male NA RG283 Entrepreneur X3 39
## 1888 AYMNWSGU Male NA RG284 Entrepreneur X3 111
## 1889 WY63KVPG Male NA RG251 Entrepreneur X3 75
## 1890 ATXUAEBS Male NA RG283 Entrepreneur X3 91
## 1891 DDJJGCYA Male NA RG266 Salaried X3 37
## 1892 H2EUCBNH Female NA RG283 Salaried X2 91
## 1893 BZY9T3YC Male NA RG269 Other X1 25
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## 1895 GE9YEYDV Male NA RG256 Salaried X1 15
## 1896 MFZO6DJ3 Female NA RG257 Salaried X1 15
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## 1899 AHDKK4AG Female NA RG284 Salaried X2 33
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## 1901 NFVYJNQW Female NA RG261 Salaried X1 20
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## 1910 ZGDAEHZN Male NA RG256 Other X1 31
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## 1913 QGPDYUZC Female NA RG271 Other X1 26
## 1914 9PCJCVFH Male NA RG254 Salaried X2 69
## 1915 BBPAYPRH Female NA RG283 Entrepreneur X3 26
## 1916 E2AFCFMC Male NA RG283 Entrepreneur X3 68
## 1917 9TP4JB2W Male NA RG251 Other X3 99
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## 1919 Z5YBPVCG Male NA RG268 Salaried X3 14
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## 1923 SEPUY7XK Male NA RG280 Other X3 85
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## 1926 6VMTYNLP Male NA RG254 Salaried X3 110
## 1927 SSKYNPPU Male NA RG283 Salaried X3 129
## 1928 H9THYSJH Male NA RG280 Salaried X3 109
## 1929 JNOE74AN Male NA RG251 Entrepreneur X3 91
## 1930 63Z97RRK Male NA RG268 Entrepreneur X4 13
## 1931 8SBOZ3MH Female NA RG281 Other X1 20
## 1932 AYGW96HW Male NA RG259 Salaried X1 26
## 1933 ZKPWTALT Female NA RG254 Salaried X1 27
## 1934 PENBD4SC Male NA RG268 Other X2 103
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## 1936 XND9XXHD Female NA RG278 Other X3 33
## 1937 PTWTUA8D Female NA RG269 Salaried X1 21
## 1938 JRUUXG2S Female NA RG257 Salaried X1 14
## 1939 UWFTKG3W Male NA RG268 Entrepreneur X2 73
## 1940 TVZHT5CJ Male NA RG280 Entrepreneur X3 99
## 1941 QPDGJQAT Male NA RG269 Salaried X2 57
## 1942 M5YXISYQ Female NA RG257 Salaried X1 32
## 1943 G85FHQR2 Male NA RG268 Entrepreneur X4 14
## 1944 KQWLWS8Y Male NA RG279 Entrepreneur X2 26
## 1945 FDYGXUJK Male NA RG254 Entrepreneur X3 109
## 1946 K3GRO6TP Male NA RG278 Other X3 19
## 1947 KZF3TZYT Male NA RG269 Other X1 33
## 1948 B2JXLZTC Male NA RG269 Other X1 33
## 1949 9SNKZO3A Male NA RG276 Other X1 27
## 1950 F89IXHNO Female NA RG257 Entrepreneur X1 38
## 1951 VZXOPQRR Female NA RG268 Salaried X1 19
## 1952 UKYNHZDN Male NA RG268 Entrepreneur X1 31
## 1953 EQGVDNGN Female NA RG281 Other X1 27
## 1954 RAKAGZ8M Male NA RG254 Entrepreneur X2 26
## 1955 MDNNQN55 Male NA RG280 Other X1 27
## 1956 HK3TMA5L Male NA RG272 Entrepreneur X2 69
## 1957 DLUAUCLE Female NA RG252 Entrepreneur X1 20
## 1958 CRPBYXC9 Male NA RG277 Entrepreneur X2 98
## 1959 O4Y7NDX7 Female NA RG269 Other X1 25
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## 1961 S8HGN2MN Female NA RG268 Entrepreneur X2 26
## 1962 NBCOAXMS Male NA RG268 Entrepreneur X2 32
## 1963 MJNBEQBH Male NA RG283 Salaried X2 19
## 1964 8H3V83KY Female NA RG269 Other X1 15
## 1965 W3FAZGU8 Male NA RG284 Salaried X1 31
## 1966 EXHBJJBR Male NA RG282 Salaried X1 32
## 1967 MUHXGGBY Female NA RG275 Entrepreneur X1 25
## 1968 UKNMB6Y6 Male NA RG268 Entrepreneur X1 19
## 1969 VPNBXSWP Female NA RG268 Salaried X3 109
## 1970 8FAMIVZS Female NA RG254 Other X1 27
## 1971 DHZR4CME Female NA RG283 Salaried X2 86
## 1972 SRAKYJYI Male NA RG261 Salaried X1 20
## 1973 2YQFUF2G Female NA RG269 Entrepreneur X2 45
## 1974 Q2QUKWPI Male NA RG268 Salaried X3 79
## 1975 K5T7H5PZ Male NA RG267 Entrepreneur X2 92
## 1976 HUK6SFPH Male NA RG268 Salaried X2 26
## 1977 GOK9PWMP Female NA RG268 Entrepreneur X3 97
## 1978 3ZPAU5NM Female NA RG268 Entrepreneur X1 74
## 1979 DFJFWJGW Male NA RG261 Other X3 20
## 1980 GAEHESCA Female NA RG268 Salaried X3 129
## 1981 83FLTURW Female NA RG276 Entrepreneur X2 63
## 1982 GKEDGANE Male NA RG250 Other X1 19
## 1983 9A8WJTW9 Female NA RG251 Other X1 15
## 1984 KYZACD7S Female NA RG268 Other X1 15
## 1985 MBYPEYGY Female NA RG254 Entrepreneur X1 32
## 1986 QREVTBV2 Male NA RG283 Other X1 27
## 1987 AAWRRXQB Female NA RG257 Salaried X2 105
## 1988 9TKEI4JP Female NA RG277 Entrepreneur X2 38
## 1989 35Q3KLLQ Female NA RG254 Salaried X3 56
## 1990 ANPV4W2A Male NA RG264 Other X1 21
## 1991 HMYI9EGN Female NA RG268 Other X3 87
## 1992 DIBEKAMZ Female NA RG282 Entrepreneur X1 31
## 1993 KWQKOLQU Male NA RG259 Entrepreneur X3 110
## 1994 HFY7QT6X Male NA RG276 Salaried X2 55
## 1995 ZJ2SEE8P Male NA RG272 Salaried X1 15
## 1996 BDXX6QUM Female NA RG262 Entrepreneur X1 19
## 1997 MGG89PUH Male NA RG280 Entrepreneur X3 87
## 1998 FKENRJYQ Male NA RG274 Entrepreneur X2 57
## 1999 NWY45HSH Female NA RG254 Other X1 13
## 2000 VZC9VE3M Male NA RG268 Entrepreneur X2 21
## 2001 YAAF2M9T Male NA RG283 Entrepreneur X3 110
## 2002 9YHMIQTY Male NA RG268 Entrepreneur X3 87
## 2003 QDZ4FX5B Female NA RG257 Entrepreneur X3 111
## 2004 GBUEXJVR Male NA RG280 Entrepreneur X2 74
## 2005 EA6NYJVH Male NA RG268 Salaried X3 97
## 2006 HZGD5AD8 Male NA RG284 Entrepreneur X3 62
## 2007 TAJZ2FWM Female NA RG257 Other X1 13
## 2008 EJO4OGYB Female NA RG283 Salaried X3 98
## 2009 GUQPSWXM Male NA RG263 Other X1 31
## 2010 WJ7BTXAF Female NA RG273 Other X1 13
## 2011 DVGSQN9E Female NA RG264 Other X1 13
## 2012 4PNY6HBR Female NA RG269 Salaried X1 13
## 2013 8W8W8U7K Female NA RG283 Entrepreneur X3 109
## 2014 CW74QPUP Female NA RG283 Self_Employed X2 62
## 2015 HUQF6BMW Male NA RG274 Other X1 33
## 2016 NRZ8ZZWN Male NA RG274 Salaried X3 21
## 2017 NMYWB5UP Male NA RG274 Other X1 25
## 2018 DDXBAOJF Female NA RG259 Other X1 15
## 2019 GHFVHXVT Female NA RG254 Salaried X3 91
## 2020 EER2UMS3 Female NA RG278 Salaried X1 19
## 2021 EKHMIYY4 Female NA RG252 Other X1 25
## 2022 M6E7NHC9 Male NA RG269 Salaried X3 75
## 2023 MFMRY9QR Female NA RG258 Other X1 19
## 2024 5PZEB6D6 Male NA RG281 Other X1 27
## 2025 9I7AVD8C Female NA RG284 Entrepreneur X3 109
## 2026 URZEXL9P Male NA RG283 Entrepreneur X2 69
## 2027 PDI4D2YA Male NA RG284 Salaried X3 50
## 2028 MZBHTVWD Male NA RG283 Other X2 19
## 2029 EQA2HJDA Female NA RG260 Entrepreneur X2 61
## 2030 AFXP3DAV Male NA RG268 Salaried X1 49
## 2031 3B8TFDQP Female NA RG261 Salaried X3 21
## 2032 FLRPXZVY Male NA RG280 Salaried X2 14
## 2033 BYYOSH8S Female NA RG269 Other X1 21
## 2034 W4WDBSMM Male NA RG269 Other X1 21
## 2035 HNNFB8TK Female NA RG280 Other X1 20
## 2036 FYI5MHYR Female NA RG283 Entrepreneur X2 81
## 2037 JE52HYZG Male NA RG254 Entrepreneur X1 20
## 2038 JVDK8OGZ Female NA RG276 Entrepreneur X3 93
## 2039 RULU6VVE Female NA RG269 Entrepreneur X3 116
## 2040 MGFWKKRP Male NA RG284 Self_Employed X2 63
## 2041 MYYELRJO Male NA RG251 Entrepreneur X3 20
## 2042 GJTJ2OBC Female NA RG283 Salaried X3 50
## 2043 UUNVVUEM Male NA RG280 Entrepreneur X3 44
## 2044 LR9RE5RK Female NA RG255 Other X1 25
## 2045 SX5PTC55 Male NA RG251 Entrepreneur X1 26
## 2046 DVYMELBM Male NA RG254 Entrepreneur X2 20
## 2047 4SIH55IA Female NA RG267 Entrepreneur X1 39
## 2048 2X3FSGQT Male NA RG254 Other X1 21
## 2049 9TG5Y9AX Male NA RG251 Entrepreneur X2 32
## 2050 7GAEELSF Male NA RG283 Entrepreneur X2 69
## 2051 I5WO6UXP Female NA RG268 Salaried X2 50
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## 9777 QSECXVEO Male 61 RG269 Entrepreneur X2 20
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## 9895 ADU6SBCU Male 55 RG283 Entrepreneur X3 127
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## 9909 WNTKHJQ3 Male 34 RG277 Salaried X3 19
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## 9928 JVFXSGVQ Male 57 RG268 Entrepreneur X3 122
## 9929 AKWQNQMU Male 44 RG271 Entrepreneur X2 92
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## 9998 98HJ7EPA Male 28 RG253 Other X1 15
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## hast_credit_product mean_account_balance flag_active_customer
## 1 No 594066 Yes
## 2 Yes 496210 No
## 3 Yes 1746233 No
## 4 No 476354 No
## 5 No 458198 Yes
## 6 <NA> 2088571 Yes
## 7 No 753563 No
## 8 Yes 423551 Yes
## 9 <NA> 714759 No
## 10 No 1248082 No
## 11 No 445302 No
## 12 No 2361205 Yes
## 13 No 293886 No
## 14 No 187896 Yes
## 15 No 1040641 No
## 16 No 1980152 No
## 17 Yes 1248322 Yes
## 18 No 966637 Yes
## 19 No 977745 Yes
## 20 Yes 1694284 No
## 21 No 762347 No
## 22 Yes 467784 Yes
## 23 No 531205 No
## 24 No 1843643 No
## 25 No 679532 Yes
## 26 Yes 530101 No
## 27 Yes 777415 No
## 28 No 1480150 Yes
## 29 No 2095736 Yes
## 30 No 745917 No
## 31 No 745134 Yes
## 32 No 1307258 No
## 33 No 563645 No
## 34 Yes 513627 No
## 35 Yes 616770 No
## 36 No 721193 No
## 37 No 713317 No
## 38 No 2833964 Yes
## 39 No 422447 No
## 40 No 1159438 No
## 41 No 476764 No
## 42 Yes 2269233 Yes
## 43 Yes 913104 Yes
## 44 No 904337 Yes
## 45 No 2254761 Yes
## 46 No 1442209 Yes
## 47 Yes 430412 No
## 48 No 926374 No
## 49 No 886502 Yes
## 50 No 355305 Yes
## 51 Yes 767002 No
## 52 No 1737760 Yes
## 53 No 552885 No
## 54 <NA> 969557 No
## 55 No 436162 Yes
## 56 No 562942 No
## 57 Yes 2723319 No
## 58 Yes 1183263 No
## 59 No 591093 No
## 60 Yes 2048824 No
## 61 <NA> 4147827 Yes
## 62 No 1109545 No
## 63 No 1558256 No
## 64 No 898392 Yes
## 65 <NA> 822618 No
## 66 No 955219 Yes
## 67 <NA> 503473 Yes
## 68 No 1977740 Yes
## 69 <NA> 545659 No
## 70 No 1476287 No
## 71 No 1621829 No
## 72 <NA> 635032 No
## 73 No 1877455 No
## 74 No 780209 No
## 75 No 430439 No
## 76 Yes 537604 Yes
## 77 <NA> 2293494 Yes
## 78 Yes 880690 No
## 79 No 803127 Yes
## 80 No 1319896 No
## 81 Yes 963193 No
## 82 Yes 1001294 No
## 83 Yes 802103 No
## 84 <NA> 721042 No
## 85 Yes 1181323 Yes
## 86 <NA> 2367800 No
## 87 Yes 979507 No
## 88 No 764705 No
## 89 Yes 1911951 Yes
## 90 Yes 654737 No
## 91 <NA> 1126526 No
## 92 No 996257 Yes
## 93 No 567615 No
## 94 No 673872 No
## 95 No 948971 No
## 96 <NA> 707656 Yes
## 97 Yes 648009 No
## 98 Yes 375304 No
## 99 No 368460 No
## 100 Yes 314721 No
## 101 Yes 1877713 No
## 102 No 538823 No
## 103 <NA> 642197 No
## 104 No 961707 Yes
## 105 No 290122 Yes
## 106 <NA> 2506596 No
## 107 No 887552 Yes
## 108 Yes 1435454 Yes
## 109 No 551541 Yes
## 110 <NA> 1853015 No
## 111 Yes 7807188 No
## 112 <NA> 923464 Yes
## 113 Yes 1048064 No
## 114 No 285618 No
## 115 No 575100 Yes
## 116 Yes 1126428 Yes
## 117 No 789946 No
## 118 Yes 399761 No
## 119 Yes 2137014 No
## 120 Yes 645463 No
## 121 No 1531752 No
## 122 Yes 1676697 Yes
## 123 No 1605586 No
## 124 No 930432 No
## 125 <NA> 548373 No
## 126 No 4718076 Yes
## 127 <NA> 839376 No
## 128 Yes 1089119 No
## 129 Yes 1627160 No
## 130 No 1097797 No
## 131 No 605716 Yes
## 132 <NA> 1208815 Yes
## 133 No 1375236 No
## 134 No 1739691 Yes
## 135 No 638922 No
## 136 No 549245 No
## 137 No 1604073 No
## 138 No 783306 No
## 139 No 453125 No
## 140 No 1362153 No
## 141 Yes 937988 Yes
## 142 No 1168917 No
## 143 No 589989 No
## 144 Yes 2401309 Yes
## 145 No 1549338 Yes
## 146 <NA> 622902 No
## 147 Yes 1962298 Yes
## 148 <NA> 3709742 No
## 149 Yes 677156 No
## 150 Yes 389197 Yes
## 151 Yes 530262 Yes
## 152 No 270666 No
## 153 No 923161 Yes
## 154 No 598569 No
## 155 No 750661 No
## 156 No 1624970 Yes
## 157 Yes 481312 No
## 158 No 2513226 Yes
## 159 No 1261779 No
## 160 <NA> 1113906 Yes
## 161 <NA> 2584711 Yes
## 162 No 262950 No
## 163 Yes 589375 Yes
## 164 <NA> 2736251 Yes
## 165 No 229059 No
## 166 <NA> 461678 Yes
## 167 Yes 871096 Yes
## 168 <NA> 1696945 Yes
## 169 No 627298 Yes
## 170 No 1475148 Yes
## 171 No 2930654 Yes
## 172 No 3592093 No
## 173 Yes 965374 Yes
## 174 Yes 402911 No
## 175 <NA> 2681000 Yes
## 176 Yes 1592494 Yes
## 177 Yes 1223287 No
## 178 No 568870 Yes
## 179 No 387452 No
## 180 No 594350 No
## 181 No 907675 Yes
## 182 No 814296 No
## 183 <NA> 1507784 Yes
## 184 No 445302 No
## 185 No 1347032 Yes
## 186 No 573177 No
## 187 Yes 575207 No
## 188 Yes 463761 No
## 189 No 1198491 No
## 190 No 600500 No
## 191 <NA> 534267 Yes
## 192 No 386696 No
## 193 Yes 718808 Yes
## 194 No 2423425 Yes
## 195 No 1197281 Yes
## 196 No 647599 Yes
## 197 No 3197609 No
## 198 No 781793 No
## 199 No 616342 Yes
## 200 <NA> 2083614 No
## 201 No 524913 Yes
## 202 No 1749740 No
## 203 Yes 843987 Yes
## 204 No 2676719 No
## 205 Yes 649112 No
## 206 No 938033 No
## 207 No 972058 Yes
## 208 No 159034 No
## 209 Yes 260921 No
## 210 No 1149337 No
## 211 No 1908694 Yes
## 212 Yes 511847 Yes
## 213 No 797262 Yes
## 214 No 753322 No
## 215 No 411473 No
## 216 Yes 1228378 Yes
## 217 <NA> 815871 Yes
## 218 <NA> 898294 Yes
## 219 No 692838 No
## 220 No 773588 No
## 221 No 3523634 No
## 222 No 3683238 No
## 223 Yes 1701386 Yes
## 224 <NA> 479781 Yes
## 225 Yes 899709 No
## 226 No 905308 No
## 227 No 706820 Yes
## 228 No 474672 Yes
## 229 No 1809111 Yes
## 230 No 725670 Yes
## 231 No 2023637 No
## 232 No 470213 No
## 233 No 258251 No
## 234 <NA> 1421160 Yes
## 235 <NA> 580929 Yes
## 236 Yes 688326 No
## 237 No 1287767 Yes
## 238 No 752352 Yes
## 239 No 544404 Yes
## 240 <NA> 2811874 Yes
## 241 Yes 6023920 Yes
## 242 No 1138051 No
## 243 Yes 2432094 No
## 244 <NA> 863780 No
## 245 Yes 771407 No
## 246 No 1295154 Yes
## 247 No 680761 No
## 248 <NA> 1373990 Yes
## 249 <NA> 621709 No
## 250 No 2618175 No
## 251 <NA> 655912 Yes
## 252 No 1575068 Yes
## 253 No 1133495 Yes
## 254 <NA> 1526296 No
## 255 No 1047218 No
## 256 No 949167 No
## 257 <NA> 2006068 Yes
## 258 No 703420 No
## 259 No 324939 No
## 260 <NA> 439099 No
## 261 No 994592 No
## 262 Yes 470373 Yes
## 263 No 228676 No
## 264 No 1889425 Yes
## 265 <NA> 2975003 Yes
## 266 <NA> 207788 Yes
## 267 No 776542 Yes
## 268 <NA> 1650585 Yes
## 269 No 572679 No
## 270 No 715382 No
## 271 No 491885 Yes
## 272 <NA> 855156 Yes
## 273 <NA> 631739 Yes
## 274 No 737480 Yes
## 275 Yes 1193481 No
## 276 No 669030 No
## 277 No 503526 Yes
## 278 No 1980445 Yes
## 279 No 451265 No
## 280 No 1368152 No
## 281 No 1925292 Yes
## 282 No 1049229 Yes
## 283 Yes 911084 Yes
## 284 Yes 2212620 No
## 285 Yes 966522 No
## 286 No 681535 No
## 287 No 664776 No
## 288 No 515185 Yes
## 289 <NA> 492152 No
## 290 No 979453 Yes
## 291 Yes 1199889 Yes
## 292 Yes 780823 Yes
## 293 <NA> 1144077 No
## 294 Yes 367650 No
## 295 Yes 477858 Yes
## 296 No 975075 No
## 297 No 1215384 Yes
## 298 No 1763535 No
## 299 No 1638846 No
## 300 No 743951 No
## 301 No 312461 No
## 302 No 507415 No
## 303 No 1153769 No
## 304 <NA> 400411 No
## 305 No 2039096 No
## 306 No 468237 No
## 307 Yes 1454633 Yes
## 308 No 606748 No
## 309 No 1645690 No
## 310 <NA> 707701 Yes
## 311 Yes 2683964 No
## 312 Yes 391003 No
## 313 Yes 735504 Yes
## 314 No 752014 Yes
## 315 No 1588169 Yes
## 316 No 1271925 Yes
## 317 Yes 1800915 No
## 318 Yes 1109349 Yes
## 319 Yes 1417841 No
## 320 No 633582 No
## 321 No 554505 No
## 322 No 1571455 No
## 323 Yes 1686372 No
## 324 Yes 1758364 No
## 325 Yes 738824 No
## 326 No 862650 No
## 327 No 968684 No
## 328 No 806865 No
## 329 Yes 1281617 No
## 330 Yes 737801 Yes
## 331 <NA> 4337557 No
## 332 Yes 669974 No
## 333 No 511687 No
## 334 No 1773280 Yes
## 335 Yes 1231270 No
## 336 No 2959312 No
## 337 No 485681 Yes
## 338 <NA> 5770475 No
## 339 <NA> 1021764 No
## 340 Yes 205118 No
## 341 Yes 1473110 No
## 342 No 548213 No
## 343 No 1531182 No
## 344 Yes 619885 No
## 345 No 1141870 Yes
## 346 Yes 568603 No
## 347 No 871140 No
## 348 No 644680 Yes
## 349 <NA> 1217787 Yes
## 350 No 561047 No
## 351 <NA> 2119490 Yes
## 352 No 963603 Yes
## 353 No 663744 No
## 354 No 563681 No
## 355 No 747012 No
## 356 No 763673 No
## 357 No 653429 No
## 358 Yes 1402310 No
## 359 <NA> 917447 No
## 360 <NA> 457513 Yes
## 361 No 576141 Yes
## 362 <NA> 891993 Yes
## 363 No 686982 No
## 364 <NA> 532771 No
## 365 Yes 1064448 No
## 366 No 521379 No
## 367 <NA> 737970 Yes
## 368 Yes 1546935 Yes
## 369 No 5652915 No
## 370 No 801863 No
## 371 No 965676 Yes
## 372 No 1338880 Yes
## 373 No 933610 No
## 374 No 775279 Yes
## 375 No 1842024 Yes
## 376 No 345462 Yes
## 377 No 549539 No
## 378 Yes 1634574 Yes
## 379 Yes 599886 No
## 380 No 824024 No
## 381 No 794084 No
## 382 Yes 1966241 Yes
## 383 Yes 1230051 No
## 384 No 497928 No
## 385 No 4307911 No
## 386 No 1046524 Yes
## 387 No 925626 Yes
## 388 <NA> 1218178 Yes
## 389 No 750723 No
## 390 Yes 1083824 No
## 391 <NA> 873383 No
## 392 Yes 1441550 No
## 393 No 596994 Yes
## 394 No 1010639 No
## 395 No 1237553 Yes
## 396 No 1045741 Yes
## 397 <NA> 475954 No
## 398 <NA> 752299 No
## 399 No 1684262 Yes
## 400 <NA> 1295457 No
## 401 No 571077 No
## 402 No 1892763 Yes
## 403 Yes 1369843 No
## 404 No 1348866 No
## 405 Yes 434204 Yes
## 406 Yes 774771 No
## 407 Yes 526221 Yes
## 408 Yes 1128991 No
## 409 Yes 1551830 No
## 410 No 524040 No
## 411 No 1583372 Yes
## 412 No 1316123 No
## 413 No 351363 Yes
## 414 No 791957 Yes
## 415 No 987517 No
## 416 No 2508135 Yes
## 417 No 1183753 Yes
## 418 No 598329 Yes
## 419 No 658039 Yes
## 420 No 463200 No
## 421 No 1500611 Yes
## 422 Yes 1230896 No
## 423 No 1364503 Yes
## 424 <NA> 958565 Yes
## 425 Yes 1324088 No
## 426 No 868969 No
## 427 Yes 383963 No
## 428 No 482647 No
## 429 No 1084420 Yes
## 430 <NA> 1250761 Yes
## 431 <NA> 2029057 Yes
## 432 No 2408348 No
## 433 No 664385 No
## 434 No 633083 Yes
## 435 Yes 871737 No
## 436 No 975119 Yes
## 437 No 850590 Yes
## 438 Yes 1596749 No
## 439 No 1298216 No
## 440 Yes 886555 No
## 441 <NA> 1128235 No
## 442 No 197793 Yes
## 443 No 507166 Yes
## 444 Yes 875217 Yes
## 445 Yes 1155718 No
## 446 <NA> 460610 No
## 447 Yes 511394 No
## 448 <NA> 297064 Yes
## 449 Yes 1037321 No
## 450 <NA> 844601 Yes
## 451 Yes 1182222 No
## 452 <NA> 1434884 Yes
## 453 Yes 2469287 No
## 454 No 922057 No
## 455 No 2014541 No
## 456 No 446174 Yes
## 457 <NA> 757238 No
## 458 No 988273 No
## 459 Yes 1153092 No
## 460 No 1512519 Yes
## 461 Yes 1063665 No
## 462 Yes 2603864 Yes
## 463 No 509943 Yes
## 464 No 420160 No
## 465 No 1499160 Yes
## 466 No 967252 Yes
## 467 <NA> 711911 Yes
## 468 Yes 717384 No
## 469 <NA> 1565510 Yes
## 470 No 585895 Yes
## 471 No 1400183 No
## 472 Yes 1114618 Yes
## 473 <NA> 467294 Yes
## 474 <NA> 1275467 Yes
## 475 Yes 1890760 Yes
## 476 No 2808875 No
## 477 No 779791 No
## 478 Yes 2479210 Yes
## 479 No 377983 Yes
## 480 Yes 1513026 No
## 481 No 2024002 No
## 482 Yes 1757661 Yes
## 483 No 320720 No
## 484 No 571148 Yes
## 485 No 561536 Yes
## 486 Yes 794592 No
## 487 Yes 769360 No
## 488 No 1350717 No
## 489 Yes 1440732 No
## 490 No 735513 No
## 491 No 930201 No
## 492 Yes 2230731 No
## 493 No 1291621 No
## 494 <NA> 831473 Yes
## 495 No 617232 No
## 496 Yes 1553281 No
## 497 No 809437 No
## 498 Yes 153845 No
## 499 <NA> 2188412 No
## 500 Yes 801774 Yes
## 501 No 3193551 Yes
## 502 No 1779394 No
## 503 No 717900 No
## 504 <NA> 612613 Yes
## 505 No 795482 Yes
## 506 Yes 604007 Yes
## 507 No 970589 No
## 508 No 868106 No
## 509 <NA> 713388 No
## 510 Yes 635833 Yes
## 511 No 260930 No
## 512 Yes 1211672 No
## 513 No 1129214 No
## 514 No 1002691 No
## 515 No 824415 Yes
## 516 No 630369 Yes
## 517 Yes 1464432 No
## 518 No 472171 No
## 519 No 455510 No
## 520 Yes 801356 No
## 521 No 287621 No
## 522 No 1091433 Yes
## 523 No 1170599 Yes
## 524 No 508350 Yes
## 525 Yes 2977067 No
## 526 No 981198 No
## 527 Yes 995892 No
## 528 No 815489 Yes
## 529 Yes 2206399 No
## 530 No 765168 Yes
## 531 No 782158 Yes
## 532 Yes 911075 No
## 533 No 526960 No
## 534 No 784677 No
## 535 No 446343 No
## 536 Yes 1577587 No
## 537 No 388894 Yes
## 538 No 435040 Yes
## 539 No 659837 No
## 540 No 537827 No
## 541 No 364419 No
## 542 No 3769488 Yes
## 543 No 1629207 No
## 544 No 1486762 Yes
## 545 No 851952 No
## 546 Yes 632256 No
## 547 No 1933373 Yes
## 548 No 622127 No
## 549 No 615185 Yes
## 550 No 710976 Yes
## 551 Yes 661261 No
## 552 No 1191861 Yes
## 553 No 646237 Yes
## 554 No 1033405 No
## 555 No 465087 No
## 556 No 809535 Yes
## 557 Yes 2729665 Yes
## 558 No 464321 Yes
## 559 <NA> 1382917 No
## 560 No 742464 Yes
## 561 <NA> 1070251 Yes
## 562 No 940471 Yes
## 563 No 950609 No
## 564 Yes 1179561 Yes
## 565 No 924327 No
## 566 No 1224034 No
## 567 No 3635970 No
## 568 No 179335 Yes
## 569 No 1811532 No
## 570 Yes 1483950 Yes
## 571 No 1009794 No
## 572 Yes 1610722 No
## 573 No 374022 No
## 574 No 1225138 Yes
## 575 No 2871460 No
## 576 Yes 2388217 No
## 577 No 1112526 Yes
## 578 No 1851217 No
## 579 No 2521912 No
## 580 No 2337051 Yes
## 581 No 416973 No
## 582 No 786671 No
## 583 No 790231 No
## 584 No 525856 No
## 585 No 317721 No
## 586 <NA> 1734734 Yes
## 587 No 502591 No
## 588 <NA> 2209282 Yes
## 589 Yes 1164983 Yes
## 590 <NA> 311206 Yes
## 591 No 1512804 No
## 592 Yes 1640697 Yes
## 593 No 844663 No
## 594 No 1071818 No
## 595 No 464188 No
## 596 No 1812280 No
## 597 Yes 1668714 No
## 598 No 503099 No
## 599 Yes 1724588 Yes
## 600 No 872992 No
## 601 No 944717 Yes
## 602 No 1301509 No
## 603 Yes 505039 No
## 604 No 531152 No
## 605 No 1046470 No
## 606 No 1097138 No
## 607 No 2657744 Yes
## 608 Yes 347224 No
## 609 No 668576 Yes
## 610 <NA> 1456431 Yes
## 611 No 1308540 No
## 612 No 1765786 Yes
## 613 No 638779 No
## 614 <NA> 514135 No
## 615 No 1723778 No
## 616 No 737810 No
## 617 Yes 1624276 Yes
## 618 Yes 360814 Yes
## 619 No 855067 No
## 620 Yes 818782 Yes
## 621 Yes 995963 Yes
## 622 No 154735 Yes
## 623 Yes 874816 No
## 624 No 986921 No
## 625 No 1644061 No
## 626 No 1176669 No
## 627 No 760754 No
## 628 Yes 1087464 No
## 629 Yes 894690 Yes
## 630 No 385921 No
## 631 Yes 1341514 No
## 632 Yes 1037962 Yes
## 633 No 2125231 No
## 634 <NA> 357290 Yes
## 635 No 725857 No
## 636 No 362844 Yes
## 637 No 648293 Yes
## 638 No 269687 No
## 639 No 772270 Yes
## 640 No 452360 No
## 641 Yes 291848 No
## 642 No 856091 Yes
## 643 No 482673 No
## 644 Yes 1928968 Yes
## 645 Yes 1621758 No
## 646 <NA> 1525282 No
## 647 No 444626 Yes
## 648 No 1341114 Yes
## 649 No 1217012 No
## 650 No 995643 Yes
## 651 No 3793918 Yes
## 652 No 793906 No
## 653 Yes 467214 No
## 654 No 1598902 Yes
## 655 Yes 1525184 No
## 656 Yes 1080006 Yes
## 657 <NA> 1228146 Yes
## 658 No 354246 Yes
## 659 <NA> 803233 Yes
## 660 <NA> 658422 No
## 661 No 2656044 No
## 662 No 1277078 No
## 663 Yes 957257 No
## 664 Yes 902887 No
## 665 Yes 549761 Yes
## 666 No 662800 No
## 667 No 1543865 No
## 668 Yes 1441052 No
## 669 No 1282436 Yes
## 670 Yes 1205060 No
## 671 No 1202826 No
## 672 Yes 1104614 No
## 673 Yes 924923 No
## 674 No 1469559 Yes
## 675 Yes 577601 No
## 676 No 411260 Yes
## 677 No 2064506 No
## 678 <NA> 1824580 No
## 679 No 620597 Yes
## 680 No 2441145 Yes
## 681 No 1410676 No
## 682 Yes 787329 Yes
## 683 <NA> 2247161 No
## 684 No 2777716 Yes
## 685 No 1357792 No
## 686 No 451408 Yes
## 687 <NA> 2831090 Yes
## 688 <NA> 1511576 No
## 689 No 561616 No
## 690 No 2223798 Yes
## 691 Yes 423346 No
## 692 Yes 2259158 Yes
## 693 No 2361170 No
## 694 <NA> 1021728 No
## 695 No 1040232 Yes
## 696 <NA> 471237 Yes
## 697 Yes 973215 Yes
## 698 Yes 435343 No
## 699 No 1080896 No
## 700 Yes 3092002 No
## 701 <NA> 2101850 Yes
## 702 Yes 590960 Yes
## 703 No 751702 No
## 704 No 749842 No
## 705 No 555538 No
## 706 <NA> 1134972 Yes
## 707 No 2024741 Yes
## 708 No 830192 Yes
## 709 No 441155 No
## 710 <NA> 445293 Yes
## 711 No 463823 No
## 712 No 581045 No
## 713 No 823623 No
## 714 No 1031082 Yes
## 715 No 563076 No
## 716 No 2442124 No
## 717 No 479656 Yes
## 718 No 715933 No
## 719 Yes 2824085 Yes
## 720 No 860558 Yes
## 721 No 1047227 No
## 722 No 2366901 No
## 723 No 1000662 No
## 724 No 1343561 Yes
## 725 Yes 442419 No
## 726 No 416466 No
## 727 No 366217 Yes
## 728 <NA> 3585836 Yes
## 729 Yes 1286575 No
## 730 <NA> 622083 Yes
## 731 No 755974 No
## 732 No 1958258 Yes
## 733 No 594644 Yes
## 734 No 628731 Yes
## 735 Yes 1274515 No
## 736 No 1874740 No
## 737 Yes 1962485 No
## 738 Yes 1327025 Yes
## 739 <NA> 442294 No
## 740 Yes 581321 No
## 741 Yes 926036 No
## 742 No 806304 No
## 743 No 537337 Yes
## 744 Yes 1154347 No
## 745 No 1679091 Yes
## 746 No 254290 No
## 747 No 1120323 No
## 748 No 666120 Yes
## 749 Yes 1119317 No
## 750 Yes 487470 No
## 751 Yes 546842 No
## 752 Yes 1301358 No
## 753 No 1216594 No
## 754 No 1507054 No
## 755 No 780147 No
## 756 No 943551 No
## 757 No 1538418 No
## 758 <NA> 493763 No
## 759 Yes 1215651 No
## 760 No 931865 Yes
## 761 No 820660 No
## 762 Yes 539793 No
## 763 No 920785 No
## 764 No 1087695 Yes
## 765 Yes 925653 No
## 766 <NA> 3211155 No
## 767 No 679951 Yes
## 768 <NA> 529817 Yes
## 769 Yes 1022031 No
## 770 No 553758 No
## 771 <NA> 1001543 Yes
## 772 No 2277830 Yes
## 773 No 1800941 Yes
## 774 Yes 1769328 No
## 775 No 2163634 Yes
## 776 No 650011 No
## 777 <NA> 924425 No
## 778 No 1340242 Yes
## 779 No 1397949 Yes
## 780 No 436295 No
## 781 No 2764998 Yes
## 782 Yes 1618482 No
## 783 <NA> 535797 Yes
## 784 No 1903460 Yes
## 785 Yes 2757300 No
## 786 Yes 329682 No
## 787 <NA> 861591 No
## 788 No 1542209 No
## 789 No 371094 No
## 790 <NA> 2165352 No
## 791 Yes 1276242 No
## 792 No 2376682 Yes
## 793 No 223479 Yes
## 794 Yes 1808551 No
## 795 Yes 1711594 Yes
## 796 Yes 1060639 Yes
## 797 <NA> 726996 Yes
## 798 Yes 1119139 Yes
## 799 <NA> 790498 No
## 800 No 362764 No
## 801 Yes 2840728 No
## 802 No 368050 No
## 803 Yes 502680 No
## 804 No 1191434 Yes
## 805 Yes 1253849 No
## 806 No 569902 Yes
## 807 Yes 3071692 No
## 808 No 3133120 Yes
## 809 <NA> 508403 No
## 810 No 610824 Yes
## 811 No 1557953 Yes
## 812 No 2195665 No
## 813 No 376923 No
## 814 Yes 2062112 No
## 815 No 581063 Yes
## 816 <NA> 1530016 No
## 817 No 1507927 No
## 818 No 375437 No
## 819 No 390345 No
## 820 Yes 816308 No
## 821 No 1416604 No
## 822 No 3067794 No
## 823 Yes 782399 No
## 824 No 659819 No
## 825 <NA> 580449 No
## 826 <NA> 2310199 Yes
## 827 No 445676 Yes
## 828 <NA> 692882 No
## 829 <NA> 1415634 Yes
## 830 Yes 2449164 No
## 831 No 1087179 Yes
## 832 No 1279659 Yes
## 833 No 625483 No
## 834 No 658297 No
## 835 No 583332 No
## 836 No 876347 No
## 837 Yes 486207 No
## 838 No 874211 No
## 839 <NA> 803082 No
## 840 Yes 669351 Yes
## 841 No 2122436 No
## 842 Yes 1806174 Yes
## 843 No 1105540 No
## 844 Yes 1397549 No
## 845 <NA> 997520 No
## 846 No 963318 Yes
## 847 Yes 1066282 No
## 848 Yes 1703833 No
## 849 <NA> 691280 Yes
## 850 Yes 584516 No
## 851 Yes 876445 No
## 852 No 516573 No
## 853 Yes 438280 No
## 854 No 632656 Yes
## 855 Yes 494991 Yes
## 856 No 512720 No
## 857 No 508982 Yes
## 858 No 1313132 Yes
## 859 No 1112731 No
## 860 Yes 1337839 No
## 861 <NA> 1217528 No
## 862 Yes 860549 Yes
## 863 Yes 660700 Yes
## 864 No 1900034 No
## 865 No 1179339 No
## 866 No 578135 No
## 867 No 219367 Yes
## 868 No 757612 Yes
## 869 No 620063 Yes
## 870 <NA> 992714 Yes
## 871 No 1130415 Yes
## 872 Yes 1630382 Yes
## 873 No 1428227 No
## 874 No 1222842 Yes
## 875 Yes 1705658 No
## 876 No 196102 No
## 877 No 647208 No
## 878 No 2112957 No
## 879 Yes 831019 No
## 880 No 691708 No
## 881 Yes 366261 No
## 882 Yes 7731786 No
## 883 Yes 952175 No
## 884 Yes 399067 Yes
## 885 No 634596 No
## 886 Yes 472830 Yes
## 887 No 1204606 Yes
## 888 No 1140383 No
## 889 No 1265615 Yes
## 890 No 939724 No
## 891 No 578642 No
## 892 No 1075137 No
## 893 No 232174 No
## 894 No 649655 Yes
## 895 No 426470 Yes
## 896 Yes 426532 No
## 897 Yes 693550 Yes
## 898 Yes 569715 Yes
## 899 No 1254188 No
## 900 No 947654 No
## 901 No 478348 No
## 902 No 592197 No
## 903 No 826863 No
## 904 Yes 1345706 No
## 905 No 887258 Yes
## 906 <NA> 634036 Yes
## 907 No 1354624 No
## 908 Yes 642428 Yes
## 909 No 867874 No
## 910 No 635201 Yes
## 911 No 1469959 No
## 912 No 386722 Yes
## 913 No 465487 No
## 914 No 1121684 Yes
## 915 <NA> 1394612 No
## 916 No 698952 No
## 917 No 1183708 No
## 918 No 1095456 Yes
## 919 No 720285 Yes
## 920 No 435058 Yes
## 921 Yes 635184 No
## 922 No 616538 No
## 923 <NA> 1030406 Yes
## 924 No 307058 Yes
## 925 No 573658 Yes
## 926 <NA> 1121934 No
## 927 <NA> 1490732 No
## 928 No 402253 Yes
## 929 No 188484 No
## 930 No 736724 Yes
## 931 No 1000386 No
## 932 No 1315259 No
## 933 Yes 637133 No
## 934 No 708092 No
## 935 No 742010 Yes
## 936 No 1624997 Yes
## 937 No 2212557 No
## 938 No 1641035 Yes
## 939 No 1419256 No
## 940 Yes 989510 No
## 941 No 145203 Yes
## 942 Yes 938816 No
## 943 Yes 1134171 No
## 944 Yes 356854 No
## 945 No 954818 No
## 946 Yes 593763 No
## 947 No 104690 No
## 948 No 1180691 Yes
## 949 <NA> 576880 Yes
## 950 No 896238 Yes
## 951 No 1687128 Yes
## 952 <NA> 1769595 Yes
## 953 Yes 2270381 Yes
## 954 No 1182053 No
## 955 No 1106163 Yes
## 956 Yes 476523 No
## 957 No 1254188 Yes
## 958 No 667562 No
## 959 Yes 871781 Yes
## 960 No 915195 Yes
## 961 No 578962 No
## 962 Yes 552690 No
## 963 No 1384822 No
## 964 No 489526 No
## 965 Yes 1966695 Yes
## 966 No 735771 No
## 967 No 562302 No
## 968 <NA> 984580 No
## 969 No 397091 No
## 970 Yes 1876938 No
## 971 <NA> 2327714 Yes
## 972 Yes 3294299 No
## 973 No 665559 Yes
## 974 <NA> 621843 Yes
## 975 <NA> 1109883 Yes
## 976 Yes 1491355 No
## 977 Yes 303970 No
## 978 No 904062 Yes
## 979 Yes 781322 No
## 980 No 663005 Yes
## 981 No 336918 No
## 982 No 2017790 Yes
## 983 Yes 2411739 No
## 984 No 1888402 No
## 985 No 804844 No
## 986 Yes 1646749 No
## 987 No 1207916 No
## 988 No 581695 No
## 989 No 716556 No
## 990 No 554149 Yes
## 991 <NA> 1730302 No
## 992 No 541814 Yes
## 993 No 1645129 No
## 994 No 927032 No
## 995 No 5713177 Yes
## 996 Yes 3983088 Yes
## 997 No 1030949 No
## 998 No 1302319 No
## 999 Yes 1764282 Yes
## 1000 No 680049 No
## 1001 No 1890297 No
## 1002 <NA> 1224292 No
## 1003 No 497162 Yes
## 1004 Yes 620614 No
## 1005 No 278650 No
## 1006 No 584471 Yes
## 1007 Yes 4869946 No
## 1008 No 360984 Yes
## 1009 No 1293383 Yes
## 1010 No 1368553 Yes
## 1011 No 4002801 No
## 1012 No 1062757 Yes
## 1013 <NA> 1266585 No
## 1014 No 1097031 Yes
## 1015 No 1611273 Yes
## 1016 Yes 1207293 No
## 1017 No 1088772 Yes
## 1018 Yes 2217185 No
## 1019 No 1318312 Yes
## 1020 Yes 1383665 No
## 1021 Yes 745010 Yes
## 1022 No 1082435 No
## 1023 No 705360 No
## 1024 <NA> 1517387 Yes
## 1025 Yes 1167288 Yes
## 1026 Yes 669591 No
## 1027 No 507068 No
## 1028 Yes 307450 No
## 1029 <NA> 1211646 Yes
## 1030 No 1072895 Yes
## 1031 No 451897 No
## 1032 <NA> 731054 Yes
## 1033 Yes 829204 No
## 1034 Yes 4866787 No
## 1035 Yes 2044757 No
## 1036 <NA> 1478387 No
## 1037 Yes 1094183 No
## 1038 No 1471882 Yes
## 1039 No 2224715 Yes
## 1040 No 387559 Yes
## 1041 Yes 733582 No
## 1042 No 640995 Yes
## 1043 No 578491 Yes
## 1044 No 717865 No
## 1045 No 1120545 No
## 1046 No 2184656 Yes
## 1047 No 239205 No
## 1048 No 3452123 No
## 1049 No 1288969 No
## 1050 Yes 569484 No
## 1051 Yes 903465 No
## 1052 No 539037 Yes
## 1053 No 810531 No
## 1054 No 843728 Yes
## 1055 <NA> 826017 No
## 1056 <NA> 799157 No
## 1057 No 1053475 No
## 1058 Yes 948935 No
## 1059 Yes 1202514 Yes
## 1060 Yes 713050 Yes
## 1061 No 579051 Yes
## 1062 Yes 763433 No
## 1063 No 5603502 Yes
## 1064 No 531401 No
## 1065 No 1182970 No
## 1066 Yes 1856095 Yes
## 1067 No 379407 No
## 1068 No 582789 Yes
## 1069 No 900288 No
## 1070 No 901659 Yes
## 1071 Yes 691841 No
## 1072 No 3379214 No
## 1073 No 651755 Yes
## 1074 No 1286975 Yes
## 1075 No 557487 No
## 1076 No 375597 No
## 1077 Yes 767473 No
## 1078 Yes 892767 No
## 1079 Yes 924576 No
## 1080 No 1085951 No
## 1081 <NA> 1021283 No
## 1082 Yes 691396 No
## 1083 No 3612216 No
## 1084 No 6565280 No
## 1085 Yes 765141 No
## 1086 No 689198 Yes
## 1087 No 324823 No
## 1088 No 662489 No
## 1089 Yes 1138194 No
## 1090 No 1372549 Yes
## 1091 <NA> 1285044 No
## 1092 Yes 1163630 No
## 1093 No 1987183 No
## 1094 No 626577 Yes
## 1095 Yes 934348 No
## 1096 Yes 751898 Yes
## 1097 No 1315473 No
## 1098 No 241127 No
## 1099 No 822226 No
## 1100 No 1653086 No
## 1101 No 1353796 No
## 1102 No 482291 Yes
## 1103 No 182770 No
## 1104 No 1403022 No
## 1105 No 1299809 No
## 1106 Yes 2740265 No
## 1107 <NA> 683003 No
## 1108 Yes 1224862 No
## 1109 No 784152 Yes
## 1110 No 550678 Yes
## 1111 No 129762 Yes
## 1112 Yes 850742 No
## 1113 No 654924 No
## 1114 Yes 580520 No
## 1115 No 1319567 Yes
## 1116 No 5801589 Yes
## 1117 <NA> 1409510 No
## 1118 No 543558 Yes
## 1119 No 691779 No
## 1120 No 1101366 Yes
## 1121 No 1002148 No
## 1122 No 768728 No
## 1123 Yes 985719 Yes
## 1124 No 497563 Yes
## 1125 No 342739 No
## 1126 No 1255069 Yes
## 1127 Yes 662257 No
## 1128 <NA> 909900 Yes
## 1129 No 1042056 No
## 1130 Yes 1749339 No
## 1131 No 1881246 No
## 1132 No 2882460 No
## 1133 No 371592 No
## 1134 No 1259554 Yes
## 1135 No 408590 Yes
## 1136 Yes 1055718 No
## 1137 Yes 1832305 No
## 1138 Yes 850670 No
## 1139 Yes 1429491 Yes
## 1140 Yes 1238310 Yes
## 1141 No 1614095 Yes
## 1142 No 810585 No
## 1143 Yes 377084 Yes
## 1144 No 979898 Yes
## 1145 Yes 2572073 No
## 1146 No 626328 No
## 1147 Yes 498159 No
## 1148 No 610335 No
## 1149 No 890222 No
## 1150 <NA> 2050755 Yes
## 1151 No 975092 Yes
## 1152 No 453472 Yes
## 1153 No 754364 Yes
## 1154 No 436456 Yes
## 1155 Yes 1038834 No
## 1156 Yes 796576 No
## 1157 No 1556405 No
## 1158 No 704942 No
## 1159 No 568763 No
## 1160 No 303801 No
## 1161 No 466991 Yes
## 1162 No 1061903 Yes
## 1163 <NA> 486500 Yes
## 1164 No 544413 No
## 1165 <NA> 458884 No
## 1166 No 290460 Yes
## 1167 No 615257 Yes
## 1168 Yes 766850 No
## 1169 No 595703 No
## 1170 No 725964 Yes
## 1171 No 590301 No
## 1172 No 313814 No
## 1173 No 602013 Yes
## 1174 No 1515474 No
## 1175 <NA> 975546 No
## 1176 No 1368277 Yes
## 1177 <NA> 1895860 No
## 1178 No 1294291 Yes
## 1179 No 737899 Yes
## 1180 No 466849 No
## 1181 Yes 2161249 No
## 1182 <NA> 354593 No
## 1183 No 534542 No
## 1184 Yes 2600473 Yes
## 1185 No 540203 Yes
## 1186 No 2682460 Yes
## 1187 Yes 1004712 Yes
## 1188 Yes 1716551 Yes
## 1189 No 611848 Yes
## 1190 <NA> 1219504 No
## 1191 No 830815 No
## 1192 <NA> 1515082 Yes
## 1193 No 310307 No
## 1194 No 1530194 Yes
## 1195 No 1575602 Yes
## 1196 Yes 798961 No
## 1197 No 2611429 Yes
## 1198 Yes 2848427 Yes
## 1199 No 1266941 Yes
## 1200 Yes 982996 No
## 1201 No 1231448 Yes
## 1202 No 817874 No
## 1203 No 530787 No
## 1204 Yes 744262 No
## 1205 Yes 608760 No
## 1206 No 1157133 No
## 1207 No 1413871 No
## 1208 No 1178190 Yes
## 1209 No 828305 Yes
## 1210 <NA> 672217 Yes
## 1211 Yes 623186 Yes
## 1212 No 648329 Yes
## 1213 <NA> 473444 No
## 1214 Yes 2261472 No
## 1215 Yes 560842 No
## 1216 No 4098672 Yes
## 1217 Yes 393664 No
## 1218 No 1972302 No
## 1219 No 2699423 Yes
## 1220 No 2335698 No
## 1221 No 903083 No
## 1222 <NA> 2299902 No
## 1223 Yes 981153 Yes
## 1224 Yes 587480 No
## 1225 No 780921 No
## 1226 Yes 832844 No
## 1227 Yes 841397 No
## 1228 <NA> 1237936 Yes
## 1229 No 866361 No
## 1230 No 855761 Yes
## 1231 No 1083138 No
## 1232 No 583537 No
## 1233 No 1193214 No
## 1234 <NA> 339526 No
## 1235 No 713851 Yes
## 1236 No 2331007 No
## 1237 No 1501723 No
## 1238 Yes 1462350 No
## 1239 Yes 875849 No
## 1240 Yes 2225676 Yes
## 1241 No 1275663 No
## 1242 Yes 885754 No
## 1243 Yes 1630622 No
## 1244 <NA> 883867 Yes
## 1245 No 702663 No
## 1246 <NA> 586661 Yes
## 1247 <NA> 1234305 Yes
## 1248 No 476479 No
## 1249 <NA> 871674 No
## 1250 Yes 987428 Yes
## 1251 No 863780 No
## 1252 No 2626959 Yes
## 1253 Yes 1682251 No
## 1254 Yes 984829 No
## 1255 No 1448982 No
## 1256 No 685745 No
## 1257 No 806340 Yes
## 1258 No 2729941 No
## 1259 No 2255420 No
## 1260 Yes 1407374 Yes
## 1261 No 436758 No
## 1262 No 781669 No
## 1263 No 3543508 No
## 1264 No 547830 No
## 1265 Yes 337203 No
## 1266 No 522180 Yes
## 1267 <NA> 1056821 No
## 1268 Yes 2002749 No
## 1269 <NA> 1491924 Yes
## 1270 <NA> 1178983 Yes
## 1271 No 763815 Yes
## 1272 No 292409 No
## 1273 No 966095 Yes
## 1274 No 203934 No
## 1275 <NA> 1590367 No
## 1276 No 487177 Yes
## 1277 Yes 1109919 No
## 1278 Yes 895687 No
## 1279 Yes 1508701 Yes
## 1280 No 657149 No
## 1281 No 91340 Yes
## 1282 No 771434 Yes
## 1283 No 315238 No
## 1284 No 846390 Yes
## 1285 <NA> 859410 No
## 1286 No 2052900 No
## 1287 No 6829201 Yes
## 1288 Yes 655921 Yes
## 1289 No 859998 Yes
## 1290 No 538752 Yes
## 1291 Yes 2127429 No
## 1292 Yes 451221 No
## 1293 <NA> 1526706 Yes
## 1294 No 1330372 No
## 1295 Yes 1062081 No
## 1296 No 906963 No
## 1297 No 921265 Yes
## 1298 Yes 726133 Yes
## 1299 <NA> 778652 Yes
## 1300 No 1322459 Yes
## 1301 Yes 1659173 No
## 1302 No 297126 Yes
## 1303 <NA> 711991 Yes
## 1304 No 462239 No
## 1305 No 971194 No
## 1306 No 899496 No
## 1307 No 683226 No
## 1308 Yes 796817 No
## 1309 Yes 437960 No
## 1310 No 571228 No
## 1311 Yes 453241 Yes
## 1312 No 247517 Yes
## 1313 No 798036 No
## 1314 Yes 590577 No
## 1315 No 658021 No
## 1316 Yes 1080362 No
## 1317 No 464615 Yes
## 1318 No 944957 Yes
## 1319 <NA> 392240 Yes
## 1320 Yes 1861613 No
## 1321 Yes 1241977 No
## 1322 Yes 1705275 No
## 1323 No 1914479 Yes
## 1324 Yes 662765 No
## 1325 No 470756 No
## 1326 No 589927 Yes
## 1327 No 3470679 No
## 1328 No 1045545 Yes
## 1329 No 428508 No
## 1330 No 631223 No
## 1331 No 1001703 No
## 1332 No 548631 No
## 1333 Yes 330118 No
## 1334 <NA> 1134331 Yes
## 1335 <NA> 967875 No
## 1336 No 430181 Yes
## 1337 No 855432 No
## 1338 No 611136 Yes
## 1339 Yes 571068 Yes
## 1340 No 1370982 No
## 1341 <NA> 724896 No
## 1342 No 2564134 No
## 1343 Yes 1037757 No
## 1344 <NA> 1574214 No
## 1345 Yes 1080985 Yes
## 1346 Yes 1463391 Yes
## 1347 No 425615 Yes
## 1348 No 782301 Yes
## 1349 No 767375 No
## 1350 No 906651 No
## 1351 Yes 1188488 Yes
## 1352 No 767874 Yes
## 1353 Yes 800786 No
## 1354 Yes 1236325 No
## 1355 No 887356 Yes
## 1356 <NA> 1276037 No
## 1357 No 514553 No
## 1358 No 1010684 No
## 1359 Yes 1527195 Yes
## 1360 Yes 499539 No
## 1361 No 446317 No
## 1362 No 943569 Yes
## 1363 No 1978514 No
## 1364 Yes 449298 No
## 1365 No 522118 No
## 1366 No 1089849 No
## 1367 Yes 759250 No
## 1368 No 1904306 Yes
## 1369 Yes 1686861 No
## 1370 Yes 1566177 Yes
## 1371 Yes 1082738 No
## 1372 No 378668 No
## 1373 No 1829163 Yes
## 1374 Yes 753625 No
## 1375 Yes 582745 No
## 1376 No 414651 Yes
## 1377 No 564678 Yes
## 1378 Yes 560806 No
## 1379 Yes 1554589 No
## 1380 No 1002033 No
## 1381 <NA> 668407 Yes
## 1382 No 1089146 Yes
## 1383 No 461829 No
## 1384 <NA> 819921 Yes
## 1385 No 252582 No
## 1386 No 1222877 Yes
## 1387 No 508919 Yes
## 1388 Yes 1075404 No
## 1389 No 566671 No
## 1390 <NA> 1290215 No
## 1391 No 752245 No
## 1392 Yes 2494999 No
## 1393 <NA> 974523 No
## 1394 No 1841000 Yes
## 1395 Yes 457691 No
## 1396 Yes 405208 Yes
## 1397 No 1740902 No
## 1398 <NA> 1716204 Yes
## 1399 Yes 369163 Yes
## 1400 Yes 1510267 No
## 1401 No 1362269 No
## 1402 Yes 1482633 Yes
## 1403 No 597350 Yes
## 1404 No 3194672 No
## 1405 No 553179 No
## 1406 No 2422099 No
## 1407 Yes 590363 No
## 1408 Yes 278810 Yes
## 1409 No 2206852 No
## 1410 Yes 1070732 Yes
## 1411 No 1065241 No
## 1412 No 689652 No
## 1413 No 656891 No
## 1414 Yes 604514 No
## 1415 No 1094922 Yes
## 1416 Yes 3714272 Yes
## 1417 No 702183 No
## 1418 No 1246578 No
## 1419 No 1260418 Yes
## 1420 <NA> 1596081 Yes
## 1421 No 854088 Yes
## 1422 No 765667 No
## 1423 Yes 432709 No
## 1424 <NA> 2448665 No
## 1425 No 1166069 No
## 1426 Yes 519911 No
## 1427 No 1152372 Yes
## 1428 No 219830 No
## 1429 <NA> 499387 Yes
## 1430 Yes 4022185 No
## 1431 Yes 2809747 Yes
## 1432 Yes 493202 No
## 1433 No 1731646 Yes
## 1434 No 587400 No
## 1435 Yes 353552 Yes
## 1436 No 1853603 No
## 1437 Yes 1889737 No
## 1438 No 586812 Yes
## 1439 No 828162 No
## 1440 No 1047779 No
## 1441 No 608573 No
## 1442 No 732256 No
## 1443 No 826890 Yes
## 1444 Yes 2480732 Yes
## 1445 <NA> 1495360 Yes
## 1446 Yes 1629189 No
## 1447 No 3497993 Yes
## 1448 No 1238381 No
## 1449 No 543852 No
## 1450 No 2039933 Yes
## 1451 <NA> 765497 Yes
## 1452 No 747333 No
## 1453 Yes 1129347 No
## 1454 Yes 839786 Yes
## 1455 Yes 413093 No
## 1456 No 1187144 Yes
## 1457 Yes 1429882 No
## 1458 No 855699 No
## 1459 No 1897844 No
## 1460 Yes 1758711 No
## 1461 No 974550 Yes
## 1462 <NA> 734410 No
## 1463 Yes 952451 No
## 1464 <NA> 1121836 No
## 1465 No 738237 Yes
## 1466 Yes 327119 No
## 1467 Yes 358741 No
## 1468 No 1180807 No
## 1469 Yes 669493 No
## 1470 No 442098 No
## 1471 Yes 1361575 Yes
## 1472 <NA> 2822572 Yes
## 1473 Yes 1071960 No
## 1474 Yes 860692 Yes
## 1475 Yes 1547532 No
## 1476 Yes 778669 No
## 1477 No 1034865 Yes
## 1478 Yes 742527 No
## 1479 No 424343 No
## 1480 No 892785 No
## 1481 No 954017 Yes
## 1482 No 1124933 Yes
## 1483 No 1046657 Yes
## 1484 Yes 1442156 No
## 1485 No 1158949 No
## 1486 No 786297 No
## 1487 No 1918136 No
## 1488 Yes 635896 No
## 1489 <NA> 2691208 No
## 1490 No 1064493 No
## 1491 Yes 2693015 Yes
## 1492 No 308936 No
## 1493 <NA> 1999500 No
## 1494 No 913825 Yes
## 1495 Yes 743630 No
## 1496 No 524984 Yes
## 1497 No 303427 Yes
## 1498 No 645401 No
## 1499 No 918399 No
## 1500 No 532175 No
## 1501 No 565514 Yes
## 1502 No 1591693 Yes
## 1503 No 1333549 Yes
## 1504 No 774647 Yes
## 1505 Yes 1437661 No
## 1506 Yes 560717 No
## 1507 <NA> 587845 No
## 1508 <NA> 463939 Yes
## 1509 No 502867 Yes
## 1510 No 618959 Yes
## 1511 No 920642 No
## 1512 No 597991 No
## 1513 No 471691 Yes
## 1514 No 335627 No
## 1515 No 884633 Yes
## 1516 No 477876 No
## 1517 No 136543 Yes
## 1518 Yes 2637150 No
## 1519 No 919387 Yes
## 1520 Yes 2390201 No
## 1521 Yes 1286156 No
## 1522 No 1213292 No
## 1523 No 2135439 No
## 1524 No 234007 No
## 1525 No 929409 Yes
## 1526 No 637551 No
## 1527 Yes 1620538 Yes
## 1528 Yes 915810 No
## 1529 No 1335489 No
## 1530 <NA> 483670 Yes
## 1531 No 740177 Yes
## 1532 No 617161 No
## 1533 No 878180 No
## 1534 Yes 2053425 No
## 1535 Yes 1584840 No
## 1536 No 427769 No
## 1537 Yes 979809 No
## 1538 <NA> 448355 Yes
## 1539 Yes 2295532 No
## 1540 No 1050458 No
## 1541 No 912748 Yes
## 1542 <NA> 1428272 No
## 1543 Yes 1569933 No
## 1544 No 1524089 No
## 1545 No 385921 Yes
## 1546 No 1771696 No
## 1547 No 2760254 Yes
## 1548 No 883992 Yes
## 1549 Yes 516831 No
## 1550 No 817545 No
## 1551 Yes 1003902 Yes
## 1552 <NA> 502520 Yes
## 1553 Yes 1702908 No
## 1554 No 366039 No
## 1555 Yes 550785 Yes
## 1556 No 624076 No
## 1557 Yes 941228 No
## 1558 Yes 1889932 No
## 1559 Yes 703349 No
## 1560 No 927940 No
## 1561 Yes 268735 No
## 1562 No 1315945 Yes
## 1563 No 1269958 Yes
## 1564 No 545044 No
## 1565 Yes 580004 Yes
## 1566 No 1494986 Yes
## 1567 Yes 418148 No
## 1568 No 402119 No
## 1569 Yes 600714 No
## 1570 No 637871 No
## 1571 No 895607 Yes
## 1572 No 1965306 Yes
## 1573 No 2924014 No
## 1574 No 380688 No
## 1575 Yes 5215061 No
## 1576 Yes 892465 No
## 1577 No 1853220 No
## 1578 Yes 4703988 No
## 1579 No 1722559 No
## 1580 <NA> 496468 No
## 1581 <NA> 1037490 Yes
## 1582 No 606819 No
## 1583 No 510397 No
## 1584 Yes 592837 No
## 1585 Yes 1968484 Yes
## 1586 Yes 642286 Yes
## 1587 No 480635 No
## 1588 No 817767 Yes
## 1589 No 3080076 Yes
## 1590 <NA> 1485623 Yes
## 1591 No 955548 Yes
## 1592 Yes 1016121 No
## 1593 Yes 1005023 Yes
## 1594 Yes 1667815 Yes
## 1595 No 1047877 Yes
## 1596 No 495187 No
## 1597 No 285957 No
## 1598 No 671291 No
## 1599 No 1340135 Yes
## 1600 No 491395 Yes
## 1601 Yes 681597 Yes
## 1602 No 1650558 No
## 1603 <NA> 1586709 Yes
## 1604 No 1031937 No
## 1605 No 481294 No
## 1606 No 988442 Yes
## 1607 <NA> 1526714 No
## 1608 No 571086 No
## 1609 No 1252737 No
## 1610 <NA> 525642 No
## 1611 No 205420 No
## 1612 Yes 1293570 Yes
## 1613 Yes 609089 No
## 1614 No 3052530 Yes
## 1615 Yes 412799 No
## 1616 Yes 941922 No
## 1617 Yes 1568865 No
## 1618 No 884241 No
## 1619 <NA> 1189796 No
## 1620 No 1762306 No
## 1621 No 946372 Yes
## 1622 <NA> 1534146 Yes
## 1623 No 714999 No
## 1624 No 739358 No
## 1625 No 2270131 No
## 1626 Yes 342836 No
## 1627 Yes 567045 Yes
## 1628 <NA> 541476 No
## 1629 No 386224 Yes
## 1630 No 575180 No
## 1631 No 1025814 No
## 1632 Yes 361482 Yes
## 1633 No 2417996 Yes
## 1634 <NA> 953857 Yes
## 1635 No 753215 No
## 1636 No 1001383 Yes
## 1637 No 144598 No
## 1638 No 1989523 Yes
## 1639 No 1947960 Yes
## 1640 Yes 985461 No
## 1641 Yes 487266 No
## 1642 Yes 3139261 No
## 1643 No 1739246 Yes
## 1644 No 706223 No
## 1645 Yes 1463498 No
## 1646 No 553891 No
## 1647 Yes 423195 Yes
## 1648 Yes 605778 Yes
## 1649 No 631695 Yes
## 1650 Yes 2156051 No
## 1651 No 1560045 Yes
## 1652 No 3427301 Yes
## 1653 No 405528 No
## 1654 No 1161752 Yes
## 1655 No 1718563 No
## 1656 <NA> 952753 Yes
## 1657 No 396557 No
## 1658 Yes 1317671 No
## 1659 No 788059 Yes
## 1660 No 1311192 Yes
## 1661 Yes 618167 Yes
## 1662 No 1257525 No
## 1663 Yes 562755 No
## 1664 <NA> 727770 No
## 1665 Yes 1299070 No
## 1666 Yes 1569337 No
## 1667 No 954533 No
## 1668 No 942910 Yes
## 1669 Yes 571371 No
## 1670 Yes 699086 Yes
## 1671 Yes 522207 No
## 1672 No 954836 Yes
## 1673 <NA> 2922395 No
## 1674 No 918399 No
## 1675 Yes 878056 No
## 1676 No 827895 No
## 1677 No 604132 No
## 1678 Yes 870909 No
## 1679 Yes 1500050 Yes
## 1680 <NA> 2138554 Yes
## 1681 No 1040757 No
## 1682 Yes 2319099 Yes
## 1683 <NA> 4041151 No
## 1684 No 1455728 No
## 1685 <NA> 915249 No
## 1686 Yes 1167074 No
## 1687 <NA> 924087 Yes
## 1688 No 505564 Yes
## 1689 <NA> 735941 Yes
## 1690 No 923339 Yes
## 1691 Yes 1921892 No
## 1692 No 858022 No
## 1693 <NA> 3482098 Yes
## 1694 No 971871 Yes
## 1695 No 522438 Yes
## 1696 No 3266469 Yes
## 1697 Yes 808253 No
## 1698 No 562853 Yes
## 1699 No 1457757 Yes
## 1700 No 610887 Yes
## 1701 No 230367 Yes
## 1702 Yes 630413 Yes
## 1703 No 487168 No
## 1704 Yes 725750 No
## 1705 No 400669 Yes
## 1706 Yes 1358496 No
## 1707 No 689643 Yes
## 1708 No 348007 Yes
## 1709 No 1582865 No
## 1710 No 402742 Yes
## 1711 No 765764 Yes
## 1712 No 677476 No
## 1713 No 181052 Yes
## 1714 No 1022966 No
## 1715 No 775279 No
## 1716 Yes 1400824 Yes
## 1717 Yes 1725603 Yes
## 1718 No 563530 Yes
## 1719 Yes 1663855 No
## 1720 <NA> 588290 No
## 1721 No 1019512 Yes
## 1722 Yes 1454865 Yes
## 1723 <NA> 737222 No
## 1724 Yes 643398 No
## 1725 No 318744 Yes
## 1726 No 760861 Yes
## 1727 No 1986782 No
## 1728 No 503642 No
## 1729 No 632069 No
## 1730 Yes 548133 No
## 1731 No 748178 Yes
## 1732 No 1144433 Yes
## 1733 No 1154107 Yes
## 1734 Yes 358678 No
## 1735 No 190700 No
## 1736 Yes 430555 No
## 1737 Yes 946621 No
## 1738 No 1157115 No
## 1739 No 404068 No
## 1740 No 682211 No
## 1741 Yes 1005352 Yes
## 1742 No 506614 No
## 1743 No 1560668 No
## 1744 No 1691169 No
## 1745 Yes 337221 No
## 1746 No 585646 No
## 1747 No 625750 No
## 1748 <NA> 1355007 Yes
## 1749 No 606802 No
## 1750 Yes 646229 No
## 1751 Yes 730316 No
## 1752 Yes 1055246 No
## 1753 No 770597 No
## 1754 Yes 843355 No
## 1755 Yes 617998 Yes
## 1756 No 853251 Yes
## 1757 Yes 1174274 Yes
## 1758 No 722671 No
## 1759 No 1138861 Yes
## 1760 No 1140481 Yes
## 1761 No 2623408 No
## 1762 Yes 757817 Yes
## 1763 <NA> 1731370 No
## 1764 Yes 433287 No
## 1765 No 1369896 Yes
## 1766 Yes 648445 Yes
## 1767 Yes 662088 No
## 1768 No 3549604 No
## 1769 No 2437852 Yes
## 1770 <NA> 482878 No
## 1771 No 686715 Yes
## 1772 No 3715874 Yes
## 1773 Yes 2156114 No
## 1774 No 635139 Yes
## 1775 No 839741 Yes
## 1776 Yes 633377 Yes
## 1777 No 995295 No
## 1778 No 1492040 No
## 1779 No 1490038 Yes
## 1780 Yes 1315055 No
## 1781 No 1463694 Yes
## 1782 No 314454 No
## 1783 Yes 2584123 No
## 1784 No 821114 Yes
## 1785 Yes 981910 No
## 1786 <NA> 1246409 Yes
## 1787 No 687916 Yes
## 1788 No 2524173 No
## 1789 Yes 238644 Yes
## 1790 Yes 1447318 No
## 1791 Yes 625189 No
## 1792 No 643167 No
## 1793 No 942892 Yes
## 1794 No 2045246 No
## 1795 No 1018035 No
## 1796 No 490309 No
## 1797 Yes 1764620 No
## 1798 No 1745405 Yes
## 1799 Yes 1092012 Yes
## 1800 Yes 1065169 Yes
## 1801 Yes 877548 No
## 1802 No 1313008 No
## 1803 No 1073633 Yes
## 1804 No 475277 No
## 1805 No 841014 Yes
## 1806 No 1072556 No
## 1807 No 521379 No
## 1808 No 1041878 No
## 1809 No 722671 No
## 1810 No 524957 No
## 1811 No 450615 No
## 1812 Yes 7422057 Yes
## 1813 <NA> 851489 No
## 1814 Yes 1752258 No
## 1815 No 797190 Yes
## 1816 No 747956 No
## 1817 No 584988 No
## 1818 Yes 628615 No
## 1819 Yes 526497 No
## 1820 No 994245 No
## 1821 No 214196 Yes
## 1822 <NA> 1488320 Yes
## 1823 Yes 3999677 Yes
## 1824 Yes 696522 Yes
## 1825 No 649886 No
## 1826 No 445044 No
## 1827 No 534934 Yes
## 1828 No 1410436 Yes
## 1829 No 717847 Yes
## 1830 No 520151 Yes
## 1831 No 1145367 Yes
## 1832 Yes 1321089 No
## 1833 No 301015 No
## 1834 No 451345 Yes
## 1835 No 577325 No
## 1836 No 541182 No
## 1837 No 2483954 Yes
## 1838 No 756722 Yes
## 1839 No 2033338 Yes
## 1840 Yes 422313 Yes
## 1841 Yes 552049 Yes
## 1842 Yes 877548 No
## 1843 No 463049 Yes
## 1844 <NA> 1154027 Yes
## 1845 No 641983 Yes
## 1846 No 652378 Yes
## 1847 Yes 588085 No
## 1848 No 1206982 Yes
## 1849 No 3417537 Yes
## 1850 <NA> 1290206 No
## 1851 <NA> 1165499 Yes
## 1852 Yes 1098998 No
## 1853 No 492579 Yes
## 1854 Yes 3393570 No
## 1855 Yes 194429 No
## 1856 Yes 857844 No
## 1857 No 1229552 Yes
## 1858 No 693639 Yes
## 1859 No 507531 No
## 1860 No 499494 No
## 1861 No 972440 No
## 1862 No 515585 No
## 1863 No 1020144 No
## 1864 No 978528 Yes
## 1865 No 1844115 Yes
## 1866 No 606802 No
## 1867 No 156675 No
## 1868 No 538085 No
## 1869 No 512622 No
## 1870 No 532406 No
## 1871 No 1029347 Yes
## 1872 Yes 234185 No
## 1873 <NA> 2054618 Yes
## 1874 No 1385311 No
## 1875 No 1255701 Yes
## 1876 <NA> 765960 No
## 1877 No 1858204 Yes
## 1878 Yes 613370 No
## 1879 Yes 2669715 No
## 1880 No 1252683 Yes
## 1881 No 672395 No
## 1882 No 757443 Yes
## 1883 Yes 900955 Yes
## 1884 No 2732086 Yes
## 1885 No 1440509 No
## 1886 No 1969489 Yes
## 1887 No 737685 No
## 1888 Yes 723712 Yes
## 1889 Yes 444706 No
## 1890 No 1509413 Yes
## 1891 No 501773 Yes
## 1892 Yes 2580510 No
## 1893 No 701898 No
## 1894 <NA> 763166 No
## 1895 Yes 710673 No
## 1896 No 548106 Yes
## 1897 No 1181991 Yes
## 1898 Yes 648195 No
## 1899 No 2258170 Yes
## 1900 No 806856 Yes
## 1901 No 938184 No
## 1902 <NA> 693114 No
## 1903 Yes 639153 No
## 1904 No 1322940 Yes
## 1905 Yes 1896803 No
## 1906 No 763032 No
## 1907 Yes 595881 No
## 1908 No 649344 Yes
## 1909 No 1697906 Yes
## 1910 No 1318668 No
## 1911 No 961867 No
## 1912 No 1197450 Yes
## 1913 No 703998 Yes
## 1914 Yes 2085661 Yes
## 1915 No 2023495 Yes
## 1916 <NA> 243646 Yes
## 1917 Yes 330198 Yes
## 1918 Yes 901641 No
## 1919 Yes 849914 No
## 1920 Yes 2054289 No
## 1921 No 951748 No
## 1922 No 880752 No
## 1923 <NA> 798721 No
## 1924 No 346459 No
## 1925 Yes 856313 No
## 1926 No 1213488 Yes
## 1927 No 1921287 No
## 1928 No 506881 Yes
## 1929 <NA> 986743 Yes
## 1930 <NA> 1473190 Yes
## 1931 No 994432 No
## 1932 No 547554 No
## 1933 No 1074879 No
## 1934 Yes 841673 Yes
## 1935 Yes 1077042 No
## 1936 Yes 645303 No
## 1937 No 935505 No
## 1938 No 1547532 No
## 1939 <NA> 1840457 Yes
## 1940 No 797377 No
## 1941 Yes 1514415 Yes
## 1942 No 354113 No
## 1943 No 379033 Yes
## 1944 Yes 923366 No
## 1945 <NA> 1687511 No
## 1946 No 646567 No
## 1947 No 726026 No
## 1948 <NA> 1852392 Yes
## 1949 No 5216628 No
## 1950 No 607336 No
## 1951 No 1014858 Yes
## 1952 No 3178688 No
## 1953 No 461714 Yes
## 1954 No 1306217 Yes
## 1955 No 1249907 No
## 1956 No 3993082 Yes
## 1957 No 1402915 No
## 1958 No 1399177 Yes
## 1959 No 555377 No
## 1960 No 1086698 No
## 1961 No 503295 Yes
## 1962 No 465238 Yes
## 1963 Yes 6278985 No
## 1964 No 439695 No
## 1965 No 1308273 No
## 1966 No 1213470 No
## 1967 No 71867 No
## 1968 Yes 751809 No
## 1969 <NA> 1726804 No
## 1970 No 954400 Yes
## 1971 Yes 1495912 No
## 1972 Yes 821407 No
## 1973 Yes 1115045 Yes
## 1974 No 3573554 No
## 1975 <NA> 750634 Yes
## 1976 No 626399 Yes
## 1977 <NA> 950448 No
## 1978 No 821603 No
## 1979 Yes 977478 No
## 1980 <NA> 1831887 No
## 1981 No 521548 Yes
## 1982 Yes 190931 No
## 1983 No 595516 No
## 1984 No 1908694 Yes
## 1985 No 892465 Yes
## 1986 Yes 737934 No
## 1987 <NA> 1045919 No
## 1988 No 498248 Yes
## 1989 <NA> 730084 Yes
## 1990 No 1318802 No
## 1991 <NA> 1162562 Yes
## 1992 Yes 462880 Yes
## 1993 No 331631 Yes
## 1994 No 644386 Yes
## 1995 No 2805538 No
## 1996 No 1884503 No
## 1997 <NA> 320818 Yes
## 1998 No 500811 Yes
## 1999 Yes 624771 No
## 2000 Yes 1570832 No
## 2001 No 1113657 No
## 2002 No 1213239 Yes
## 2003 <NA> 702521 Yes
## 2004 <NA> 593336 No
## 2005 No 764305 No
## 2006 Yes 759971 No
## 2007 No 2237362 No
## 2008 Yes 2539445 Yes
## 2009 No 1274070 No
## 2010 No 385387 No
## 2011 Yes 337737 No
## 2012 Yes 814786 No
## 2013 Yes 642232 No
## 2014 Yes 993702 No
## 2015 No 940836 No
## 2016 Yes 751605 No
## 2017 No 797235 Yes
## 2018 No 388253 Yes
## 2019 Yes 1168632 Yes
## 2020 No 979623 Yes
## 2021 No 915089 No
## 2022 No 671229 Yes
## 2023 Yes 636679 No
## 2024 No 803242 No
## 2025 <NA> 940534 No
## 2026 Yes 831171 No
## 2027 No 2769386 No
## 2028 No 1010061 Yes
## 2029 No 830645 No
## 2030 No 3486005 No
## 2031 No 799860 No
## 2032 No 332495 No
## 2033 No 374138 Yes
## 2034 No 518576 No
## 2035 No 848552 No
## 2036 Yes 704399 Yes
## 2037 No 1204615 Yes
## 2038 No 680956 Yes
## 2039 No 885274 Yes
## 2040 <NA> 1124684 No
## 2041 No 616262 Yes
## 2042 No 1166487 No
## 2043 Yes 532834 No
## 2044 No 1226713 Yes
## 2045 No 1189387 No
## 2046 No 1387216 Yes
## 2047 No 829462 No
## 2048 No 2927459 Yes
## 2049 No 1126268 No
## 2050 No 570142 Yes
## 2051 No 838504 Yes
## 2052 No 1809939 No
## 2053 <NA> 1047894 No
## 2054 Yes 1598733 Yes
## 2055 Yes 1005201 No
## 2056 No 381801 Yes
## 2057 No 1063683 Yes
## 2058 No 1323616 Yes
## 2059 Yes 2130953 No
## 2060 No 511358 Yes
## 2061 Yes 1418686 No
## 2062 No 1912538 No
## 2063 No 1988562 No
## 2064 Yes 4263705 Yes
## 2065 No 379709 No
## 2066 Yes 920046 No
## 2067 No 482406 Yes
## 2068 Yes 1643073 Yes
## 2069 No 659961 Yes
## 2070 No 741094 No
## 2071 No 1203199 No
## 2072 No 614918 No
## 2073 No 453125 Yes
## 2074 Yes 1289111 Yes
## 2075 No 588450 No
## 2076 <NA> 963282 Yes
## 2077 No 3532481 Yes
## 2078 No 1620031 No
## 2079 No 749495 Yes
## 2080 No 539375 No
## 2081 No 998250 No
## 2082 <NA> 1536932 No
## 2083 No 1512572 Yes
## 2084 Yes 2038456 Yes
## 2085 No 3217287 Yes
## 2086 No 761501 No
## 2087 No 987544 Yes
## 2088 Yes 774460 Yes
## 2089 Yes 485325 Yes
## 2090 No 452048 Yes
## 2091 <NA> 1867727 No
## 2092 Yes 1145180 No
## 2093 No 756580 No
## 2094 No 1087499 No
## 2095 No 334737 No
## 2096 No 1620200 No
## 2097 <NA> 603544 Yes
## 2098 No 463663 No
## 2099 No 2338412 Yes
## 2100 Yes 439686 No
## 2101 Yes 1730320 Yes
## 2102 No 1811692 Yes
## 2103 No 486910 Yes
## 2104 No 1417520 No
## 2105 No 407299 Yes
## 2106 Yes 377084 Yes
## 2107 No 634641 Yes
## 2108 Yes 540425 No
## 2109 No 735860 Yes
## 2110 Yes 723712 No
## 2111 No 1970931 Yes
## 2112 Yes 665079 No
## 2113 No 1444478 Yes
## 2114 No 645152 Yes
## 2115 No 1550317 Yes
## 2116 Yes 920847 No
## 2117 Yes 1560962 No
## 2118 No 1435525 No
## 2119 No 333029 No
## 2120 No 596469 Yes
## 2121 Yes 1262545 Yes
## 2122 No 860389 No
## 2123 No 499539 Yes
## 2124 No 1420689 No
## 2125 No 1908694 Yes
## 2126 No 576435 Yes
## 2127 No 1380701 No
## 2128 No 1325726 No
## 2129 No 892803 No
## 2130 No 792616 No
## 2131 Yes 569822 Yes
## 2132 Yes 917830 No
## 2133 No 981670 No
## 2134 Yes 592926 No
## 2135 No 437257 Yes
## 2136 Yes 1304188 Yes
## 2137 No 792634 Yes
## 2138 No 1104507 Yes
## 2139 No 1635036 Yes
## 2140 Yes 1533229 No
## 2141 No 892821 Yes
## 2142 No 826765 No
## 2143 No 627494 Yes
## 2144 No 2836830 Yes
## 2145 No 1138950 No
## 2146 <NA> 974185 No
## 2147 No 1115561 No
## 2148 Yes 3293934 No
## 2149 No 890979 No
## 2150 Yes 1207899 Yes
## 2151 No 1143071 No
## 2152 No 1196115 No
## 2153 <NA> 453196 No
## 2154 No 1421045 Yes
## 2155 No 1522398 Yes
## 2156 No 1397851 No
## 2157 No 767803 Yes
## 2158 No 461714 No
## 2159 No 953537 No
## 2160 No 521744 No
## 2161 Yes 1034847 No
## 2162 Yes 798098 Yes
## 2163 Yes 587480 Yes
## 2164 No 909046 Yes
## 2165 Yes 468478 No
## 2166 Yes 1590643 No
## 2167 No 2452920 Yes
## 2168 No 507718 Yes
## 2169 No 312381 Yes
## 2170 No 576978 Yes
## 2171 No 612907 Yes
## 2172 <NA> 719769 No
## 2173 No 1562848 No
## 2174 No 814225 No
## 2175 <NA> 1220839 No
## 2176 Yes 607184 Yes
## 2177 No 1489868 No
## 2178 Yes 1151037 Yes
## 2179 <NA> 1176740 No
## 2180 No 655921 No
## 2181 No 469608 Yes
## 2182 Yes 1491061 No
## 2183 No 334043 No
## 2184 Yes 2251032 Yes
## 2185 No 1382801 Yes
## 2186 <NA> 705075 No
## 2187 <NA> 372206 Yes
## 2188 No 481890 Yes
## 2189 <NA> 465203 Yes
## 2190 No 758440 Yes
## 2191 No 732363 No
## 2192 No 1033592 Yes
## 2193 No 824504 No
## 2194 Yes 3887893 No
## 2195 Yes 3686362 Yes
## 2196 No 862285 Yes
## 2197 Yes 1098972 Yes
## 2198 No 1257214 No
## 2199 Yes 683991 No
## 2200 No 423008 No
## 2201 No 880699 No
## 2202 <NA> 887837 No
## 2203 No 621015 Yes
## 2204 Yes 1729528 Yes
## 2205 No 1524890 Yes
## 2206 <NA> 1240455 No
## 2207 <NA> 1846135 Yes
## 2208 <NA> 1646749 No
## 2209 Yes 730449 No
## 2210 Yes 588120 No
## 2211 No 827041 No
## 2212 Yes 1379998 Yes
## 2213 No 1039359 No
## 2214 No 1281715 No
## 2215 Yes 2074109 No
## 2216 Yes 1206831 Yes
## 2217 No 1147147 Yes
## 2218 Yes 478188 No
## 2219 Yes 1963882 Yes
## 2220 No 452342 Yes
## 2221 Yes 1595965 Yes
## 2222 No 427885 No
## 2223 Yes 1408700 No
## 2224 No 588806 No
## 2225 Yes 639340 No
## 2226 No 463253 No
## 2227 Yes 548542 No
## 2228 <NA> 4029670 No
## 2229 No 962561 No
## 2230 Yes 2107306 No
## 2231 No 878269 No
## 2232 No 1015872 No
## 2233 No 1016905 No
## 2234 No 1265784 Yes
## 2235 No 973802 Yes
## 2236 No 2310778 No
## 2237 <NA> 1829546 No
## 2238 Yes 2288866 Yes
## 2239 No 479781 Yes
## 2240 No 1534164 No
## 2241 No 1465723 No
## 2242 No 632665 Yes
## 2243 No 947333 Yes
## 2244 No 849451 Yes
## 2245 No 1353058 Yes
## 2246 No 533439 No
## 2247 No 1339903 No
## 2248 No 1007764 No
## 2249 No 925956 No
## 2250 Yes 1265491 Yes
## 2251 Yes 1940502 No
## 2252 No 1037330 No
## 2253 Yes 1374320 Yes
## 2254 <NA> 681597 Yes
## 2255 <NA> 668505 No
## 2256 No 1025235 No
## 2257 No 1269229 Yes
## 2258 No 848659 No
## 2259 Yes 1284100 Yes
## 2260 No 1209839 Yes
## 2261 No 1065694 No
## 2262 No 572207 Yes
## 2263 No 407192 Yes
## 2264 Yes 1517120 No
## 2265 <NA> 1024692 Yes
## 2266 Yes 350366 No
## 2267 No 2709854 Yes
## 2268 No 2459230 No
## 2269 <NA> 1630613 Yes
## 2270 No 1139734 No
## 2271 No 746701 No
## 2272 Yes 833404 No
## 2273 No 1486317 No
## 2274 No 2214311 No
## 2275 Yes 634765 No
## 2276 No 505110 No
## 2277 Yes 1008948 No
## 2278 No 632193 Yes
## 2279 No 618852 No
## 2280 No 547047 No
## 2281 No 348977 Yes
## 2282 <NA> 387256 Yes
## 2283 No 1214155 No
## 2284 No 825706 Yes
## 2285 Yes 1601047 No
## 2286 Yes 1635722 Yes
## 2287 Yes 1905570 Yes
## 2288 Yes 628242 No
## 2289 No 1342849 No
## 2290 No 1586505 No
## 2291 No 252234 Yes
## 2292 No 2283268 Yes
## 2293 Yes 1564780 No
## 2294 No 2546984 Yes
## 2295 No 1293348 Yes
## 2296 Yes 1033343 No
## 2297 No 268272 Yes
## 2298 No 3084748 No
## 2299 Yes 1037134 No
## 2300 Yes 1806014 Yes
## 2301 No 579176 No
## 2302 No 850172 No
## 2303 <NA> 523391 Yes
## 2304 <NA> 1349782 Yes
## 2305 <NA> 397447 Yes
## 2306 Yes 1113398 Yes
## 2307 No 836920 Yes
## 2308 No 2712221 Yes
## 2309 No 600082 Yes
## 2310 No 1350227 Yes
## 2311 No 1612769 Yes
## 2312 Yes 581623 No
## 2313 Yes 799469 No
## 2314 No 434943 No
## 2315 <NA> 942171 No
## 2316 No 1313880 Yes
## 2317 Yes 887169 Yes
## 2318 No 659872 No
## 2319 Yes 419127 Yes
## 2320 No 737240 Yes
## 2321 Yes 2163171 Yes
## 2322 No 1135720 No
## 2323 Yes 790640 Yes
## 2324 No 682487 Yes
## 2325 <NA> 624406 Yes
## 2326 Yes 1231653 Yes
## 2327 Yes 1384840 No
## 2328 Yes 1088470 No
## 2329 No 872805 Yes
## 2330 Yes 1960331 Yes
## 2331 No 1161378 Yes
## 2332 No 1119130 No
## 2333 <NA> 756455 Yes
## 2334 No 637382 Yes
## 2335 Yes 5379551 Yes
## 2336 <NA> 916424 Yes
## 2337 No 657710 Yes
## 2338 Yes 487550 Yes
## 2339 No 1754813 No
## 2340 No 562257 No
## 2341 <NA> 1232712 Yes
## 2342 No 816058 Yes
## 2343 No 942919 Yes
## 2344 <NA> 1272148 No
## 2345 No 1133450 No
## 2346 No 614420 No
## 2347 No 630235 No
## 2348 <NA> 877940 No
## 2349 No 637916 No
## 2350 <NA> 569760 Yes
## 2351 <NA> 590363 Yes
## 2352 No 1755925 Yes
## 2353 No 199911 No
## 2354 No 1103359 No
## 2355 No 2595987 No
## 2356 Yes 676578 Yes
## 2357 No 2781543 Yes
## 2358 Yes 746549 Yes
## 2359 No 623400 No
## 2360 No 770517 Yes
## 2361 Yes 1113594 No
## 2362 No 1003839 Yes
## 2363 No 1788054 Yes
## 2364 No 1257694 Yes
## 2365 Yes 1999527 No
## 2366 Yes 558715 Yes
## 2367 Yes 364294 No
## 2368 No 373604 No
## 2369 No 1274791 Yes
## 2370 No 1889087 Yes
## 2371 No 615568 No
## 2372 <NA> 1778228 Yes
## 2373 No 3766942 No
## 2374 No 1813294 Yes
## 2375 Yes 478294 No
## 2376 <NA> 1863882 Yes
## 2377 Yes 587319 No
## 2378 Yes 723178 No
## 2379 No 440621 Yes
## 2380 No 1547451 No
## 2381 No 1005246 Yes
