NY5
Joe Foley
September 20, 2017
‘’’ Lets keep plots from displating exponents using scipen ‘’’
options("scipen"=1000000)‘’’ Here are the packages that we will use: ‘’’
library(ggplot2)
library(GGally)
library(scales)
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## as.arraylibrary(lattice)
library(MASS)
library(dplyr)##
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## intersect, setdiff, setequal, unionlibrary(gridExtra)##
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## combinelibrary(RColorBrewer)
library(tidyr)
library(data.table)##
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## between, first, lastlibrary(knitr)
library(gridExtra)
library(splitstackshape)
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## renameNY2016 <- read.csv('NY2016.csv')
Zip_Pop2<- read.csv('Zip_Pop2.csv')‘’’ Here is the link to the 2016 Federal Elections Data for New York that Udacity offerd:
https://drive.google.com/open?id=0B-ygjCols7cALXZpbmNGS1Jydms
We will be merging the the NY elelction data with a record of Population as of 2010 per Zip with this file:
https://drive.google.com/open?id=0B-ygjCols7cALXZpbmNGS1Jydms ‘’’
‘’’ The Federal election data is a big file. 105megs so the first thing we will
do is to make it smaller with Sample.
???
NY_Sample<-NY2016[sample(nrow(NY2016), 10000),]dim(NY2016)## [1] 649460 18dim(NY_Sample)## [1] 10000 18‘’’ The Zip codes of NY2016 are 9 digits long so we
will shorten them to 5 digits. ‘’’
NY_Sample$Zip<- substr(NY_Sample$Zip , 0,5)‘’’ We will want to add party affiliation but first we must seperate out the candidates
last name. ‘’’
glimpse(NY_Sample)## Observations: 10,000
## Variables: 18
## $ cmte_id <fctr> C00575795, C00580100, C00575795, C00577130,...
## $ cand_id <fctr> P00003392, P80001571, P00003392, P60007168,...
## $ cand_nm <fctr> Clinton, Hillary Rodham, Trump, Donald J., ...
## $ contbr_nm <fctr> XUEREB, PAUL, KIMBIZ, GAIL, PHILLIPS, DONNA...
## $ contbr_city <fctr> BROOKLYN, EAST QUOGUE, STAFFORD, DIX HILLS,...
## $ contbr_st <fctr> NY, NY, NY, NY, NY, NY, NY, NY, NY, NY, NY,...
## $ Zip <chr> "11216", "11942", "14143", "11746", "10924",...
## $ contbr_employer <fctr> TRI-STAR EQUITIES, RETIRED, RETIRED, SELF, ...
## $ contbr_occupation <fctr> PROPERTY MANAGER, RETIRED, SCHOOL ADMINISTR...
## $ contb_receipt_amt <dbl> 19, 40, 10, 27, 15, 50, 250, 5, 5, 50, 100, ...
## $ contb_receipt_dt <fctr> 14-Sep-16, 25-Jun-16, 18-Sep-16, 29-Apr-16,...
## $ receipt_desc <fctr> , , , , , , , , , , , , , , , , , , , , , ,...
## $ memo_cd <fctr> , X, , , , , , , , , , , , , X, , , , , , ,...
## $ memo_text <fctr> , , , * EARMARKED CONTRIBUTION: SEE BELOW, ...
## $ form_tp <fctr> SA17A, SA18, SA17A, SA17A, SA17A, SA17A, SA...
## $ file_num <int> 1137625, 1104813, 1137625, 1079445, 1079445,...
## $ tran_id <fctr> C10617112, SA18.1278920, C10844590, VPF7BPA...
## $ election_tp <fctr> G2016, P2016, G2016, P2016, P2016, G2016, P...NY_Sample<-cSplit(NY_Sample , "cand_nm", sep=",")glimpse(NY_Sample)## Observations: 10,000