## 2382 No 247331 Yes
## 2383 No 582407 Yes
## 2384 No 1552587 No
## 2385 No 1940467 Yes
## 2386 Yes 1460970 Yes
## 2387 <NA> 2034513 No
## 2388 Yes 504727 Yes
## 2389 No 2478552 No
## 2390 Yes 1362910 Yes
## 2391 No 1217101 No
## 2392 No 838157 No
## 2393 No 535041 No
## 2394 No 2179307 No
## 2395 No 763762 No
## 2396 No 758689 No
## 2397 No 712952 Yes
## 2398 <NA> 2002678 No
## 2399 No 604799 No
## 2400 No 869138 Yes
## 2401 No 2854096 No
## 2402 No 663940 Yes
## 2403 Yes 838558 No
## 2404 No 547305 Yes
## 2405 No 1465838 Yes
## 2406 Yes 758591 Yes
## 2407 Yes 1173705 No
## 2408 No 353908 Yes
## 2409 No 553063 No
## 2410 <NA> 3375787 Yes
## 2411 Yes 1523777 No
## 2412 Yes 1767575 Yes
## 2413 No 618799 No
## 2414 No 1442779 No
## 2415 No 1616747 No
## 2416 <NA> 7658005 Yes
## 2417 Yes 1896171 No
## 2418 <NA> 1115962 No
## 2419 No 1007933 Yes
## 2420 No 901133 Yes
## 2421 Yes 939599 No
## 2422 No 521424 No
## 2423 No 2653962 Yes
## 2424 No 763504 No
## 2425 Yes 2063740 No
## 2426 No 5387899 Yes
## 2427 Yes 419341 No
## 2428 No 378258 No
## 2429 <NA> 1306884 No
## 2430 Yes 996203 No
## 2431 Yes 1655782 No
## 2432 No 1384083 Yes
## 2433 No 1129223 No
## 2434 No 437559 No
## 2435 Yes 3058485 No
## 2436 No 2264809 Yes
## 2437 No 479701 Yes
## 2438 No 693034 No
## 2439 Yes 870099 No
## 2440 No 288867 Yes
## 2441 Yes 6157803 Yes
## 2442 No 807301 Yes
## 2443 <NA> 1157453 No
## 2444 No 774300 Yes
## 2445 <NA> 778714 No
## 2446 No 912312 No
## 2447 No 550349 No
## 2448 No 701622 Yes
## 2449 No 604132 No
## 2450 <NA> 876320 No
## 2451 No 1169869 Yes
## 2452 Yes 1052309 No
## 2453 Yes 1442601 Yes
## 2454 Yes 425526 No
## 2455 <NA> 1869418 Yes
## 2456 No 1125458 No
## 2457 Yes 566004 No
## 2458 No 1158762 Yes
## 2459 No 634053 No
## 2460 No 1709209 No
## 2461 No 5744798 No
## 2462 No 380421 No
## 2463 No 805405 No
## 2464 No 805458 No
## 2465 No 1364895 Yes
## 2466 <NA> 638895 No
## 2467 No 943836 No
## 2468 No 2955467 Yes
## 2469 No 919993 Yes
## 2470 No 668363 No
## 2471 No 321325 No
## 2472 Yes 1150636 Yes
## 2473 No 707487 Yes
## 2474 No 1989630 Yes
## 2475 No 2370986 Yes
## 2476 <NA> 633680 No
## 2477 Yes 539936 No
## 2478 No 1602827 No
## 2479 Yes 190940 No
## 2480 Yes 1994908 No
## 2481 Yes 708404 No
## 2482 Yes 782897 Yes
## 2483 Yes 1339254 No
## 2484 No 1096782 No
## 2485 Yes 614740 No
## 2486 Yes 1185951 No
## 2487 Yes 661608 Yes
## 2488 No 406916 Yes
## 2489 <NA> 757176 Yes
## 2490 No 554772 Yes
## 2491 No 785380 No
## 2492 No 368905 No
## 2493 No 1323519 Yes
## 2494 <NA> 1526955 No
## 2495 Yes 4166205 No
## 2496 No 521522 Yes
## 2497 No 812303 Yes
## 2498 <NA> 397500 Yes
## 2499 <NA> 2581605 Yes
## 2500 Yes 686181 No
## 2501 No 731063 No
## 2502 No 1955890 Yes
## 2503 Yes 3779536 Yes
## 2504 <NA> 953243 Yes
## 2505 No 175187 No
## 2506 No 3162330 Yes
## 2507 No 377600 No
## 2508 <NA> 563183 No
## 2509 <NA> 1328289 Yes
## 2510 No 1165882 Yes
## 2511 No 690008 No
## 2512 No 675260 No
## 2513 No 1213532 Yes
## 2514 <NA> 1814167 Yes
## 2515 No 467276 No
## 2516 <NA> 1425628 Yes
## 2517 No 2727333 No
## 2518 Yes 884793 Yes
## 2519 Yes 2899504 Yes
## 2520 No 645748 Yes
## 2521 No 420792 No
## 2522 <NA> 481481 Yes
## 2523 No 769049 Yes
## 2524 Yes 2556151 No
## 2525 No 926961 Yes
## 2526 No 1392280 Yes
## 2527 Yes 739118 No
## 2528 No 1423190 No
## 2529 No 315887 No
## 2530 No 904329 Yes
## 2531 Yes 1115490 No
## 2532 No 910229 Yes
## 2533 No 2076067 Yes
## 2534 No 3054800 Yes
## 2535 No 263787 Yes
## 2536 No 539758 No
## 2537 Yes 717535 No
## 2538 No 478294 No
## 2539 <NA> 1098037 Yes
## 2540 <NA> 1118427 No
## 2541 <NA> 793577 Yes
## 2542 No 623275 No
## 2543 Yes 717197 No
## 2544 Yes 1914781 No
## 2545 No 1026499 Yes
## 2546 No 759953 Yes
## 2547 Yes 1118133 Yes
## 2548 No 1310649 No
## 2549 <NA> 3457756 Yes
## 2550 No 674246 Yes
## 2551 No 502013 Yes
## 2552 No 655031 No
## 2553 <NA> 834241 Yes
## 2554 <NA> 1314921 Yes
## 2555 Yes 8433613 No
## 2556 Yes 5116325 No
## 2557 Yes 792794 No
## 2558 Yes 936644 Yes
## 2559 Yes 308865 No
## 2560 No 900715 No
## 2561 No 1322922 No
## 2562 Yes 1521170 No
## 2563 No 1113861 Yes
## 2564 Yes 2109424 No
## 2565 No 2056345 Yes
## 2566 No 1134198 Yes
## 2567 No 1524899 No
## 2568 No 661118 No
## 2569 <NA> 1943377 No
## 2570 No 451835 No
## 2571 Yes 1550842 Yes
## 2572 Yes 791023 Yes
## 2573 Yes 829791 No
## 2574 No 612925 Yes
## 2575 Yes 1813339 No
## 2576 Yes 1198180 Yes
## 2577 Yes 272767 No
## 2578 No 1194397 No
## 2579 No 746416 No
## 2580 Yes 464206 Yes
## 2581 No 519439 Yes
## 2582 No 2996701 No
## 2583 No 1305505 Yes
## 2584 No 876890 No
## 2585 Yes 6637442 No
## 2586 No 1356511 Yes
## 2587 <NA> 321218 Yes
## 2588 Yes 1027380 No
## 2589 <NA> 622964 No
## 2590 No 619012 Yes
## 2591 No 553580 No
## 2592 No 877798 Yes
## 2593 <NA> 375793 No
## 2594 <NA> 548507 No
## 2595 No 2188314 Yes
## 2596 No 498720 No
## 2597 Yes 980610 No
## 2598 No 1130486 Yes
## 2599 No 763344 No
## 2600 Yes 494056 Yes
## 2601 Yes 740933 No
## 2602 No 1431315 No
## 2603 <NA> 736261 Yes
## 2604 No 383251 No
## 2605 Yes 846612 No
## 2606 No 4985361 No
## 2607 <NA> 3387437 Yes
## 2608 <NA> 569662 No
## 2609 No 131568 Yes
## 2610 No 472349 No
## 2611 No 611269 No
## 2612 <NA> 1961355 No
## 2613 No 425197 Yes
## 2614 No 649913 No
## 2615 Yes 582789 No
## 2616 Yes 642704 No
## 2617 No 649904 No
## 2618 No 1507606 Yes
## 2619 No 504799 No
## 2620 Yes 694297 Yes
## 2621 No 1939221 No
## 2622 No 374841 No
## 2623 Yes 423195 Yes
## 2624 <NA> 647208 No
## 2625 No 533750 No
## 2626 <NA> 1632562 No
## 2627 No 377858 No
## 2628 No 621264 No
## 2629 No 437096 No
## 2630 Yes 775875 Yes
## 2631 Yes 770464 No
## 2632 Yes 500767 No
## 2633 No 683012 Yes
## 2634 <NA> 2171840 No
## 2635 No 1139502 Yes
## 2636 No 498159 Yes
## 2637 No 1180576 Yes
## 2638 Yes 737774 No
## 2639 No 529096 Yes
## 2640 Yes 1250921 No
## 2641 Yes 1223091 No
## 2642 No 589847 No
## 2643 <NA> 1279161 Yes
## 2644 No 1411486 Yes
## 2645 No 569359 No
## 2646 <NA> 1115819 Yes
## 2647 No 1511487 Yes
## 2648 No 607950 No
## 2649 No 588023 Yes
## 2650 No 1725959 Yes
## 2651 Yes 946078 No
## 2652 No 1030709 No
## 2653 Yes 393869 No
## 2654 Yes 618621 No
## 2655 Yes 1551670 No
## 2656 No 983850 No
## 2657 Yes 4465699 No
## 2658 No 1184091 Yes
## 2659 <NA> 372999 Yes
## 2660 Yes 2022854 Yes
## 2661 No 5316975 Yes
## 2662 <NA> 345649 No
## 2663 Yes 782007 No
## 2664 No 465372 No
## 2665 No 466324 Yes
## 2666 <NA> 1081074 No
## 2667 No 239863 Yes
## 2668 Yes 1140401 Yes
## 2669 Yes 2498221 No
## 2670 <NA> 1723467 No
## 2671 No 3421231 Yes
## 2672 No 1186690 No
## 2673 No 711911 No
## 2674 Yes 675607 No
## 2675 Yes 1177069 Yes
## 2676 No 1210453 No
## 2677 Yes 1472487 Yes
## 2678 No 659285 Yes
## 2679 Yes 760923 No
## 2680 No 810095 No
## 2681 No 1617147 Yes
## 2682 <NA> 2828126 No
## 2683 No 1394496 No
## 2684 Yes 899781 No
## 2685 Yes 668941 No
## 2686 No 847502 No
## 2687 Yes 764857 Yes
## 2688 <NA> 1156190 Yes
## 2689 No 1486264 Yes
## 2690 Yes 1688410 No
## 2691 <NA> 411963 No
## 2692 No 515336 No
## 2693 No 786662 Yes
## 2694 Yes 569244 Yes
## 2695 No 1903629 No
## 2696 No 1137161 No
## 2697 No 639162 No
## 2698 No 1935607 Yes
## 2699 Yes 1033387 No
## 2700 Yes 1010612 No
## 2701 No 382210 No
## 2702 No 843657 No
## 2703 No 899763 Yes
## 2704 Yes 722617 No
## 2705 No 1475851 No
## 2706 No 931536 Yes
## 2707 <NA> 937890 Yes
## 2708 No 1815244 No
## 2709 No 1480933 Yes
## 2710 Yes 1867949 No
## 2711 No 1766000 Yes
## 2712 Yes 852922 No
## 2713 No 595454 No
## 2714 No 298781 Yes
## 2715 No 2395381 No
## 2716 No 421441 Yes
## 2717 Yes 639883 Yes
## 2718 Yes 508287 No
## 2719 No 989991 No
## 2720 Yes 1399685 Yes
## 2721 Yes 824825 No
## 2722 No 1322059 No
## 2723 No 362408 Yes
## 2724 <NA> 888682 Yes
## 2725 No 1382837 Yes
## 2726 No 343397 Yes
## 2727 Yes 759000 No
## 2728 No 622474 No
## 2729 No 912267 No
## 2730 <NA> 1222477 Yes
## 2731 Yes 2288866 Yes
## 2732 No 922734 No
## 2733 No 685130 No
## 2734 No 2597135 No
## 2735 No 1351910 No
## 2736 <NA> 703812 No
## 2737 No 1433291 Yes
## 2738 Yes 749380 Yes
## 2739 No 1821376 No
## 2740 No 669831 No
## 2741 No 899060 No
## 2742 Yes 890605 No
## 2743 No 401060 Yes
## 2744 No 949897 Yes
## 2745 No 1126757 Yes
## 2746 <NA> 1541480 No
## 2747 No 319812 No
## 2748 No 847288 No
## 2749 No 316199 No
## 2750 No 275330 No
## 2751 <NA> 1813428 No
## 2752 No 1517868 Yes
## 2753 No 842838 No
## 2754 No 997102 No
## 2755 No 1428565 Yes
## 2756 Yes 513663 No
## 2757 <NA> 1204356 No
## 2758 <NA> 647679 No
## 2759 Yes 1971029 Yes
## 2760 <NA> 259853 No
## 2761 Yes 477849 Yes
## 2762 No 916085 No
## 2763 No 1117795 No
## 2764 Yes 1568180 No
## 2765 No 355172 No
## 2766 Yes 1936043 No
## 2767 No 834686 No
## 2768 No 1861301 No
## 2769 No 3336360 No
## 2770 Yes 959313 Yes
## 2771 Yes 1183397 No
## 2772 No 291644 No
## 2773 No 480867 Yes
## 2774 No 1700968 No
## 2775 No 745784 No
## 2776 Yes 565319 Yes
## 2777 No 980308 No
## 2778 Yes 1437118 No
## 2779 Yes 615470 No
## 2780 No 1262269 No
## 2781 Yes 689945 No
## 2782 Yes 1450646 No
## 2783 No 687907 No
## 2784 No 658172 Yes
## 2785 Yes 735727 No
## 2786 <NA> 969379 Yes
## 2787 Yes 793541 No
## 2788 No 1754670 Yes
## 2789 <NA> 296005 Yes
## 2790 No 932390 Yes
## 2791 No 1878629 No
## 2792 Yes 2069775 Yes
## 2793 No 1829386 No
## 2794 Yes 1501421 No
## 2795 Yes 2744626 Yes
## 2796 No 770731 Yes
## 2797 No 399841 Yes
## 2798 Yes 899709 Yes
## 2799 No 552138 Yes
## 2800 No 1907590 Yes
## 2801 No 723374 Yes
## 2802 No 327555 Yes
## 2803 Yes 1733123 Yes
## 2804 Yes 482237 No
## 2805 Yes 368967 No
## 2806 No 1290393 No
## 2807 <NA> 1047076 No
## 2808 No 305759 Yes
## 2809 No 1413613 No
## 2810 Yes 1078599 No
## 2811 No 830485 Yes
## 2812 Yes 1321578 No
## 2813 Yes 1404384 No
## 2814 No 807603 Yes
## 2815 <NA> 1127576 No
## 2816 No 425776 No
## 2817 Yes 2667054 Yes
## 2818 Yes 2849548 No
## 2819 Yes 961164 Yes
## 2820 No 1003136 Yes
## 2821 No 1329980 Yes
## 2822 No 776355 Yes
## 2823 No 4022185 Yes
## 2824 Yes 968782 Yes
## 2825 No 1676145 No
## 2826 Yes 594422 No
## 2827 No 564527 No
## 2828 No 833307 No
## 2829 No 3762350 Yes
## 2830 <NA> 351825 Yes
## 2831 <NA> 429611 Yes
## 2832 No 529363 No
## 2833 Yes 2397731 No
## 2834 Yes 679639 No
## 2835 No 339757 No
## 2836 No 1444096 Yes
## 2837 <NA> 777370 Yes
## 2838 Yes 979507 No
## 2839 Yes 1956754 No
## 2840 Yes 1181857 Yes
## 2841 Yes 1306831 Yes
## 2842 No 764421 Yes
## 2843 Yes 1376919 No
## 2844 No 1370386 No
## 2845 No 1535659 Yes
## 2846 No 676293 No
## 2847 <NA> 1354749 No
## 2848 No 660620 Yes
## 2849 Yes 2403694 Yes
## 2850 No 681366 Yes
## 2851 No 1317520 No
## 2852 No 1041415 No
## 2853 No 414161 No
## 2854 Yes 1465678 No
## 2855 Yes 865889 No
## 2856 No 928492 No
## 2857 <NA> 240442 No
## 2858 No 1275948 No
## 2859 No 409035 No
## 2860 No 2402163 No
## 2861 No 1142412 No
## 2862 No 1684387 Yes
## 2863 No 579754 No
## 2864 No 827673 No
## 2865 No 575189 Yes
## 2866 Yes 604897 No
## 2867 No 650198 No
## 2868 Yes 1734556 No
## 2869 No 1462519 No
## 2870 No 765035 No
## 2871 No 795935 Yes
## 2872 No 1298946 No
## 2873 No 789964 Yes
## 2874 <NA> 295097 No
## 2875 Yes 988825 Yes
## 2876 No 2014942 No
## 2877 Yes 867189 No
## 2878 No 326870 No
## 2879 No 881304 No
## 2880 No 280376 No
## 2881 Yes 578606 Yes
## 2882 No 1289841 Yes
## 2883 Yes 2293352 Yes
## 2884 <NA> 440105 No
## 2885 No 836430 Yes
## 2886 No 4082981 No
## 2887 No 1703842 No
## 2888 No 2202767 Yes
## 2889 Yes 576230 No
## 2890 No 768176 No
## 2891 No 411046 Yes
## 2892 No 1187277 Yes
## 2893 Yes 347162 No
## 2894 No 598765 No
## 2895 No 499450 Yes
## 2896 Yes 603517 No
## 2897 No 4168777 Yes
## 2898 No 953919 No
## 2899 No 460112 Yes
## 2900 No 1149621 Yes
## 2901 No 2111231 No
## 2902 Yes 1337047 No
## 2903 No 507923 No
## 2904 No 332477 No
## 2905 Yes 943008 No
## 2906 No 1588205 No
## 2907 Yes 575393 Yes
## 2908 No 1309910 No
## 2909 No 710691 No
## 2910 No 456881 No
## 2911 No 575118 No
## 2912 No 2611082 No
## 2913 No 589171 No
## 2914 Yes 618790 No
## 2915 No 782986 No
## 2916 Yes 2439338 Yes
## 2917 No 338903 No
## 2918 <NA> 895144 Yes
## 2919 Yes 1666017 No
## 2920 No 1838348 Yes
## 2921 No 1279036 No
## 2922 Yes 726907 No
## 2923 Yes 1052140 No
## 2924 No 627343 No
## 2925 Yes 757292 No
## 2926 No 995411 No
## 2927 No 540737 No
## 2928 No 275010 Yes
## 2929 No 411322 Yes
## 2930 No 988095 Yes
## 2931 Yes 383990 No
## 2932 No 1171898 No
## 2933 No 487248 No
## 2934 Yes 1112161 Yes
## 2935 No 898268 Yes
## 2936 No 719520 Yes
## 2937 No 385459 No
## 2938 Yes 788548 Yes
## 2939 <NA> 2670925 Yes
## 2940 Yes 835193 No
## 2941 Yes 3192447 No
## 2942 No 695819 No
## 2943 <NA> 882675 Yes
## 2944 Yes 1066220 Yes
## 2945 No 887365 Yes
## 2946 <NA> 809472 No
## 2947 Yes 1626368 Yes
## 2948 No 426167 No
## 2949 Yes 2028256 No
## 2950 No 658858 No
## 2951 <NA> 2647109 Yes
## 2952 Yes 1838206 Yes
## 2953 <NA> 934144 No
## 2954 No 464998 No
## 2955 No 1635980 No
## 2956 No 1138648 Yes
## 2957 Yes 483697 Yes
## 2958 No 504799 No
## 2959 Yes 287274 No
## 2960 <NA> 507157 Yes
## 2961 Yes 2367133 No
## 2962 No 1232196 Yes
## 2963 Yes 543763 Yes
## 2964 No 1130451 No
## 2965 Yes 930236 No
## 2966 No 936502 No
## 2967 No 482513 No
## 2968 No 1417031 No
## 2969 Yes 558697 No
## 2970 No 925048 No
## 2971 Yes 989154 No
## 2972 No 393299 Yes
## 2973 No 916370 Yes
## 2974 No 799754 No
## 2975 Yes 762943 No
## 2976 No 1675024 No
## 2977 Yes 728954 No
## 2978 No 536011 No
## 2979 No 1161565 No
## 2980 No 1265268 Yes
## 2981 No 657594 No
## 2982 No 726364 Yes
## 2983 No 605912 Yes
## 2984 No 276095 No
## 2985 No 535753 Yes
## 2986 No 794458 No
## 2987 <NA> 566992 No
## 2988 Yes 923606 No
## 2989 No 1342404 Yes
## 2990 No 1176882 No
## 2991 Yes 1652925 No
## 2992 No 1151571 Yes
## 2993 No 807737 Yes
## 2994 No 410076 No
## 2995 No 2969547 Yes
## 2996 No 560361 Yes
## 2997 No 546513 No
## 2998 No 1696820 Yes
## 2999 No 522697 No
## 3000 No 669164 No
## 3001 Yes 342133 No
## 3002 No 1130940 Yes
## 3003 No 1145812 No
## 3004 No 874149 No
## 3005 No 1213648 Yes
## 3006 No 734997 Yes
## 3007 <NA> 940730 Yes
## 3008 No 1836871 Yes
## 3009 Yes 831509 No
## 3010 Yes 461482 No
## 3011 Yes 1672514 Yes
## 3012 <NA> 2179120 Yes
## 3013 No 1568002 Yes
## 3014 No 905147 Yes
## 3015 No 870865 Yes
## 3016 No 253231 Yes
## 3017 No 1515518 No
## 3018 <NA> 1754902 No
## 3019 No 491013 Yes
## 3020 No 703687 No
## 3021 Yes 1916828 No
## 3022 Yes 1359777 Yes
## 3023 <NA> 787098 Yes
## 3024 No 2451709 Yes
## 3025 Yes 1489548 No
## 3026 <NA> 816165 Yes
## 3027 No 732114 No
## 3028 Yes 590470 No
## 3029 Yes 853474 Yes
## 3030 No 605128 Yes
## 3031 Yes 445979 No
## 3032 Yes 322375 No
## 3033 No 983183 No
## 3034 <NA> 532896 No
## 3035 No 458172 No
## 3036 No 670321 Yes
## 3037 No 919939 No
## 3038 Yes 1935901 No
## 3039 No 1468553 Yes
## 3040 No 739251 Yes
## 3041 No 680182 No
## 3042 No 1391087 No
## 3043 No 1649196 No
## 3044 <NA> 2100008 No
## 3045 No 1455924 Yes
## 3046 No 631561 No
## 3047 No 571015 Yes
## 3048 No 389357 No
## 3049 No 919583 No
## 3050 Yes 385316 No
## 3051 No 718861 Yes
## 3052 Yes 2805992 No
## 3053 Yes 1253031 No
## 3054 Yes 1084384 No
## 3055 No 743194 No
## 3056 No 519617 Yes
## 3057 Yes 1047957 No
## 3058 No 3531635 No
## 3059 Yes 3469513 No
## 3060 No 1134055 No
## 3061 No 625999 No
## 3062 Yes 1094842 No
## 3063 No 2117906 No
## 3064 Yes 966459 No
## 3065 No 670837 No
## 3066 <NA> 632042 Yes
## 3067 No 1024069 No
## 3068 Yes 874558 No
## 3069 No 548017 Yes
## 3070 No 1040054 No
## 3071 No 1020812 Yes
## 3072 Yes 1616373 No
## 3073 No 807603 No
## 3074 No 974736 No
## 3075 No 4022506 Yes
## 3076 No 396486 No
## 3077 Yes 774887 No
## 3078 No 790604 No
## 3079 <NA> 3058787 Yes
## 3080 Yes 1330621 No
## 3081 No 285520 No
## 3082 <NA> 1800932 Yes
## 3083 Yes 2131968 No
## 3084 Yes 319679 No
## 3085 No 1535881 Yes
## 3086 No 1219629 No
## 3087 No 1848031 No
## 3088 No 766601 No
## 3089 No 1717379 No
## 3090 No 1559733 No
## 3091 Yes 497857 No
## 3092 No 671362 No
## 3093 No 351870 Yes
## 3094 Yes 709045 Yes
## 3095 No 2261134 No
## 3096 No 1074479 Yes
## 3097 No 860621 No
## 3098 No 860140 No
## 3099 Yes 897342 Yes
## 3100 Yes 1353859 No
## 3101 No 1100618 No
## 3102 No 1205691 No
## 3103 No 2014844 No
## 3104 Yes 3977062 No
## 3105 Yes 1613890 No
## 3106 No 865293 No
## 3107 Yes 398800 No
## 3108 No 1800612 Yes
## 3109 No 2272712 No
## 3110 <NA> 982488 No
## 3111 No 1116033 Yes
## 3112 No 824567 No
## 3113 No 1079107 Yes
## 3114 <NA> 439161 No
## 3115 No 513805 No
## 3116 No 2196929 Yes
## 3117 No 538432 No
## 3118 No 1106083 No
## 3119 No 736688 Yes
## 3120 Yes 745214 No
## 3121 No 371628 Yes
## 3122 Yes 854159 No
## 3123 No 1443028 No
## 3124 No 1561300 No
## 3125 No 806366 No
## 3126 Yes 1203840 No
## 3127 No 431917 No
## 3128 Yes 982880 No
## 3129 No 370017 No
## 3130 No 1140063 Yes
## 3131 No 1638071 No
## 3132 Yes 2363501 No
## 3133 No 703358 Yes
## 3134 No 1171747 Yes
## 3135 <NA> 2173397 No
## 3136 Yes 1239422 No
## 3137 No 290727 No
## 3138 Yes 1246560 Yes
## 3139 No 552770 No
## 3140 No 297429 No
## 3141 No 229005 No
## 3142 No 495694 Yes
## 3143 No 1311041 Yes
## 3144 Yes 918106 No
## 3145 Yes 246877 No
## 3146 No 747867 No
## 3147 Yes 715399 Yes
## 3148 No 858618 Yes
## 3149 <NA> 1223340 Yes
## 3150 No 3033137 Yes
## 3151 No 647795 Yes
## 3152 Yes 396450 No
## 3153 No 973642 No
## 3154 <NA> 1488035 No
## 3155 <NA> 713343 Yes
## 3156 Yes 4642222 Yes
## 3157 No 575803 No
## 3158 No 572839 No
## 3159 No 661821 Yes
## 3160 <NA> 893373 Yes
## 3161 Yes 1299284 Yes
## 3162 No 594956 No
## 3163 Yes 1227390 Yes
## 3164 No 1094077 No
## 3165 No 1217270 No
## 3166 No 633457 No
## 3167 No 443478 No
## 3168 No 203534 No
## 3169 Yes 933440 No
## 3170 Yes 1454429 No
## 3171 No 799344 Yes
## 3172 No 1104507 Yes
## 3173 Yes 1256849 No
## 3174 Yes 834410 Yes
## 3175 Yes 992964 No
## 3176 Yes 754791 No
## 3177 Yes 813468 No
## 3178 Yes 1182703 No
## 3179 No 806455 No
## 3180 No 1026882 No
## 3181 No 4704006 Yes
## 3182 No 1800772 No
## 3183 Yes 562177 No
## 3184 No 755610 No
## 3185 Yes 390923 No
## 3186 No 336268 No
## 3187 No 615239 No
## 3188 No 2584711 No
## 3189 No 435049 No
## 3190 No 2922573 Yes
## 3191 No 1111147 Yes
## 3192 No 1454322 Yes
## 3193 No 229281 No
## 3194 No 415096 No
## 3195 Yes 379371 No
## 3196 Yes 2054938 No
## 3197 Yes 6187911 Yes
## 3198 No 576960 No
## 3199 Yes 1519933 No
## 3200 Yes 1060363 No
## 3201 Yes 1752623 No
## 3202 Yes 341306 Yes
## 3203 No 4977120 Yes
## 3204 No 731241 Yes
## 3205 Yes 1383656 No
## 3206 <NA> 712160 Yes
## 3207 No 830503 Yes
## 3208 Yes 295070 Yes
## 3209 No 386678 Yes
## 3210 Yes 2097347 No
## 3211 No 1496179 No
## 3212 No 470818 No
## 3213 No 1046773 Yes
## 3214 Yes 2659426 Yes
## 3215 Yes 804293 No
## 3216 No 539010 Yes
## 3217 Yes 1832207 Yes
## 3218 No 1603219 No
## 3219 Yes 1152389 No
## 3220 Yes 792803 No
## 3221 <NA> 668585 No
## 3222 No 727868 No
## 3223 No 1097601 No
## 3224 Yes 389624 No
## 3225 No 1697933 No
## 3226 No 434818 No
## 3227 No 1901271 Yes
## 3228 No 947654 No
## 3229 No 1115668 No
## 3230 Yes 947672 No
## 3231 Yes 2893701 Yes
## 3232 Yes 1003857 Yes
## 3233 No 2549342 No
## 3234 No 1024817 No
## 3235 Yes 2034913 No
## 3236 No 893382 No
## 3237 No 528660 Yes
## 3238 Yes 388137 Yes
## 3239 No 499085 No
## 3240 No 638566 No
## 3241 Yes 1506823 No
## 3242 <NA> 930441 No
## 3243 Yes 1220163 No
## 3244 No 2037779 Yes
## 3245 No 573097 No
## 3246 No 496424 No
## 3247 <NA> 788548 No
## 3248 No 1348919 Yes
## 3249 Yes 1634921 Yes
## 3250 No 778429 Yes
## 3251 <NA> 463903 Yes
## 3252 No 617642 Yes
## 3253 No 394795 No
## 3254 <NA> 854311 No
## 3255 Yes 394083 No
## 3256 Yes 1345599 No
## 3257 No 1568126 No
## 3258 No 569244 Yes
## 3259 No 1970228 Yes
## 3260 No 440380 No
## 3261 Yes 603010 No
## 3262 No 379220 Yes
## 3263 No 6141818 Yes
## 3264 <NA> 2659862 Yes
## 3265 <NA> 683012 No
## 3266 No 2007225 No
## 3267 Yes 1111440 No
## 3268 Yes 3061386 Yes
## 3269 Yes 1040107 No
## 3270 Yes 1388684 No
## 3271 <NA> 1116816 No
## 3272 No 3138531 No
## 3273 No 854996 No
## 3274 No 331836 Yes
## 3275 No 1201989 Yes
## 3276 No 1149390 Yes
## 3277 No 350384 No
## 3278 No 1019646 No
## 3279 No 1750015 Yes
## 3280 Yes 757283 Yes
## 3281 Yes 1245617 No
## 3282 Yes 3711834 No
## 3283 Yes 749210 No
## 3284 No 1369015 Yes
## 3285 Yes 3705408 Yes
## 3286 No 653028 No
## 3287 Yes 1583968 No
## 3288 No 438636 Yes
## 3289 No 1153315 Yes
## 3290 <NA> 1008637 No
## 3291 Yes 663477 No
## 3292 No 2020344 Yes
## 3293 No 1720672 No
## 3294 No 1106154 No
## 3295 Yes 569875 Yes
## 3296 Yes 695793 No
## 3297 No 1048482 Yes
## 3298 <NA> 2466483 No
## 3299 Yes 1150654 No
## 3300 No 1053564 No
## 3301 Yes 1106501 No
## 3302 No 1354046 No
## 3303 Yes 528918 Yes
## 3304 No 2348959 Yes
## 3305 No 1844195 No
## 3306 No 336304 Yes
## 3307 Yes 1357223 No
## 3308 Yes 2167639 No
## 3309 Yes 1185008 Yes
## 3310 No 377591 Yes
## 3311 Yes 710780 Yes
## 3312 No 482940 Yes
## 3313 No 688664 No
## 3314 No 1052220 No
## 3315 No 715070 Yes
## 3316 No 734463 Yes
## 3317 No 1566035 No
## 3318 No 899051 No
## 3319 No 195648 Yes
## 3320 <NA> 812507 No
## 3321 <NA> 723650 No
## 3322 No 1563934 No
## 3323 No 400028 No
## 3324 No 272776 No
## 3325 Yes 496664 No
## 3326 No 859642 No
## 3327 Yes 1174346 No
## 3328 No 1232231 Yes
## 3329 Yes 635015 No
## 3330 Yes 1298216 Yes
## 3331 Yes 1111796 No
## 3332 <NA> 3014305 Yes
## 3333 No 688050 Yes
## 3334 No 529202 No
## 3335 No 2312042 Yes
## 3336 No 698391 Yes
## 3337 No 690328 No
## 3338 No 697599 Yes
## 3339 No 1032675 No
## 3340 Yes 615666 No
## 3341 Yes 460352 No
## 3342 No 700109 No
## 3343 No 1282846 No
## 3344 <NA> 1368125 No
## 3345 <NA> 2208196 Yes
## 3346 No 297197 No
## 3347 No 1210934 No
## 3348 No 4187085 No
## 3349 No 499485 No
## 3350 Yes 1055557 No
## 3351 No 704461 Yes
## 3352 No 2158080 No
## 3353 Yes 846799 Yes
## 3354 Yes 2974602 Yes
## 3355 No 1495556 No
## 3356 Yes 1357828 No
## 3357 No 1646722 Yes
## 3358 No 1141861 No
## 3359 No 669208 No
## 3360 No 369421 Yes
## 3361 No 787694 No
## 3362 Yes 1257178 No
## 3363 Yes 1505719 No
## 3364 Yes 2088732 Yes
## 3365 <NA> 1679981 Yes
## 3366 Yes 412274 Yes
## 3367 No 1445075 Yes
## 3368 Yes 397055 No
## 3369 No 661092 No
## 3370 <NA> 1676768 Yes
## 3371 No 451692 No
## 3372 <NA> 439428 Yes
## 3373 No 832061 No
## 3374 Yes 932016 No
## 3375 No 630974 Yes
## 3376 No 611652 Yes
## 3377 No 1772951 Yes
## 3378 Yes 2174394 Yes
## 3379 No 1186209 Yes
## 3380 No 883503 No
## 3381 No 594431 No
## 3382 No 2973721 Yes
## 3383 No 999167 No
## 3384 No 584249 No
## 3385 No 1367609 Yes
## 3386 No 1454322 No
## 3387 No 1082969 No
## 3388 <NA> 1194469 No
## 3389 Yes 1220813 Yes
## 3390 No 827513 No
## 3391 No 1581049 No
## 3392 No 505457 Yes
## 3393 No 411171 No
## 3394 Yes 2461651 Yes
## 3395 No 1883391 No
## 3396 Yes 1616774 No
## 3397 No 383269 No
## 3398 Yes 3290944 No
## 3399 No 2539107 No
## 3400 Yes 676497 No
## 3401 Yes 412052 No
## 3402 Yes 2022676 Yes
## 3403 No 1378841 No
## 3404 Yes 708689 Yes
## 3405 No 1797168 Yes
## 3406 No 740132 Yes
## 3407 No 520703 No
## 3408 No 2314934 Yes
## 3409 Yes 1480853 No
## 3410 No 442783 No
## 3411 No 709089 Yes
## 3412 Yes 1834183 No
## 3413 Yes 781793 No
## 3414 Yes 790613 Yes
## 3415 Yes 1435463 No
## 3416 No 831785 Yes
## 3417 No 583546 No
## 3418 <NA> 1206662 No
## 3419 Yes 751373 No
## 3420 <NA> 1295163 No
## 3421 No 1657989 No
## 3422 No 1070394 No
## 3423 Yes 773605 No
## 3424 Yes 839465 No
## 3425 Yes 1163069 No
## 3426 Yes 1457811 No
## 3427 <NA> 1769462 No
## 3428 No 1684778 No
## 3429 No 982355 No
## 3430 <NA> 1643376 No
## 3431 Yes 1090445 No
## 3432 No 603562 No
## 3433 No 1152906 Yes
## 3434 <NA> 240486 Yes
## 3435 No 483919 Yes
## 3436 Yes 792990 No
## 3437 No 1305647 No
## 3438 Yes 1474596 No
## 3439 No 2105926 No
## 3440 Yes 2261890 No
## 3441 Yes 860015 No
## 3442 No 249653 Yes
## 3443 No 663432 Yes
## 3444 No 800813 No
## 3445 Yes 1656521 No
## 3446 No 1315153 No
## 3447 Yes 1180994 No
## 3448 No 579852 No
## 3449 Yes 849763 Yes
## 3450 No 1611674 No
## 3451 No 764198 Yes
## 3452 No 654790 No
## 3453 No 814091 No
## 3454 No 658155 No
## 3455 No 2911118 No
## 3456 No 491947 No
## 3457 No 359364 No
## 3458 Yes 2649538 No
## 3459 Yes 652272 Yes
## 3460 No 1360195 No
## 3461 No 794672 No
## 3462 No 313733 No
## 3463 No 1804599 Yes
## 3464 Yes 1069477 Yes
## 3465 No 214036 No
## 3466 Yes 1617868 No
## 3467 <NA> 792634 No
## 3468 No 4434905 No
## 3469 No 1010203 Yes
## 3470 No 789608 Yes
## 3471 No 434133 No
## 3472 No 966904 No
## 3473 Yes 2073344 Yes
## 3474 <NA> 1116077 No
## 3475 No 719298 Yes
## 3476 No 2097409 Yes
## 3477 No 1622808 Yes
## 3478 <NA> 1286032 Yes
## 3479 No 819147 Yes
## 3480 No 783502 Yes
## 3481 Yes 915952 No
## 3482 No 1242680 No
## 3483 Yes 2172596 Yes
## 3484 No 898908 Yes
## 3485 Yes 1848396 No
## 3486 No 1539593 No
## 3487 Yes 1609938 Yes
## 3488 No 760327 No
## 3489 No 759063 Yes
## 3490 No 1215428 No
## 3491 No 1653522 Yes
## 3492 No 728651 No
## 3493 No 671754 Yes
## 3494 No 708413 No
## 3495 No 1218899 No
## 3496 <NA> 1122405 No
## 3497 Yes 1322949 No
## 3498 No 1324978 Yes
## 3499 No 1071666 No
## 3500 No 520658 No
## 3501 Yes 1264173 Yes
## 3502 No 844601 Yes
## 3503 <NA> 779862 No
## 3504 Yes 512364 No
## 3505 No 772893 No
## 3506 Yes 1012045 No
## 3507 <NA> 1749748 Yes
## 3508 No 713557 No
## 3509 No 670009 No
## 3510 No 332717 Yes
## 3511 Yes 1621046 No
## 3512 No 555858 No
## 3513 No 463734 Yes
## 3514 No 1154846 No
## 3515 No 692420 No
## 3516 No 786973 No
## 3517 Yes 2407236 No
## 3518 No 989555 No
## 3519 No 1427862 Yes
## 3520 No 984313 No
## 3521 Yes 1883952 No
## 3522 <NA> 980842 No
## 3523 <NA> 612373 No
## 3524 No 797982 No
## 3525 No 1021390 Yes
## 3526 Yes 963015 Yes
## 3527 No 592143 No
## 3528 No 526862 No
## 3529 Yes 713388 No
## 3530 Yes 688290 Yes
## 3531 No 1873699 No
## 3532 Yes 428223 No
## 3533 Yes 1119566 No
## 3534 Yes 457994 No
## 3535 Yes 988389 No
## 3536 No 280180 No
## 3537 Yes 771621 No
## 3538 Yes 553517 No
## 3539 No 1402586 Yes
## 3540 No 2017781 No
## 3541 No 469377 No
## 3542 No 255545 No
## 3543 No 507113 Yes
## 3544 Yes 428339 No
## 3545 No 641093 No
## 3546 <NA> 724709 Yes
## 3547 No 313199 No
## 3548 <NA> 580983 No
## 3549 <NA> 8579844 No
## 3550 No 780352 Yes
## 3551 <NA> 886653 Yes
## 3552 No 540069 No
## 3553 No 667330 Yes
## 3554 Yes 1334288 No
## 3555 Yes 869556 Yes
## 3556 No 1035746 No
## 3557 Yes 1524338 No
## 3558 Yes 1674357 No
## 3559 No 1129668 No
## 3560 No 670445 Yes
## 3561 No 746407 No
## 3562 No 880922 No
## 3563 Yes 2198869 No
## 3564 Yes 1075885 No
## 3565 <NA> 2177491 Yes
## 3566 Yes 791637 Yes
## 3567 Yes 681846 No
## 3568 No 2106541 Yes
## 3569 No 611937 Yes
## 3570 No 560441 No
## 3571 Yes 305617 No
## 3572 Yes 1406360 Yes
## 3573 No 1259848 Yes
## 3574 Yes 640105 No
## 3575 Yes 4760165 Yes
## 3576 No 587044 Yes
## 3577 <NA> 1195189 No
## 3578 Yes 1265571 No
## 3579 No 767411 No
## 3580 Yes 421833 No
## 3581 Yes 1112108 Yes
## 3582 Yes 1099461 No
## 3583 Yes 2436828 No
## 3584 No 1441141 No
## 3585 No 124902 No
## 3586 <NA> 1959432 Yes
## 3587 No 348087 No
## 3588 Yes 619822 No
## 3589 No 833663 No
## 3590 Yes 684401 Yes
## 3591 No 945714 Yes
## 3592 Yes 5127788 Yes
## 3593 No 1317778 No
## 3594 <NA> 1015490 No
## 3595 No 2260324 Yes
## 3596 <NA> 587693 No
## 3597 No 965258 No
## 3598 No 515105 No
## 3599 No 1486255 Yes
## 3600 Yes 2019810 No
## 3601 No 2112032 No
## 3602 Yes 1206857 Yes
## 3603 No 1701599 No
## 3604 Yes 594609 No
## 3605 Yes 880352 No
## 3606 No 846683 No
## 3607 Yes 1334234 No
## 3608 No 2925821 Yes
## 3609 Yes 1067928 No
## 3610 <NA> 2332342 No
## 3611 No 2486998 Yes
## 3612 <NA> 1749553 Yes
## 3613 No 660833 No
## 3614 No 581410 No
## 3615 No 1376687 Yes
## 3616 No 666707 Yes
## 3617 No 1413916 Yes
## 3618 Yes 1959593 No
## 3619 <NA> 683600 Yes
## 3620 No 400936 No
## 3621 No 892643 Yes
## 3622 No 483679 Yes
## 3623 No 2304396 Yes
## 3624 No 387737 No
## 3625 Yes 2698631 No
## 3626 No 804070 Yes
## 3627 <NA> 1114458 No
## 3628 <NA> 2148495 Yes
## 3629 Yes 2201601 No
## 3630 Yes 863228 Yes
## 3631 No 743532 No
## 3632 No 1091255 No
## 3633 No 649860 No
## 3634 Yes 660860 No
## 3635 Yes 998553 No
## 3636 No 762569 Yes
## 3637 Yes 398746 No
## 3638 <NA> 490372 Yes
## 3639 <NA> 1942211 Yes
## 3640 No 850688 No
## 3641 No 1123073 No
## 3642 Yes 1468642 Yes
## 3643 No 1152016 No
## 3644 Yes 1297077 No
## 3645 No 532317 No
## 3646 No 579238 No
## 3647 No 1101909 Yes
## 3648 No 694297 No
## 3649 Yes 539607 No
## 3650 Yes 2416750 No
## 3651 No 892055 Yes
## 3652 No 2230820 No
## 3653 Yes 1027620 Yes
## 3654 No 583110 No
## 3655 Yes 4245389 No
## 3656 No 296663 Yes
## 3657 No 491128 No
## 3658 No 1124141 Yes
## 3659 No 654479 No
## 3660 <NA> 889385 Yes
## 3661 Yes 2761394 No
## 3662 Yes 916290 No
## 3663 Yes 2518931 Yes
## 3664 No 324164 No
## 3665 No 1305238 Yes
## 3666 Yes 1569541 Yes
## 3667 No 861368 Yes
## 3668 No 1589148 No
## 3669 No 578046 No
## 3670 Yes 1367476 No
## 3671 No 320515 No
## 3672 No 1168267 Yes
## 3673 Yes 2464516 No
## 3674 Yes 1257988 No
## 3675 Yes 2237433 No
## 3676 Yes 617944 No
## 3677 <NA> 903990 No
## 3678 No 1308086 No
## 3679 No 1801235 No
## 3680 No 1115517 Yes
## 3681 No 1675496 No
## 3682 No 831811 No
## 3683 Yes 951436 No
## 3684 No 438120 No
## 3685 No 577841 No
## 3686 No 636323 No
## 3687 No 568238 Yes
## 3688 Yes 637863 No
## 3689 No 740933 Yes
## 3690 No 384017 No
## 3691 No 831580 No
## 3692 No 799985 No
## 3693 No 1698645 No
## 3694 No 1818056 No
## 3695 Yes 1535232 Yes
## 3696 No 2139720 Yes
## 3697 No 1496401 Yes
## 3698 Yes 666369 No
## 3699 Yes 317293 No
## 3700 No 626844 No
## 3701 No 1381173 No
## 3702 Yes 781954 Yes
## 3703 Yes 980833 Yes
## 3704 No 488236 Yes
## 3705 No 1804074 No
## 3706 Yes 639589 No
## 3707 No 1626786 No
## 3708 <NA> 1720761 Yes
## 3709 <NA> 899211 Yes
## 3710 No 837943 Yes
## 3711 No 3115640 Yes
## 3712 No 747128 Yes
## 3713 <NA> 617312 Yes
## 3714 <NA> 1409626 Yes
## 3715 No 974007 No
## 3716 Yes 792820 No
## 3717 No 471913 No
## 3718 No 1199417 Yes
## 3719 No 939911 No
## 3720 Yes 733840 No
## 3721 No 240825 Yes
## 3722 No 774344 No
## 3723 Yes 867269 No
## 3724 No 1261308 No
## 3725 Yes 1005210 No
## 3726 No 293780 No
## 3727 <NA> 1819346 No
## 3728 No 779853 No
## 3729 No 1099755 No
## 3730 No 546112 No
## 3731 No 1915920 Yes
## 3732 <NA> 3640358 Yes
## 3733 No 643398 Yes
## 3734 Yes 613405 No
## 3735 No 431658 Yes
## 3736 No 684552 No
## 3737 Yes 603820 No
## 3738 No 1492743 No
## 3739 Yes 1734601 No
## 3740 Yes 464170 Yes
## 3741 Yes 4666617 Yes
## 3742 No 947378 Yes
## 3743 Yes 882666 No
## 3744 No 705396 Yes
## 3745 Yes 943355 Yes
## 3746 No 1459413 Yes
## 3747 No 1692370 No
## 3748 Yes 489108 No
## 3749 No 526087 Yes
## 3750 No 912330 No
## 3751 No 557976 No
## 3752 Yes 806411 Yes
## 3753 No 1756771 No
## 3754 <NA> 741850 Yes
## 3755 Yes 765408 Yes
## 3756 No 780432 No
## 3757 Yes 1612626 No
## 3758 Yes 1127140 Yes
## 3759 No 746122 No
## 3760 Yes 866352 Yes
## 3761 Yes 3225422 No
## 3762 Yes 591992 Yes
## 3763 No 989199 No
## 3764 No 818675 No
## 3765 No 507469 No
## 3766 No 661964 Yes
## 3767 Yes 768070 Yes
## 3768 No 642046 No
## 3769 No 430297 No
## 3770 Yes 311971 No
## 3771 <NA> 1457837 Yes
## 3772 No 462372 No
## 3773 No 1252247 No
## 3774 No 478490 Yes
## 3775 Yes 960158 No
## 3776 Yes 383768 No
## 3777 Yes 2543468 No
## 3778 No 657024 No
## 3779 No 1108530 Yes
## 3780 No 789456 No
## 3781 <NA> 5899792 Yes
## 3782 No 371361 No
## 3783 Yes 897591 No
## 3784 No 2513288 No
## 3785 Yes 1592975 Yes
## 3786 No 709365 Yes
## 3787 Yes 2016597 Yes
## 3788 No 1292733 No
## 3789 Yes 694297 Yes
## 3790 Yes 871256 No
## 3791 No 875439 No
## 3792 No 703224 No
## 3793 No 706028 No
## 3794 No 214214 No
## 3795 No 353223 No
## 3796 No 431667 No
## 3797 Yes 477013 No
## 3798 Yes 526141 No
## 3799 No 485343 No
## 3800 No 854328 No
## 3801 Yes 1078208 Yes
## 3802 Yes 734107 No
## 3803 No 679612 No
## 3804 Yes 559462 Yes
## 3805 No 603072 No
## 3806 No 722573 No
## 3807 <NA> 489482 No
## 3808 <NA> 1095865 Yes
## 3809 Yes 2128853 Yes
## 3810 No 1162144 No
## 3811 No 820135 No
## 3812 <NA> 2307458 Yes
## 3813 <NA> 1047360 No
## 3814 <NA> 2431186 No
## 3815 No 315175 No
## 3816 No 1011004 No
## 3817 No 1105282 No
## 3818 Yes 1199826 No
## 3819 No 833743 Yes
## 3820 Yes 740070 No
## 3821 Yes 663156 No
## 3822 Yes 1587128 No
## 3823 Yes 1793625 Yes
## 3824 Yes 584035 No
## 3825 Yes 1201758 No
## 3826 No 1606405 No
## 3827 No 762934 Yes
## 3828 <NA> 1512172 Yes
## 3829 No 670606 Yes
## 3830 No 636777 No
## 3831 No 537204 No
## 3832 No 834633 No
## 3833 No 357406 No
## 3834 No 348248 No
## 3835 No 1251989 Yes
## 3836 Yes 1171836 Yes
## 3837 Yes 3764059 Yes
## 3838 Yes 929222 No
## 3839 No 677423 No
## 3840 No 1567307 Yes
## 3841 No 701044 No
## 3842 No 805040 Yes
## 3843 No 1984789 Yes
## 3844 No 1087499 Yes
## 3845 <NA> 655974 Yes
## 3846 No 656588 No
## 3847 No 986538 No
## 3848 <NA> 1862066 No
## 3849 Yes 855468 No
## 3850 <NA> 408323 No
## 3851 No 1304028 Yes
## 3852 <NA> 1387794 Yes
## 3853 No 1853620 No
## 3854 No 424289 No
## 3855 No 551168 No
## 3856 No 1117644 Yes
## 3857 No 1070527 No
## 3858 No 468318 No
## 3859 Yes 1772123 Yes
## 3860 No 451835 No
## 3861 Yes 382317 No
## 3862 Yes 916878 Yes
## 3863 <NA> 549058 No
## 3864 <NA> 1281680 No
## 3865 <NA> 1602818 Yes
## 3866 <NA> 971185 No
## 3867 Yes 581481 No
## 3868 No 2282680 No
## 3869 No 691886 No
## 3870 Yes 868577 No
## 3871 Yes 457771 Yes
## 3872 No 878786 Yes
## 3873 No 906571 No
## 3874 No 526141 Yes
## 3875 No 1539806 No
## 3876 No 230732 No
## 3877 <NA> 701337 Yes
## 3878 No 375419 Yes
## 3879 No 773872 No
## 3880 <NA> 1318579 Yes
## 3881 No 1189743 No
## 3882 No 273728 Yes
## 3883 <NA> 455439 No
## 3884 No 528784 Yes
## 3885 No 920108 Yes
## 3886 No 371539 No
## 3887 No 738780 No
## 3888 Yes 3016352 Yes
## 3889 No 871069 No
## 3890 No 900964 Yes
## 3891 Yes 460014 No
## 3892 Yes 3672967 Yes
## 3893 No 624157 No
## 3894 Yes 812374 No
## 3895 No 1148438 No
## 3896 No 1069877 No
## 3897 Yes 523142 Yes
## 3898 Yes 631819 No
## 3899 Yes 791281 No
## 3900 <NA> 4213215 No
## 3901 Yes 2960095 No
## 3902 No 381178 Yes
## 3903 No 589260 No
## 3904 Yes 494092 No
## 3905 No 1100182 Yes
## 3906 No 1057435 No
## 3907 No 1001997 No
## 3908 No 1935803 No
## 3909 No 829569 Yes
## 3910 No 388075 Yes
## 3911 <NA> 832185 Yes
## 3912 No 513619 No
## 3913 No 1256092 Yes
## 3914 No 1350423 Yes
## 3915 No 1432615 No
## 3916 <NA> 1678157 No
## 3917 <NA> 1558630 No
## 3918 No 1132169 Yes
## 3919 Yes 910550 No
## 3920 No 1148313 Yes
## 3921 No 715657 No
## 3922 No 419350 No
## 3923 Yes 1312598 No
## 3924 Yes 596745 No
## 3925 No 444875 Yes
## 3926 Yes 1366684 No
## 3927 No 538859 No
## 3928 No 1386620 No
## 3929 <NA> 897173 Yes
## 3930 Yes 406400 No
## 3931 No 2040191 No
## 3932 No 1584404 Yes
## 3933 Yes 649290 No
## 3934 No 254557 No
## 3935 No 578375 Yes
## 3936 No 984615 No
## 3937 Yes 836706 Yes
## 3938 No 567579 No
## 3939 Yes 813015 Yes
## 3940 Yes 468371 No
## 3941 No 1452337 No
## 3942 No 464010 Yes
## 3943 <NA> 1281715 Yes
## 3944 No 782995 Yes
## 3945 Yes 672439 No
## 3946 Yes 87780 No
## 3947 <NA> 479701 No
## 3948 Yes 1340785 Yes
## 3949 No 2455118 Yes
## 3950 Yes 891726 No
## 3951 Yes 2424974 Yes
## 3952 No 800359 Yes
## 3953 No 1445262 No
## 3954 No 1016282 No
## 3955 No 1135150 Yes
## 3956 No 662418 No
## 3957 Yes 642882 No
## 3958 Yes 698997 Yes
## 3959 No 768657 No
## 3960 <NA> 1189164 Yes
## 3961 Yes 1169219 No
## 3962 No 1373403 Yes
## 3963 Yes 543407 Yes
## 3964 No 619698 Yes
## 3965 No 1366995 No
## 3966 Yes 470694 Yes
## 3967 <NA> 1074283 No
## 3968 <NA> 853447 No
## 3969 No 1139929 Yes
## 3970 No 503401 No
## 3971 <NA> 582380 Yes
## 3972 Yes 1389752 Yes
## 3973 No 413956 No
## 3974 Yes 1423750 No
## 3975 No 705476 No
## 3976 No 1955730 Yes
## 3977 <NA> 1328778 No
## 3978 Yes 916085 No
## 3979 No 463485 No
## 3980 <NA> 856384 Yes
## 3981 Yes 778945 No
## 3982 No 1006536 No
## 3983 No 483670 No
## 3984 No 577298 No
## 3985 Yes 968827 Yes
## 3986 No 1681922 No
## 3987 No 859633 Yes
## 3988 No 497394 Yes
## 3989 <NA> 3568757 No
## 3990 No 868515 No
## 3991 No 708644 No
## 3992 Yes 325437 No
## 3993 No 984669 Yes
## 3994 Yes 1175245 Yes
## 3995 Yes 1174203 No
## 3996 <NA> 1777721 No
## 3997 No 738263 Yes
## 3998 No 433937 No
## 3999 No 2799913 No
## 4000 No 1182676 Yes
## 4001 Yes 1333522 No
## 4002 No 1428067 Yes
## 4003 No 404380 No
## 4004 No 598605 Yes
## 4005 Yes 673507 No
## 4006 No 402529 Yes
## 4007 No 198826 No
## 4008 <NA> 2058098 Yes
## 4009 Yes 736608 No
## 4010 <NA> 1099239 No
## 4011 No 823819 Yes
## 4012 <NA> 1150031 Yes
## 4013 No 1806860 No
## 4014 No 601248 Yes
## 4015 <NA> 833164 No
## 4016 No 4084868 Yes
## 4017 No 1615350 Yes
## 4018 Yes 920802 No
## 4019 No 897378 Yes
## 4020 Yes 1651332 Yes
## 4021 No 741200 Yes
## 4022 No 749282 No
## 4023 No 3662634 Yes
## 4024 Yes 904320 No
## 4025 Yes 1547460 No
## 4026 Yes 1586594 No
## 4027 Yes 1472567 No
## 4028 No 726302 No
## 4029 <NA> 1464343 No
## 4030 No 1725496 Yes
## 4031 No 502387 No
## 4032 <NA> 692927 No
## 4033 Yes 112932 No
## 4034 No 386749 No
## 4035 No 697145 No
## 4036 No 1146880 Yes
## 4037 Yes 306907 No
## 4038 No 483768 No
## 4039 No 691619 No
## 4040 No 1123927 No
## 4041 Yes 672528 No
## 4042 No 674353 Yes
## 4043 <NA> 1089226 Yes
## 4044 No 1006420 No
## 4045 Yes 501871 No
## 4046 <NA> 1330087 Yes
## 4047 No 293504 Yes
## 4048 <NA> 340496 Yes
## 4049 No 887703 No
## 4050 No 776622 No
## 4051 No 408874 No
## 4052 <NA> 1018249 Yes
## 4053 No 443656 Yes
## 4054 No 700011 No
## 4055 Yes 414339 Yes
## 4056 <NA> 1603521 No
## 4057 No 1110515 Yes
## 4058 No 470836 No
## 4059 No 1435392 No
## 4060 No 1501074 No
## 4061 No 834312 Yes
## 4062 No 993142 No
## 4063 No 1999607 No
## 4064 No 599655 No
## 4065 No 899095 Yes
## 4066 Yes 1118863 Yes
## 4067 No 478811 No
## 4068 Yes 1541862 No
## 4069 No 253623 No
## 4070 No 525295 No
## 4071 No 2849548 No
## 4072 Yes 612462 No
## 4073 Yes 891513 No
## 4074 Yes 1038042 No
## 4075 Yes 1625175 Yes
## 4076 <NA> 1383843 Yes
## 4077 <NA> 1540990 No
## 4078 No 889555 No
## 4079 No 692856 Yes
## 4080 No 1592423 Yes
## 4081 Yes 1691489 Yes
## 4082 <NA> 728732 No
## 4083 No 630022 No
## 4084 No 456062 Yes
## 4085 No 560477 Yes
## 4086 No 944352 Yes
## 4087 No 1325672 Yes
## 4088 Yes 1714504 No
## 4089 No 1815555 No
## 4090 No 181106 No
## 4091 No 455822 Yes
## 4092 No 1711745 Yes
## 4093 No 469136 No
## 4094 No 1054311 Yes
## 4095 No 1869489 Yes
## 4096 Yes 478553 No
## 4097 Yes 3199389 No
## 4098 Yes 922858 No
## 4099 Yes 685923 No
## 4100 No 492330 Yes
## 4101 No 440105 No
## 4102 No 4618067 Yes
## 4103 No 547803 No
## 4104 Yes 1073785 No
## 4105 No 1037188 No
## 4106 No 817491 Yes
## 4107 No 1242306 No
## 4108 No 3494905 Yes
## 4109 No 2465086 Yes
## 4110 No 566467 Yes
## 4111 No 1258620 No
## 4112 Yes 427778 No
## 4113 No 698080 Yes
## 4114 Yes 1537572 No
## 4115 Yes 920865 No
## 4116 Yes 525322 Yes
## 4117 No 1054952 No
## 4118 No 1152692 Yes
## 4119 No 374156 No
## 4120 No 1569648 Yes
## 4121 No 1059135 No
## 4122 Yes 1067510 Yes
## 4123 <NA> 665461 Yes
## 4124 Yes 903376 No
## 4125 Yes 1503913 Yes
## 4126 Yes 723943 No
## 4127 No 997022 Yes
## 4128 No 754942 No
## 4129 No 693229 No
## 4130 Yes 1007933 Yes
## 4131 No 1414272 No
## 4132 No 416591 No
## 4133 No 894387 Yes
## 4134 No 552360 Yes
## 4135 No 3267884 No
## 4136 No 601462 No
## 4137 Yes 416190 No
## 4138 No 377689 No
## 4139 No 1038905 No
## 4140 <NA> 1880098 Yes
## 4141 No 1824144 Yes
## 4142 Yes 1038078 Yes
## 4143 No 619502 Yes
## 4144 Yes 1630453 No
## 4145 No 223496 No
## 4146 No 776080 No
## 4147 No 767126 No
## 4148 No 1116834 Yes
## 4149 No 745926 No
## 4150 No 903652 No
## 4151 No 1781958 Yes
## 4152 Yes 613574 No
## 4153 Yes 1875799 No
## 4154 Yes 2581498 Yes
## 4155 Yes 1990351 No
## 4156 Yes 420533 No
## 4157 Yes 1504723 Yes
## 4158 No 921719 No
## 4159 No 501105 No
## 4160 No 877255 Yes
## 4161 No 978181 No
## 4162 No 890952 Yes
## 4163 <NA> 3189172 Yes
## 4164 No 640435 No
## 4165 <NA> 1108851 No
## 4166 Yes 2012975 No
## 4167 No 441288 Yes
## 4168 <NA> 1480256 Yes
## 4169 Yes 1178351 No
## 4170 Yes 493772 Yes
## 4171 No 924923 Yes
## 4172 Yes 2198300 No
## 4173 No 789972 No
## 4174 Yes 5886575 No
## 4175 No 1275485 Yes
## 4176 No 563209 No
## 4177 Yes 485762 Yes
## 4178 No 614393 Yes
## 4179 Yes 591485 No
## 4180 Yes 1400308 No
## 4181 <NA> 3143791 Yes
## 4182 Yes 1310596 No
## 4183 No 1311112 Yes
## 4184 <NA> 1282917 No
## 4185 No 1797114 No
## 4186 No 2368521 No
## 4187 No 825777 Yes
## 4188 No 742865 Yes
## 4189 No 2259585 No
## 4190 No 3298144 Yes
## 4191 Yes 1139920 Yes
## 4192 No 363111 No
## 4193 <NA> 1001205 Yes
## 4194 No 1775576 No
## 4195 No 1491924 No
## 4196 Yes 1020652 Yes
## 4197 No 847965 No
## 4198 No 344848 Yes
## 4199 Yes 409667 No
## 4200 No 555689 No
## 4201 Yes 2321493 No
## 4202 Yes 1243694 No
## 4203 No 896541 Yes
## 4204 No 98540 No
## 4205 Yes 672991 No
## 4206 Yes 1344505 Yes
## 4207 No 510263 Yes
## 4208 No 441991 No
## 4209 <NA> 668283 No
## 4210 No 4223779 No
## 4211 <NA> 1043961 Yes
## 4212 No 2322508 No
## 4213 No 769164 No
## 4214 No 796639 No
## 4215 No 1582784 No
## 4216 Yes 860950 No
## 4217 <NA> 1026810 No
## 4218 No 664465 No
## 4219 No 480511 No
## 4220 No 1246756 No
## 4221 No 925306 Yes
## 4222 <NA> 1119931 Yes
## 4223 No 650056 Yes
## 4224 No 1019904 Yes
## 4225 No 275045 No
## 4226 No 1145768 Yes
## 4227 Yes 1025369 No
## 4228 Yes 1188799 Yes
## 4229 No 443495 No
## 4230 Yes 2725740 Yes
## 4231 No 1935847 Yes
## 4232 Yes 735941 No
## 4233 No 479549 No
## 4234 Yes 501924 No
## 4235 <NA> 2072098 No
## 4236 <NA> 601880 No
## 4237 Yes 725020 No
## 4238 <NA> 409230 Yes
## 4239 <NA> 2332520 No
## 4240 <NA> 1085328 Yes
## 4241 Yes 2228969 Yes
## 4242 No 734365 Yes
## 4243 No 1655489 Yes
## 4244 No 404433 No
## 4245 No 2026948 Yes
## 4246 No 469386 No
## 4247 No 604639 No
## 4248 Yes 1497487 No
## 4249 Yes 791530 Yes
## 4250 No 2144606 Yes
## 4251 Yes 270880 Yes
## 4252 <NA> 668381 Yes
## 4253 Yes 555671 Yes
## 4254 No 351647 Yes
## 4255 No 1777668 Yes
## 4256 No 606045 Yes
## 4257 No 818497 Yes
## 4258 No 981643 No
## 4259 <NA> 1576973 Yes
## 4260 No 694306 No
## 4261 No 1100823 Yes
## 4262 No 1534805 No
## 4263 No 676658 No
## 4264 No 427511 Yes
## 4265 No 849513 No
## 4266 No 508715 Yes
## 4267 No 1565901 No
## 4268 <NA> 1605631 No
## 4269 No 1319781 Yes
## 4270 No 618817 Yes
## 4271 No 786929 Yes
## 4272 No 384168 Yes
## 4273 No 516662 Yes
## 4274 No 629915 Yes
## 4275 No 440416 No
## 4276 No 2204708 No
## 4277 No 471691 No
## 4278 No 596567 No
## 4279 <NA> 665533 No
## 4280 No 792669 No
## 4281 Yes 1476011 Yes
## 4282 No 756393 No
## 4283 <NA> 1172672 Yes
## 4284 Yes 792731 No
## 4285 No 555253 No
## 4286 Yes 406035 No
## 4287 <NA> 1090712 Yes
## 4288 Yes 648694 No
## 4289 Yes 2123308 Yes
## 4290 No 836956 No
## 4291 No 515577 No
## 4292 <NA> 986333 Yes
## 4293 No 1868866 No
## 4294 Yes 592793 No
## 4295 No 1008574 Yes
## 4296 No 1624401 No
## 4297 No 3438684 Yes
## 4298 No 1403200 Yes
## 4299 Yes 210485 No
## 4300 Yes 509347 No
## 4301 Yes 594350 Yes
## 4302 No 1162509 No
## 4303 No 1869516 No
## 4304 No 1866792 No
## 4305 No 354967 No
## 4306 <NA> 1468820 Yes
## 4307 Yes 798160 Yes
## 4308 <NA> 694378 No
## 4309 No 618558 No
## 4310 No 716690 Yes
## 4311 No 841646 Yes
## 4312 No 289517 No
## 4313 No 918097 Yes
## 4314 No 859624 No
## 4315 No 262585 No
## 4316 No 816557 No
## 4317 Yes 1829564 Yes
## 4318 No 1879190 No
## 4319 No 534863 Yes
## 4320 No 378935 Yes
## 4321 No 458501 No
## 4322 Yes 1253974 No
## 4323 Yes 1577934 No
## 4324 No 1074461 No
## 4325 No 743150 No
## 4326 No 658608 No
## 4327 Yes 817758 No
## 4328 Yes 511135 No
## 4329 No 789527 No
## 4330 No 198372 No
## 4331 Yes 3252442 No
## 4332 <NA> 780485 No
## 4333 Yes 858716 No
## 4334 No 654808 Yes
## 4335 Yes 662249 No
## 4336 No 1018872 Yes
## 4337 Yes 1109064 No
## 4338 No 304104 No
## 4339 No 671246 Yes
## 4340 No 275339 No
## 4341 No 694885 No
## 4342 Yes 2066081 No
## 4343 No 1726030 Yes
## 4344 <NA> 1144540 Yes
## 4345 Yes 2575660 No
## 4346 No 577832 No
## 4347 <NA> 1387866 No
## 4348 No 3838997 Yes
## 4349 No 519893 Yes
## 4350 No 1741178 Yes
## 4351 <NA> 2506871 No
## 4352 No 2282885 Yes
## 4353 Yes 1225583 Yes
## 4354 No 812107 Yes
## 4355 Yes 659196 No
## 4356 No 913318 No
## 4357 Yes 628001 Yes
## 4358 No 1466969 No
## 4359 No 1398270 No
## 4360 <NA> 2440958 Yes
## 4361 No 1617486 No
## 4362 No 1173803 No
## 4363 No 740497 Yes
## 4364 No 1826039 Yes
## 4365 No 435450 No
## 4366 No 5948359 Yes
## 4367 No 1960162 Yes
## 4368 No 1653566 Yes
## 4369 No 1160097 No
## 4370 No 2421529 No
## 4371 No 380991 Yes
## 4372 No 1087651 Yes
## 4373 Yes 650278 No
## 4374 No 664803 Yes
## 4375 Yes 405030 No
## 4376 Yes 2039862 No
## 4377 No 720793 Yes
## 4378 No 821728 Yes
## 4379 Yes 596371 No
## 4380 No 885327 No
## 4381 No 555110 No
## 4382 Yes 426488 No
## 4383 Yes 2411268 Yes
## 4384 No 872386 No
## 4385 No 331444 No
## 4386 <NA> 1017287 No
## 4387 No 883200 No
## 4388 Yes 838299 No
## 4389 <NA> 974950 No
## 4390 Yes 468549 No
## 4391 Yes 554826 No
## 4392 Yes 872369 No
## 4393 No 3245313 No
## 4394 No 816646 No
## 4395 Yes 1428806 No
## 4396 Yes 1308273 Yes
## 4397 <NA> 1124007 No
## 4398 Yes 603464 Yes
## 4399 No 1034651 Yes
## 4400 <NA> 3645974 Yes
## 4401 No 359764 Yes
## 4402 No 891726 No
## 4403 No 875226 No
## 4404 No 791539 Yes
## 4405 No 821505 No
## 4406 No 542499 No
## 4407 Yes 675198 No
## 4408 No 877566 Yes
## 4409 <NA> 565319 Yes
## 4410 Yes 2753811 No
## 4411 No 2391688 No
## 4412 <NA> 1023989 Yes
## 4413 No 945188 Yes
## 4414 Yes 390914 No
## 4415 No 710567 No
## 4416 <NA> 609436 Yes
## 4417 No 739020 Yes
## 4418 Yes 1198002 Yes
## 4419 No 314285 No
## 4420 No 377021 No
## 4421 Yes 805316 No
## 4422 No 391021 Yes
## 4423 No 616565 Yes
## 4424 Yes 428481 No
## 4425 <NA> 1680435 Yes
## 4426 <NA> 542027 No
## 4427 No 2635841 No
## 4428 No 703349 No
## 4429 No 1479464 No
## 4430 No 490185 Yes
## 4431 No 1105727 No
## 4432 No 2074331 Yes
## 4433 No 570142 Yes
## 4434 No 745508 Yes
## 4435 <NA> 711216 Yes
## 4436 Yes 664046 Yes
## 4437 No 516947 No
## 4438 Yes 657870 No
## 4439 No 565069 Yes
## 4440 No 1483630 No
## 4441 No 836003 No
## 4442 No 417935 No
## 4443 <NA> 3078625 No
## 4444 Yes 513218 No
## 4445 <NA> 1782456 No
## 4446 No 708813 No
## 4447 Yes 1021194 Yes
## 4448 No 1225886 No
## 4449 Yes 731170 No
## 4450 No 1606681 No
## 4451 Yes 717927 Yes
## 4452 <NA> 272108 Yes
## 4453 Yes 889021 No
## 4454 No 1952704 Yes
## 4455 No 637515 No
## 4456 Yes 1157605 No
## 4457 Yes 1377817 No
## 4458 <NA> 905219 No
## 4459 <NA> 857292 No
## 4460 No 1234501 No
## 4461 No 1150440 Yes
## 4462 No 3083057 Yes
## 4463 No 651889 No
## 4464 <NA> 730681 Yes
## 4465 No 1581165 Yes
## 4466 <NA> 1331092 Yes
## 4467 No 697510 No
## 4468 Yes 777779 Yes
## 4469 No 1455906 Yes
## 4470 No 477262 Yes
## 4471 No 611136 No
## 4472 No 1167119 Yes
## 4473 Yes 2158063 Yes
## 4474 No 1009972 No
## 4475 No 1120518 Yes
## 4476 <NA> 485477 Yes
## 4477 Yes 1088292 No
## 4478 No 790373 Yes
## 4479 No 363751 No
## 4480 No 866014 No
## 4481 No 437568 Yes
## 4482 Yes 825848 No
## 4483 Yes 1309465 No
## 4484 No 1346650 No
## 4485 No 584178 No
## 4486 No 1526608 Yes
## 4487 No 626195 Yes
## 4488 Yes 645178 No
## 4489 No 622101 No
## 4490 Yes 300739 Yes
## 4491 Yes 361224 No
## 4492 No 607923 No
## 4493 No 975591 No
## 4494 Yes 318264 No
## 4495 No 378623 Yes
## 4496 No 2345817 No
## 4497 No 878118 No
## 4498 No 855281 No
## 4499 No 2073263 No
## 4500 No 305946 Yes
## 4501 <NA> 491671 Yes
## 4502 No 627387 No
## 4503 No 555653 Yes
## 4504 <NA> 640274 No
## 4505 No 1474382 No
## 4506 No 694351 No
## 4507 No 314454 No
## 4508 No 293032 No
## 4509 No 1019147 Yes
## 4510 No 3174763 No
## 4511 No 1647470 Yes
## 4512 <NA> 994165 No
## 4513 Yes 5442892 No
## 4514 No 498497 Yes
## 4515 Yes 1417164 Yes
## 4516 No 555813 No
## 4517 Yes 737756 No
## 4518 Yes 489001 No
## 4519 Yes 1699116 Yes
## 4520 Yes 341323 No
## 4521 No 1305736 No
## 4522 <NA> 1715804 Yes
## 4523 No 395613 No
## 4524 Yes 2414498 Yes
## 4525 <NA> 827281 No
## 4526 Yes 1623805 Yes
## 4527 No 2662791 Yes
## 4528 No 1776876 No
## 4529 No 2275872 Yes
## 4530 Yes 745143 No
## 4531 No 435147 Yes
## 4532 No 768639 No
## 4533 No 775732 Yes
## 4534 Yes 1510187 No
## 4535 No 409791 No
## 4536 <NA> 1331021 Yes
## 4537 No 321672 No
## 4538 Yes 1732660 No
## 4539 No 1145100 Yes
## 4540 No 1415189 No
## 4541 No 1753326 No
## 4542 Yes 1258691 Yes
## 4543 No 979249 No
## 4544 No 843826 No
## 4545 <NA> 694244 No
## 4546 No 613405 No
## 4547 Yes 584222 No
## 4548 Yes 1191469 Yes
## 4549 No 726702 Yes
## 4550 No 1222415 Yes
## 4551 No 761688 No
## 4552 Yes 2954070 No
## 4553 Yes 717037 No
## 4554 Yes 418967 No
## 4555 No 1173349 No
## 4556 No 1148331 No
## 4557 <NA> 1041344 Yes
## 4558 Yes 674789 No
## 4559 No 1384065 No
## 4560 No 594965 Yes
## 4561 Yes 691877 Yes
## 4562 No 873116 No
## 4563 No 2972920 Yes
## 4564 No 122668 Yes
## 4565 <NA> 765177 No
## 4566 <NA> 291110 No
## 4567 No 622599 No
## 4568 Yes 297509 Yes
## 4569 No 931883 No
## 4570 <NA> 949149 No
## 4571 No 372723 No
## 4572 No 563610 No
## 4573 Yes 330875 Yes
## 4574 No 334907 Yes
## 4575 No 1305683 No
## 4576 No 1701884 No
## 4577 No 566814 No
## 4578 No 2546583 Yes
## 4579 No 218681 Yes
## 4580 Yes 408358 No
## 4581 <NA> 1022618 Yes
## 4582 No 1678032 No
## 4583 No 891059 No
## 4584 No 2276815 No
## 4585 No 1281288 Yes
## 4586 Yes 2003897 Yes
## 4587 No 1479188 Yes
## 4588 <NA> 1067216 No
## 4589 No 558679 No
## 4590 Yes 611465 No
## 4591 Yes 771202 Yes
## 4592 No 3489182 Yes
## 4593 No 1891187 No
## 4594 No 1443660 No
## 4595 Yes 2392097 No
## 4596 Yes 470489 No
## 4597 No 816227 Yes
## 4598 <NA> 1064796 Yes
## 4599 No 892767 Yes
## 4600 Yes 848054 No
## 4601 No 964849 No
## 4602 No 1626119 Yes
## 4603 No 4183391 Yes
## 4604 Yes 447180 No
## 4605 No 1197343 No
## 4606 No 729408 No
## 4607 Yes 1044815 No
## 4608 No 894752 Yes
## 4609 Yes 538725 Yes
## 4610 No 1288016 Yes
## 4611 No 920322 No
## 4612 Yes 914519 No
## 4613 Yes 470507 No
## 4614 No 485628 No
## 4615 No 1362100 No
## 4616 <NA> 261499 No
## 4617 <NA> 173897 No
## 4618 Yes 511091 Yes
## 4619 No 512907 No
## 4620 No 2080766 Yes
## 4621 Yes 654434 Yes
## 4622 No 715257 No
## 4623 Yes 643514 No
## 4624 Yes 1969845 Yes
## 4625 No 2526638 Yes
## 4626 No 640444 No
## 4627 No 1232311 No
## 4628 No 1099603 Yes
## 4629 No 518825 No
## 4630 No 1120483 Yes
## 4631 No 479781 No
## 4632 No 895740 Yes
## 4633 <NA> 1347077 Yes
## 4634 No 1241932 No
## 4635 Yes 2069205 No
## 4636 <NA> 583439 No
## 4637 Yes 298710 No
## 4638 No 314908 No
## 4639 No 510156 Yes
## 4640 Yes 185520 Yes
## 4641 No 203062 No
## 4642 No 492294 Yes
## 4643 Yes 1796020 No
## 4644 Yes 437079 Yes
## 4645 No 1213604 No
## 4646 Yes 801631 No
## 4647 Yes 917661 Yes
## 4648 <NA> 577832 Yes
## 4649 Yes 2236374 No
## 4650 Yes 457486 Yes
## 4651 No 430608 No
## 4652 No 740266 No
## 4653 Yes 541787 No
## 4654 No 345498 Yes
## 4655 No 1812120 Yes
## 4656 No 419688 Yes
## 4657 <NA> 2859774 No
## 4658 <NA> 360734 No
## 4659 Yes 659303 No
## 4660 No 339855 Yes
## 4661 No 2544661 Yes
## 4662 <NA> 589616 Yes
## 4663 Yes 578731 Yes
## 4664 Yes 778100 Yes
## 4665 Yes 567882 No
## 4666 Yes 1022716 No
## 4667 Yes 613245 Yes
## 4668 Yes 2111231 No
## 4669 Yes 1281600 No
## 4670 No 628304 No
## 4671 <NA> 1964968 Yes
## 4672 No 1053261 No
## 4673 No 1898761 No
## 4674 No 772689 No
## 4675 No 1572069 No
## 4676 No 554826 No
## 4677 Yes 1092991 No
## 4678 No 1651261 Yes
## 4679 No 3270554 No
## 4680 No 565007 Yes
## 4681 Yes 1126312 No
## 4682 Yes 1040107 No
## 4683 <NA> 1363159 Yes
## 4684 No 742909 No
## 4685 No 375677 No
## 4686 Yes 2409523 Yes
## 4687 Yes 1409457 No
## 4688 <NA> 499165 No
## 4689 No 1218436 No
## 4690 No 497892 Yes
## 4691 No 1146328 Yes
## 4692 <NA> 2858688 Yes
## 4693 Yes 549557 Yes
## 4694 No 884232 Yes
## 4695 No 611252 Yes
## 4696 No 949888 Yes
## 4697 Yes 1200093 Yes
## 4698 Yes 623035 Yes
## 4699 No 588352 No
## 4700 No 421699 No
## 4701 No 918827 Yes
## 4702 No 604995 No
## 4703 No 540968 Yes
## 4704 No 1263203 Yes
## 4705 No 1463391 No
## 4706 No 1128137 No
## 4707 <NA> 718114 Yes
## 4708 No 2854470 Yes
## 4709 Yes 1080104 Yes
## 4710 No 2113385 Yes
## 4711 No 1016736 No
## 4712 No 1501483 No
## 4713 No 971061 Yes
## 4714 No 644128 Yes
## 4715 Yes 733974 No
## 4716 No 1199239 No
## 4717 No 405733 No
## 4718 Yes 1357650 No
## 4719 No 136606 No
## 4720 <NA> 1212171 Yes
## 4721 No 1102478 Yes
## 4722 No 790604 Yes
## 4723 No 1124523 No
## 4724 No 594101 No
## 4725 No 411811 No
## 4726 No 916530 No
## 4727 No 667695 No
## 4728 No 616974 Yes
## 4729 <NA> 1083975 Yes
## 4730 Yes 1465536 Yes
## 4731 No 334773 No
## 4732 No 734712 Yes
## 4733 No 1720966 No
## 4734 No 1367280 Yes
## 4735 No 1233424 No
## 4736 Yes 1205068 No
## 4737 Yes 1214013 Yes
## 4738 No 529567 No
## 4739 No 441092 Yes
## 4740 No 608386 No
## 4741 No 1360249 Yes
## 4742 Yes 551755 No
## 4743 No 1319985 No
## 4744 No 1038122 No
## 4745 No 464793 No
## 4746 No 567010 No
## 4747 Yes 1448216 No
## 4748 Yes 3274167 No
## 4749 Yes 2165690 No
## 4750 Yes 865489 No
## 4751 <NA> 1841979 Yes
## 4752 No 741192 No
## 4753 No 2177509 Yes
## 4754 Yes 1309430 Yes
## 4755 No 777397 No
## 4756 No 439464 No
## 4757 No 1159670 No
## 4758 No 402867 Yes
## 4759 <NA> 817714 No
## 4760 Yes 591752 No
## 4761 <NA> 1158646 No
## 4762 Yes 1489477 Yes
## 4763 No 450473 No
## 4764 No 1960776 Yes
## 4765 Yes 599735 No
## 4766 <NA> 1541542 No
## 4767 No 607336 No
## 4768 No 826356 No
## 4769 No 1228111 No
## 4770 <NA> 942082 Yes
## 4771 No 1129659 Yes
## 4772 No 1289004 No
## 4773 No 950181 Yes
## 4774 No 1827730 No
## 4775 No 1171142 No
## 4776 No 895277 Yes
## 4777 Yes 497723 No
## 4778 No 282450 Yes
## 4779 <NA> 685923 Yes
## 4780 Yes 187291 No
## 4781 No 647359 No
## 4782 No 1308584 Yes
## 4783 <NA> 1050057 Yes
## 4784 No 779212 Yes
## 4785 No 622314 No
## 4786 No 804471 No
## 4787 Yes 493531 No
## 4788 <NA> 1354758 No
## 4789 No 561625 No
## 4790 Yes 651186 No
## 4791 No 1785482 No
## 4792 No 1495360 No
## 4793 Yes 1306413 Yes
## 4794 No 1014689 No
## 4795 No 460459 No
## 4796 Yes 1139289 Yes
## 4797 Yes 612124 No
## 4798 No 732105 No
## 4799 No 665105 Yes
## 4800 Yes 1293241 Yes
## 4801 No 852709 No
## 4802 Yes 996630 No
## 4803 No 769155 No
## 4804 No 790284 Yes
## 4805 No 674967 No
## 4806 Yes 457860 No
## 4807 Yes 1088452 No
## 4808 No 1532651 No
## 4809 Yes 3316371 Yes
## 4810 No 1586763 Yes
## 4811 No 1047503 No
## 4812 No 1278876 Yes
## 4813 No 1323047 No
## 4814 No 941771 Yes
## 4815 No 399903 Yes
## 4816 No 711964 No
## 4817 <NA> 991851 No
## 4818 No 648916 No
## 4819 Yes 1135426 No
## 4820 No 2137495 Yes
## 4821 No 694226 No
## 4822 No 550269 Yes
## 4823 No 1061298 Yes
## 4824 No 343611 No
## 4825 No 2743229 Yes
## 4826 No 540363 No
## 4827 No 650830 Yes
## 4828 No 745081 Yes
## 4829 No 791174 No
## 4830 <NA> 1078350 Yes
## 4831 No 2720347 No
## 4832 Yes 388805 No
## 4833 No 1729786 Yes
## 4834 No 356845 No
## 4835 <NA> 2389543 Yes
## 4836 No 751008 Yes
## 4837 No 2136640 No
## 4838 <NA> 683929 No
## 4839 <NA> 727646 Yes
## 4840 Yes 863736 Yes
## 4841 Yes 985390 No
## 4842 No 277537 No
## 4843 No 615141 No
## 4844 No 327884 No
## 4845 Yes 564500 No
## 4846 Yes 518718 No
## 4847 No 605938 Yes
## 4848 No 1014786 No
## 4849 No 1294772 Yes
## 4850 <NA> 291804 Yes
## 4851 <NA> 1168703 No
## 4852 No 934802 Yes
## 4853 Yes 1373198 Yes
## 4854 Yes 1197219 No
## 4855 Yes 945776 No
## 4856 No 1609751 Yes
## 4857 No 326042 No
## 4858 No 308456 Yes
## 4859 No 1097192 No
## 4860 No 732087 No
## 4861 No 772840 No
## 4862 Yes 452057 No
## 4863 Yes 1726003 Yes
## 4864 Yes 430590 Yes
## 4865 No 597528 Yes
## 4866 No 981055 No
## 4867 <NA> 1038327 No
## 4868 No 1085239 No
## 4869 No 456979 Yes
## 4870 No 1031358 No
## 4871 Yes 1934931 No
## 4872 No 1119468 No
## 4873 Yes 939644 No
## 4874 <NA> 851997 No
## 4875 No 1349729 Yes
## 4876 <NA> 613503 No
## 4877 <NA> 2813672 No
## 4878 Yes 1124399 No
## 4879 Yes 356498 No
## 4880 <NA> 1370244 No
## 4881 Yes 493585 No
## 4882 <NA> 831491 No
## 4883 No 465363 Yes
## 4884 No 730796 No
## 4885 Yes 285164 No
## 4886 No 2979960 Yes
## 4887 No 535477 No
## 4888 Yes 515425 No
## 4889 No 802699 No
## 4890 No 954231 Yes
## 4891 No 464553 No
## 4892 No 1751075 No
## 4893 Yes 1310881 No
## 4894 No 638957 No
## 4895 No 1679029 Yes
## 4896 No 2577965 Yes
## 4897 <NA> 326033 No
## 4898 Yes 1341541 No
## 4899 No 1026979 No
## 4900 No 710940 Yes
## 4901 Yes 2408286 No
## 4902 No 678313 Yes
## 4903 No 440523 No
## 4904 No 1078413 No
## 4905 No 927317 Yes
## 4906 No 1919569 No
## 4907 No 1509831 No
## 4908 <NA> 1026125 Yes
## 4909 <NA> 657959 Yes
## 4910 Yes 452093 Yes
## 4911 <NA> 890124 Yes
## 4912 <NA> 146974 No
## 4913 No 405457 No
## 4914 Yes 482807 No
## 4915 Yes 290709 No
## 4916 No 470943 No
## 4917 Yes 1450255 Yes
## 4918 Yes 1036680 No
## 4919 <NA> 1709930 Yes
## 4920 <NA> 876667 No
## 4921 No 2433313 No
## 4922 Yes 2641804 Yes
## 4923 No 353143 No
## 4924 No 1775087 No
## 4925 No 866682 No
## 4926 Yes 1591498 No
## 4927 Yes 1825995 Yes
## 4928 <NA> 2329957 Yes
## 4929 No 527565 Yes
## 4930 No 2638262 No
## 4931 No 4350302 No
## 4932 Yes 854711 No
## 4933 No 603989 No
## 4934 No 501390 No
## 4935 No 663708 No
## 4936 Yes 2615469 Yes
## 4937 No 449049 Yes
## 4938 No 1043231 No
## 4939 No 1082943 No
## 4940 No 664616 No
## 4941 No 1187340 Yes
## 4942 No 323933 No
## 4943 No 672430 No
## 4944 Yes 590434 No
## 4945 No 367436 No
## 4946 <NA> 369216 No
## 4947 No 583955 No
## 4948 No 544582 No
## 4949 No 1712965 Yes
## 4950 No 701400 No
## 4951 Yes 1468117 No
## 4952 No 2504896 Yes
## 4953 No 471940 No
## 4954 No 463681 No
## 4955 Yes 2821033 Yes
## 4956 No 1073598 No
## 4957 Yes 1220839 No
## 4958 Yes 885452 No
## 4959 No 312915 No
## 4960 <NA> 556588 No
## 4961 Yes 3384759 Yes
## 4962 No 292765 No
## 4963 No 681971 Yes
## 4964 Yes 836840 Yes
## 4965 No 499094 No
## 4966 No 445356 No
## 4967 No 606276 Yes
## 4968 No 2589526 No
## 4969 <NA> 959081 Yes
## 4970 Yes 964092 Yes
## 4971 No 583848 No
## 4972 Yes 1062651 No
## 4973 Yes 9126917 Yes
## 4974 Yes 1177781 No
## 4975 No 850314 No
## 4976 <NA> 2250516 No
## 4977 No 731731 Yes
## 4978 No 1718234 Yes
## 4979 Yes 1218872 No
## 4980 Yes 2073824 No
## 4981 No 1068062 No
## 4982 <NA> 734801 Yes
## 4983 Yes 1489281 No
## 4984 No 1015125 No
## 4985 No 1798636 Yes
## 4986 No 725341 Yes
## 4987 Yes 377279 Yes
## 4988 Yes 916255 No
## 4989 Yes 1804875 No
## 4990 No 669885 No
## 4991 No 1137411 Yes
## 4992 No 966086 No
## 4993 <NA> 1921207 Yes
## 4994 No 599219 No
## 4995 Yes 1365553 No
## 4996 <NA> 3857438 Yes
## 4997 No 472331 No
## 4998 Yes 2862480 No
## 4999 No 1947417 No
## 5000 Yes 945874 No
## 5001 No 3234874 Yes
## 5002 Yes 916290 Yes
## 5003 No 770562 No
## 5004 <NA> 701373 Yes
## 5005 No 394359 No
## 5006 <NA> 827708 No
## 5007 No 7364741 No
## 5008 No 667838 No
## 5009 Yes 1606690 No
## 5010 Yes 1201170 Yes
## 5011 Yes 1124826 No
## 5012 No 821336 No
## 5013 No 394626 No
## 5014 Yes 443789 No
## 5015 No 1289877 Yes
## 5016 No 965338 No
## 5017 Yes 1473039 No
## 5018 <NA> 428321 No
## 5019 No 486376 No
## 5020 Yes 794565 Yes
## 5021 <NA> 5716016 Yes
## 5022 No 738477 Yes
## 5023 Yes 790871 No
## 5024 No 256934 Yes
## 5025 No 1053822 No
## 5026 Yes 1187838 No
## 5027 <NA> 621220 No
## 5028 No 3276775 No
## 5029 Yes 632932 No
## 5030 Yes 533492 No
## 5031 No 535237 Yes
## 5032 No 490345 No
## 5033 No 574272 Yes
## 5034 No 718737 Yes
## 5035 Yes 666369 No
## 5036 Yes 1846545 No
## 5037 No 613850 No
## 5038 No 925778 No
## 5039 No 1455132 No
## 5040 No 1123340 No
## 5041 No 634436 No
## 5042 Yes 738433 No
## 5043 No 1839354 No
## 5044 <NA> 493184 No
## 5045 Yes 3150537 No
## 5046 Yes 838540 No
## 5047 Yes 1921501 No
## 5048 No 1604002 Yes
## 5049 Yes 556063 No
## 5050 No 1509511 No
## 5051 Yes 1488827 No
## 5052 Yes 355813 No
## 5053 No 946853 No
## 5054 No 787997 No
## 5055 No 863050 No
## 5056 No 430306 Yes
## 5057 No 609498 No
## 5058 No 1488934 No
## 5059 Yes 565523 Yes
## 5060 Yes 596344 No
## 5061 Yes 1091211 No
## 5062 No 2929719 No
## 5063 Yes 428810 No
## 5064 Yes 1276473 No
## 5065 No 608092 Yes
## 5066 <NA> 1260507 No
## 5067 No 1659191 Yes
## 5068 No 679942 No
## 5069 No 1618607 No
## 5070 Yes 1270234 No
## 5071 Yes 546442 Yes
## 5072 Yes 620178 No
## 5073 <NA> 1469710 No
## 5074 No 1034313 Yes
## 5075 No 840587 No
## 5076 No 1513774 No
## 5077 No 418246 No
## 5078 No 754453 No
## 5079 No 799478 No
## 5080 No 981109 Yes
## 5081 No 601266 No
## 5082 No 668879 Yes
## 5083 No 333536 Yes
## 5084 No 440701 Yes
## 5085 Yes 1047841 Yes
## 5086 Yes 971915 No
## 5087 No 1051517 No
## 5088 No 1226740 No
## 5089 No 2896407 No
## 5090 <NA> 1459849 Yes
## 5091 No 3954599 No
## 5092 Yes 1081795 No
## 5093 No 182628 No
## 5094 Yes 692331 Yes
## 5095 No 1754519 No
## 5096 No 594635 Yes
## 5097 No 669760 Yes
## 5098 Yes 571753 No
## 5099 Yes 1037481 No
## 5100 No 1008548 No
## 5101 No 1586416 No
## 5102 No 2350810 Yes
## 5103 Yes 1413916 No
## 5104 Yes 795553 Yes
## 5105 No 1644088 No
## 5106 No 595748 Yes
## 5107 Yes 1313017 No
## 5108 No 586857 No
## 5109 No 251807 Yes
## 5110 No 506338 No
## 5111 Yes 1356769 No
## 5112 No 711955 No
## 5113 No 919307 Yes
## 5114 Yes 1163327 No
## 5115 <NA> 1476216 Yes
## 5116 Yes 1205344 Yes
## 5117 Yes 427484 No
## 5118 No 847155 Yes
## 5119 No 765560 Yes
## 5120 Yes 2531560 No
## 5121 Yes 451141 No
## 5122 No 1712119 Yes
## 5123 No 540995 No
## 5124 No 666841 Yes
## 5125 Yes 2121715 Yes
## 5126 No 334996 No
## 5127 No 487444 No
## 5128 Yes 474806 No
## 5129 No 561768 No
## 5130 Yes 302991 Yes
## 5131 <NA> 2281782 No
## 5132 No 2092843 No
## 5133 Yes 1356573 No
## 5134 <NA> 726631 Yes
## 5135 Yes 775065 No
## 5136 No 771282 No
## 5137 Yes 452075 No
## 5138 Yes 553277 Yes
## 5139 No 819832 No
## 5140 Yes 853572 Yes
## 5141 No 1145358 No
## 5142 Yes 1214654 No
## 5143 Yes 1086075 No
## 5144 Yes 531490 No
## 5145 No 869992 No
## 5146 No 1206795 Yes
## 5147 Yes 2501122 Yes
## 5148 No 1336112 No
## 5149 <NA> 1275450 No
## 5150 No 853572 No
## 5151 Yes 659632 Yes
## 5152 No 403775 No
## 5153 Yes 638592 Yes
## 5154 Yes 1594132 Yes
## 5155 No 962437 No
## 5156 No 1138630 No
## 5157 Yes 2976747 No
## 5158 Yes 1973058 No
## 5159 Yes 681419 No
## 5160 <NA> 576016 Yes
## 5161 <NA> 335076 Yes
## 5162 <NA> 1242653 No
## 5163 No 385272 Yes
## 5164 No 882613 Yes
## 5165 <NA> 1302728 Yes
## 5166 Yes 1741427 No
## 5167 No 1513026 Yes
## 5168 Yes 719867 Yes
## 5169 Yes 2409755 Yes
## 5170 <NA> 1210960 No
## 5171 No 757149 No
## 5172 Yes 1432205 No
## 5173 No 665105 No
## 5174 Yes 421744 No
## 5175 No 1854929 No
## 5176 No 3409652 Yes
## 5177 <NA> 838798 No
## 5178 No 388698 No
## 5179 No 1203609 No
## 5180 No 280910 No
## 5181 No 4076200 No
## 5182 Yes 3007959 No
## 5183 <NA> 577547 No
## 5184 Yes 413556 No
## 5185 No 308821 No
## 5186 No 496806 Yes
## 5187 No 849380 No
## 5188 No 1060871 Yes
## 5189 No 764269 No
## 5190 Yes 1811799 Yes
## 5191 No 546246 No
## 5192 No 1102024 No
## 5193 No 350526 No
## 5194 No 725403 Yes
## 5195 No 316350 Yes
## 5196 No 1205362 No
## 5197 No 910639 No
## 5198 No 645276 No
## 5199 Yes 1436406 No
## 5200 No 5908603 Yes
## 5201 <NA> 1043213 No
## 5202 Yes 1294246 No
## 5203 Yes 7309142 No
## 5204 No 1131127 Yes
## 5205 <NA> 616378 No
## 5206 <NA> 1036600 No
## 5207 No 713228 No
## 5208 No 978626 No
## 5209 Yes 2347339 Yes
## 5210 <NA> 1179712 Yes
## 5211 No 3081776 No
## 5212 No 1720815 Yes
## 5213 No 461028 Yes
## 5214 No 1853300 Yes
## 5215 Yes 1104605 No
## 5216 No 392240 Yes
## 5217 No 1709458 Yes
## 5218 No 685816 Yes
## 5219 Yes 354762 No
## 5220 Yes 856669 No
## 5221 Yes 1035675 Yes
## 5222 <NA> 982729 Yes
## 5223 No 1705640 Yes
## 5224 No 2384879 No
## 5225 <NA> 371352 No
## 5226 <NA> 1137099 No
## 5227 No 435770 No
## 5228 No 445186 No
## 5229 No 958672 Yes
## 5230 No 1171524 No
## 5231 No 4310189 Yes
## 5232 No 493647 No
## 5233 No 1871945 No
## 5234 Yes 734561 No
## 5235 No 684543 No
## 5236 <NA> 1202514 No
## 5237 Yes 753420 Yes
## 5238 No 978056 Yes
## 5239 No 993693 No
## 5240 No 536563 No
## 5241 No 1687270 Yes
## 5242 No 579701 Yes
## 5243 Yes 1084429 No
## 5244 <NA> 1645040 No
## 5245 Yes 2169900 Yes
## 5246 Yes 414028 Yes
## 5247 No 1015240 No
## 5248 No 1293401 No
## 5249 No 578962 No
## 5250 <NA> 1014680 Yes
## 5251 No 1826840 Yes
## 5252 Yes 1465705 No
## 5253 Yes 1800834 No
## 5254 <NA> 766307 No
## 5255 <NA> 1169691 Yes
## 5256 <NA> 580858 No
## 5257 No 1490687 No
## 5258 Yes 615808 No
## 5259 No 1205620 Yes
## 5260 No 1479749 Yes
## 5261 No 243183 Yes
## 5262 No 826881 No
## 5263 No 1506013 No
## 5264 Yes 2488529 No
## 5265 <NA> 362799 Yes
## 5266 <NA> 1123073 No
## 5267 Yes 525785 Yes
## 5268 No 3193693 No
## 5269 No 939786 No
## 5270 No 1144700 Yes
## 5271 No 1381778 Yes
## 5272 Yes 1285275 Yes
## 5273 No 1036663 Yes
## 5274 <NA> 711884 No
## 5275 No 831491 Yes
## 5276 Yes 997387 No
## 5277 No 837285 No
## 5278 No 1083993 No
## 5279 No 428125 No
## 5280 No 664287 No
## 5281 Yes 577939 No
## 5282 No 488565 No
## 5283 <NA> 948410 No
## 5284 Yes 512631 No
## 5285 No 641529 No
## 5286 No 676106 Yes
## 5287 No 2956838 Yes
## 5288 No 1037206 Yes
## 5289 <NA> 674157 No
## 5290 No 1525486 No
## 5291 No 3201223 Yes
## 5292 <NA> 1969792 Yes
## 5293 No 47526 Yes
## 5294 No 676845 Yes
## 5295 No 933271 No
## 5296 No 906429 No
## 5297 No 1599926 No
## 5298 No 1185150 Yes
## 5299 No 1370448 No
## 5300 No 666369 No
## 5301 No 1167893 No
## 5302 <NA> 1831664 No
## 5303 No 508563 No
## 5304 No 1197913 No
## 5305 No 1420235 No
## 5306 Yes 3887840 Yes
## 5307 No 713691 No
## 5308 No 3035175 No
## 5309 No 955370 Yes
## 5310 Yes 970838 No
## 5311 No 1957332 Yes
## 5312 No 1538988 Yes
## 5313 No 593140 Yes
## 5314 No 2983564 No
## 5315 No 1576457 No
## 5316 No 673730 Yes
## 5317 No 2672162 No
## 5318 No 1289458 No
## 5319 No 2461615 Yes
## 5320 <NA> 572456 No
## 5321 No 622599 Yes
## 5322 <NA> 1158806 No
## 5323 No 834553 Yes
## 5324 <NA> 999283 No
## 5325 Yes 523907 Yes
## 5326 Yes 2720071 Yes
## 5327 Yes 1550486 Yes
## 5328 Yes 1379722 No
## 5329 Yes 1651101 Yes
## 5330 <NA> 2050755 Yes
## 5331 No 2606721 Yes
## 5332 <NA> 1260960 No
## 5333 No 869369 No
## 5334 No 329531 No
## 5335 No 568309 No
## 5336 No 807052 No
## 5337 Yes 1190241 No
## 5338 No 675821 No
## 5339 No 3549150 No
## 5340 No 1274551 Yes
## 5341 No 1394211 Yes
## 5342 <NA> 767536 No
## 5343 No 3840830 No
## 5344 Yes 1054854 No
## 5345 <NA> 828750 Yes
## 5346 No 1560383 Yes
## 5347 No 2781383 No
## 5348 <NA> 436028 No
## 5349 Yes 2163545 Yes
## 5350 No 744805 No
## 5351 No 594003 Yes
## 5352 Yes 885621 Yes
## 5353 Yes 1341016 Yes
## 5354 No 1383905 No
## 5355 Yes 663975 No
## 5356 Yes 819494 No
## 5357 No 1352212 Yes
## 5358 No 351140 Yes
## 5359 <NA> 1330505 No
## 5360 Yes 983227 No
## 5361 No 819440 No
## 5362 No 854791 No
## 5363 No 157601 No
## 5364 No 518113 No
## 5365 No 733947 No
## 5366 <NA> 1447727 No
## 5367 No 583430 Yes
## 5368 No 1681966 Yes
## 5369 No 777005 No
## 5370 No 2402937 Yes
## 5371 No 1134652 Yes
## 5372 No 697528 No
## 5373 No 578108 No
## 5374 No 1387955 Yes
## 5375 No 664340 No
## 5376 No 599637 No
## 5377 Yes 1906655 Yes
## 5378 No 497501 No
## 5379 No 557264 No
## 5380 No 3697878 Yes
## 5381 Yes 1727863 No
## 5382 No 1573190 No
## 5383 No 446682 No
## 5384 No 1619088 Yes
## 5385 No 342044 Yes
## 5386 No 460254 Yes
## 5387 No 1325583 Yes
## 5388 No 824745 No
## 5389 No 567998 No
## 5390 Yes 509970 No
## 5391 No 539313 No
## 5392 Yes 824042 No
## 5393 No 4747598 Yes
## 5394 No 4771592 No
## 5395 No 381747 Yes
## 5396 No 632264 No
## 5397 Yes 570454 No
## 5398 No 783030 No
## 5399 Yes 594342 No
## 5400 No 399334 No
## 5401 No 2091731 No
## 5402 No 443442 Yes
## 5403 <NA> 1490643 Yes
## 5404 No 1444452 Yes
## 5405 Yes 950778 No
## 5406 No 465167 Yes
## 5407 Yes 1164600 No
## 5408 Yes 3501785 Yes
## 5409 No 882337 No
## 5410 No 1002460 No
## 5411 No 595659 No
## 5412 <NA> 1879057 No
## 5413 No 905512 No
## 5414 <NA> 466564 No
## 5415 No 1710900 Yes
## 5416 No 2458091 No
## 5417 No 472153 No
## 5418 <NA> 1391995 Yes
## 5419 Yes 467748 No
## 5420 No 2586046 No
## 5421 No 1374302 No
## 5422 No 1121595 Yes
## 5423 No 608733 No
## 5424 Yes 1592388 No
## 5425 Yes 2068938 Yes
## 5426 <NA> 1131554 Yes
## 5427 <NA> 1219611 Yes
## 5428 No 1085488 No
## 5429 Yes 507469 No
## 5430 No 581526 No
## 5431 Yes 546842 Yes
## 5432 No 437016 No
## 5433 No 284835 No
## 5434 No 405314 No
## 5435 Yes 1361308 No
## 5436 No 916637 No
## 5437 No 7838666 Yes
## 5438 No 610735 Yes
## 5439 No 392151 No
## 5440 No 4944884 Yes
## 5441 No 563494 No
## 5442 Yes 821852 No
## 5443 Yes 496869 No
## 5444 Yes 686465 No
## 5445 No 570952 No
## 5446 Yes 2170478 Yes
## 5447 Yes 1206831 No
## 5448 Yes 606695 No
## 5449 Yes 835140 No
## 5450 <NA> 961208 No
## 5451 No 957551 No
## 5452 No 1144095 Yes
## 5453 Yes 1885589 Yes
## 5454 No 241661 No
## 5455 Yes 1221818 Yes
## 5456 Yes 668158 No
## 5457 <NA> 1700389 No
## 5458 No 1801974 No
## 5459 Yes 865266 No
## 5460 No 1386139 No
## 5461 No 1784761 No
## 5462 No 846390 No
## 5463 No 2001672 No
## 5464 Yes 6875855 No
## 5465 No 277074 Yes
## 5466 No 1054285 No
## 5467 No 727788 No
## 5468 No 587862 No
## 5469 No 684125 No
## 5470 Yes 2265192 No
## 5471 No 4017299 No
## 5472 No 1649890 Yes
## 5473 No 1694141 No
## 5474 Yes 3358370 No
## 5475 No 237692 No
## 5476 Yes 1921287 Yes
## 5477 Yes 1050182 No
## 5478 No 642624 Yes
## 5479 No 419270 No
## 5480 No 2077028 Yes
## 5481 <NA> 742909 No
## 5482 No 1831344 No
## 5483 Yes 2569866 No
## 5484 No 333527 No
## 5485 Yes 942243 Yes
## 5486 Yes 1771856 Yes
## 5487 No 1162891 Yes
## 5488 No 2835041 Yes
## 5489 No 2596539 Yes
## 5490 No 918791 Yes
## 5491 No 1637893 Yes
## 5492 No 789074 Yes
## 5493 No 820686 Yes
## 5494 <NA> 1280389 Yes
## 5495 No 1167297 No
## 5496 No 2942019 No
## 5497 <NA> 537043 No
## 5498 No 594315 No
## 5499 Yes 982471 No
## 5500 Yes 765302 No
## 5501 No 845722 No
## 5502 No 666618 No
## 5503 No 763210 No
## 5504 Yes 1261299 No
## 5505 Yes 528268 No
## 5506 No 927566 No
## 5507 No 1293410 Yes
## 5508 No 1287278 No
## 5509 Yes 748863 No
## 5510 No 1516017 No
## 5511 No 322384 No
## 5512 No 892563 Yes
## 5513 Yes 1343063 No
## 5514 No 634454 Yes
## 5515 <NA> 687284 Yes
## 5516 Yes 515203 No
## 5517 Yes 626497 No
## 5518 Yes 934811 No
## 5519 No 1437020 Yes
## 5520 <NA> 3585925 Yes
## 5521 <NA> 1030620 Yes
## 5522 No 1099675 No
## 5523 No 1158495 Yes
## 5524 <NA> 1283664 Yes
## 5525 No 705431 No
## 5526 No 774789 Yes
## 5527 Yes 397883 No
## 5528 No 389508 No
## 5529 No 373355 No
## 5530 No 436117 Yes
## 5531 No 645347 No
## 5532 <NA> 767304 Yes
## 5533 Yes 977202 Yes
## 5534 Yes 482727 No
## 5535 No 1077736 Yes
## 5536 No 689865 No
## 5537 Yes 1765368 No
## 5538 No 732674 No
## 5539 No 656775 Yes
## 5540 No 378365 Yes
## 5541 No 580600 No
## 5542 No 1305781 Yes
## 5543 No 999790 No
## 5544 No 1054792 No
## 5545 Yes 596228 Yes
## 5546 <NA> 1126428 Yes
## 5547 No 599059 Yes
## 5548 Yes 948259 Yes
## 5549 Yes 2087441 Yes
## 5550 No 400010 Yes
## 5551 Yes 1160061 Yes
## 5552 No 693870 No
## 5553 <NA> 3028153 Yes
## 5554 Yes 384666 No
## 5555 No 704684 No
## 5556 Yes 1879653 Yes
## 5557 No 1977695 No
## 5558 Yes 689705 No
## 5559 No 1243917 No
## 5560 Yes 750964 No
## 5561 No 226246 No
## 5562 No 1277790 No
## 5563 No 500544 No
## 5564 No 695988 Yes
## 5565 Yes 405804 No
## 5566 No 497634 No
## 5567 No 1299337 No
## 5568 Yes 1518713 No
## 5569 No 844022 Yes
## 5570 No 616609 No
## 5571 Yes 1967914 No
## 5572 <NA> 871105 Yes
## 5573 Yes 1001819 No
## 5574 No 472928 No
## 5575 No 715017 No
## 5576 Yes 648284 No
## 5577 Yes 612364 No
## 5578 <NA> 656179 No
## 5579 <NA> 475446 No
## 5580 No 614892 No
## 5581 No 1411317 Yes
## 5582 No 285832 No
## 5583 No 909775 No
## 5584 No 226905 No
## 5585 Yes 472136 No
## 5586 No 1090597 No
## 5587 No 1672149 Yes
## 5588 <NA> 1224355 No
## 5589 Yes 961431 Yes
## 5590 Yes 978919 Yes
## 5591 No 458385 Yes
## 5592 No 531410 Yes
## 5593 No 512203 Yes
## 5594 No 737507 No
## 5595 No 1087695 No
## 5596 Yes 633858 Yes
## 5597 <NA> 1638846 Yes
## 5598 No 2045059 No
## 5599 Yes 427716 No
## 5600 Yes 927228 No
## 5601 No 1208157 Yes
## 5602 No 1346765 Yes
## 5603 No 1663062 Yes
## 5604 No 947253 Yes
## 5605 Yes 1023660 No
## 5606 No 830637 Yes
## 5607 Yes 869957 No
## 5608 Yes 1797034 No
## 5609 Yes 2484337 Yes
## 5610 No 2321155 No
## 5611 Yes 2640870 No
## 5612 <NA> 530155 Yes
## 5613 Yes 3001080 No
## 5614 Yes 1011200 No
## 5615 Yes 1234990 Yes
## 5616 No 1328049 Yes
## 5617 No 635406 No
## 5618 No 835345 Yes
## 5619 No 428864 Yes
## 5620 No 786181 No
## 5621 Yes 880432 Yes
## 5622 No 2615060 Yes
## 5623 <NA> 836457 Yes
## 5624 <NA> 785843 No
## 5625 Yes 1073847 No
## 5626 No 663664 No
## 5627 No 1467877 No
## 5628 No 456133 No
## 5629 No 746710 No
## 5630 Yes 2161418 No
## 5631 No 469697 Yes
## 5632 No 753607 Yes
## 5633 No 989697 Yes
## 5634 No 502307 No
## 5635 No 955744 Yes
## 5636 No 544128 No
## 5637 Yes 929400 No
## 5638 Yes 1053039 Yes
## 5639 No 1194006 No
## 5640 No 1499739 No
## 5641 Yes 449369 No
## 5642 Yes 1314325 No
## 5643 No 1609422 Yes
## 5644 No 794298 No
## 5645 Yes 329415 No
## 5646 No 1425593 Yes
## 5647 Yes 676969 Yes
## 5648 No 710834 No
## 5649 Yes 1259848 No
## 5650 No 411527 No
## 5651 Yes 1423875 Yes
## 5652 No 372251 No
## 5653 No 1423786 No
## 5654 No 340469 No
## 5655 No 1500166 No
## 5656 Yes 1057453 No
## 5657 No 362176 Yes
## 5658 <NA> 1565412 No
## 5659 No 601221 No
## 5660 <NA> 633404 No
## 5661 Yes 911840 No
## 5662 No 500313 Yes
## 5663 No 1910002 Yes
## 5664 No 879239 Yes
## 5665 No 590283 No
## 5666 No 1395101 No
## 5667 No 1647594 No
## 5668 No 1343455 No
## 5669 Yes 476692 No
## 5670 No 5947959 Yes
## 5671 Yes 2218903 No
## 5672 No 536038 No
## 5673 Yes 1805062 Yes
## 5674 No 2389240 Yes
## 5675 No 2826666 No
## 5676 Yes 623712 No
## 5677 Yes 624165 No
## 5678 No 833947 No
## 5679 Yes 689189 Yes
## 5680 Yes 724816 No
## 5681 No 3051062 No
## 5682 No 666165 Yes
## 5683 No 3148455 Yes
## 5684 No 1007809 No
## 5685 Yes 1213043 Yes
## 5686 No 1279802 Yes
## 5687 Yes 419928 No
## 5688 Yes 777486 No
## 5689 Yes 1019922 No
## 5690 No 1116006 No
## 5691 Yes 558982 Yes
## 5692 No 755788 Yes
## 5693 No 1111779 No
## 5694 Yes 1205255 No
## 5695 No 570979 No
## 5696 No 1301304 No
## 5697 Yes 687569 No
## 5698 No 1251660 No
## 5699 No 392739 Yes
## 5700 No 704773 No
## 5701 No 371557 Yes
## 5702 <NA> 1109830 Yes
## 5703 Yes 942171 No
## 5704 No 409489 No
## 5705 No 628411 Yes
## 5706 Yes 1066139 No
## 5707 No 1130442 No
## 5708 Yes 1314627 No
## 5709 No 537951 No
## 5710 No 719484 Yes
## 5711 No 2076797 Yes
## 5712 Yes 1304375 No
## 5713 No 774994 Yes
## 5714 Yes 833565 No
## 5715 No 591458 No
## 5716 No 868987 No
## 5717 Yes 599326 No
## 5718 No 954177 No
## 5719 Yes 1320662 Yes
## 5720 Yes 1240428 No
## 5721 Yes 1457099 No
## 5722 No 898472 No
## 5723 No 624263 No
## 5724 No 887543 No
## 5725 Yes 4081700 Yes
## 5726 No 853038 Yes
## 5727 No 210467 No
## 5728 No 718390 Yes
## 5729 Yes 487435 No
## 5730 <NA> 1376420 No
## 5731 No 970536 No
## 5732 <NA> 1320341 Yes
## 5733 <NA> 766557 Yes
## 5734 Yes 1027709 Yes
## 5735 Yes 706802 Yes
## 5736 No 1055833 Yes
## 5737 Yes 542268 Yes
## 5738 No 623614 No
## 5739 No 525812 No
## 5740 Yes 514090 No
## 5741 No 1349774 Yes
## 5742 No 684543 Yes
## 5743 No 893853 No
## 5744 No 1576982 Yes
## 5745 No 3551251 Yes
## 5746 No 1190410 No
## 5747 Yes 695624 No
## 5748 Yes 2095433 No
## 5749 Yes 656659 No
## 5750 <NA> 700732 No
## 5751 No 821763 No
## 5752 Yes 1340295 Yes
## 5753 Yes 1564166 No
## 5754 Yes 348007 No
## 5755 Yes 581392 No
## 5756 Yes 463325 Yes
## 5757 No 2519785 Yes
## 5758 No 378784 No
## 5759 No 296823 No
## 5760 No 639545 No
## 5761 No 751729 No
## 5762 <NA> 755369 No
## 5763 Yes 1530363 No
## 5764 Yes 997512 No
## 5765 No 865284 No
## 5766 Yes 1110052 Yes
## 5767 Yes 360423 Yes
## 5768 Yes 1340989 No
## 5769 No 1563908 Yes
## 5770 No 1710046 Yes
## 5771 No 980059 No
## 5772 <NA> 1052496 No
## 5773 No 650483 Yes
## 5774 No 949665 Yes
## 5775 No 479451 No
## 5776 Yes 993489 No
## 5777 No 973864 Yes
## 5778 No 389481 No
## 5779 No 1413854 No
## 5780 No 878581 Yes
## 5781 Yes 509863 Yes
## 5782 No 1085043 No
## 5783 Yes 1292591 Yes
## 5784 No 676141 No
## 5785 No 458492 No
## 5786 No 435040 Yes
## 5787 <NA> 522554 No
## 5788 No 596994 No
## 5789 No 408510 Yes
## 5790 No 502342 No
## 5791 Yes 1493731 No
## 5792 Yes 317302 Yes
## 5793 No 961128 No
## 5794 <NA> 1125146 Yes
## 5795 <NA> 915178 Yes
## 5796 No 1020429 Yes
## 5797 <NA> 1191718 No
## 5798 <NA> 864003 Yes
## 5799 No 1990137 Yes
## 5800 No 756188 Yes
## 5801 Yes 496504 No
## 5802 No 498035 Yes
## 5803 No 632754 No
## 5804 No 499316 No
## 5805 No 505439 Yes
## 5806 No 905672 No
## 5807 No 728420 Yes
## 5808 No 973348 Yes
## 5809 No 952842 No
## 5810 Yes 999105 No
## 5811 No 1063247 No
## 5812 Yes 1334822 No
## 5813 No 1124595 No
## 5814 No 448141 Yes
## 5815 Yes 1787947 No
## 5816 No 1781032 Yes
## 5817 Yes 867055 No
## 5818 Yes 599174 No
## 5819 Yes 683804 No
## 5820 Yes 1049176 Yes
## 5821 Yes 1694373 No
## 5822 Yes 1508585 No
## 5823 No 2591528 No
## 5824 Yes 584881 No
## 5825 <NA> 891424 No
## 5826 No 619092 Yes
## 5827 <NA> 763077 No
## 5828 Yes 656900 Yes
## 5829 No 607309 Yes
## 5830 Yes 508145 No
## 5831 Yes 851276 No
## 5832 No 1055869 No
## 5833 Yes 759641 Yes
## 5834 Yes 1049941 No
## 5835 No 553313 Yes
## 5836 Yes 1040196 No
## 5837 Yes 734623 No
## 5838 Yes 362826 Yes
## 5839 No 515888 Yes
## 5840 No 808413 No
## 5841 <NA> 899505 No
## 5842 No 1259679 No
## 5843 No 1032017 Yes
## 5844 Yes 1024398 No
## 5845 No 641289 Yes
## 5846 No 937437 No
## 5847 No 2741226 Yes
## 5848 No 1324453 Yes
## 5849 Yes 539348 No
## 5850 No 1163550 No
## 5851 No 622368 Yes
## 5852 No 457771 Yes
## 5853 <NA> 2912952 No
## 5854 No 256115 No
## 5855 No 450829 No
## 5856 <NA> 578784 No
## 5857 <NA> 609774 Yes
## 5858 Yes 1327248 No
## 5859 Yes 1342493 No
## 5860 No 514224 No
## 5861 No 755823 No
## 5862 No 1343757 No
## 5863 No 354246 No
## 5864 No 457905 No
## 5865 <NA> 3572807 Yes
## 5866 No 1886025 No
## 5867 No 2304752 No
## 5868 No 908369 Yes
## 5869 Yes 425509 No
## 5870 No 184390 Yes
## 5871 Yes 901427 No
## 5872 Yes 1388515 No
## 5873 <NA> 2660049 No
## 5874 Yes 805307 No
## 5875 Yes 248051 No
## 5876 No 957595 No
## 5877 No 2309024 Yes
## 5878 Yes 824709 No
## 5879 No 1331457 Yes
## 5880 No 483750 No
## 5881 No 949621 No
## 5882 Yes 903554 No
## 5883 No 775136 No
## 5884 No 861297 No
## 5885 Yes 646362 Yes
## 5886 No 942020 No
## 5887 No 700536 No
## 5888 <NA> 1035577 No
## 5889 No 579897 No
## 5890 No 699904 Yes
## 5891 No 481151 Yes
## 5892 No 1237696 No
## 5893 No 1157258 Yes
## 5894 Yes 745045 Yes
## 5895 No 601008 Yes
## 5896 No 943275 Yes
## 5897 No 571175 Yes
## 5898 No 791655 Yes
## 5899 No 983539 Yes
## 5900 No 763219 Yes
## 5901 <NA> 267462 No
## 5902 Yes 800670 No
## 5903 <NA> 1143658 Yes
## 5904 No 1770744 No
## 5905 No 769725 No
## 5906 Yes 403374 No
## 5907 No 1308451 Yes
## 5908 No 883903 No
## 5909 No 757568 Yes
## 5910 No 699869 No
## 5911 No 785594 Yes
## 5912 Yes 938380 Yes
## 5913 Yes 321441 Yes
## 5914 Yes 695508 No
## 5915 No 781989 No
## 5916 Yes 785772 Yes
## 5917 Yes 573622 No
## 5918 No 912009 No
## 5919 <NA> 663414 Yes
## 5920 Yes 452698 Yes
## 5921 No 1059100 Yes
## 5922 Yes 909704 Yes
## 5923 No 791850 No
## 5924 No 2237326 No
## 5925 No 2859712 No
## 5926 <NA> 762801 No
## 5927 No 1106038 No
## 5928 No 1228698 Yes
## 5929 Yes 503837 No
## 5930 No 1665946 No
## 5931 <NA> 376763 Yes
## 5932 Yes 975217 No
## 5933 <NA> 1088069 Yes
## 5934 Yes 928732 No
## 5935 No 824754 No
## 5936 No 552173 Yes
## 5937 No 659080 No
## 5938 No 545774 No
## 5939 Yes 868898 No
## 5940 No 736679 No
## 5941 No 774264 No
## 5942 No 339766 No
## 5943 No 4332947 Yes
## 5944 Yes 327128 No
## 5945 No 547884 Yes
## 5946 No 812374 No
## 5947 Yes 1032667 No
## 5948 No 927851 No
## 5949 No 402680 No
## 5950 No 583270 No
## 5951 Yes 1511905 No
## 5952 No 620597 No
## 5953 No 758155 Yes
## 5954 No 3235354 No
## 5955 Yes 2622625 No
## 5956 No 1744141 Yes
## 5957 No 395765 Yes
## 5958 No 519030 No
## 5959 No 1112402 Yes
## 5960 Yes 817447 No
## 5961 No 635673 No
## 5962 No 775910 No
## 5963 No 747083 No
## 5964 No 721015 No
## 5965 No 1867353 No
## 5966 <NA> 994076 No
## 5967 Yes 1820762 Yes
## 5968 Yes 721460 Yes
## 5969 No 1062366 No
## 5970 No 837027 No
## 5971 Yes 475651 No
## 5972 Yes 1177888 No
## 5973 No 5844914 Yes
## 5974 <NA> 574121 No
## 5975 No 450126 No
## 5976 No 1303556 Yes
## 5977 No 949371 Yes
## 5978 No 913104 Yes
## 5979 No 617775 No
## 5980 <NA> 1666961 No
## 5981 No 1240624 Yes
## 5982 No 1176304 No
## 5983 Yes 660202 No
## 5984 Yes 517615 Yes
## 5985 No 515594 Yes
## 5986 Yes 1748672 Yes
## 5987 No 2155891 No
## 5988 Yes 630965 No
## 5989 <NA> 3143399 No
## 5990 Yes 1372593 No
## 5991 Yes 1374186 No
## 5992 Yes 1269407 No
## 5993 Yes 2228898 No
## 5994 No 2572073 No
## 5995 No 709686 Yes
## 5996 No 606953 Yes
## 5997 No 1660286 Yes
## 5998 No 477582 No
## 5999 Yes 1678887 No
## 6000 No 909081 No
## 6001 Yes 697795 No
## 6002 Yes 1318650 No
## 6003 <NA> 1220902 No
## 6004 Yes 1184776 No
## 6005 No 472652 No
## 6006 No 592980 No
## 6007 <NA> 1467690 No
## 6008 Yes 878875 No
## 6009 No 569484 No
## 6010 No 1068453 No
## 6011 No 270978 Yes
## 6012 <NA> 413769 Yes
## 6013 Yes 418860 Yes
## 6014 Yes 1125841 No
## 6015 <NA> 1340197 Yes
## 6016 No 807007 No
## 6017 No 3292377 No
## 6018 Yes 930797 No
## 6019 Yes 632603 Yes
## 6020 No 689776 Yes
## 6021 No 731624 No
## 6022 Yes 1208192 Yes
## 6023 Yes 1485828 No
## 6024 Yes 442623 No
## 6025 No 934357 Yes
## 6026 No 461732 No
## 6027 Yes 598925 Yes
## 6028 No 799958 Yes
## 6029 No 458323 No
## 6030 <NA> 1507989 Yes
## 6031 No 1025475 No
## 6032 No 502173 No
## 6033 <NA> 1092831 Yes
## 6034 No 1398305 No
## 6035 No 882550 Yes
## 6036 Yes 1771865 No
## 6037 No 771603 Yes
## 6038 No 818079 No
## 6039 No 564384 No
## 6040 No 1199194 Yes
## 6041 No 360361 No
## 6042 No 610059 No
## 6043 Yes 847324 Yes
## 6044 No 542214 No
## 6045 <NA> 1542797 Yes
## 6046 No 655404 Yes
## 6047 No 813353 No
## 6048 No 2226521 Yes
## 6049 <NA> 2651906 Yes
## 6050 No 560148 No
## 6051 No 1671606 No
## 6052 No 630369 No
## 6053 No 583314 No
## 6054 No 520970 Yes
## 6055 Yes 1409457 Yes
## 6056 <NA> 1217609 No
## 6057 Yes 1156421 No
## 6058 <NA> 595436 Yes
## 6059 Yes 587052 No
## 6060 No 1703326 No
## 6061 No 1079311 No
## 6062 <NA> 900172 No
## 6063 No 2237887 Yes
## 6064 No 1212705 No
## 6065 No 526417 Yes
## 6066 No 439526 Yes
## 6067 <NA> 1121551 Yes
## 6068 Yes 2311249 No
## 6069 <NA> 2196609 Yes
## 6070 No 594760 No
## 6071 Yes 1002246 Yes
## 6072 Yes 932675 No
## 6073 Yes 1029480 No
## 6074 <NA> 699922 Yes
## 6075 No 634125 Yes
## 6076 No 467339 No
## 6077 No 1521455 Yes
## 6078 No 646442 No
## 6079 No 426399 Yes
## 6080 <NA> 662489 No
## 6081 No 588663 No
## 6082 Yes 897493 No
## 6083 No 740248 No
## 6084 Yes 717535 No
## 6085 No 1113176 Yes
## 6086 <NA> 485530 Yes
## 6087 No 1686407 Yes
## 6088 Yes 515906 Yes
## 6089 Yes 5348250 No
## 6090 <NA> 1184216 No
## 6091 <NA> 826899 Yes
## 6092 No 1825648 No
## 6093 No 603081 No
## 6094 No 858716 No
## 6095 <NA> 708618 No
## 6096 Yes 1022467 Yes
## 6097 No 759027 No
## 6098 No 956794 No
## 6099 <NA> 1110889 No
## 6100 No 460441 No
## 6101 Yes 648284 No
## 6102 <NA> 1097289 No
## 6103 Yes 1185720 No
## 6104 No 1337100 No
## 6105 No 439766 No
## 6106 No 806259 Yes
## 6107 <NA> 764972 Yes
## 6108 No 484694 Yes
## 6109 No 569235 No
## 6110 No 3240703 Yes
## 6111 Yes 301078 No
## 6112 <NA> 4093795 No
## 6113 Yes 451310 Yes
## 6114 No 483759 No
## 6115 No 1351972 Yes
## 6116 No 1086049 Yes
## 6117 No 1063674 No
## 6118 No 1125173 Yes
## 6119 No 349805 No
## 6120 <NA> 649263 Yes
## 6121 No 1370048 Yes
## 6122 No 730681 Yes
## 6123 No 733520 Yes
## 6124 No 637880 Yes
## 6125 Yes 1253066 Yes
## 6126 Yes 471121 No
## 6127 No 1153885 Yes
## 6128 <NA> 720677 No
## 6129 No 214436 Yes
## 6130 No 371210 No
## 6131 No 1024986 Yes
## 6132 No 2145558 Yes
## 6133 No 806767 No
## 6134 No 2237077 Yes
## 6135 No 553455 Yes
## 6136 No 721683 No
## 6137 No 370845 No
## 6138 No 526559 Yes
## 6139 No 828901 Yes
## 6140 Yes 2757460 Yes
## 6141 <NA> 335636 No
## 6142 No 530466 No
## 6143 No 2840203 Yes
## 6144 No 567535 Yes
## 6145 No 303205 No
## 6146 No 579060 No
## 6147 No 385806 No
## 6148 Yes 638468 No
## 6149 No 750910 No
## 6150 No 535984 No
## 6151 No 390042 Yes
## 6152 No 2513511 Yes
## 6153 Yes 630769 No
## 6154 Yes 467303 Yes
## 6155 No 612925 No
## 6156 Yes 999167 Yes
## 6157 No 1231074 Yes
## 6158 No 1986035 No
## 6159 No 665141 No
## 6160 No 267275 No
## 6161 No 260663 No
## 6162 No 781420 No
## 6163 <NA> 426043 Yes
## 6164 No 434533 No
## 6165 No 500233 No
## 6166 <NA> 711270 Yes
## 6167 No 1390678 Yes
## 6168 No 1532838 No
## 6169 No 497963 Yes
## 6170 No 1390028 No
## 6171 No 1618936 Yes
## 6172 Yes 411536 Yes
## 6173 No 1706966 No
## 6174 No 1946305 Yes
## 6175 No 2708741 No
## 6176 Yes 2266830 No
## 6177 <NA> 784285 Yes
## 6178 <NA> 959873 Yes
## 6179 Yes 713085 No
## 6180 No 413387 Yes
## 6181 No 806989 Yes
## 6182 No 519973 No
## 6183 No 1118979 No
## 6184 No 230438 Yes
## 6185 Yes 591307 No
## 6186 Yes 2019303 No
## 6187 Yes 897155 Yes
## 6188 <NA> 1041789 No
## 6189 No 298239 Yes
## 6190 Yes 1124372 Yes
## 6191 No 344207 No
## 6192 No 2170318 No
## 6193 Yes 1238194 Yes
## 6194 Yes 1801813 No
## 6195 Yes 604274 No
## 6196 No 940258 No
## 6197 No 982560 No
## 6198 <NA> 690150 Yes
## 6199 No 1093009 No
## 6200 Yes 2679905 No
## 6201 No 759339 Yes
## 6202 No 556525 No
## 6203 Yes 3811425 No
## 6204 No 667918 No
## 6205 Yes 1067359 Yes
## 6206 Yes 407611 Yes
## 6207 No 832630 Yes
## 6208 No 1252737 Yes
## 6209 Yes 1111289 Yes
## 6210 No 665524 Yes
## 6211 Yes 1526937 No
## 6212 Yes 606170 No
## 6213 Yes 1020376 No
## 6214 Yes 1286299 No
## 6215 No 604844 No
## 6216 <NA> 1135221 Yes
## 6217 Yes 510228 No
## 6218 Yes 920144 No
## 6219 Yes 545570 No
## 6220 No 694564 No
## 6221 Yes 632941 Yes
## 6222 Yes 3292804 No
## 6223 No 1051259 Yes
## 6224 No 442908 No
## 6225 No 691218 No
## 6226 No 863486 Yes
## 6227 Yes 2096208 No
## 6228 Yes 790231 No
## 6229 No 893061 Yes
## 6230 Yes 805734 No
## 6231 No 685771 No
## 6232 No 599815 No
## 6233 No 1830596 No
## 6234 Yes 1492761 No
## 6235 Yes 1221436 No
## 6236 No 944548 No
## 6237 No 1473172 No
## 6238 Yes 1555737 No
## 6239 <NA> 1431974 No
## 6240 No 821318 Yes
## 6241 No 812285 No
## 6242 <NA> 2165628 Yes
## 6243 No 1753504 No
## 6244 Yes 1146364 No
## 6245 <NA> 694760 Yes
## 6246 No 416662 Yes
## 6247 Yes 741690 No
## 6248 No 543861 Yes
## 6249 No 538628 No
## 6250 No 605404 No
## 6251 No 1103778 No
## 6252 Yes 1886435 No
## 6253 Yes 4022185 No
## 6254 Yes 797173 No
## 6255 No 286232 No
## 6256 No 348248 No
## 6257 No 1382944 Yes
## 6258 No 1273340 Yes
## 6259 No 488699 No
## 6260 No 869805 No
## 6261 No 449094 No
## 6262 Yes 1273082 No
## 6263 Yes 804942 Yes
## 6264 Yes 1206608 Yes
## 6265 No 817447 No
## 6266 Yes 1153475 No
## 6267 No 2145131 No
## 6268 Yes 1296712 No
## 6269 <NA> 1374373 Yes
## 6270 No 2895116 No
## 6271 Yes 825697 No
## 6272 No 579746 Yes
## 6273 No 760086 Yes
## 6274 No 314437 No
## 6275 No 602627 No
## 6276 No 1758159 Yes
## 6277 No 640372 No
## 6278 <NA> 1138737 No
## 6279 No 866174 No
## 6280 Yes 1445733 Yes
## 6281 No 1053359 No
## 6282 No 535753 Yes
## 6283 No 1659324 No
## 6284 No 461714 Yes
## 6285 Yes 423542 No
## 6286 <NA> 927388 Yes
## 6287 No 1255451 Yes
## 6288 Yes 413974 No
## 6289 No 843114 No
## 6290 No 764759 No
## 6291 No 668559 Yes
## 6292 No 419056 Yes
## 6293 No 1739780 No
## 6294 No 392988 Yes
## 6295 <NA> 669280 Yes
## 6296 <NA> 323221 No
## 6297 No 978234 Yes
## 6298 No 580858 Yes
## 6299 No 1433238 No
## 6300 Yes 568229 No
## 6301 Yes 484115 No
## 6302 No 1325966 No
## 6303 No 1032622 No
## 6304 No 801623 No
## 6305 Yes 947422 No
## 6306 No 434435 No
## 6307 Yes 1362581 No
## 6308 <NA> 1602480 No
## 6309 Yes 2066597 Yes
## 6310 Yes 1602952 No
## 6311 No 1590376 Yes
## 6312 Yes 466742 No
## 6313 Yes 670793 No
## 6314 No 917830 Yes
## 6315 No 547536 No
## 6316 No 599753 No
## 6317 No 1186921 Yes
## 6318 No 509827 No
## 6319 No 325277 No
## 6320 Yes 802317 No
## 6321 No 811270 No
## 6322 Yes 441342 No
## 6323 No 640978 No
## 6324 Yes 1394015 No
## 6325 No 853705 No
## 6326 Yes 393006 No
## 6327 No 1451723 Yes
## 6328 No 584560 No
## 6329 Yes 560450 Yes
## 6330 Yes 6313455 No
## 6331 <NA> 1214022 No
## 6332 <NA> 658519 No
## 6333 Yes 636207 No
## 6334 No 906607 No
## 6335 No 391315 No
## 6336 Yes 1097103 No
## 6337 Yes 1018605 No
## 6338 No 812534 No
## 6339 <NA> 2952646 No
## 6340 Yes 254593 No
## 6341 No 3041503 No
## 6342 Yes 439508 No
## 6343 No 853412 No
## 6344 Yes 830200 Yes
## 6345 No 291208 No
## 6346 <NA> 596415 Yes
## 6347 No 952478 No
## 6348 No 442792 No
## 6349 <NA> 1310542 No
## 6350 <NA> 1201135 Yes
## 6351 Yes 2832460 Yes
## 6352 No 1409332 No
## 6353 Yes 534818 No
## 6354 <NA> 885879 Yes
## 6355 <NA> 1316514 No
## 6356 Yes 792660 No
## 6357 Yes 1832928 No
## 6358 No 957079 No
## 6359 <NA> 2196128 Yes
## 6360 <NA> 601755 No
## 6361 No 1612315 No
## 6362 No 2048361 No
## 6363 Yes 1472122 Yes
## 6364 No 499183 No
## 6365 No 1071542 No
## 6366 No 639963 No
## 6367 Yes 1182907 No
## 6368 Yes 424627 Yes
## 6369 Yes 1545974 No
## 6370 No 878430 No
## 6371 Yes 610753 Yes
## 6372 Yes 525909 No
## 6373 No 518371 No
## 6374 No 2062325 No
## 6375 Yes 914101 No
## 6376 Yes 795170 No
## 6377 No 1944747 No
## 6378 Yes 1169922 No
## 6379 No 410352 No
## 6380 No 1008503 Yes
## 6381 Yes 1180166 No
## 6382 No 656731 No
## 6383 Yes 1457019 No
## 6384 No 1342582 Yes
## 6385 <NA> 4452011 Yes
## 6386 Yes 1224275 No
## 6387 No 428802 No
## 6388 No 1673422 No
## 6389 No 2081977 No
## 6390 No 384871 No
## 6391 No 518104 No
## 6392 No 3430976 No
## 6393 No 785264 No
## 6394 No 618051 Yes
## 6395 No 1039021 Yes
## 6396 No 433857 Yes
## 6397 No 725661 No
## 6398 No 854551 Yes
## 6399 <NA> 1463346 Yes
## 6400 No 1240250 Yes
## 6401 <NA> 1020385 No
## 6402 Yes 745837 No
## 6403 No 1287491 No
## 6404 No 1659965 No
## 6405 No 681384 No
## 6406 <NA> 828020 No
## 6407 No 1323830 Yes
## 6408 No 862071 Yes
## 6409 No 650447 No
## 6410 No 473569 No
## 6411 <NA> 1216870 Yes
## 6412 No 1286058 Yes
## 6413 No 1531592 No
## 6414 No 1034633 Yes
## 6415 No 659045 No
## 6416 No 1856175 No
## 6417 No 1197032 Yes
## 6418 Yes 335565 No
## 6419 <NA> 1043444 Yes
## 6420 No 3989967 Yes
## 6421 No 881981 No
## 6422 Yes 941513 No
## 6423 Yes 1776751 No
## 6424 No 632273 Yes
## 6425 No 328045 No
## 6426 No 637177 No
## 6427 Yes 654959 No
## 6428 Yes 977576 No
## 6429 Yes 3939033 No
## 6430 Yes 2207200 No
## 6431 No 444661 Yes
## 6432 No 1594541 No
## 6433 Yes 1052647 No
## 6434 No 2195514 No
## 6435 No 1931762 Yes
## 6436 Yes 1009215 No
## 6437 No 864510 No
## 6438 No 526844 No
## 6439 Yes 725501 No
## 6440 Yes 371824 No
## 6441 No 1169006 Yes
## 6442 Yes 810434 No
## 6443 No 1003599 Yes
## 6444 No 448853 No
## 6445 <NA> 564865 Yes
## 6446 <NA> 490621 No
## 6447 No 1443562 No
## 6448 No 349449 No
## 6449 Yes 1977740 Yes
## 6450 No 606552 No
## 6451 <NA> 2059148 Yes
## 6452 No 1081074 No
## 6453 <NA> 566529 Yes
## 6454 No 463405 No
## 6455 No 723472 No
## 6456 Yes 2653579 Yes
## 6457 No 766752 No
## 6458 No 438351 Yes
## 6459 No 2183490 Yes
## 6460 Yes 1757198 Yes
## 6461 No 768203 No
## 6462 No 1355621 Yes
## 6463 Yes 756891 No
## 6464 No 590256 Yes
## 6465 Yes 1183157 No
## 6466 No 522332 No
## 6467 No 680796 No
## 6468 Yes 611990 No
## 6469 No 262558 Yes
## 6470 No 2274341 No
## 6471 No 660851 No
## 6472 Yes 1431022 Yes
## 6473 <NA> 927584 Yes
## 6474 No 706134 No
## 6475 <NA> 1611754 No
## 6476 <NA> 626791 Yes
## 6477 No 635326 No
## 6478 No 831562 No
## 6479 No 986885 No
## 6480 Yes 712311 Yes
## 6481 <NA> 1001873 No
## 6482 Yes 1490474 No
## 6483 No 645072 No
## 6484 Yes 1470742 Yes
## 6485 Yes 487052 No
## 6486 Yes 396557 Yes
## 6487 Yes 860692 No
## 6488 No 491671 No
## 6489 No 444056 No
## 6490 No 494608 No
## 6491 No 652797 Yes
## 6492 No 185404 No
## 6493 No 532647 Yes
## 6494 Yes 564909 No
## 6495 No 249734 No
## 6496 No 1492147 Yes
## 6497 No 247161 Yes
## 6498 Yes 1016086 No
## 6499 No 240923 No
## 6500 Yes 2682282 No
## 6501 <NA> 451683 Yes
## 6502 No 886929 No
## 6503 No 1692094 Yes
## 6504 No 836199 Yes
## 6505 No 610103 No
## 6506 Yes 445827 No
## 6507 No 523649 No
## 6508 Yes 791779 Yes
## 6509 No 701524 Yes
## 6510 Yes 699068 No
## 6511 No 1328111 Yes
## 6512 No 710985 No
## 6513 Yes 1661469 No
## 6514 Yes 322447 No
## 6515 No 174012 No
## 6516 No 530991 No
## 6517 Yes 2302759 No
## 6518 No 801329 No
## 6519 No 3765064 Yes
## 6520 Yes 3712839 Yes
## 6521 No 981678 Yes
## 6522 Yes 406890 No
## 6523 Yes 1898610 Yes
## 6524 No 1833284 Yes
## 6525 Yes 384880 Yes
## 6526 Yes 1725407 No
## 6527 <NA> 1927152 No
## 6528 No 547465 No
## 6529 Yes 1559698 No
## 6530 No 1628539 No
## 6531 No 1058459 No
## 6532 No 356133 Yes
## 6533 No 743434 Yes
## 6534 Yes 1143338 No
## 6535 Yes 444626 Yes
## 6536 No 1403823 Yes
## 6537 Yes 1016922 No
## 6538 No 1112953 Yes
## 6539 <NA> 1014956 No
## 6540 No 1178840 Yes
## 6541 Yes 1057222 No
## 6542 Yes 328685 No
## 6543 No 947520 Yes
## 6544 No 958467 No
## 6545 No 513200 No
## 6546 No 1323750 No
## 6547 No 326452 No
## 6548 Yes 807630 No
## 6549 No 623186 Yes
## 6550 Yes 825127 Yes
## 6551 Yes 820535 No
## 6552 Yes 4755741 No
## 6553 No 530965 No
## 6554 Yes 789154 No
## 6555 No 1287491 No
## 6556 No 420044 No
## 6557 <NA> 1149176 No
## 6558 Yes 1551955 Yes
## 6559 Yes 741957 No
## 6560 No 546006 Yes
## 6561 Yes 2983564 No
## 6562 No 1327808 Yes
## 6563 Yes 737703 No
## 6564 No 1184474 Yes
## 6565 No 1332463 No
## 6566 No 494795 No
## 6567 <NA> 361429 No
## 6568 Yes 1065997 No
## 6569 Yes 527280 Yes
## 6570 No 575278 No
## 6571 <NA> 871176 No
## 6572 No 726613 No
## 6573 No 1050938 No
## 6574 Yes 1034402 No
## 6575 No 933903 No
## 6576 No 2313510 Yes
## 6577 <NA> 2585725 No
## 6578 No 1387599 No
## 6579 No 2159496 Yes
## 6580 Yes 711964 No
## 6581 <NA> 598622 Yes
## 6582 Yes 679817 No
## 6583 No 459854 Yes
## 6584 Yes 1618901 No
## 6585 Yes 763495 Yes
## 6586 No 945776 No
## 6587 Yes 763798 No
## 6588 Yes 407824 No
## 6589 No 704007 No
## 6590 Yes 1645031 Yes
## 6591 Yes 663397 Yes
## 6592 <NA> 1225378 No
## 6593 No 399031 No
## 6594 No 967154 No
## 6595 Yes 1099345 No
## 6596 No 787792 No
## 6597 No 3831245 No
## 6598 No 965133 Yes
## 6599 No 678918 Yes
## 6600 Yes 928492 No
## 6601 Yes 703723 No
## 6602 No 323034 No
## 6603 No 453935 No
## 6604 No 1036956 No
## 6605 Yes 981830 No
## 6606 No 535121 No
## 6607 <NA> 738895 Yes
## 6608 <NA> 2000479 No
## 6609 <NA> 3515660 Yes
## 6610 No 796229 No
## 6611 Yes 404567 No
## 6612 No 2320425 Yes
## 6613 No 2321600 Yes
## 6614 No 686350 No
## 6615 No 358856 No
## 6616 No 760220 No
## 6617 No 618407 No
## 6618 No 1263141 No
## 6619 No 1420306 Yes
## 6620 No 476781 Yes
## 6621 No 771781 Yes
## 6622 <NA> 307610 Yes
## 6623 Yes 1092314 No
## 6624 No 1184741 Yes
## 6625 No 852379 Yes
## 6626 Yes 924273 No
## 6627 No 903875 No
## 6628 <NA> 1000368 Yes
## 6629 No 505110 No
## 6630 No 739056 No
## 6631 Yes 612106 Yes
## 6632 No 1805249 Yes
## 6633 Yes 878412 No
## 6634 Yes 427974 No
## 6635 Yes 617802 No
## 6636 No 1014074 Yes
## 6637 No 454647 Yes
## 6638 No 328614 Yes
## 6639 No 499619 No
## 6640 <NA> 852976 Yes
## 6641 No 1784138 No
## 6642 <NA> 386135 Yes
## 6643 No 1302906 No
## 6644 No 245426 No
## 6645 <NA> 1948939 Yes
## 6646 Yes 1021052 No
## 6647 No 1713214 Yes
## 6648 No 2321529 Yes
## 6649 No 336295 No
## 6650 Yes 402929 No
## 6651 No 392498 No
## 6652 No 724798 No
## 6653 No 1303396 No
## 6654 <NA> 1927152 Yes
## 6655 No 617001 No
## 6656 No 906135 No
## 6657 No 1511362 Yes
## 6658 No 608555 No
## 6659 <NA> 2994049 Yes
## 6660 No 629470 No
## 6661 Yes 1255193 No
## 6662 No 2755671 Yes
## 6663 No 664660 No
## 6664 No 722564 No
## 6665 Yes 1455897 No
## 6666 No 617499 Yes
## 6667 Yes 2217924 Yes
## 6668 Yes 615435 No
## 6669 No 734187 No
## 6670 Yes 1939790 No
## 6671 No 1566444 No
## 6672 Yes 641111 Yes
## 6673 No 501141 No
## 6674 Yes 906260 Yes
## 6675 No 2054022 No
## 6676 No 557059 No
## 6677 <NA> 7364741 Yes
## 6678 No 1134447 No
## 6679 <NA> 639536 No
## 6680 No 1032408 No
## 6681 Yes 1265046 No
## 6682 No 378614 Yes
## 6683 No 1185604 No
## 6684 No 593701 No
## 6685 No 1885945 No
## 6686 Yes 1226820 No
## 6687 No 424004 Yes
## 6688 Yes 633128 No
## 6689 No 1765760 Yes
## 6690 Yes 499405 Yes
## 6691 Yes 862774 No
## 6692 No 1094255 No
## 6693 No 676586 Yes
## 6694 Yes 1242110 Yes
## 6695 No 1705044 No
## 6696 <NA> 1528583 No
## 6697 No 961591 No
## 6698 No 340994 No
## 6699 Yes 1466399 No
## 6700 No 707745 No
## 6701 Yes 566556 Yes
## 6702 No 490514 No
## 6703 No 883271 No
## 6704 Yes 282815 No
## 6705 <NA> 899086 No
## 6706 Yes 1142030 Yes
## 6707 No 602085 No
## 6708 Yes 1814674 No
## 6709 Yes 1225040 No
## 6710 Yes 4350302 No
## 6711 Yes 855557 No
## 6712 No 517543 Yes
## 6713 Yes 835140 No
## 6714 No 555858 No
## 6715 Yes 666788 Yes
## 6716 No 1197575 No
## 6717 No 1293348 Yes
## 6718 <NA> 1377648 No
## 6719 No 835247 No
## 6720 No 943969 No
## 6721 No 217088 Yes
## 6722 <NA> 2387709 Yes
## 6723 No 2283668 No
## 6724 No 547510 No
## 6725 Yes 647279 No
## 6726 Yes 2914491 No
## 6727 No 469216 No
## 6728 No 1372086 No
## 6729 No 941068 No
## 6730 No 535860 No
## 6731 No 523248 No
## 6732 No 656241 No
## 6733 No 3746472 Yes
## 6734 No 954658 No
## 6735 No 626435 No
## 6736 No 1264075 No
## 6737 No 1163737 Yes
## 6738 No 722671 Yes
## 6739 No 5490187 No
## 6740 No 450393 No
## 6741 No 468976 No
## 6742 Yes 400313 Yes
## 6743 No 2630243 No
## 6744 Yes 1118471 Yes
## 6745 No 2312442 Yes
## 6746 Yes 1289049 Yes
## 6747 <NA> 745962 Yes
## 6748 Yes 434756 No
## 6749 Yes 1626857 Yes
## 6750 Yes 1063087 No
## 6751 No 639883 No
## 6752 No 1409012 Yes
## 6753 No 943008 Yes
## 6754 Yes 571237 No
## 6755 Yes 1162731 No
## 6756 No 2263643 No
## 6757 No 814243 Yes
## 6758 No 522812 No
## 6759 Yes 125045 No
## 6760 Yes 935906 No
## 6761 Yes 3878584 Yes
## 6762 No 734784 No
## 6763 Yes 1157712 No
## 6764 No 887632 Yes
## 6765 No 1232480 Yes
## 6766 No 1299711 No
## 6767 Yes 901703 No
## 6768 No 985060 No
## 6769 No 1296596 No
## 6770 No 1014066 No
## 6771 Yes 485450 No
## 6772 No 410254 Yes
## 6773 Yes 455502 No
## 6774 No 494252 Yes
## 6775 No 832185 Yes
## 6776 No 2183276 No
## 6777 Yes 689242 No
## 6778 No 802806 Yes
## 6779 Yes 909900 No
## 6780 No 568781 No
## 6781 No 722208 Yes
## 6782 Yes 1416969 No
## 6783 No 1215900 No
## 6784 No 1330594 Yes
## 6785 <NA> 1869044 No
## 6786 No 1136823 Yes
## 6787 Yes 1849313 No
## 6788 <NA> 2287202 Yes
## 6789 No 1582313 No
## 6790 No 3995192 Yes
## 6791 Yes 614731 No
## 6792 No 777130 Yes
## 6793 No 667571 No
## 6794 No 570134 Yes
## 6795 Yes 1442004 Yes
## 6796 <NA> 428624 Yes
## 6797 No 238039 Yes
## 6798 Yes 3414752 Yes
## 6799 Yes 1580809 Yes
## 6800 No 2305981 No
## 6801 No 407887 Yes
## 6802 Yes 1791650 No
## 6803 No 307824 No
## 6804 No 1627284 Yes
## 6805 Yes 892848 No
## 6806 No 322571 Yes
## 6807 No 511883 Yes
## 6808 No 1527765 Yes
## 6809 Yes 404585 No
## 6810 No 839367 Yes
## 6811 <NA> 623195 No
## 6812 <NA> 367890 Yes
## 6813 Yes 1450433 Yes
## 6814 Yes 710202 Yes
## 6815 No 472367 Yes
## 6816 Yes 3174087 No
## 6817 Yes 568362 No
## 6818 Yes 712658 No
## 6819 No 1111129 Yes
## 6820 <NA> 591405 Yes
## 6821 No 423043 Yes
## 6822 No 581988 No
## 6823 Yes 1170634 Yes
## 6824 Yes 759971 No
## 6825 No 744591 Yes
## 6826 Yes 499049 No
## 6827 No 708155 No
## 6828 Yes 1075102 No
## 6829 No 796621 Yes
## 6830 No 2852503 No
## 6831 No 727049 Yes
## 6832 No 3642013 Yes
## 6833 No 1554749 No
## 6834 <NA> 609124 No
## 6835 <NA> 1086529 Yes
## 6836 Yes 913362 No
## 6837 Yes 1389209 No
## 6838 No 1398439 No
## 6839 <NA> 643425 No
## 6840 No 558946 No
## 6841 Yes 1081643 Yes
## 6842 Yes 1225823 No
## 6843 No 1324257 Yes
## 6844 Yes 587373 Yes
## 6845 No 786341 No
## 6846 Yes 1961684 No
## 6847 Yes 3812849 No
## 6848 No 297224 Yes
## 6849 No 2590807 Yes
## 6850 Yes 1127336 No
## 6851 Yes 561848 No
## 6852 Yes 1535169 Yes
## 6853 No 1057115 No
## 6854 No 669867 No
## 6855 No 514687 No
## 6856 No 682692 Yes
## 6857 Yes 1786203 No
## 6858 Yes 632772 No
## 6859 Yes 576355 No
## 6860 No 541912 No
## 6861 No 628811 Yes
## 6862 Yes 899451 No
## 6863 No 1610419 No
## 6864 No 2185937 Yes
## 6865 Yes 851026 Yes
## 6866 Yes 2382129 No
## 6867 No 918649 No
## 6868 No 797974 Yes
## 6869 <NA> 1154926 Yes
## 6870 No 2196564 No
## 6871 No 1576928 Yes
## 6872 Yes 1326197 No
## 6873 Yes 1387794 No
## 6874 No 388938 No
## 6875 <NA> 425562 Yes
## 6876 Yes 736946 No
## 6877 No 1256146 No
## 6878 No 1907866 No
## 6879 No 1464219 No
## 6880 No 4462388 Yes
## 6881 Yes 529639 Yes
## 6882 Yes 3678610 No
## 6883 Yes 1470876 Yes
## 6884 <NA> 616511 No
## 6885 No 3173303 Yes
## 6886 No 676079 No
## 6887 No 755289 Yes
## 6888 Yes 1032542 Yes
## 6889 Yes 1233869 No
## 6890 Yes 1569728 Yes
## 6891 Yes 2007697 No
## 6892 No 1944961 No
## 6893 <NA> 1746989 No
## 6894 Yes 366591 No
## 6895 No 571513 Yes
## 6896 Yes 5024824 No
## 6897 <NA> 791450 Yes
## 6898 No 1073954 Yes
## 6899 No 395409 Yes
## 6900 No 811226 No
## 6901 No 1563471 No
## 6902 Yes 1446223 No
## 6903 Yes 715800 Yes
## 6904 No 531294 No
## 6905 Yes 907817 No
## 6906 No 564482 No
## 6907 No 548346 No
## 6908 No 532362 No
## 6909 Yes 791361 No
## 6910 No 761644 Yes
## 6911 Yes 2217995 Yes
## 6912 No 1038585 Yes
## 6913 No 2979933 No
## 6914 <NA> 2371200 No
## 6915 No 1613961 Yes
## 6916 No 1094735 Yes
## 6917 Yes 1177923 No
## 6918 Yes 741289 No
## 6919 <NA> 946461 No
## 6920 Yes 1505435 No
## 6921 No 9037448 No
## 6922 Yes 657434 No
## 6923 No 2422152 Yes
## 6924 No 1462332 Yes
## 6925 Yes 920366 Yes
## 6926 No 2298514 Yes
## 6927 Yes 939626 Yes
## 6928 No 1300984 No
## 6929 No 2612701 Yes
## 6930 No 534961 No
## 6931 No 1658372 Yes
## 6932 <NA> 1123785 No
## 6933 Yes 2080108 No
## 6934 No 365416 Yes
## 6935 No 708448 No
## 6936 <NA> 917928 No
## 6937 No 1586416 No
## 6938 Yes 8588270 No
## 6939 Yes 498355 Yes
## 6940 No 838353 No
## 6941 No 650509 No
## 6942 <NA> 1009206 No
## 6943 No 1391871 No
## 6944 <NA> 527351 Yes
## 6945 <NA> 865302 Yes
## 6946 <NA> 914341 No
## 6947 No 511349 Yes
## 6948 <NA> 1128706 No
## 6949 Yes 921603 No
## 6950 No 637898 No
## 6951 Yes 650972 No
## 6952 No 677085 No
## 6953 No 1632553 Yes
## 6954 Yes 2242675 No
## 6955 No 468558 Yes
## 6956 Yes 513690 No
## 6957 Yes 620392 No
## 6958 Yes 1877143 No
## 6959 <NA> 1471597 No
## 6960 Yes 863584 No
## 6961 No 3765420 Yes
## 6962 Yes 697875 No
## 6963 No 899434 No
## 6964 No 778678 No
## 6965 No 735593 Yes
## 6966 No 1442013 Yes
## 6967 Yes 852397 No
## 6968 No 224787 No
## 6969 No 648178 Yes
## 6970 No 1497149 Yes
## 6971 <NA> 1123803 Yes
## 6972 No 971906 No
## 6973 Yes 330857 No
## 6974 <NA> 1095705 Yes
## 6975 No 1132115 No
## 6976 <NA> 763744 No
## 6977 No 296307 No
## 6978 No 902023 Yes
## 6979 Yes 1029196 No
## 6980 No 498942 No
## 6981 No 620027 No
## 6982 No 844707 No
## 6983 No 840605 Yes
## 6984 <NA> 921328 No
## 6985 No 392205 Yes
## 6986 No 402733 Yes
## 6987 No 762000 Yes
## 6988 <NA> 674566 No
## 6989 No 1115668 No
## 6990 No 545463 No
## 6991 Yes 310084 No
## 6992 Yes 1006403 No
## 6993 <NA> 1552880 No
## 6994 Yes 2183392 No
## 6995 No 702396 No
## 6996 <NA> 1064128 Yes
## 6997 Yes 743310 No
## 6998 Yes 1687484 No
## 6999 No 678811 No
## 7000 Yes 1231154 No
## 7001 Yes 2400632 No
## 7002 No 823517 No
## 7003 Yes 800982 No
## 7004 <NA> 3442439 Yes
## 7005 No 752859 No
## 7006 No 694022 Yes
## 7007 Yes 786697 No
## 7008 No 2736830 No
## 7009 No 805601 No
## 7010 No 964857 No
## 7011 No 1373590 No
## 7012 No 1017127 Yes
## 7013 <NA> 522572 No
## 7014 No 613655 Yes
## 7015 No 236606 No
## 7016 No 760985 No
## 7017 No 445818 Yes
## 7018 No 1596401 No
## 7019 No 817892 No
## 7020 No 379860 No
## 7021 Yes 755868 Yes
## 7022 No 357646 No
## 7023 No 3085950 Yes
## 7024 Yes 757674 No
## 7025 No 1809975 Yes
## 7026 No 542561 Yes
## 7027 No 1344754 Yes
## 7028 No 887169 Yes
## 7029 No 675643 No
## 7030 No 256213 No
## 7031 No 840747 No
## 7032 No 1773013 No
## 7033 Yes 776097 No
## 7034 Yes 2062112 No
## 7035 Yes 812756 Yes
## 7036 No 846363 Yes
## 7037 No 2123860 No
## 7038 Yes 688851 No
## 7039 No 1375414 No
## 7040 <NA> 715933 No
## 7041 Yes 1976147 No
## 7042 Yes 1212642 No
## 7043 No 502930 No
## 7044 No 433705 Yes
## 7045 Yes 1009491 No
## 7046 No 848383 Yes
## 7047 No 498960 Yes
## 7048 <NA> 860291 Yes
## 7049 No 541013 No
## 7050 Yes 1334786 Yes
## 7051 No 355973 Yes
## 7052 No 1041504 Yes
## 7053 No 758493 No
## 7054 No 272206 No
## 7055 <NA> 1090614 No
## 7056 No 683315 Yes
## 7057 No 1182133 No
## 7058 No 386046 Yes
## 7059 No 321031 No
## 7060 Yes 739901 No
## 7061 No 587417 No
## 7062 No 1781584 No
## 7063 No 1078715 Yes
## 7064 Yes 571620 No
## 7065 No 472474 No
## 7066 <NA> 1265535 Yes
## 7067 Yes 870562 Yes
## 7068 No 598249 No
## 7069 Yes 1543989 Yes
## 7070 No 851890 Yes
## 7071 <NA> 982755 Yes
## 7072 No 1932554 Yes
## 7073 <NA> 1060194 Yes
## 7074 No 1479126 No
## 7075 No 435681 Yes
## 7076 No 523658 Yes
## 7077 No 3839468 No
## 7078 No 1073847 No
## 7079 No 2000346 No
## 7080 No 1596259 Yes
## 7081 No 503473 No
## 7082 Yes 1392467 No
## 7083 Yes 637756 No
## 7084 Yes 867038 No
## 7085 Yes 2042256 Yes
## 7086 No 846203 No
## 7087 Yes 643888 No
## 7088 No 1237776 Yes
## 7089 Yes 2168912 Yes
## 7090 No 828064 No
## 7091 <NA> 1149613 No
## 7092 No 1205665 No
## 7093 <NA> 1533060 Yes
## 7094 No 2342898 No
## 7095 No 578233 No
## 7096 Yes 2091241 Yes
## 7097 No 498230 No
## 7098 Yes 1012099 No
## 7099 No 865480 Yes
## 7100 Yes 478739 No
## 7101 <NA> 682923 Yes
## 7102 Yes 598275 No
## 7103 No 285227 No
## 7104 Yes 1603495 No
## 7105 Yes 4565878 No
## 7106 No 1141229 No
## 7107 No 1080317 No
## 7108 Yes 1804012 Yes
## 7109 Yes 638441 No
## 7110 No 586883 No
## 7111 Yes 525384 No
## 7112 <NA> 2668754 No
## 7113 Yes 1443437 Yes
## 7114 No 253828 Yes
## 7115 No 691405 No
## 7116 No 416377 No
## 7117 Yes 1177452 No
## 7118 <NA> 1936221 No
## 7119 Yes 423622 No
## 7120 No 1114840 Yes
## 7121 <NA> 1151918 No
## 7122 No 842064 No
## 7123 Yes 1296178 No
## 7124 No 650598 Yes
## 7125 No 1707990 Yes
## 7126 No 707523 Yes
## 7127 No 1147023 No
## 7128 No 676177 No
## 7129 No 385183 No
## 7130 <NA> 939074 Yes
## 7131 No 1108441 No
## 7132 No 1637110 Yes
## 7133 No 1599970 Yes
## 7134 Yes 608866 No
## 7135 Yes 566315 Yes
## 7136 Yes 980708 Yes
## 7137 No 828403 Yes
## 7138 <NA> 1208557 No
## 7139 No 676515 No
## 7140 Yes 1026134 No
## 7141 Yes 1145812 No
## 7142 No 2545791 Yes
## 7143 Yes 541573 Yes
## 7144 No 1078920 No
## 7145 Yes 369180 No
## 7146 No 750234 No
## 7147 No 658083 No
## 7148 <NA> 644520 Yes
## 7149 <NA> 905192 Yes
## 7150 <NA> 728767 No
## 7151 No 1089208 Yes
## 7152 <NA> 748053 Yes
## 7153 <NA> 551444 No
## 7154 No 1434466 No
## 7155 No 907639 No
## 7156 <NA> 937988 No
## 7157 No 733689 Yes
## 7158 No 1224853 Yes
## 7159 No 685273 No
## 7160 No 375544 Yes
## 7161 <NA> 1385418 No
## 7162 No 1064021 Yes
## 7163 No 1093044 No
## 7164 Yes 380555 No
## 7165 No 949612 No
## 7166 Yes 3051916 No
## 7167 No 439134 Yes
## 7168 No 389659 No
## 7169 No 3830586 Yes
## 7170 No 960674 Yes
## 7171 No 866237 Yes
## 7172 No 366243 Yes
## 7173 Yes 909802 No
## 7174 No 275170 No
## 7175 No 1063176 No
## 7176 <NA> 1452631 No
## 7177 No 1008957 Yes
## 7178 No 968061 No
## 7179 No 325624 Yes
## 7180 No 545890 No
## 7181 <NA> 1942220 No
## 7182 <NA> 1993493 No
## 7183 No 1019779 Yes
## 7184 No 739447 No
## 7185 No 809597 No
## 7186 No 546789 No
## 7187 <NA> 1022654 Yes
## 7188 No 3465446 Yes
## 7189 No 180776 No
## 7190 No 1884272 Yes
## 7191 <NA> 1010061 No
## 7192 Yes 832310 No
## 7193 No 666930 No
## 7194 No 862650 No
## 7195 No 511643 No
## 7196 Yes 2427804 No
## 7197 No 1656690 Yes
## 7198 <NA> 724086 Yes
## 7199 No 463423 No
## 7200 No 3448100 No
## 7201 <NA> 2413315 No
## 7202 Yes 1220474 Yes
## 7203 No 1105736 No
## 7204 No 2049821 Yes
## 7205 No 1261886 No
## 7206 No 511011 Yes
## 7207 No 942839 Yes
## 7208 No 723961 Yes
## 7209 No 2235288 No
## 7210 No 355029 No
## 7211 No 497874 No
## 7212 No 1061939 Yes
## 7213 No 1271640 No
## 7214 No 1468891 No
## 7215 No 98950 Yes
## 7216 No 696629 Yes
## 7217 No 1310169 No
## 7218 No 312897 No
## 7219 Yes 981652 No
## 7220 No 828260 No
## 7221 No 1510605 Yes
## 7222 No 731686 No
## 7223 No 343335 No
## 7224 No 1056447 Yes
## 7225 Yes 6962176 Yes
## 7226 No 1110150 Yes
## 7227 Yes 880396 No
## 7228 No 895206 No
## 7229 Yes 591547 No
## 7230 No 1735562 No
## 7231 Yes 871274 No
## 7232 Yes 3868242 Yes
## 7233 No 2878794 Yes
## 7234 No 1206145 Yes
## 7235 No 499307 Yes
## 7236 No 3632944 No
## 7237 No 513120 No
## 7238 No 1200779 No
## 7239 Yes 1754724 No
## 7240 Yes 3402906 Yes
## 7241 No 3498100 No
## 7242 <NA> 1126909 No
## 7243 Yes 422999 No
## 7244 No 467401 Yes
## 7245 No 1221667 Yes
## 7246 Yes 488663 No
## 7247 <NA> 1318588 Yes
## 7248 <NA> 1520342 No
## 7249 No 653740 Yes
## 7250 No 836938 Yes
## 7251 No 785772 No
## 7252 No 693888 No
## 7253 Yes 2584408 No
## 7254 <NA> 417766 Yes
## 7255 No 608804 No
## 7256 No 941735 No
## 7257 No 1211067 No
## 7258 No 938745 No
## 7259 No 1557971 Yes
## 7260 Yes 610192 No
## 7261 No 633386 Yes
## 7262 Yes 1248545 No
## 7263 No 867928 No
## 7264 No 540657 Yes
## 7265 <NA> 933716 No
## 7266 Yes 734570 Yes
## 7267 No 817456 Yes
## 7268 <NA> 803322 Yes
## 7269 Yes 941949 No
## 7270 No 575598 No
## 7271 <NA> 1872755 Yes
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## 7273 Yes 1397086 Yes
## 7274 No 1421374 No
## 7275 <NA> 2102856 Yes
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## 7277 Yes 1019094 No
## 7278 No 6421341 Yes
## 7279 <NA> 1354731 No
## 7280 No 788878 No
## 7281 Yes 1049906 Yes
## 7282 Yes 625349 No
## 7283 No 1357098 Yes
## 7284 <NA> 2536295 Yes
## 7285 Yes 1156199 No
## 7286 Yes 960763 Yes
## 7287 <NA> 1072868 Yes
## 7288 No 320898 No
## 7289 No 2851052 No
## 7290 No 1081697 Yes
## 7291 Yes 821585 No
## 7292 Yes 1303885 No
## 7293 Yes 1271614 No
## 7294 No 685273 No
## 7295 No 3982251 Yes
## 7296 No 1499133 Yes
## 7297 No 2407236 No
## 7298 No 352867 No
## 7299 Yes 444741 No
## 7300 <NA> 898686 No
## 7301 No 406480 No
## 7302 Yes 618736 No
## 7303 Yes 875172 No
## 7304 No 1407802 No
## 7305 Yes 734116 No
## 7306 No 2230473 Yes
## 7307 No 833369 Yes
## 7308 Yes 1629020 Yes
## 7309 No 463111 No
## 7310 Yes 2511989 Yes
## 7311 Yes 976659 No
## 7312 <NA> 981144 Yes
## 7313 No 1715110 No
## 7314 No 1380710 Yes
## 7315 No 524939 No
## 7316 Yes 983806 No
## 7317 Yes 1780631 No
## 7318 Yes 959820 No
## 7319 Yes 711973 No
## 7320 <NA> 789759 No
## 7321 Yes 623525 No
## 7322 Yes 2516368 Yes
## 7323 No 372055 Yes
## 7324 No 265237 Yes
## 7325 Yes 1412163 Yes
## 7326 Yes 1186058 No
## 7327 <NA> 1072530 Yes
## 7328 Yes 1111031 No
## 7329 No 874878 Yes
## 7330 No 943898 No
## 7331 No 875831 No
## 7332 Yes 614527 No
## 7333 No 920090 No
## 7334 Yes 1245234 No
## 7335 No 519786 Yes
## 7336 <NA> 1866419 Yes
## 7337 No 542597 No
## 7338 <NA> 2876480 Yes
## 7339 No 1095501 No
## 7340 <NA> 589616 Yes
## 7341 No 1577987 Yes
## 7342 No 1743812 No
## 7343 Yes 697626 No
## 7344 Yes 1400112 Yes
## 7345 Yes 1552222 No
## 7346 <NA> 1907189 No
## 7347 Yes 459836 No
## 7348 No 1103840 Yes
## 7349 No 553927 Yes
## 7350 No 2190370 Yes
## 7351 No 1157916 No
## 7352 Yes 849594 Yes
## 7353 No 459604 No
## 7354 No 781357 Yes
## 7355 Yes 647697 No
## 7356 No 464855 Yes
## 7357 Yes 1574623 No
## 7358 <NA> 698534 Yes
## 7359 No 568754 No
## 7360 <NA> 1711220 Yes
## 7361 No 239685 No
## 7362 No 542072 Yes
## 7363 No 465256 Yes
## 7364 No 418326 Yes
## 7365 No 876249 No
## 7366 No 352609 No
## 7367 No 445249 No
## 7368 No 2778677 Yes
## 7369 Yes 1554580 No
## 7370 No 426719 Yes
## 7371 No 1645752 Yes
## 7372 No 1222397 Yes
## 7373 No 508715 Yes
## 7374 Yes 1458870 No
## 7375 No 466947 No
## 7376 Yes 519323 Yes
## 7377 No 524539 Yes
## 7378 No 1335178 Yes
## 7379 No 603437 No
## 7380 <NA> 2245398 No
## 7381 No 1351616 No
## 7382 Yes 1148028 No
## 7383 <NA> 944085 Yes
## 7384 Yes 637337 No
## 7385 No 1342262 Yes
## 7386 Yes 629586 No
## 7387 No 1046853 Yes
## 7388 Yes 1083388 No
## 7389 Yes 952736 No
## 7390 No 653687 No
## 7391 No 593291 No
## 7392 No 457566 No
## 7393 No 647314 No
## 7394 No 715115 No
## 7395 No 1005602 No
## 7396 Yes 1100894 No
## 7397 No 1115419 No
## 7398 <NA> 873650 No
## 7399 No 1175262 Yes
## 7400 Yes 987828 Yes
## 7401 No 563654 No
## 7402 No 1916650 Yes
## 7403 No 1162322 Yes
## 7404 No 2222579 Yes
## 7405 No 522590 No
## 7406 Yes 316866 No
## 7407 <NA> 584730 Yes
## 7408 <NA> 1096399 Yes
## 7409 Yes 1266754 No
## 7410 No 687694 No
## 7411 No 1465554 Yes
## 7412 Yes 1123660 No
## 7413 No 221182 Yes
## 7414 No 489793 Yes
## 7415 No 1353565 Yes
## 7416 No 4426762 No
## 7417 No 655796 No
## 7418 <NA> 1793857 No
## 7419 No 423720 No
## 7420 No 661893 No
## 7421 Yes 726106 Yes
## 7422 Yes 1680320 No
## 7423 No 1750558 No
## 7424 No 1536487 Yes
## 7425 Yes 718959 Yes
## 7426 No 885060 Yes
## 7427 No 1133628 No
## 7428 No 392561 No
## 7429 No 1160515 No
## 7430 No 1407695 No
## 7431 No 502200 Yes
## 7432 No 2135581 No
## 7433 No 3938712 No
## 7434 No 650100 Yes
## 7435 No 1089413 Yes
## 7436 Yes 448497 No
## 7437 No 885478 No
## 7438 No 901765 Yes
## 7439 <NA> 1459635 Yes
## 7440 No 523756 No
## 7441 No 938433 Yes
## 7442 No 851409 No
## 7443 Yes 1414210 No
## 7444 Yes 327742 Yes
## 7445 <NA> 802165 No
## 7446 <NA> 797359 No
## 7447 No 674878 No
## 7448 Yes 1935518 Yes
## 7449 No 659881 Yes
## 7450 No 607772 No
## 7451 Yes 441404 Yes
## 7452 No 1597496 No
## 7453 Yes 211917 No
## 7454 No 683439 No
## 7455 <NA> 2230713 Yes
## 7456 No 333322 No
## 7457 <NA> 613939 Yes
## 7458 Yes 613521 Yes
## 7459 Yes 1180807 No
## 7460 No 4520674 Yes
## 7461 No 592473 No
## 7462 No 1999741 No
## 7463 No 1599855 No
## 7464 No 1687075 Yes
## 7465 No 1235008 No
## 7466 No 1208192 No
## 7467 No 1269798 No
## 7468 Yes 6505179 Yes
## 7469 No 675750 Yes
## 7470 No 434177 No
## 7471 No 471397 Yes
## 7472 <NA> 856776 No
## 7473 Yes 642161 Yes
## 7474 No 1023669 Yes
## 7475 Yes 787044 Yes
## 7476 No 460797 No
## 7477 <NA> 558305 Yes
## 7478 No 722697 Yes
## 7479 <NA> 466342 No
## 7480 Yes 436411 No
## 7481 No 1093017 Yes
## 7482 Yes 515915 No
## 7483 No 1192813 Yes
## 7484 No 475411 No
## 7485 <NA> 886876 No
## 7486 No 1753771 No
## 7487 <NA> 477574 No
## 7488 No 971871 Yes
## 7489 No 857016 Yes
## 7490 No 2804852 Yes
## 7491 Yes 2127349 Yes
## 7492 Yes 379113 No
## 7493 No 417107 No
## 7494 Yes 1769053 Yes
## 7495 No 656517 No
## 7496 <NA> 352707 No
## 7497 No 314855 No
## 7498 Yes 957435 No
## 7499 No 1291674 Yes
## 7500 No 243993 Yes
## 7501 No 4231958 Yes
## 7502 No 1817291 No
## 7503 No 5249344 No
## 7504 Yes 4773248 No
## 7505 No 1143374 No
## 7506 No 599913 Yes
## 7507 No 644342 No
## 7508 Yes 877459 Yes
## 7509 Yes 646157 No
## 7510 Yes 1305968 No
## 7511 No 811012 Yes
## 7512 No 565568 No
## 7513 Yes 1181181 No
## 7514 No 563316 Yes
## 7515 Yes 3535631 Yes
## 7516 <NA> 1021728 Yes
## 7517 No 1258095 No
## 7518 No 371503 No
## 7519 No 499405 No
## 7520 No 2337051 No
## 7521 <NA> 1690385 Yes
## 7522 No 462266 No
## 7523 <NA> 503606 No
## 7524 No 600198 Yes
## 7525 Yes 659650 No
## 7526 No 1781254 Yes
## 7527 No 936992 No
## 7528 <NA> 418264 Yes
## 7529 No 509587 No
## 7530 No 1401233 No
## 7531 No 368477 No
## 7532 <NA> 544172 Yes
## 7533 No 528633 No
## 7534 No 1229152 Yes
## 7535 No 965712 Yes
## 7536 Yes 683902 Yes
## 7537 No 532834 No
## 7538 No 3905773 No
## 7539 No 1511344 No
## 7540 Yes 1533381 No
## 7541 Yes 1962254 Yes
## 7542 No 1171720 No
## 7543 <NA> 383616 Yes
## 7544 No 1260880 Yes
## 7545 <NA> 654167 No
## 7546 No 1222601 No
## 7547 No 1304508 No
## 7548 Yes 1121391 No
## 7549 No 1153368 No
## 7550 Yes 1058824 Yes
## 7551 No 1066762 Yes
## 7552 <NA> 502191 No
## 7553 No 588174 No
## 7554 Yes 1415812 No
## 7555 Yes 619582 Yes
## 7556 No 477796 Yes
## 7557 Yes 1264316 No
## 7558 <NA> 577654 Yes
## 7559 Yes 751320 No
## 7560 No 172437 No
## 7561 No 505760 No
## 7562 No 1361050 Yes
## 7563 No 813584 No
## 7564 <NA> 1108121 No
## 7565 No 1632197 No
## 7566 No 526070 No
## 7567 No 707745 No
## 7568 Yes 1415438 Yes
## 7569 Yes 322731 Yes
## 7570 No 508946 No
## 7571 No 675883 No
## 7572 No 528108 No
## 7573 No 1078413 No
## 7574 <NA> 1752810 Yes
## 7575 No 653357 No
## 7576 Yes 1519612 No
## 7577 No 349022 No
## 7578 No 1456956 Yes
## 7579 No 817091 Yes
## 7580 No 729274 No
## 7581 Yes 746015 No
## 7582 Yes 2380696 Yes
## 7583 No 1884174 Yes
## 7584 No 1783017 No
## 7585 No 799335 No
## 7586 Yes 819031 No
## 7587 No 1635401 No
## 7588 Yes 441012 No
## 7589 No 1199123 Yes
## 7590 No 487497 No
## 7591 Yes 882951 Yes
## 7592 Yes 501256 No
## 7593 Yes 776222 No
## 7594 No 348915 Yes
## 7595 No 537399 No
## 7596 No 1609894 Yes
## 7597 No 1201063 Yes
## 7598 No 344367 No
## 7599 No 689358 No
## 7600 Yes 2787764 No
## 7601 No 1013389 Yes
## 7602 No 1341790 No
## 7603 No 1818946 Yes
## 7604 <NA> 1220457 No
## 7605 Yes 1770263 Yes
## 7606 No 3537376 Yes
## 7607 <NA> 3250920 Yes
## 7608 No 478846 No
## 7609 No 368976 No
## 7610 No 1530194 Yes
## 7611 Yes 2226584 No
## 7612 No 623026 Yes
## 7613 <NA> 1538676 Yes
## 7614 Yes 1120581 No
## 7615 No 497251 No
## 7616 Yes 327003 No
## 7617 No 852397 Yes
## 7618 No 1338924 Yes
## 7619 No 888727 No
## 7620 Yes 963086 No
## 7621 <NA> 862427 No
## 7622 No 589277 No
## 7623 Yes 530902 No
## 7624 No 863531 No
## 7625 <NA> 256248 No
## 7626 Yes 1999518 No
## 7627 No 1138087 No
## 7628 <NA> 962303 No
## 7629 No 926765 No
## 7630 Yes 739794 Yes
## 7631 No 1319789 No
## 7632 No 444902 Yes
## 7633 No 617099 No
## 7634 Yes 3222111 No
## 7635 Yes 727957 No
## 7636 No 1673022 Yes
## 7637 No 647101 No
## 7638 No 397349 No
## 7639 No 1421864 No
## 7640 No 843889 Yes
## 7641 No 1424106 No
## 7642 No 608733 Yes
## 7643 Yes 577191 No
## 7644 Yes 530190 No
## 7645 <NA> 1307623 Yes
## 7646 No 483990 No
## 7647 Yes 896025 No
## 7648 No 697946 Yes
## 7649 Yes 756704 No
## 7650 <NA> 445311 Yes
## 7651 <NA> 469421 No
## 7652 <NA> 1318205 Yes
## 7653 Yes 958805 No
## 7654 Yes 901792 No
## 7655 <NA> 1618055 Yes
## 7656 No 907613 No
## 7657 Yes 849611 No
## 7658 Yes 504843 No
## 7659 No 522243 No
## 7660 <NA> 712525 No
## 7661 Yes 1374800 No
## 7662 No 633270 Yes
## 7663 <NA> 1720601 No
## 7664 No 707932 No
## 7665 No 741806 No
## 7666 <NA> 919734 Yes
## 7667 Yes 967020 Yes
## 7668 Yes 2114898 Yes
## 7669 No 1606200 No
## 7670 <NA> 1286619 No
## 7671 Yes 1155317 No
## 7672 No 1731495 No
## 7673 No 2102865 Yes
## 7674 No 1150111 Yes
## 7675 No 463565 Yes
## 7676 Yes 553642 No
## 7677 No 824344 Yes
## 7678 No 678295 Yes
## 7679 No 3492413 No
## 7680 No 790409 No
## 7681 Yes 841361 No
## 7682 Yes 1858444 Yes
## 7683 No 484275 Yes
## 7684 No 525883 Yes
## 7685 <NA> 2135403 Yes
## 7686 No 1615545 No
## 7687 No 3699952 Yes
## 7688 No 1514050 No
## 7689 Yes 1622523 No
## 7690 No 1764425 Yes
## 7691 No 215273 No
## 7692 <NA> 678358 No
## 7693 <NA> 573765 Yes
## 7694 Yes 1445929 Yes
## 7695 No 409106 Yes
## 7696 No 167720 No
## 7697 No 393326 Yes
## 7698 <NA> 341074 Yes
## 7699 <NA> 1297620 Yes
## 7700 No 1067448 No
## 7701 No 1186681 No
## 7702 No 754435 No
## 7703 Yes 1518651 Yes
## 7704 Yes 905672 No
## 7705 No 934500 Yes
## 7706 No 1025306 Yes
## 7707 Yes 413227 No
## 7708 Yes 463805 Yes
## 7709 No 1281199 Yes
## 7710 Yes 1114805 No
## 7711 <NA> 611430 No
## 7712 Yes 626782 No
## 7713 Yes 921781 Yes
## 7714 Yes 1160827 No
## 7715 Yes 1566640 No
## 7716 No 2489223 Yes
## 7717 Yes 275677 Yes
## 7718 No 636091 No
## 7719 No 2160857 No
## 7720 No 850893 No
## 7721 No 710113 No
## 7722 No 1215330 No
## 7723 Yes 1094415 No
## 7724 No 5592315 No
## 7725 No 4414311 Yes
## 7726 Yes 1026356 No
## 7727 No 899362 Yes
## 7728 No 917963 No
## 7729 No 564705 No
## 7730 No 1514139 Yes
## 7731 No 869058 No
## 7732 <NA> 704479 No
## 7733 No 572412 No
## 7734 Yes 1799802 Yes
## 7735 No 1163470 Yes
## 7736 No 687542 No
## 7737 <NA> 368780 No
## 7738 Yes 1616275 Yes
## 7739 Yes 1082275 No
## 7740 No 1483656 No
## 7741 No 1798351 Yes
## 7742 No 573613 Yes
## 7743 Yes 548738 No
## 7744 No 856073 No
## 7745 No 1560027 No
## 7746 <NA> 438369 Yes
## 7747 No 430421 No
## 7748 No 878697 No
## 7749 No 1115793 Yes
## 7750 Yes 3168319 Yes
## 7751 No 1001267 No
## 7752 Yes 1820183 No
## 7753 No 1222361 Yes
## 7754 <NA> 1640670 Yes
## 7755 No 928599 Yes
## 7756 No 623596 No
## 7757 <NA> 832105 Yes
## 7758 No 462088 No
## 7759 No 458350 Yes
## 7760 Yes 1144077 Yes
## 7761 Yes 1020812 No
## 7762 No 382166 Yes
## 7763 No 480875 No
## 7764 No 419261 No
## 7765 No 3779571 Yes
## 7766 No 477280 Yes
## 7767 Yes 432130 No
## 7768 No 622216 Yes
## 7769 Yes 1251170 No
## 7770 Yes 822244 No
## 7771 No 3092972 Yes
## 7772 Yes 261206 No
## 7773 No 509889 No
## 7774 <NA> 1337741 No
## 7775 No 410663 No
## 7776 No 302608 No
## 7777 No 821229 No
## 7778 No 1570627 Yes
## 7779 No 907533 No
## 7780 No 2089853 Yes
## 7781 No 1586051 Yes
## 7782 No 611358 No
## 7783 No 698356 No
## 7784 No 928599 Yes
## 7785 No 1322379 Yes
## 7786 No 1575771 No
## 7787 Yes 749744 Yes
## 7788 Yes 994931 Yes
## 7789 Yes 1432312 Yes
## 7790 Yes 511198 No
## 7791 No 692108 No
## 7792 <NA> 447892 No
## 7793 <NA> 794885 Yes
## 7794 No 805013 Yes
## 7795 Yes 1056225 No
## 7796 Yes 990783 No
## 7797 No 735576 Yes
## 7798 No 1334199 Yes
## 7799 Yes 834446 Yes
## 7800 Yes 669885 No
## 7801 No 1113924 No
## 7802 No 496584 Yes
## 7803 No 1038122 No
## 7804 No 433705 No
## 7805 Yes 926828 No
## 7806 No 2100400 Yes
## 7807 <NA> 650465 Yes
## 7808 No 704043 Yes
## 7809 No 934464 No
## 7810 Yes 503241 No
## 7811 Yes 627877 No
## 7812 No 462586 No
## 7813 No 623703 Yes
## 7814 No 1710588 No
## 7815 No 679995 Yes
## 7816 <NA> 836564 No
## 7817 Yes 2471770 Yes
## 7818 Yes 1431636 No
## 7819 No 453499 No
## 7820 Yes 903643 No
## 7821 Yes 825056 No
## 7822 No 959019 Yes
## 7823 Yes 617579 No
## 7824 No 495258 Yes
## 7825 No 818773 No
## 7826 No 1083993 No
## 7827 No 334106 No
## 7828 No 1403521 Yes
## 7829 <NA> 1210595 No
## 7830 No 2650695 Yes
## 7831 No 633030 Yes
## 7832 Yes 478090 No
## 7833 Yes 749299 Yes
## 7834 Yes 536643 No
## 7835 No 1189467 Yes
## 7836 No 955913 No
## 7837 No 353988 No
## 7838 Yes 838887 No
## 7839 Yes 1938580 Yes
## 7840 No 876089 Yes
## 7841 No 1027335 Yes
## 7842 Yes 2072729 Yes
## 7843 No 982640 No
## 7844 Yes 684534 Yes
## 7845 Yes 1671998 No
## 7846 <NA> 798045 Yes
## 7847 No 589874 No
## 7848 No 1425815 No
## 7849 No 492712 No
## 7850 No 1286557 No
## 7851 No 929658 No
## 7852 No 299965 Yes
## 7853 <NA> 1587537 Yes
## 7854 Yes 433189 No
## 7855 Yes 3885873 No
## 7856 No 1437180 Yes
## 7857 <NA> 1411433 No
## 7858 Yes 1781326 No
## 7859 No 679176 No
## 7860 No 759962 No
## 7861 No 670116 Yes
## 7862 Yes 486385 No
## 7863 No 1566791 No
## 7864 No 1108334 No
## 7865 Yes 410788 No
## 7866 No 366270 No
## 7867 No 499877 Yes
## 7868 <NA> 1314547 Yes
## 7869 No 1166398 Yes
## 7870 No 915703 No
## 7871 No 1599908 Yes
## 7872 No 1594844 No
## 7873 <NA> 819414 Yes
## 7874 No 1676297 Yes
## 7875 Yes 581962 No
## 7876 No 762783 Yes
## 7877 No 1215419 Yes
## 7878 No 1281039 No
## 7879 No 762792 No
## 7880 No 1853727 Yes
## 7881 <NA> 1192858 No
## 7882 No 689669 Yes
## 7883 Yes 1293178 No
## 7884 No 476675 Yes
## 7885 No 733555 No
## 7886 Yes 410414 No
## 7887 Yes 2466706 No
## 7888 <NA> 238938 No
## 7889 No 1443936 No
## 7890 No 539642 No
## 7891 Yes 834748 No
## 7892 Yes 271663 No
## 7893 No 881464 Yes
## 7894 No 634276 Yes
## 7895 <NA> 774148 No
## 7896 <NA> 748116 Yes
## 7897 Yes 1782527 No
## 7898 Yes 848784 No
## 7899 No 444296 Yes
## 7900 No 2692792 No
## 7901 No 894058 No
## 7902 No 1268187 Yes
## 7903 No 3699320 Yes
## 7904 Yes 750439 Yes
## 7905 Yes 187968 No
## 7906 Yes 882301 No
## 7907 Yes 903999 No
## 7908 <NA> 1058441 Yes
## 7909 No 3381430 No
## 7910 No 1334172 No
## 7911 Yes 661839 No
## 7912 No 522269 Yes
## 7913 Yes 1312572 Yes
## 7914 No 704933 No
## 7915 No 567401 No
## 7916 No 825403 No
## 7917 No 544902 No
## 7918 No 1118596 Yes
## 7919 No 1151357 Yes
## 7920 <NA> 1752596 Yes
## 7921 No 396655 Yes
## 7922 Yes 1022049 Yes
## 7923 Yes 519395 Yes
## 7924 No 1054587 No
## 7925 Yes 1047254 No
## 7926 No 582505 No
## 7927 No 2384692 Yes
## 7928 <NA> 614981 Yes
## 7929 No 573462 No
## 7930 No 2276157 No
## 7931 No 1201357 Yes
## 7932 Yes 1686016 Yes
## 7933 No 453374 No
## 7934 <NA> 797609 No
## 7935 Yes 1889131 Yes
## 7936 No 628464 Yes
## 7937 Yes 1056599 No
## 7938 No 1292021 Yes
## 7939 No 679844 Yes
## 7940 No 839501 Yes
## 7941 Yes 1377043 Yes
## 7942 No 916735 No
## 7943 Yes 863887 No
## 7944 No 1050324 No
## 7945 No 1695699 No
## 7946 <NA> 1753460 Yes
## 7947 <NA> 2268049 Yes
## 7948 No 1038478 No
## 7949 No 624450 Yes
## 7950 No 712026 No
## 7951 Yes 1875488 No
## 7952 No 612391 No
## 7953 No 497607 No
## 7954 No 942581 No
## 7955 Yes 905922 No
## 7956 No 756224 No
## 7957 Yes 1142030 No
## 7958 No 493683 No
## 7959 No 1214600 Yes
## 7960 <NA> 482344 Yes
## 7961 Yes 1346516 No
## 7962 Yes 676578 No
## 7963 No 828981 Yes
## 7964 No 2388154 No
## 7965 Yes 603019 No
## 7966 <NA> 764590 No
## 7967 No 713415 No
## 7968 Yes 964831 No
## 7969 No 563405 No
## 7970 No 921506 No
## 7971 No 1309777 No
## 7972 No 2168787 Yes
## 7973 No 819280 Yes
## 7974 No 1091887 Yes
## 7975 No 555253 Yes
## 7976 <NA> 396219 No
## 7977 Yes 806936 Yes
## 7978 No 217863 No
## 7979 Yes 805005 No
## 7980 No 390896 No
## 7981 No 495293 No
## 7982 No 627361 No
## 7983 No 1546606 Yes
## 7984 No 557771 No
## 7985 No 902638 No
## 7986 No 433145 No
## 7987 No 1054027 Yes
## 7988 Yes 759846 No
## 7989 No 1429918 Yes
## 7990 No 1457161 No
## 7991 Yes 1195839 No
## 7992 No 835736 No
## 7993 Yes 1093516 No
## 7994 <NA> 416849 Yes
## 7995 Yes 3239635 Yes
## 7996 Yes 1047654 Yes
## 7997 No 491564 Yes
## 7998 <NA> 1504749 No
## 7999 No 290237 Yes
## 8000 <NA> 1103689 No
## 8001 No 896924 No
## 8002 Yes 518870 Yes
## 8003 No 1085675 No
## 8004 <NA> 1996189 Yes
## 8005 No 331542 No
## 8006 No 642304 No
## 8007 No 929943 Yes
## 8008 No 2023263 Yes
## 8009 <NA> 2471414 Yes
## 8010 No 1291674 Yes
## 8011 No 2258116 No
## 8012 <NA> 693158 Yes
## 8013 No 741156 Yes
## 8014 No 792358 Yes
## 8015 Yes 807345 No
## 8016 No 872226 Yes
## 8017 No 2545141 No
## 8018 No 1062063 No
## 8019 Yes 670615 No
## 8020 Yes 1069913 No
## 8021 <NA> 524708 Yes
## 8022 No 579950 Yes
## 8023 No 1190704 Yes
## 8024 Yes 4911634 Yes
## 8025 Yes 1165882 Yes
## 8026 No 1139289 No
## 8027 Yes 1007595 Yes
## 8028 No 496539 Yes
## 8029 Yes 965240 No
## 8030 Yes 431988 No
## 8031 No 1094584 Yes
## 8032 Yes 1856451 No
## 8033 No 833191 No
## 8034 Yes 1143418 Yes
## 8035 No 2667837 Yes
## 8036 No 1100760 Yes
## 8037 No 623809 Yes
## 8038 <NA> 685335 Yes
## 8039 No 691966 Yes
## 8040 No 730618 No
## 8041 No 520872 No
## 8042 No 968150 No
## 8043 No 1005210 No
## 8044 Yes 860389 No
## 8045 Yes 1713543 Yes
## 8046 No 1085292 No
## 8047 No 344812 Yes
## 8048 <NA> 1140259 No
## 8049 No 844663 No
## 8050 No 863834 No
## 8051 Yes 1230496 Yes
## 8052 Yes 357424 No
## 8053 No 1053395 Yes
## 8054 No 820339 No
## 8055 No 433056 No
## 8056 Yes 1584324 No
## 8057 No 589758 Yes
## 8058 No 521157 Yes
## 8059 <NA> 1070305 Yes
## 8060 No 2970481 Yes
## 8061 Yes 1565474 No
## 8062 <NA> 328908 No
## 8063 <NA> 1069486 No
## 8064 No 499957 Yes
## 8065 No 1264423 No
## 8066 No 926614 No
## 8067 No 767714 No
## 8068 Yes 2433446 No
## 8069 No 991905 No
## 8070 Yes 4083417 No
## 8071 <NA> 2010741 No
## 8072 Yes 2188483 No
## 8073 No 409880 No
## 8074 Yes 566137 No
## 8075 Yes 1376189 Yes
## 8076 No 834606 No
## 8077 Yes 1018400 No
## 8078 Yes 755325 Yes
## 8079 Yes 684659 No
## 8080 No 1083548 No
## 8081 No 472741 No
## 8082 <NA> 793310 No
## 8083 Yes 546032 No
## 8084 No 668550 Yes
## 8085 Yes 1244166 Yes
## 8086 No 2392916 Yes
## 8087 No 193156 No
## 8088 Yes 314953 No
## 8089 No 1104819 No
## 8090 No 774157 Yes
## 8091 No 1277470 No
## 8092 No 778936 Yes
## 8093 No 675154 Yes
## 8094 No 1091932 No
## 8095 Yes 1600593 No
## 8096 <NA> 976837 Yes
## 8097 Yes 245266 No
## 8098 No 574512 No
## 8099 <NA> 1511540 Yes
## 8100 No 880672 No
## 8101 No 633243 No
## 8102 No 784846 Yes
## 8103 No 2543023 Yes
## 8104 <NA> 529087 No
## 8105 Yes 817687 No
## 8106 No 392988 No
## 8107 No 1066478 Yes
## 8108 Yes 913727 No
## 8109 No 984642 Yes
## 8110 Yes 1012152 No
## 8111 No 394964 No
## 8112 Yes 4710111 Yes
## 8113 No 1279677 Yes
## 8114 <NA> 549922 Yes
## 8115 No 713566 Yes
## 8116 No 229557 Yes
## 8117 Yes 1477506 No
## 8118 No 807977 Yes
## 8119 Yes 1515865 No
## 8120 No 4640611 Yes
## 8121 Yes 826747 No
## 8122 No 2862177 No
## 8123 No 729906 No
## 8124 No 1089555 No
## 8125 Yes 3663418 Yes
## 8126 No 398987 No
## 8127 No 481961 Yes
## 8128 Yes 603295 No
## 8129 No 2405536 Yes
## 8130 Yes 1060497 Yes
## 8131 <NA> 1354491 No
## 8132 No 1038398 Yes
## 8133 <NA> 531125 Yes
## 8134 No 2404869 Yes
## 8135 Yes 1925924 Yes
## 8136 Yes 403232 No
## 8137 No 608893 No
## 8138 <NA> 1071907 No
## 8139 No 1177318 No
## 8140 No 519742 No
## 8141 <NA> 423684 Yes
## 8142 Yes 1323803 No
## 8143 Yes 1104534 Yes
## 8144 Yes 543442 No
## 8145 <NA> 808004 No
## 8146 Yes 707069 Yes
## 8147 No 676070 No
## 8148 No 1251455 No
## 8149 Yes 751952 No
## 8150 Yes 1759770 No
## 8151 Yes 1263586 Yes
## 8152 No 2165548 Yes
## 8153 Yes 721576 Yes
## 8154 No 296993 No
## 8155 <NA> 3854331 No
## 8156 <NA> 730262 Yes
## 8157 Yes 712934 No
## 8158 No 2122534 Yes
## 8159 No 628731 No
## 8160 Yes 526977 No
## 8161 No 1027122 No
## 8162 No 732870 Yes
## 8163 No 4444998 No
## 8164 No 1449035 No
## 8165 Yes 2081220 No
## 8166 No 814198 No
## 8167 No 839492 Yes
## 8168 No 834099 Yes
## 8169 <NA> 1584378 No
## 8170 Yes 805218 Yes
## 8171 Yes 1804644 Yes
## 8172 <NA> 1852081 Yes
## 8173 Yes 1191265 No
## 8174 No 1598724 No
## 8175 No 1934557 Yes
## 8176 Yes 687978 Yes
## 8177 No 1625113 No
## 8178 <NA> 380626 No
## 8179 No 354665 No
## 8180 No 550643 Yes
## 8181 No 969859 No
## 8182 <NA> 3280851 Yes
## 8183 No 461198 No
## 8184 Yes 1155042 No
## 8185 <NA> 1451091 Yes
## 8186 Yes 598186 No
## 8187 No 256845 Yes
## 8188 No 1308157 Yes
## 8189 No 530956 No
## 8190 Yes 2017452 No
## 8191 Yes 2246128 No
## 8192 Yes 1130300 Yes
## 8193 No 842554 No
## 8194 Yes 984340 No
## 8195 No 673356 Yes
## 8196 Yes 731321 Yes
## 8197 <NA> 1913722 Yes
## 8198 Yes 611768 No
## 8199 No 649121 No
## 8200 Yes 445970 No
## 8201 No 634080 Yes
## 8202 <NA> 859312 No
## 8203 Yes 690488 Yes
## 8204 No 1552542 No
## 8205 No 865053 No
## 8206 No 2583937 No
## 8207 Yes 1613347 No
## 8208 No 693158 Yes
## 8209 No 986538 Yes
## 8210 No 2178194 Yes
## 8211 No 618096 Yes
## 8212 No 1213434 No
## 8213 No 938122 No
## 8214 No 976766 Yes
## 8215 No 1370769 No
## 8216 Yes 935995 Yes
## 8217 No 1587030 Yes
## 8218 No 1122601 No
## 8219 No 270960 Yes
## 8220 No 661287 No
## 8221 No 1147922 No
## 8222 No 910452 No
## 8223 <NA> 1347175 No
## 8224 No 809775 No
## 8225 No 521299 No
## 8226 No 834241 Yes
## 8227 <NA> 985123 Yes
## 8228 No 903892 No
## 8229 No 1799936 No
## 8230 No 759223 Yes
## 8231 Yes 4272916 Yes
## 8232 Yes 1325548 No
## 8233 Yes 802655 No
## 8234 Yes 948028 No
## 8235 No 950573 No
## 8236 No 938923 Yes
## 8237 <NA> 339650 No
## 8238 No 409044 No
## 8239 No 1112882 No
## 8240 Yes 732327 No
## 8241 No 1843127 Yes
## 8242 No 1247664 No
## 8243 No 1619702 No
## 8244 No 730681 No
## 8245 No 942403 No
## 8246 No 658208 No
## 8247 No 544163 No
## 8248 No 441644 Yes
## 8249 No 1520787 No
## 8250 <NA> 828696 Yes
## 8251 No 446673 No
## 8252 No 703349 No
## 8253 No 1905151 No
## 8254 Yes 975119 No
## 8255 No 1148829 Yes
## 8256 No 1186948 Yes
## 8257 No 1051250 No
## 8258 Yes 585112 No
## 8259 No 1260373 Yes
## 8260 Yes 1108655 No
## 8261 No 2269330 No
## 8262 No 982809 No
## 8263 Yes 1304277 Yes
## 8264 No 435103 Yes
## 8265 Yes 1808230 Yes
## 8266 No 601337 No
## 8267 No 744716 No
## 8268 Yes 1703638 No
## 8269 Yes 829898 Yes
## 8270 No 288012 No
## 8271 No 360939 Yes
## 8272 No 451666 No
## 8273 No 1076499 No
## 8274 Yes 271957 No
## 8275 Yes 419608 No
## 8276 No 283981 No
## 8277 No 645748 Yes
## 8278 No 1284252 No
## 8279 No 600625 No
## 8280 <NA> 839554 Yes
## 8281 No 578402 No
## 8282 Yes 809170 No
## 8283 <NA> 2467898 No
## 8284 No 1120189 No
## 8285 No 979881 Yes
## 8286 No 1689754 No
## 8287 Yes 1210257 No
## 8288 Yes 406436 No
## 8289 Yes 4176414 No
## 8290 <NA> 390087 Yes
## 8291 No 643870 No
## 8292 No 1019779 Yes
## 8293 Yes 955637 No
## 8294 Yes 3406750 Yes
## 8295 Yes 666761 Yes
## 8296 No 1256760 Yes
## 8297 <NA> 1710766 Yes
## 8298 No 1061939 Yes
## 8299 No 2699103 Yes
## 8300 No 744894 No
## 8301 Yes 1290740 Yes
## 8302 No 1099443 Yes
## 8303 Yes 2739482 Yes
## 8304 Yes 831224 No
## 8305 <NA> 1618082 No
## 8306 Yes 874291 No
## 8307 <NA> 333296 No
## 8308 No 1016985 Yes
## 8309 Yes 565176 No
## 8310 No 3064857 No
## 8311 No 469297 No
## 8312 No 1067581 No
## 8313 Yes 538183 Yes
## 8314 <NA> 672217 No
## 8315 Yes 495792 Yes
## 8316 No 1117662 No
## 8317 No 1716569 Yes
## 8318 Yes 890008 No
## 8319 No 1966072 No
## 8320 No 2581560 No
## 8321 No 557487 Yes
## 8322 No 2133552 Yes
## 8323 No 3506956 No
## 8324 Yes 1085737 No
## 8325 No 452369 No
## 8326 No 1183700 No
## 8327 No 1042243 No
## 8328 <NA> 851480 Yes
## 8329 No 1221738 Yes
## 8330 No 640746 No
## 8331 Yes 957978 No
## 8332 Yes 557638 No
## 8333 No 732772 Yes
## 8334 Yes 980183 No
## 8335 No 1041878 Yes
## 8336 Yes 782648 No
## 8337 No 1144273 Yes
## 8338 Yes 999852 No
## 8339 No 988291 No
## 8340 Yes 1191282 No
## 8341 No 1359679 Yes
## 8342 Yes 721282 No
## 8343 No 381881 No
## 8344 Yes 804560 No
## 8345 No 1217804 No
## 8346 No 2807834 No
## 8347 No 3101988 No
## 8348 <NA> 311259 Yes
## 8349 Yes 596317 Yes
## 8350 Yes 1107133 No
## 8351 No 512889 No
## 8352 No 2129627 Yes
## 8353 No 1008503 No
## 8354 No 1650843 Yes
## 8355 Yes 1797604 No
## 8356 No 1663783 No
## 8357 No 785273 Yes
## 8358 Yes 1262554 No
## 8359 <NA> 843364 No
## 8360 Yes 694226 No
## 8361 No 359969 No
## 8362 Yes 834090 No
## 8363 No 696923 Yes
## 8364 No 1459751 Yes
## 8365 Yes 363743 Yes
## 8366 No 712525 Yes
## 8367 No 211143 Yes
## 8368 No 2651452 Yes
## 8369 <NA> 1049541 No
## 8370 Yes 2416679 No
## 8371 No 1763704 Yes
## 8372 Yes 588138 Yes
## 8373 Yes 659249 Yes
## 8374 No 528348 No
## 8375 No 2464792 Yes
## 8376 Yes 447767 No
## 8377 Yes 1301544 No
## 8378 No 1022690 No
## 8379 No 768408 No
## 8380 Yes 800074 No
## 8381 No 990774 Yes
## 8382 Yes 1319238 Yes
## 8383 No 1341639 Yes
## 8384 No 659080 Yes
## 8385 Yes 963006 No
## 8386 No 192667 No
## 8387 Yes 328677 No
## 8388 No 926783 Yes
## 8389 No 660015 Yes
## 8390 No 1530800 Yes
## 8391 No 2517009 Yes
## 8392 No 935309 Yes
## 8393 Yes 1455621 No
## 8394 Yes 2224617 No
## 8395 No 651542 Yes
## 8396 Yes 506730 Yes
## 8397 <NA> 1283059 Yes
## 8398 No 1724989 No
## 8399 No 768372 No
## 8400 Yes 1130816 No
## 8401 Yes 1673591 No
## 8402 Yes 768630 No
## 8403 No 546629 Yes
## 8404 No 921461 Yes
## 8405 Yes 2260795 No
## 8406 Yes 1197940 No
## 8407 <NA> 1015988 No
## 8408 No 624824 Yes
## 8409 <NA> 1330469 Yes
## 8410 No 441885 No
## 8411 No 1991383 No
## 8412 Yes 1110408 No
## 8413 Yes 877246 Yes
## 8414 <NA> 672306 Yes
## 8415 No 575055 No
## 8416 No 1763588 No
## 8417 No 1235880 No
## 8418 Yes 1106519 Yes
## 8419 <NA> 1632891 Yes
## 8420 No 625322 No
## 8421 No 541209 Yes
## 8422 No 917118 Yes
## 8423 Yes 961191 No
## 8424 No 864759 Yes
## 8425 <NA> 1203653 No
## 8426 No 528962 No
## 8427 No 1016736 Yes
## 8428 Yes 5133101 No
## 8429 Yes 673391 No
## 8430 No 776507 No
## 8431 <NA> 4007136 No
## 8432 <NA> 1214716 Yes
## 8433 <NA> 809463 No
## 8434 No 779212 No
## 8435 No 1526554 Yes
## 8436 Yes 1504553 No
## 8437 No 891076 Yes
## 8438 No 851694 No
## 8439 Yes 894441 No
## 8440 Yes 973633 No
## 8441 No 420720 No
## 8442 No 596077 Yes
## 8443 No 1236859 No
## 8444 No 1880703 Yes
## 8445 Yes 1276989 Yes
## 8446 No 756188 No
## 8447 Yes 453241 Yes
## 8448 <NA> 2635485 Yes
## 8449 No 1809005 Yes
## 8450 <NA> 2068057 No
## 8451 Yes 907283 Yes
## 8452 No 776222 Yes
## 8453 No 1886266 No
## 8454 No 581793 Yes
## 8455 Yes 789412 Yes
## 8456 No 534614 No
## 8457 No 763290 No
## 8458 Yes 1931104 No
## 8459 <NA> 826605 No
## 8460 No 806945 No
## 8461 <NA> 1765724 No
## 8462 No 528544 No
## 8463 Yes 598471 No
## 8464 No 524557 Yes
## 8465 No 776231 No
## 8466 <NA> 637693 No
## 8467 No 842340 Yes
## 8468 No 196770 Yes
## 8469 Yes 2379432 No
## 8470 No 1293392 Yes
## 8471 No 234105 No
## 8472 <NA> 1096827 No
## 8473 Yes 1153039 No
## 8474 No 345471 No
## 8475 No 890062 Yes
## 8476 No 1269291 Yes
## 8477 No 1151571 No
## 8478 <NA> 1085319 No
## 8479 No 1577881 Yes
## 8480 No 363502 Yes
## 8481 Yes 685887 No
## 8482 No 414642 No
## 8483 No 817091 No
## 8484 Yes 638815 No
## 8485 No 764278 Yes
## 8486 Yes 392116 Yes
## 8487 No 718203 Yes
## 8488 Yes 3714112 No
## 8489 No 1454375 No
## 8490 Yes 606837 No
## 8491 Yes 675554 Yes
## 8492 No 234372 No
## 8493 Yes 528277 Yes
## 8494 No 1803549 No
## 8495 Yes 1399614 Yes
## 8496 No 1054445 No
## 8497 No 594181 No
## 8498 No 728669 Yes
## 8499 No 1668758 Yes
## 8500 <NA> 837258 No
## 8501 No 1328547 Yes
## 8502 Yes 1398554 No
## 8503 No 771736 No
## 8504 No 225908 No
## 8505 No 284782 No
## 8506 No 586421 Yes
## 8507 No 952558 Yes
## 8508 No 252733 No
## 8509 No 1935349 Yes
## 8510 Yes 510699 Yes
## 8511 Yes 254281 No
## 8512 No 286927 No
## 8513 <NA> 2271297 No
## 8514 Yes 446272 No
## 8515 No 524904 No
## 8516 No 340798 No
## 8517 No 913798 Yes
## 8518 No 239516 No
## 8519 Yes 898819 Yes
## 8520 <NA> 601835 Yes
## 8521 No 1036040 No
## 8522 No 2765470 Yes
## 8523 No 698650 No
## 8524 Yes 1348634 No
## 8525 No 620588 Yes
## 8526 No 789875 Yes
## 8527 No 2205678 No
## 8528 No 914119 Yes
## 8529 Yes 452520 No
## 8530 No 315576 No
## 8531 Yes 2802627 Yes
## 8532 No 373737 No
## 8533 No 1273073 Yes
## 8534 No 924701 No
## 8535 Yes 1172308 No
## 8536 No 621843 No
## 8537 No 668025 No
## 8538 Yes 345346 No
## 8539 No 426541 No
## 8540 No 1061983 No
## 8541 No 852308 No
## 8542 No 1568607 Yes
## 8543 No 1930418 Yes
## 8544 No 1456280 Yes
## 8545 No 783360 No
## 8546 No 1566293 No
## 8547 No 891593 Yes
## 8548 No 770775 No
## 8549 No 1603237 No
## 8550 Yes 1068044 Yes
## 8551 No 398070 No
## 8552 No 808832 Yes
## 8553 No 641529 No
## 8554 <NA> 919690 Yes
## 8555 No 756010 No
## 8556 No 703037 No
## 8557 Yes 691387 No
## 8558 No 1237206 Yes
## 8559 Yes 279486 No
## 8560 <NA> 958743 Yes
## 8561 No 1001614 Yes
## 8562 No 946844 No
## 8563 <NA> 4904416 No
## 8564 No 327528 No
## 8565 Yes 1474151 No
## 8566 No 731989 Yes
## 8567 No 1653709 Yes
## 8568 <NA> 914003 No
## 8569 <NA> 1545467 No
## 8570 <NA> 2433144 Yes
## 8571 No 547501 No
## 8572 No 716111 No
## 8573 No 340959 No
## 8574 Yes 510975 No
## 8575 No 999443 No
## 8576 Yes 2364489 No
## 8577 Yes 2312949 No
## 8578 No 551906 No
## 8579 No 563183 No
## 8580 Yes 1614290 No
## 8581 No 1040757 Yes
## 8582 No 1238844 Yes
## 8583 No 1548306 Yes
## 8584 <NA> 561100 No
## 8585 Yes 1209501 Yes
## 8586 No 842064 Yes
## 8587 No 497785 No
## 8588 Yes 994219 No
## 8589 No 1430781 Yes
## 8590 No 360930 No
## 8591 Yes 285414 No
## 8592 No 661866 No
## 8593 <NA> 2631204 No
## 8594 <NA> 740177 Yes
## 8595 Yes 1394398 No
## 8596 No 2694661 Yes
## 8597 No 825804 Yes
## 8598 No 1375254 No
## 8599 No 4048360 Yes
## 8600 No 554238 No
## 8601 Yes 904222 No
## 8602 Yes 1985857 No
## 8603 No 1650843 Yes
## 8604 No 1054320 No
## 8605 No 1575104 Yes
## 8606 No 1007150 No
## 8607 No 469964 No
## 8608 No 999176 Yes
## 8609 No 1094486 Yes
## 8610 No 1160132 No
## 8611 No 1498982 No
## 8612 No 779025 No
## 8613 <NA> 2048308 No
## 8614 No 677014 No
## 8615 No 695339 Yes
## 8616 No 683244 Yes
## 8617 <NA> 610139 No
## 8618 Yes 1509600 Yes
## 8619 No 1128146 Yes
## 8620 <NA> 854426 No
## 8621 Yes 829595 Yes
## 8622 No 660780 No
## 8623 No 2008587 No
## 8624 Yes 549094 No
## 8625 <NA> 1165837 No
## 8626 Yes 1415162 No
## 8627 No 391671 Yes
## 8628 No 1489957 No
## 8629 No 1382472 No
## 8630 No 379923 No
## 8631 No 404665 No
## 8632 No 563165 No
## 8633 No 1383620 Yes
## 8634 <NA> 629132 Yes
## 8635 No 282984 No
## 8636 No 1248029 No
## 8637 Yes 701569 No
## 8638 No 1649659 No
## 8639 No 3231420 Yes
## 8640 No 671994 Yes
## 8641 Yes 4306389 No
## 8642 <NA> 1592129 No
## 8643 <NA> 993168 Yes
## 8644 Yes 1721251 Yes
## 8645 No 971933 No
## 8646 No 607282 Yes
## 8647 No 3962253 Yes
## 8648 No 576613 No
## 8649 Yes 615568 Yes
## 8650 No 516840 Yes
## 8651 No 718336 No
## 8652 No 1197575 Yes
## 8653 <NA> 330430 No
## 8654 No 1354286 No
## 8655 No 406374 No
## 8656 Yes 567197 No
## 8657 No 673018 No
## 8658 No 1922560 No
## 8659 No 513574 Yes
## 8660 No 556080 No
## 8661 Yes 3085407 No
## 8662 Yes 2959196 Yes
## 8663 Yes 381560 No
## 8664 Yes 1779830 No
## 8665 No 472225 No
## 8666 Yes 1463516 No
## 8667 No 574619 No
## 8668 No 756953 No
## 8669 Yes 360191 No
## 8670 No 390754 Yes
## 8671 No 1191852 Yes
## 8672 Yes 954436 No
## 8673 No 871657 No
## 8674 No 545587 No
## 8675 No 1258842 No
## 8676 No 1686612 No
## 8677 No 477449 No
## 8678 Yes 2106541 Yes
## 8679 No 696656 No
## 8680 Yes 1050956 No
## 8681 <NA> 504336 No
## 8682 No 976232 No
## 8683 <NA> 541787 Yes
## 8684 No 688771 No
## 8685 No 1233121 Yes
## 8686 No 733724 No
## 8687 No 237638 No
## 8688 No 532691 No
## 8689 No 1928291 No
## 8690 No 761724 Yes
## 8691 Yes 1923147 Yes
## 8692 No 1953621 No
## 8693 No 524806 No
## 8694 Yes 1413711 No
## 8695 No 949879 Yes
## 8696 <NA> 1107151 No
## 8697 No 2160635 No
## 8698 Yes 856696 Yes
## 8699 Yes 743310 No
## 8700 No 675198 No
## 8701 No 441947 No
## 8702 <NA> 519448 No
## 8703 No 2552119 Yes
## 8704 No 1088274 No
## 8705 Yes 682434 Yes
## 8706 No 619377 No
## 8707 No 750003 No
## 8708 No 1104089 No
## 8709 No 2341581 Yes
## 8710 Yes 477645 No
## 8711 No 586376 No
## 8712 Yes 542205 No
## 8713 <NA> 584694 No
## 8714 No 281373 No
## 8715 No 296895 Yes
## 8716 No 1120652 No
## 8717 No 958343 Yes
## 8718 No 634214 No
## 8719 Yes 1464014 No
## 8720 No 473444 No
## 8721 No 856438 No
## 8722 No 642348 No
## 8723 No 1508336 Yes
## 8724 No 3942139 Yes
## 8725 <NA> 2244339 No
## 8726 Yes 1019539 No
## 8727 No 411651 Yes
## 8728 No 466573 No
## 8729 No 2898872 Yes
## 8730 No 497047 No
## 8731 No 975537 No
## 8732 No 1306653 Yes
## 8733 <NA> 704853 No
## 8734 Yes 792669 Yes
## 8735 No 631552 Yes
## 8736 Yes 1118471 No
## 8737 No 829693 No
## 8738 No 553330 Yes
## 8739 No 967527 No
## 8740 Yes 1374053 Yes
## 8741 No 517748 No
## 8742 No 487016 No
## 8743 No 625705 No
## 8744 Yes 235743 No
## 8745 Yes 594911 No
## 8746 No 669725 No
## 8747 Yes 478917 No
## 8748 No 768328 No
## 8749 No 985025 No
## 8750 Yes 1804528 No
## 8751 No 592873 No
## 8752 No 1034642 Yes
## 8753 No 1051899 No
## 8754 Yes 557220 Yes
## 8755 No 369803 No
## 8756 No 571638 No
## 8757 No 532673 No
## 8758 No 872814 No
## 8759 No 344430 No
## 8760 No 1206163 Yes
## 8761 No 554256 No
## 8762 No 698213 Yes
## 8763 No 2215655 No
## 8764 Yes 406525 Yes
## 8765 <NA> 397892 No
## 8766 No 491324 No
## 8767 <NA> 2482930 No
## 8768 <NA> 1224987 No
## 8769 No 830022 No
## 8770 Yes 592010 No
## 8771 No 533581 No
## 8772 Yes 1795886 Yes
## 8773 No 428383 No
## 8774 No 991166 No
## 8775 No 616734 No
## 8776 Yes 613601 No
## 8777 No 987134 No
## 8778 No 350562 Yes
## 8779 No 940427 Yes
## 8780 Yes 1619728 No
## 8781 No 1100164 No
## 8782 Yes 1106483 Yes
## 8783 No 3752943 No
## 8784 Yes 793052 Yes
## 8785 No 748178 No
## 8786 No 1194442 Yes
## 8787 Yes 683893 No
## 8788 No 557585 No
## 8789 Yes 660397 No
## 8790 No 1940662 Yes
## 8791 Yes 400126 No
## 8792 <NA> 1858711 Yes
## 8793 No 830548 No
## 8794 No 3104364 Yes
## 8795 Yes 1742272 No
## 8796 Yes 531508 No
## 8797 <NA> 1256377 Yes
## 8798 Yes 894334 No
## 8799 No 625687 Yes
## 8800 No 859384 Yes
## 8801 <NA> 1726528 No
## 8802 No 641627 No
## 8803 Yes 3302060 Yes
## 8804 No 552512 No
## 8805 No 1140775 Yes
## 8806 Yes 1079756 No
## 8807 Yes 702975 No
## 8808 Yes 488147 No
## 8809 Yes 292187 No
## 8810 No 1637840 No
## 8811 No 1689629 Yes
## 8812 No 612578 No
## 8813 No 760700 No
## 8814 Yes 767633 Yes
## 8815 No 644039 No
## 8816 No 1442690 No
## 8817 No 697172 No
## 8818 Yes 514704 No
## 8819 No 1581521 Yes
## 8820 No 1490723 No
## 8821 No 1863446 No
## 8822 Yes 2126299 No
## 8823 No 623943 No
## 8824 <NA> 454442 No
## 8825 <NA> 587827 No
## 8826 No 1513658 Yes
## 8827 Yes 2025034 No
## 8828 No 247731 No
## 8829 Yes 1683639 No
## 8830 No 729479 Yes
## 8831 Yes 1434065 Yes
## 8832 No 943978 Yes
## 8833 No 575945 No
## 8834 No 642179 No
## 8835 No 7026995 Yes
## 8836 Yes 547670 Yes
## 8837 No 711884 No
## 8838 <NA> 3405878 No
## 8839 No 2289053 Yes
## 8840 No 716743 Yes
## 8841 <NA> 959482 No
## 8842 No 835665 No
## 8843 No 1369015 No
## 8844 No 825466 Yes
## 8845 Yes 418202 No
## 8846 <NA> 1223705 Yes
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## 8848 Yes 1420190 Yes
## 8849 No 1395626 No
## 8850 <NA> 2724343 Yes
## 8851 <NA> 1437252 No
## 8852 Yes 1609734 No
## 8853 No 961422 No
## 8854 <NA> 1387545 No
## 8855 No 803759 Yes
## 8856 <NA> 2194134 Yes
## 8857 No 1205522 Yes
## 8858 No 572029 No
## 8859 Yes 800795 No
## 8860 No 681375 No
## 8861 No 1258104 No
## 8862 <NA> 579407 Yes
## 8863 Yes 2051218 No
## 8864 Yes 527209 Yes
## 8865 No 523444 No
## 8866 No 2025729 No
## 8867 Yes 1315562 No
## 8868 Yes 1058690 No
## 8869 <NA> 1062846 Yes
## 8870 No 883707 No
## 8871 No 2356043 Yes
## 8872 Yes 2242630 Yes
## 8873 No 295853 Yes
## 8874 No 669653 No
## 8875 No 1395217 No
## 8876 No 1174283 No
## 8877 Yes 538948 Yes
## 8878 Yes 916673 Yes
## 8879 Yes 946595 No
## 8880 Yes 512631 No
## 8881 No 540078 Yes
## 8882 Yes 900644 Yes
## 8883 No 2192835 No
## 8884 No 762979 Yes
## 8885 No 684365 Yes
## 8886 <NA> 8754808 No
## 8887 <NA> 640088 No
## 8888 Yes 1768225 Yes
## 8889 Yes 884428 No
## 8890 Yes 575910 No
## 8891 Yes 1299533 No
## 8892 No 336393 No
## 8893 No 737810 No
## 8894 No 474610 No
## 8895 No 699210 Yes
## 8896 No 763691 Yes
## 8897 No 690292 Yes
## 8898 <NA> 3299764 No
## 8899 No 1052781 No
## 8900 No 482727 No
## 8901 No 1376910 Yes
## 8902 <NA> 732621 No
## 8903 No 696033 Yes
## 8904 No 481303 No
## 8905 No 740604 Yes
## 8906 Yes 1103101 No
## 8907 No 355581 No
## 8908 <NA> 1328520 Yes
## 8909 Yes 459266 Yes
## 8910 No 569074 No
## 8911 No 985692 No
## 8912 No 697573 No
## 8913 No 541458 No
## 8914 No 1167662 No
## 8915 Yes 1625389 Yes
## 8916 Yes 1942193 Yes
## 8917 Yes 908485 No
## 8918 No 1835340 Yes
## 8919 No 770517 No
## 8920 No 1094815 Yes
## 8921 No 1717450 No
## 8922 No 359862 No
## 8923 Yes 894681 No
## 8924 Yes 1156163 No
## 8925 No 657629 No
## 8926 No 826258 Yes
## 8927 No 2049233 No
## 8928 No 426336 No
## 8929 Yes 892910 No
## 8930 No 2170478 Yes
## 8931 Yes 534578 No
## 8932 No 1354081 No
## 8933 Yes 335076 No
## 8934 No 841388 No
## 8935 No 3255344 No
## 8936 No 366644 No
## 8937 Yes 568113 Yes
## 8938 No 702601 No
## 8939 No 989190 No
## 8940 No 451950 No
## 8941 Yes 749700 No
## 8942 No 2105989 No
## 8943 No 813166 Yes
## 8944 No 576186 Yes
## 8945 No 442383 No
## 8946 No 1175725 No
## 8947 No 1478779 No
## 8948 No 2982728 No
## 8949 No 337648 No
## 8950 Yes 961484 No
## 8951 No 511687 Yes
## 8952 Yes 837231 Yes
## 8953 No 413787 No
## 8954 No 748926 No
## 8955 No 1079409 No
## 8956 Yes 2017781 No
## 8957 Yes 836252 No
## 8958 No 564616 No
## 8959 No 965027 No
## 8960 Yes 1150209 No
## 8961 No 1325610 Yes
## 8962 Yes 422278 No
## 8963 <NA> 2798498 Yes
## 8964 No 851445 Yes
## 8965 No 913380 Yes
## 8966 No 358750 Yes
## 8967 No 1933898 No
## 8968 <NA> 1163372 No
## 8969 No 1051535 Yes
## 8970 No 4802760 Yes
## 8971 No 876445 Yes
## 8972 No 760878 No
## 8973 No 379709 Yes
## 8974 No 844191 Yes
## 8975 Yes 1100912 No
## 8976 Yes 975653 No
## 8977 <NA> 1362732 No
## 8978 No 1497407 Yes
## 8979 No 888531 No
## 8980 No 1388720 No
## 8981 <NA> 4319365 Yes
## 8982 No 2779923 Yes
## 8983 No 665390 Yes
## 8984 Yes 702210 No
## 8985 No 1591925 No
## 8986 Yes 1065365 No
## 8987 No 628233 Yes
## 8988 No 1082088 Yes
## 8989 Yes 1267716 No
## 8990 No 1054391 Yes
## 8991 No 480875 No
## 8992 No 3742076 Yes
## 8993 No 1173189 No
## 8994 No 518247 Yes
## 8995 No 716120 Yes
## 8996 <NA> 522474 No
## 8997 No 1199515 No
## 8998 No 2979550 No
## 8999 No 546041 No
## 9000 No 519110 No
## 9001 No 1158317 Yes
## 9002 No 622332 Yes
## 9003 Yes 601809 No
## 9004 No 692001 Yes
## 9005 No 2081745 No
## 9006 No 2079796 No
## 9007 Yes 2461517 No
## 9008 No 933770 Yes
## 9009 No 599415 No
## 9010 Yes 3908595 Yes
## 9011 No 514624 No
## 9012 Yes 432557 No
## 9013 Yes 1001650 No
## 9014 Yes 902638 No
## 9015 No 581508 Yes
## 9016 No 1394621 No
## 9017 No 431801 No
## 9018 No 889546 Yes
## 9019 <NA> 1228360 No
## 9020 <NA> 1434973 Yes
## 9021 No 1769186 No
## 9022 No 723418 Yes
## 9023 Yes 957141 Yes
## 9024 <NA> 2825687 Yes
## 9025 No 815115 Yes
## 9026 <NA> 722599 Yes
## 9027 Yes 2282841 Yes
## 9028 No 887641 No
## 9029 No 393228 No
## 9030 No 6210348 No
## 9031 <NA> 2107742 No
## 9032 <NA> 1344131 No
## 9033 No 515149 No
## 9034 No 1817727 No
## 9035 No 754221 No
## 9036 <NA> 3135140 No
## 9037 <NA> 598916 No
## 9038 No 2175088 No
## 9039 No 790346 No
## 9040 No 491244 No
## 9041 No 1402951 Yes
## 9042 <NA> 3140124 No
## 9043 Yes 335360 Yes
## 9044 No 626221 No
## 9045 No 1157418 No
## 9046 No 925778 No
## 9047 No 1154997 No
## 9048 Yes 890525 No
## 9049 <NA> 1010568 Yes
## 9050 No 1414396 No
## 9051 Yes 2920410 No
## 9052 <NA> 596504 No
## 9053 No 813077 No
## 9054 Yes 990178 No
## 9055 No 395524 No
## 9056 Yes 2065770 No
## 9057 No 511847 Yes
## 9058 No 392810 No
## 9059 No 622919 Yes
## 9060 Yes 1118445 Yes
## 9061 No 902513 Yes
## 9062 No 997627 Yes
## 9063 Yes 767286 No
## 9064 No 1017003 No
## 9065 No 1108245 No
## 9066 No 161090 Yes
## 9067 No 1236539 Yes
## 9068 Yes 1959059 No
## 9069 Yes 2206265 Yes
## 9070 Yes 840480 No
## 9071 No 1165659 No
## 9072 Yes 1000974 No
## 9073 No 1011378 Yes
## 9074 Yes 2843229 Yes
## 9075 Yes 1548822 No
## 9076 <NA> 391110 Yes
## 9077 Yes 676747 Yes
## 9078 No 2194837 Yes
## 9079 No 580404 Yes
## 9080 Yes 1313586 No
## 9081 Yes 1638000 Yes
## 9082 No 652414 Yes
## 9083 Yes 1080201 No
## 9084 No 2272615 Yes
## 9085 No 611252 No
## 9086 Yes 685433 No
## 9087 No 266902 No
## 9088 No 641512 No
## 9089 No 669876 No
## 9090 <NA> 612880 No
## 9091 No 1422549 Yes
## 9092 No 3019520 No
## 9093 Yes 716423 No
## 9094 No 768826 Yes
## 9095 No 1048411 No
## 9096 Yes 1599543 No
## 9097 No 864421 Yes
## 9098 No 303365 Yes
## 9099 No 771638 No
## 9100 Yes 757274 Yes
## 9101 No 449227 No
## 9102 No 2180962 Yes
## 9103 Yes 472652 No
## 9104 Yes 1614468 No
## 9105 <NA> 3232853 Yes
## 9106 No 1652356 Yes
## 9107 Yes 904800 No
## 9108 Yes 1079383 No
## 9109 No 330385 Yes
## 9110 No 758333 Yes
## 9111 No 3531982 No
## 9112 Yes 740889 No
## 9113 Yes 691663 No
## 9114 Yes 812285 No
## 9115 Yes 668345 No
## 9116 No 999861 Yes
## 9117 No 1077567 No
## 9118 No 320747 Yes
## 9119 Yes 1862850 Yes
## 9120 No 2239257 Yes
## 9121 No 731161 No
## 9122 No 871381 No
## 9123 Yes 1486122 No
## 9124 Yes 3650388 No
## 9125 No 414909 Yes
## 9126 No 689714 No
## 9127 Yes 1761870 No
## 9128 No 2304770 Yes
## 9129 No 1662297 Yes
## 9130 No 548142 Yes
## 9131 Yes 775741 No
## 9132 No 1719551 Yes
## 9133 Yes 1771616 No
## 9134 No 1350824 No
## 9135 <NA> 1246186 No
## 9136 No 769761 Yes
## 9137 No 840925 Yes
## 9138 No 299075 No
## 9139 No 1286877 Yes
## 9140 Yes 1015792 No
## 9141 <NA> 3103180 Yes
## 9142 No 1791623 No
## 9143 No 754266 Yes
## 9144 No 747982 No
## 9145 No 762213 No
## 9146 Yes 398319 No
## 9147 No 830067 No
## 9148 <NA> 933022 No
## 9149 Yes 1176633 Yes
## 9150 No 700029 No
## 9151 Yes 666627 No
## 9152 Yes 413485 Yes
## 9153 No 1581503 Yes
## 9154 <NA> 2584622 No
## 9155 No 1624970 Yes
## 9156 No 897654 Yes
## 9157 Yes 695819 Yes
## 9158 No 629790 No
## 9159 No 1358504 No
## 9160 Yes 497501 No
## 9161 No 531454 No
## 9162 No 1177122 Yes
## 9163 Yes 3245091 No
## 9164 Yes 947387 No
## 9165 No 917278 No
## 9166 No 1038665 Yes
## 9167 No 470409 No
## 9168 No 943328 Yes
## 9169 No 722582 No
## 9170 No 1469425 No
## 9171 <NA> 536705 Yes
## 9172 No 924184 Yes
## 9173 Yes 448257 No
## 9174 No 1142751 No
## 9175 No 994049 No
## 9176 No 362096 No
## 9177 Yes 506952 Yes
## 9178 Yes 1750656 No
## 9179 Yes 1961533 No
## 9180 No 975440 No
## 9181 No 559721 No
## 9182 Yes 512008 Yes
## 9183 No 770535 Yes
## 9184 Yes 677485 No
## 9185 <NA> 1230051 Yes
## 9186 No 1024443 Yes
## 9187 No 775172 Yes
## 9188 No 436998 No
## 9189 Yes 697671 No
## 9190 No 639527 No
## 9191 Yes 638984 No
## 9192 No 1060452 No
## 9193 Yes 1951939 Yes
## 9194 Yes 359293 Yes
## 9195 Yes 1100778 No
## 9196 Yes 1907990 No
## 9197 No 279735 No
## 9198 No 765862 Yes
## 9199 Yes 429603 No
## 9200 <NA> 1487813 No
## 9201 Yes 1146969 No
## 9202 No 728580 No
## 9203 Yes 638931 No
## 9204 Yes 520587 Yes
## 9205 Yes 710656 No
## 9206 Yes 782051 No
## 9207 No 1116549 Yes
## 9208 No 818114 No
## 9209 Yes 3257471 No
## 9210 Yes 943319 No
## 9211 No 1365340 Yes
## 9212 Yes 1166576 No
## 9213 No 281845 No
## 9214 No 755084 No
## 9215 No 1008227 Yes
## 9216 No 428250 No
## 9217 Yes 1959931 No
## 9218 <NA> 695187 No
## 9219 No 662257 No
## 9220 Yes 1287767 No
## 9221 <NA> 533154 Yes
## 9222 No 524815 No
## 9223 No 495107 No
## 9224 No 2031193 No
## 9225 Yes 1933756 No
## 9226 <NA> 1111583 No
## 9227 Yes 712267 No
## 9228 No 869788 No
## 9229 No 657923 No
## 9230 No 2026894 Yes
## 9231 No 446958 Yes
## 9232 No 262452 Yes
## 9233 No 262968 No
## 9234 Yes 717019 Yes
## 9235 No 649717 No
## 9236 No 1244771 No
## 9237 No 672697 No
## 9238 No 464998 No
## 9239 No 720837 No
## 9240 Yes 672679 No
## 9241 No 928456 Yes
## 9242 Yes 995189 Yes
## 9243 No 1044913 No
## 9244 No 1807305 No
## 9245 No 1943039 Yes
## 9246 No 797208 Yes
## 9247 No 677352 No
## 9248 Yes 1089342 Yes
## 9249 No 698632 Yes
## 9250 Yes 1019477 Yes
## 9251 No 793728 No
## 9252 Yes 627565 No
## 9253 No 701275 No
## 9254 Yes 473230 No
## 9255 No 1004489 No
## 9256 No 1745904 Yes
## 9257 No 881642 No
## 9258 No 759259 No
## 9259 No 1915377 Yes
## 9260 Yes 1671633 Yes
## 9261 <NA> 928626 No
## 9262 Yes 1195572 No
## 9263 No 848935 Yes
## 9264 <NA> 922858 Yes
## 9265 No 1578682 Yes
## 9266 No 816210 No
## 9267 No 733653 No
## 9268 No 1560454 No
## 9269 No 579114 No
## 9270 No 802361 No
## 9271 Yes 413164 No
## 9272 Yes 643923 No
## 9273 No 1447068 No
## 9274 No 729070 No
## 9275 <NA> 1757625 Yes
## 9276 Yes 1255487 No
## 9277 No 1063478 No
## 9278 Yes 626916 Yes
## 9279 No 577788 No
## 9280 <NA> 1256564 No
## 9281 No 785131 No
## 9282 Yes 692624 No
## 9283 <NA> 777308 No
## 9284 No 1347824 No
## 9285 No 482139 No
## 9286 No 3520047 No
## 9287 Yes 672688 No
## 9288 <NA> 1348768 Yes
## 9289 No 655805 Yes
## 9290 <NA> 1331591 No
## 9291 No 2007003 No
## 9292 No 1109652 No
## 9293 Yes 3933924 Yes
## 9294 <NA> 290487 No
## 9295 Yes 939314 No
## 9296 No 663993 Yes
## 9297 No 494751 No
## 9298 No 503063 No
## 9299 No 1085043 Yes
## 9300 No 2388466 No
## 9301 No 417837 Yes
## 9302 Yes 1435125 No
## 9303 No 1601492 No
## 9304 No 1143044 Yes
## 9305 No 1591658 Yes
## 9306 No 595027 No
## 9307 No 1774615 Yes
## 9308 No 2536126 No
## 9309 No 547625 No
## 9310 No 1111725 No
## 9311 No 467463 No
## 9312 Yes 5040515 Yes
## 9313 Yes 920731 Yes
## 9314 No 785425 No
## 9315 Yes 1153902 No
## 9316 <NA> 562159 Yes
## 9317 No 715230 No
## 9318 Yes 627334 No
## 9319 No 467027 No
## 9320 No 695250 No
## 9321 No 827272 Yes
## 9322 Yes 1792255 Yes
## 9323 No 402956 Yes
## 9324 No 1345804 Yes
## 9325 No 828928 No
## 9326 No 1158851 Yes
## 9327 No 630146 No
## 9328 Yes 787952 No
## 9329 Yes 436545 No
## 9330 Yes 804284 No
## 9331 No 1251971 Yes
## 9332 <NA> 498506 Yes
## 9333 No 506276 No
## 9334 No 597483 Yes
## 9335 No 563494 No
## 9336 No 565158 No
## 9337 Yes 710780 No
## 9338 No 832470 Yes
## 9339 <NA> 881981 No
## 9340 Yes 1344158 No
## 9341 <NA> 743773 Yes
## 9342 No 1003795 No
## 9343 Yes 926917 No
## 9344 No 1916810 No
## 9345 No 805984 No
## 9346 Yes 828883 No
## 9347 No 1047058 Yes
## 9348 No 1177968 Yes
## 9349 Yes 612827 No
## 9350 Yes 1291007 No
## 9351 Yes 746006 No
## 9352 No 1461050 Yes
## 9353 No 3381172 No
## 9354 Yes 869147 Yes
## 9355 No 881553 No
## 9356 No 953341 Yes
## 9357 No 514366 No
## 9358 Yes 491671 No
## 9359 No 470703 No
## 9360 Yes 2373843 No
## 9361 No 316893 No
## 9362 Yes 490425 No
## 9363 No 1631717 Yes
## 9364 No 4058462 No
## 9365 No 640408 Yes
## 9366 <NA> 1095536 Yes
## 9367 Yes 1088879 Yes
## 9368 <NA> 835781 No
## 9369 Yes 1582517 No
## 9370 Yes 497848 Yes
## 9371 Yes 913602 Yes
## 9372 Yes 1583719 No
## 9373 <NA> 462871 Yes
## 9374 No 1516622 No
## 9375 No 864118 No
## 9376 No 993426 No
## 9377 <NA> 3451286 No
## 9378 No 1643607 No
## 9379 Yes 2568540 No
## 9380 Yes 1602596 Yes
## 9381 Yes 1055201 No
## 9382 No 1556093 No
## 9383 No 305617 No
## 9384 No 2011907 No
## 9385 <NA> 1807865 No
## 9386 Yes 1180549 No
## 9387 No 877370 No
## 9388 No 1260124 Yes
## 9389 No 2344375 Yes
## 9390 Yes 551088 No
## 9391 No 1558657 No
## 9392 <NA> 1256760 No
## 9393 No 1957706 Yes
## 9394 No 417116 Yes
## 9395 No 819805 Yes
## 9396 No 545828 No
## 9397 No 1016780 Yes
## 9398 Yes 822938 Yes
## 9399 Yes 2020237 Yes
## 9400 No 1232747 Yes
## 9401 No 694226 Yes
## 9402 Yes 646843 No
## 9403 No 1133975 Yes
## 9404 No 358011 Yes
## 9405 <NA> 863825 Yes
## 9406 Yes 1905605 No
## 9407 No 932399 No
## 9408 No 929560 No
## 9409 Yes 1250823 Yes
## 9410 No 1505248 No
## 9411 No 1011493 Yes
## 9412 No 2345879 Yes
## 9413 Yes 1188150 Yes
## 9414 <NA> 1450637 Yes
## 9415 No 872742 Yes
## 9416 Yes 540247 No
## 9417 No 1238372 Yes
## 9418 Yes 1666017 No
## 9419 No 1719399 Yes
## 9420 Yes 1614193 No
## 9421 No 508314 Yes
## 9422 Yes 926196 Yes
## 9423 Yes 1431520 Yes
## 9424 <NA> 546655 Yes
## 9425 Yes 887356 Yes
## 9426 No 465185 No
## 9427 <NA> 494510 No
## 9428 No 799869 No
## 9429 No 534596 No
## 9430 <NA> 1166727 Yes
## 9431 No 341128 No
## 9432 Yes 698525 No
## 9433 No 1298928 Yes
## 9434 Yes 667117 No
## 9435 No 757897 Yes
## 9436 Yes 2177207 Yes
## 9437 No 636305 Yes
## 9438 No 1210213 No
## 9439 No 590604 Yes
## 9440 No 286117 No
## 9441 Yes 1800843 Yes
## 9442 No 1075111 Yes
## 9443 No 643870 No
## 9444 No 1205522 Yes
## 9445 Yes 1484297 No
## 9446 Yes 1036547 No
## 9447 No 417516 No
## 9448 Yes 974140 Yes
## 9449 No 513797 No
## 9450 No 663833 No
## 9451 No 767064 No
## 9452 Yes 851382 No
## 9453 No 1885812 No
## 9454 Yes 828278 Yes
## 9455 No 1109340 No
## 9456 No 771229 Yes
## 9457 Yes 1757046 No
## 9458 No 1152443 Yes
## 9459 No 3560106 No
## 9460 No 1053946 Yes
## 9461 Yes 791485 No
## 9462 No 664429 No
## 9463 No 847164 Yes
## 9464 Yes 1606734 No
## 9465 No 863068 Yes
## 9466 <NA> 603402 Yes
## 9467 No 461456 No
## 9468 No 996177 Yes
## 9469 Yes 827539 No
## 9470 No 1137500 Yes
## 9471 No 496388 No
## 9472 No 346263 No
## 9473 Yes 366146 No
## 9474 No 679096 No
## 9475 No 625492 Yes
## 9476 No 1162393 Yes
## 9477 No 770900 No
## 9478 No 1182249 No
## 9479 No 4729922 Yes
## 9480 No 289303 No
## 9481 No 6473263 No
## 9482 No 384666 No
## 9483 Yes 829230 Yes
## 9484 <NA> 746300 No
## 9485 No 599370 No
## 9486 No 1054124 No
## 9487 No 861110 Yes
## 9488 No 1112419 No
## 9489 No 3657472 Yes
## 9490 No 1149176 No
## 9491 No 721086 No
## 9492 Yes 3234972 No
## 9493 <NA> 1293116 No
## 9494 Yes 964555 No
## 9495 Yes 535121 No
## 9496 No 3603129 No
## 9497 Yes 1706316 Yes
## 9498 No 2506551 No
## 9499 No 853207 No
## 9500 No 630671 No
## 9501 Yes 756455 Yes
## 9502 Yes 1510623 No
## 9503 <NA> 223060 No
## 9504 No 2384879 Yes
## 9505 No 441199 No
## 9506 <NA> 2396485 No
## 9507 No 1548778 Yes
## 9508 No 932159 No
## 9509 Yes 1832866 No
## 9510 No 925573 No
## 9511 No 1098349 Yes
## 9512 No 1687751 No
## 9513 No 828394 Yes
## 9514 No 625518 No
## 9515 No 2612274 Yes
## 9516 Yes 2668317 No
## 9517 No 1047654 No
## 9518 No 1000733 No
## 9519 Yes 986582 Yes
## 9520 No 475233 No
## 9521 Yes 489295 Yes
## 9522 <NA> 1284020 No
## 9523 Yes 953688 No
## 9524 Yes 3913071 No
## 9525 Yes 1376304 No
## 9526 No 682104 No
## 9527 No 595961 Yes
## 9528 Yes 448275 Yes
## 9529 No 275090 Yes
## 9530 No 816263 No
## 9531 No 1414663 Yes
## 9532 <NA> 1200521 Yes
## 9533 No 424619 Yes
## 9534 <NA> 1702819 Yes
## 9535 Yes 1292164 Yes
## 9536 No 1641257 No
## 9537 Yes 560708 Yes
## 9538 No 730325 No
## 9539 Yes 1071257 Yes
## 9540 No 687106 No
## 9541 No 792411 Yes
## 9542 No 325001 Yes
## 9543 No 1554037 No
## 9544 No 473720 No
## 9545 No 2598301 Yes
## 9546 <NA> 1101232 Yes
## 9547 No 663895 No
## 9548 No 719146 No
## 9549 No 646140 No
## 9550 No 798000 No
## 9551 No 465194 Yes
## 9552 Yes 667589 Yes
## 9553 <NA> 1540687 Yes
## 9554 Yes 982195 No
## 9555 Yes 554514 No
## 9556 No 1357419 No
## 9557 No 1369015 No
## 9558 No 996177 No
## 9559 No 426087 No
## 9560 No 715382 Yes
## 9561 No 2253702 No
## 9562 Yes 874291 No
## 9563 <NA> 1950408 No
## 9564 No 3432783 Yes
## 9565 Yes 619947 No
## 9566 No 793817 Yes
## 9567 Yes 1368873 No
## 9568 Yes 1409590 No
## 9569 Yes 935612 No
## 9570 No 932853 No
## 9571 No 482922 No
## 9572 <NA> 3925193 Yes
## 9573 Yes 380724 No
## 9574 Yes 912223 Yes
## 9575 <NA> 758404 Yes
## 9576 No 728705 No
## 9577 No 663824 Yes
## 9578 <NA> 269340 Yes
## 9579 No 107467 Yes
## 9580 <NA> 997449 Yes
## 9581 <NA> 553464 No
## 9582 No 704408 Yes
## 9583 <NA> 1765920 Yes
## 9584 No 435165 No
## 9585 Yes 1290669 Yes
## 9586 No 354932 No
## 9587 Yes 1006331 No
## 9588 No 813816 Yes
## 9589 No 940400 No
## 9590 Yes 1450237 Yes
## 9591 <NA> 940044 No
## 9592 Yes 941628 Yes
## 9593 Yes 357308 No
## 9594 Yes 1029525 Yes
## 9595 No 2807558 No
## 9596 No 887285 No
## 9597 Yes 713299 No
## 9598 <NA> 362185 No
## 9599 No 1371178 No
## 9600 Yes 649780 No
## 9601 Yes 1919454 No
## 9602 Yes 1039956 No
## 9603 Yes 420240 No
## 9604 Yes 425562 Yes
## 9605 No 622118 Yes
## 9606 Yes 728429 No
## 9607 Yes 565523 Yes
## 9608 No 1019512 No
## 9609 <NA> 1592717 Yes
## 9610 <NA> 398461 No
## 9611 Yes 340380 No
## 9612 No 2004075 Yes
## 9613 No 710166 No
## 9614 No 863673 No
## 9615 No 414570 Yes
## 9616 No 1926467 Yes
## 9617 <NA> 2006469 Yes
## 9618 <NA> 719858 No
## 9619 No 1002985 No
## 9620 <NA> 808039 Yes
## 9621 No 520667 No
## 9622 No 1562804 No
## 9623 <NA> 1303227 Yes
## 9624 Yes 435904 No
## 9625 No 775047 Yes
## 9626 No 1197477 No
## 9627 No 213938 Yes
## 9628 No 354949 Yes
## 9629 <NA> 898944 Yes
## 9630 No 413636 No
## 9631 Yes 432255 Yes
## 9632 <NA> 677361 No
## 9633 <NA> 1491061 No
## 9634 No 682932 No
## 9635 No 2377181 No
## 9636 No 8378156 Yes
## 9637 No 233206 No
## 9638 Yes 480778 Yes
## 9639 No 697653 No
## 9640 No 279415 No
## 9641 No 668158 No
## 9642 Yes 278258 Yes
## 9643 Yes 919734 Yes
## 9644 No 3553894 Yes
## 9645 No 717518 No
## 9646 No 301977 Yes
## 9647 Yes 1316221 Yes
## 9648 No 362621 No
## 9649 Yes 631045 No
## 9650 No 1549846 Yes
## 9651 No 960301 No
## 9652 No 544350 No
## 9653 No 1415180 No
## 9654 No 739456 No
## 9655 Yes 1173589 No
## 9656 <NA> 720846 No
## 9657 No 1083557 No
## 9658 No 355430 No
## 9659 No 1821919 Yes
## 9660 No 413939 No
## 9661 <NA> 946461 No
## 9662 <NA> 633030 Yes
## 9663 No 233073 No
## 9664 No 1239191 Yes
## 9665 No 1646767 No
## 9666 <NA> 855717 No
## 9667 No 1813428 Yes
## 9668 No 2085715 Yes
## 9669 No 413520 Yes
## 9670 Yes 835523 No
## 9671 No 773285 Yes
## 9672 No 655618 Yes
## 9673 Yes 3520172 Yes
## 9674 No 787952 No
## 9675 No 1981825 Yes
## 9676 Yes 1469621 No
## 9677 Yes 980076 Yes
## 9678 Yes 841584 Yes
## 9679 No 321103 Yes
## 9680 Yes 543701 No
## 9681 No 779684 Yes
## 9682 No 1163096 Yes
## 9683 Yes 5266379 No
## 9684 <NA> 1387082 Yes
## 9685 Yes 501808 Yes
## 9686 No 2731062 Yes
## 9687 No 479950 Yes
## 9688 No 564455 Yes
## 9689 Yes 253445 No
## 9690 No 530128 Yes
## 9691 No 941539 Yes
## 9692 No 508804 Yes
## 9693 Yes 2237433 No
## 9694 No 549156 No
## 9695 Yes 1041736 No
## 9696 No 670552 No
## 9697 No 281124 No
## 9698 Yes 615061 No
## 9699 No 949914 Yes
## 9700 Yes 1870352 Yes
## 9701 No 1174986 No
## 9702 Yes 6818085 No
## 9703 <NA> 1242217 Yes
## 9704 No 613263 Yes
## 9705 <NA> 694787 Yes
## 9706 No 818194 Yes
## 9707 No 1641035 No
## 9708 No 441333 No
## 9709 No 532665 No
## 9710 <NA> 2520346 No
## 9711 <NA> 3369575 Yes
## 9712 No 3006651 No
## 9713 Yes 1229828 No
## 9714 No 527253 Yes
## 9715 No 1338266 No
## 9716 No 1109999 No
## 9717 No 520053 No
## 9718 <NA> 446432 No
## 9719 Yes 1180602 No
## 9720 No 3084873 No
## 9721 No 621718 No
## 9722 Yes 1772479 No
## 9723 Yes 695828 No
## 9724 No 959072 No
## 9725 No 1606378 No
## 9726 No 881367 Yes
## 9727 <NA> 650803 No
## 9728 <NA> 671745 No
## 9729 No 2620151 No
## 9730 No 1780916 No
## 9731 No 399449 No
## 9732 No 644484 No
## 9733 Yes 705271 Yes
## 9734 Yes 812926 No
## 9735 No 1076588 Yes
## 9736 <NA> 1192573 Yes
## 9737 No 636901 No
## 9738 No 1658586 No
## 9739 No 889065 Yes
## 9740 <NA> 830014 No
## 9741 No 2862658 No
## 9742 No 448969 No
## 9743 No 2206550 No
## 9744 No 668674 No
## 9745 No 2616368 No
## 9746 Yes 410468 No
## 9747 No 591075 No
## 9748 Yes 1415571 Yes
## 9749 Yes 3110274 Yes
## 9750 Yes 1092270 No
## 9751 No 1785669 No
## 9752 Yes 925155 Yes
## 9753 No 791886 No
## 9754 Yes 183936 Yes
## 9755 Yes 1181074 No
## 9756 No 423907 Yes
## 9757 Yes 694449 No
## 9758 No 744422 No
## 9759 No 982141 Yes
## 9760 Yes 859713 No
## 9761 Yes 448230 No
## 9762 No 5203812 No
## 9763 No 545249 No
## 9764 <NA> 2099643 Yes
## 9765 <NA> 577138 Yes
## 9766 <NA> 663744 Yes
## 9767 Yes 3997986 Yes
## 9768 <NA> 924861 Yes
## 9769 No 931376 Yes
## 9770 Yes 1827392 No
## 9771 <NA> 2772634 Yes
## 9772 No 1102024 No
## 9773 Yes 705761 Yes
## 9774 Yes 1287420 No
## 9775 No 858529 Yes
## 9776 No 431979 Yes
## 9777 <NA> 668461 No
## 9778 No 2665505 Yes
## 9779 No 641912 No
## 9780 No 504024 No
## 9781 No 1443357 No
## 9782 No 2069063 No
## 9783 Yes 429371 No
## 9784 No 1233566 No
## 9785 No 383910 No
## 9786 Yes 685905 No
## 9787 No 745116 No
## 9788 No 1635437 No
## 9789 No 641939 No
## 9790 Yes 412194 No
## 9791 No 1318775 No
## 9792 <NA> 2761207 No
## 9793 No 1105549 Yes
## 9794 No 1701893 Yes
## 9795 No 593024 Yes
## 9796 No 1612973 Yes
## 9797 No 1303298 Yes
## 9798 Yes 7535745 No
## 9799 No 3576482 Yes
## 9800 No 3796704 Yes
## 9801 No 7033251 Yes
## 9802 No 707452 No
## 9803 Yes 1627409 Yes
## 9804 <NA> 969788 Yes
## 9805 No 1477061 Yes
## 9806 Yes 772876 No
## 9807 No 1184216 Yes
## 9808 No 1032497 No
## 9809 Yes 1268258 No
## 9810 No 352938 No
## 9811 Yes 1439414 Yes
## 9812 No 973775 No
## 9813 No 610896 Yes
## 9814 No 994646 Yes
## 9815 No 682603 No
## 9816 No 280127 Yes
## 9817 No 574156 No
## 9818 Yes 3279828 Yes
## 9819 No 1034233 No
## 9820 Yes 564740 No
## 9821 No 2739286 Yes
## 9822 No 1133593 Yes
## 9823 <NA> 452823 No
## 9824 No 627823 No
## 9825 <NA> 1235498 Yes
## 9826 No 1482286 No
## 9827 Yes 1074541 No
## 9828 <NA> 612969 No
## 9829 Yes 684935 No
## 9830 No 653197 No
## 9831 Yes 430991 No
## 9832 No 1123989 No
## 9833 No 1035915 Yes
## 9834 <NA> 2842846 No
## 9835 No 290273 Yes
## 9836 <NA> 2092372 Yes
## 9837 No 475135 No
## 9838 No 1268089 Yes
## 9839 Yes 1037019 No
## 9840 <NA> 1168445 No
## 9841 No 1045162 Yes
## 9842 No 306676 No
## 9843 <NA> 877237 Yes
## 9844 Yes 1209857 Yes
## 9845 Yes 915774 No
## 9846 Yes 687587 No
## 9847 Yes 581846 Yes
## 9848 No 1102870 Yes
## 9849 <NA> 558839 Yes
## 9850 Yes 748997 No
## 9851 Yes 921096 Yes
## 9852 No 607451 No
## 9853 No 660193 No
## 9854 <NA> 1222788 No
## 9855 No 1165063 No
## 9856 No 867305 No
## 9857 No 844120 No
## 9858 No 1980018 Yes
## 9859 No 1361780 No
## 9860 No 948223 Yes
## 9861 No 778741 No
## 9862 <NA> 521815 Yes
## 9863 No 1050582 Yes
## 9864 <NA> 953902 No
## 9865 No 803162 No
## 9866 Yes 954231 No
## 9867 Yes 332423 Yes
## 9868 No 450776 No
## 9869 <NA> 473933 No
## 9870 Yes 1357054 No
## 9871 Yes 1477400 No
## 9872 No 551826 No
## 9873 Yes 1238381 No
## 9874 No 464037 No
## 9875 Yes 1364654 Yes
## 9876 Yes 668452 Yes
## 9877 No 284622 No
## 9878 <NA> 779453 No
## 9879 No 1248269 Yes
## 9880 Yes 182868 No
## 9881 Yes 529042 No
## 9882 Yes 2048566 No
## 9883 No 3185363 No
## 9884 Yes 990694 No
## 9885 No 952362 Yes
## 9886 Yes 1796144 Yes
## 9887 No 414731 No
## 9888 No 2021207 Yes
## 9889 No 611412 No
## 9890 No 208464 No
## 9891 No 694235 Yes
## 9892 No 863691 Yes
## 9893 No 1653157 Yes
## 9894 Yes 2707673 No
## 9895 Yes 2023148 Yes
## 9896 No 3373304 No
## 9897 No 707843 No
## 9898 No 1310444 No
## 9899 No 1443482 No
## 9900 Yes 1408772 No
## 9901 Yes 650759 No
## 9902 No 615648 No
## 9903 No 615381 Yes
## 9904 No 854159 No
## 9905 No 1054712 Yes
## 9906 No 1223358 No
## 9907 No 859677 No
## 9908 Yes 630387 Yes
## 9909 No 2016241 No
## 9910 No 721345 No
## 9911 No 273212 No
## 9912 No 1878309 Yes
## 9913 No 844022 Yes
## 9914 Yes 1198340 Yes
## 9915 Yes 467641 Yes
## 9916 No 1074612 Yes
## 9917 No 586278 No
## 9918 No 348657 No
## 9919 Yes 1333843 No
## 9920 Yes 715382 No
## 9921 No 1010879 No
## 9922 No 2330171 Yes
## 9923 No 1577756 Yes
## 9924 No 448898 No
## 9925 No 447055 No
## 9926 No 803598 No
## 9927 <NA> 462043 Yes
## 9928 No 901979 No
## 9929 Yes 721345 Yes
## 9930 No 1333122 No
## 9931 No 406374 No
## 9932 No 1749793 Yes
## 9933 <NA> 749638 Yes
## 9934 No 657247 Yes
## 9935 Yes 2250400 Yes
## 9936 Yes 555431 No
## 9937 <NA> 1010078 Yes
## 9938 Yes 800635 Yes
## 9939 Yes 1659609 No
## 9940 <NA> 1234465 Yes
## 9941 No 2019151 Yes
## 9942 No 562043 Yes
## 9943 Yes 826293 No
## 9944 Yes 884668 No
## 9945 No 555012 No
## 9946 No 265869 No
## 9947 No 488218 No
## 9948 No 3274995 No
## 9949 No 313333 No
## 9950 <NA> 585762 Yes
## 9951 No 1910589 Yes
## 9952 No 1452853 Yes
## 9953 No 773703 No
## 9954 No 394554 No
## 9955 No 1340998 Yes
## 9956 Yes 227706 No
## 9957 No 366226 No
## 9958 No 598863 No
## 9959 No 247633 Yes
## 9960 No 845544 No
## 9961 Yes 944005 Yes
## 9962 No 859633 No
## 9963 No 860256 No
## 9964 No 1040365 Yes
## 9965 <NA> 2067185 No
## 9966 <NA> 2133392 No
## 9967 No 509703 Yes
## 9968 No 1948770 No
## 9969 No 1971100 No
## 9970 Yes 988825 No
## 9971 No 870615 Yes
## 9972 No 642909 Yes
## 9973 No 540710 Yes
## 9974 No 1330149 Yes
## 9975 No 775101 No
## 9976 Yes 1679643 Yes
## 9977 No 617215 No
## 9978 No 374565 No
## 9979 No 540408 No
## 9980 Yes 1096453 Yes
## 9981 Yes 1696696 No
## 9982 No 440639 No
## 9983 No 1941837 No
## 9984 Yes 2370194 No
## 9985 Yes 477191 No
## 9986 Yes 671905 No
## 9987 <NA> 647697 Yes
## 9988 No 1440135 No
## 9989 No 472803 No
## 9990 No 933957 No
## 9991 No 900065 No
## 9992 Yes 2320835 No
## 9993 No 790951 No
## 9994 No 1865164 No
## 9995 No 354139 Yes
## 9996 No 548729 No
## 9997 Yes 1858346 No
## 9998 No 1283727 No
## 9999 <NA> 644235 No
## [ reached 'max' / getOption("max.print") -- omitted 2287 rows ]theorie <- df_to_predict %>%
select(customer_id) %>%
mutate(sales_lead = predict(mytree, df_to_predict, type = 'class'))
theorie## customer_id sales_lead
## 1 CAB43QFM 0
## 2 QRKWKYWV 0
## 3 UVQSNQH2 0
## 4 4SES9E5M 0
## 5 JUXEAVTX 0
## 6 3ZWGZSU5 0
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## 8 ANYJEPUT 0
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## 11 KLFW9APP 0
## 12 JCJPEZYY 0
## 13 SIWYF32C 0
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## 18 WMPONRNT 0
## 19 HOUX5MOQ 0
## 20 6OQUOPWP 0
## 21 CJVHMPFD 0
## 22 LVAMFDMK 0
## 23 2GJ8FGPB 0
## 24 OJ7QX9WM 0
## 25 ABZBJSBQ 0
## 26 YJGPEQPE 0
## 27 CYUF935N 0
## 28 GTBVRRBT 0
## 29 M2GV34XV 0
## 30 A3DJNT8P 0
## 31 NYORCYVT 0
## 32 FN9T7DAA 0
## 33 N2QQXWHZ 0
## 34 25MUMVE7 0
## 35 68EE2NHV 0
## 36 KLTDET99 0
## 37 2PZPWCSH 0
## 38 7NMFNUZM 0
## 39 FDQUX3NG 0
## 40 DMN2YMRZ 0
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## 42 PTWLQJJQ 0
## 43 VC9Y58WM 0
## 44 KITTXFVM 0
## 45 CFU44JBX 0
## 46 OPHTBIHK 0
## 47 5YABGREU 0
## 48 CN7QAMN4 0
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## 50 WKYHFN7V 0
## 51 FW55KQWQ 0
## 52 EK8W54RG 0
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## 54 RGDF8HJB 0
## 55 CQATCJFF 0
## 56 K9AT22ML 0
## 57 KGAMNY9B 0
## 58 JJWAPTKA 0
## 59 YNFSCLTB 0
## 60 Q5ZUS8G6 0
## 61 GWBQAXCN 0
## 62 GVCDQKZF 0
## 63 AWP3JPCD 0
## 64 HYFTYQ5I 0
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## 127 33WLJBMC 1
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## 129 RSAZZKWP 0
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## 12286 V5G3OV2M 0Random Forest
set.seed(333)
#Alle verwendeten Librarys
require(caTools)
library(randomForest)
library(caret)
library(MLmetrics)
library(pROC)## Type 'citation("pROC")' for a citation.##
## Attache Paket: 'pROC'## Die folgenden Objekte sind maskiert von 'package:stats':
##
## cov, smooth, var# Trainieren des RandomForest mit unseren Daten, hier werden die customer_id von Anfang an heraus genommen.
model_rf <- randomForest(sales_lead~sex+cust_age+region+job_status+channel+vintage+hast_credit_product+mean_account_balance+flag_active_customer, data = df_train, importance = TRUE, ntree=100, mtry=2)
model_rf##
## Call:
## randomForest(formula = sales_lead ~ sex + cust_age + region + job_status + channel + vintage + hast_credit_product + mean_account_balance + flag_active_customer, data = df_train, importance = TRUE, ntree = 100, mtry = 2)
## Type of random forest: classification
## Number of trees: 100
## No. of variables tried at each split: 2
##
## OOB estimate of error rate: 13.87%
## Confusion matrix:
## 0 1 class.error
## 0 137041 2110 0.01516338
## 1 20692 4602 0.81805962#Vorhersagen der Werte
prediction <-predict(model_rf, df_test, type = "prob")
prediction1 <-predict(model_rf, df_test, type = "class")
confusionMatrix(df_test$sales_lead, prediction1)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 34277 510
## 1 5194 1129
##
## Accuracy : 0.8613
## 95% CI : (0.8579, 0.8646)
## No Information Rate : 0.9601
## P-Value [Acc > NIR] : 1
##
## Kappa : 0.2352
##
## Mcnemar's Test P-Value : <2e-16
##
## Sensitivity : 0.8684
## Specificity : 0.6888
## Pos Pred Value : 0.9853
## Neg Pred Value : 0.1786
## Prevalence : 0.9601
## Detection Rate : 0.8338
## Detection Prevalence : 0.8462
## Balanced Accuracy : 0.7786
##
## 'Positive' Class : 0
## prediction <-as.data.frame(prediction)
auc(df_test$sales_lead, prediction$`1`)## Setting levels: control = 0, case = 1## Setting direction: controls < cases## Area under the curve: 0.784Random Forest Downsampling
set.seed(333)
#Alle verwendeten Librarys
require(caTools)
library(randomForest)
library(caret)
library(MLmetrics)
library(pROC)
# Trainieren des RandomForest mit unseren Daten, hier werden die customer_id von Anfang an heraus genommen.
model_rf <- randomForest(sales_lead~sex+cust_age+region+job_status+channel+vintage+hast_credit_product+mean_account_balance+flag_active_customer, data = df_train, importance = TRUE, ntree=100, mtry=2)
model_rf##
## Call:
## randomForest(formula = sales_lead ~ sex + cust_age + region + job_status + channel + vintage + hast_credit_product + mean_account_balance + flag_active_customer, data = df_train, importance = TRUE, ntree = 100, mtry = 2)
## Type of random forest: classification
## Number of trees: 100
## No. of variables tried at each split: 2
##
## OOB estimate of error rate: 13.87%
## Confusion matrix:
## 0 1 class.error
## 0 137041 2110 0.01516338
## 1 20692 4602 0.81805962#Vorhersagen der Werte
prediction <-predict(model_rf, df_test, type = "prob")
prediction1 <-predict(model_rf, df_test, type = "class")
confusionMatrix(df_test$sales_lead, prediction1)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 34277 510
## 1 5194 1129
##
## Accuracy : 0.8613
## 95% CI : (0.8579, 0.8646)
## No Information Rate : 0.9601
## P-Value [Acc > NIR] : 1
##
## Kappa : 0.2352
##
## Mcnemar's Test P-Value : <2e-16
##
## Sensitivity : 0.8684
## Specificity : 0.6888
## Pos Pred Value : 0.9853
## Neg Pred Value : 0.1786
## Prevalence : 0.9601
## Detection Rate : 0.8338
## Detection Prevalence : 0.8462
## Balanced Accuracy : 0.7786
##
## 'Positive' Class : 0
## prediction <-as.data.frame(prediction)
auc(df_test$sales_lead, prediction$`1`)## Setting levels: control = 0, case = 1## Setting direction: controls < cases## Area under the curve: 0.784#Random Forest Upsampling
set.seed(333)
#Alle verwendeten Librarys
require(caTools)
library(randomForest)
library(caret)
library(MLmetrics)
library(pROC)
# Trainieren des RandomForest mit unseren Daten, hier werden die customer_id von Anfang an heraus genommen.
model_rf <- randomForest(sales_lead~sex+cust_age+region+job_status+channel+vintage+hast_credit_product+mean_account_balance+flag_active_customer, data = df_train, importance = TRUE, ntree=100, mtry=2)
model_rf##
## Call:
## randomForest(formula = sales_lead ~ sex + cust_age + region + job_status + channel + vintage + hast_credit_product + mean_account_balance + flag_active_customer, data = df_train, importance = TRUE, ntree = 100, mtry = 2)
## Type of random forest: classification
## Number of trees: 100
## No. of variables tried at each split: 2
##
## OOB estimate of error rate: 13.87%
## Confusion matrix:
## 0 1 class.error
## 0 137041 2110 0.01516338
## 1 20692 4602 0.81805962#Vorhersagen der Werte
prediction <-predict(model_rf, df_test, type = "prob")
prediction1 <-predict(model_rf, df_test, type = "class")
confusionMatrix(df_test$sales_lead, prediction1)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 34277 510
## 1 5194 1129
##
## Accuracy : 0.8613
## 95% CI : (0.8579, 0.8646)
## No Information Rate : 0.9601
## P-Value [Acc > NIR] : 1
##
## Kappa : 0.2352
##
## Mcnemar's Test P-Value : <2e-16
##
## Sensitivity : 0.8684
## Specificity : 0.6888
## Pos Pred Value : 0.9853
## Neg Pred Value : 0.1786
## Prevalence : 0.9601
## Detection Rate : 0.8338
## Detection Prevalence : 0.8462
## Balanced Accuracy : 0.7786
##
## 'Positive' Class : 0
## prediction <-as.data.frame(prediction)
auc(df_test$sales_lead, prediction$`1`)## Setting levels: control = 0, case = 1## Setting direction: controls < cases## Area under the curve: 0.784Neuronales Netz
set.seed(333)
#Generieung Dummy Variablen - Weil Katergorische Variablenkein Sinn ergeben
#Standatisierung - Um dem Modell das training zu erleichtern
## Preamble
# load packages
library(nnet)
library(caret)
library(plyr)
## Training
# generate data
dummies <- dummyVars(~ sex+region+job_status+channel+hast_credit_product+flag_active_customer, data = df_train)
df_dummies <- predict(dummies, newdata = df_train)
df_select <- df_train %>% select(sales_lead ,cust_age, vintage, mean_account_balance)
df_nn_train <- data.frame(cbind(df_select, df_dummies))
# train model
mod_nnet = train(sales_lead ~ .,
data = df_nn_train,
preProcess = c('center','scale'),
method = 'nnet', maxit = 300,
trControl = trainControl(method = "cv", number = 5),
metric = "Accuracy",
MaxNWts = 1000000,
tuneGrid = expand.grid(size = c(10,20), decay = 0))## # weights: 541
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## iter 120 value 54848.112967
## iter 130 value 54783.858932
## iter 140 value 54728.721954
## iter 150 value 54697.585446
## iter 160 value 54666.830036
## iter 170 value 54641.647226
## iter 180 value 54629.408985
## iter 190 value 54609.734454
## iter 200 value 54596.201199
## iter 210 value 54569.492865
## iter 220 value 54544.087030
## iter 230 value 54525.858104
## iter 240 value 54511.424340
## iter 250 value 54498.256292
## iter 260 value 54488.595750
## iter 270 value 54477.750205
## iter 280 value 54468.515187
## iter 290 value 54462.143183
## iter 300 value 54457.132825
## final value 54457.132825
## stopped after 300 iterationsmod_nnet## Neural Network
##
## 164445 samples
## 52 predictor
## 2 classes: '0', '1'
##
## Pre-processing: centered (52), scaled (52)
## Resampling: Cross-Validated (5 fold)
## Summary of sample sizes: 131557, 131556, 131556, 131556, 131555
## Resampling results across tuning parameters:
##
## size Accuracy Kappa
## 10 0.8582322 0.2602123
## 20 0.8584572 0.2665349
##
## Tuning parameter 'decay' was held constant at a value of 0
## Accuracy was used to select the optimal model using the largest value.
## The final values used for the model were size = 20 and decay = 0.## Testing
# generate data
dummies <- dummyVars(~ sex+region+job_status+channel+hast_credit_product+flag_active_customer, data = df_test)
df_dummies <- predict(dummies, newdata = df_test)
df_select <- df_test %>% select(sales_lead ,cust_age, vintage, mean_account_balance)
df_nn_test <- data.frame(cbind(df_select, df_dummies))
# predictin test set
pred_nnet <- predict(mod_nnet, df_nn_test, type = "raw")
## Evaluation
confusionMatrix(pred_nnet, df_test$sales_lead)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 33937 4851
## 1 850 1472
##
## Accuracy : 0.8613
## 95% CI : (0.8579, 0.8647)
## No Information Rate : 0.8462
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.2811
##
## Mcnemar's Test P-Value : < 2.2e-16
##
## Sensitivity : 0.9756
## Specificity : 0.2328
## Pos Pred Value : 0.8749
## Neg Pred Value : 0.6339
## Prevalence : 0.8462
## Detection Rate : 0.8255
## Detection Prevalence : 0.9435
## Balanced Accuracy : 0.6042
##
## 'Positive' Class : 0
##