## Variables: 19
## $ cmte_id <fctr> C00575795, C00580100, C00575795, C00577130,...
## $ cand_id <fctr> P00003392, P80001571, P00003392, P60007168,...
## $ contbr_nm <fctr> XUEREB, PAUL, KIMBIZ, GAIL, PHILLIPS, DONNA...
## $ contbr_city <fctr> BROOKLYN, EAST QUOGUE, STAFFORD, DIX HILLS,...
## $ contbr_st <fctr> NY, NY, NY, NY, NY, NY, NY, NY, NY, NY, NY,...
## $ Zip <chr> "11216", "11942", "14143", "11746", "10924",...
## $ contbr_employer <fctr> TRI-STAR EQUITIES, RETIRED, RETIRED, SELF, ...
## $ contbr_occupation <fctr> PROPERTY MANAGER, RETIRED, SCHOOL ADMINISTR...
## $ contb_receipt_amt <dbl> 19, 40, 10, 27, 15, 50, 250, 5, 5, 50, 100, ...
## $ contb_receipt_dt <fctr> 14-Sep-16, 25-Jun-16, 18-Sep-16, 29-Apr-16,...
## $ receipt_desc <fctr> , , , , , , , , , , , , , , , , , , , , , ,...
## $ memo_cd <fctr> , X, , , , , , , , , , , , , X, , , , , , ,...
## $ memo_text <fctr> , , , * EARMARKED CONTRIBUTION: SEE BELOW, ...
## $ form_tp <fctr> SA17A, SA18, SA17A, SA17A, SA17A, SA17A, SA...
## $ file_num <int> 1137625, 1104813, 1137625, 1079445, 1079445,...
## $ tran_id <fctr> C10617112, SA18.1278920, C10844590, VPF7BPA...
## $ election_tp <fctr> G2016, P2016, G2016, P2016, P2016, G2016, P...
## $ cand_nm_1 <fctr> Clinton, Trump, Clinton, Sanders, Sanders, ...
## $ cand_nm_2 <fctr> Hillary Rodham, Donald J., Hillary Rodham, ...‘’’ OK, back to adding party affiliation.. ‘’’
NY_Sample$Party<- recode(NY_Sample$cand_nm_1,"Bush"="Republican",
"Trump"="Repulican",
"Clinton"="Democrat",
"Sanders"="Democrat",
"Carson"="Republican",
"Graham"="Republican",
"Rubio"="Republican",
"Cruz"="Republican",
"O'Malley"="Democrat",
"Kasich"="Democrat")glimpse(NY_Sample)## Observations: 10,000
## Variables: 20
## $ cmte_id <fctr> C00575795, C00580100, C00575795, C00577130,...
## $ cand_id <fctr> P00003392, P80001571, P00003392, P60007168,...
## $ contbr_nm <fctr> XUEREB, PAUL, KIMBIZ, GAIL, PHILLIPS, DONNA...
## $ contbr_city <fctr> BROOKLYN, EAST QUOGUE, STAFFORD, DIX HILLS,...
## $ contbr_st <fctr> NY, NY, NY, NY, NY, NY, NY, NY, NY, NY, NY,...
## $ Zip <chr> "11216", "11942", "14143", "11746", "10924",...
## $ contbr_employer <fctr> TRI-STAR EQUITIES, RETIRED, RETIRED, SELF, ...
## $ contbr_occupation <fctr> PROPERTY MANAGER, RETIRED, SCHOOL ADMINISTR...
## $ contb_receipt_amt <dbl> 19, 40, 10, 27, 15, 50, 250, 5, 5, 50, 100, ...
## $ contb_receipt_dt <fctr> 14-Sep-16, 25-Jun-16, 18-Sep-16, 29-Apr-16,...
## $ receipt_desc <fctr> , , , , , , , , , , , , , , , , , , , , , ,...
## $ memo_cd <fctr> , X, , , , , , , , , , , , , X, , , , , , ,...
## $ memo_text <fctr> , , , * EARMARKED CONTRIBUTION: SEE BELOW, ...
## $ form_tp <fctr> SA17A, SA18, SA17A, SA17A, SA17A, SA17A, SA...
## $ file_num <int> 1137625, 1104813, 1137625, 1079445, 1079445,...
## $ tran_id <fctr> C10617112, SA18.1278920, C10844590, VPF7BPA...
## $ election_tp <fctr> G2016, P2016, G2016, P2016, P2016, G2016, P...
## $ cand_nm_1 <fctr> Clinton, Trump, Clinton, Sanders, Sanders, ...
## $ cand_nm_2 <fctr> Hillary Rodham, Donald J., Hillary Rodham, ...
## $ Party <fctr> Democrat, Repulican, Democrat, Democrat, De...‘’’ Now we will merge the two data sets. ‘’’
str(NY_Sample)## Classes 'data.table' and 'data.frame': 10000 obs. of 20 variables:
## $ cmte_id : Factor w/ 25 levels "C00458844","C00500587",..: 6 15 6 7 7 6 3 6 6 6 ...
## $ cand_id : Factor w/ 25 levels "P00003392","P20002671",..: 1 23 1 12 12 1 8 1 1 1 ...
## $ contbr_nm : Factor w/ 119407 levels "'CALLAHAN, BARBARA",..: 117562 55970 84127 82933 101738 111772 78783 22738 55824 86527 ...
## $ contbr_city : Factor w/ 2327 levels "","'CALLICOON",..: 269 622 1997 544 805 1425 254 1425 1425 1763 ...
## $ contbr_st : Factor w/ 1 level "NY": 1 1 1 1 1 1 1 1 1 1 ...
## $ Zip : chr "11216" "11942" "14143" "11746" ...
## $ contbr_employer : Factor w/ 39302 levels "","'SELF'","'TRANSPARENT'",..: 35915 29177 29177 30931 24571 23093 30989 28112 23093 29177 ...
## $ contbr_occupation: Factor w/ 17219 levels "","''RETIRED''",..: 12300 13288 13774 13634 10333 10333 7276 3645 13288 5209 ...
## $ contb_receipt_amt: num 19 40 10 27 15 50 250 5 5 50 ...
## $ contb_receipt_dt : Factor w/ 697 levels "1-Apr-15","1-Apr-16",..: 135 400 227 480 656 460 562 39 376 189 ...
## $ receipt_desc : Factor w/ 27 levels ""," SEE REATTRIBUTION",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ memo_cd : Factor w/ 2 levels "","X": 1 2 1 1 1 1 1 1 1 1 ...
## $ memo_text : Factor w/ 262 levels ""," SEE REATTRIBUTION",..: 1 1 1 55 55 1 1 1 1 1 ...
## $ form_tp : Factor w/ 3 levels "SA17A","SA18",..: 1 2 1 1 1 1 1 1 1 1 ...
## $ file_num : int 1137625 1104813 1137625 1079445 1079445 1126762 1057553 1091720 1109498 1093618 ...
## $ tran_id : Factor w/ 648415 levels "A00136D649BB94F13985",..: 23350 447896 32501 605519 580241 386123 423741 279501 338594 230488 ...
## $ election_tp : Factor w/ 6 levels "","G2016","O2016",..: 2 5 2 5 5 2 5 5 5 5 ...
## $ cand_nm_1 : Factor w/ 21 levels "Bush","Carson",..: 4 20 4 17 17 4 2 4 4 4 ...
## $ cand_nm_2 : Factor w/ 21 levels "Benjamin S.",..: 8 5 8 2 2 8 1 8 8 8 ...
## $ Party : Factor w/ 14 levels "Republican","Christie",..: 3 13 3 3 3 3 1 3 3 3 ...
## - attr(*, ".internal.selfref")=<externalptr>str(Zip_Pop2)## 'data.frame': 33092 obs. of 2 variables:
## $ Zip : int 1001 1002 1003 1005 1007 1008 1009 1010 1011 1012 ...
## $ Population: int 16769 29049 10372 5079 14649 1263 741 3609 1370 661 ...‘’’ Change Zip to Factor in both NY_Sample and Zip_Pop2 ‘’’
NY_Sample$Zip<- as.factor(NY_Sample$Zip)
Zip_Pop2$Zip<- as.factor(Zip_Pop2$Zip)NY_Sample<- NY_Sample %>% left_join(Zip_Pop2 ,
by = c("Zip"="Zip"))## Warning: Column `Zip` joining factors with different levels, coercing to
## character vectorglimpse(NY_Sample)## Observations: 10,000
## Variables: 21
## $ cmte_id <fctr> C00575795, C00580100, C00575795, C00577130,...
## $ cand_id <fctr> P00003392, P80001571, P00003392, P60007168,...
## $ contbr_nm <fctr> XUEREB, PAUL, KIMBIZ, GAIL, PHILLIPS, DONNA...
## $ contbr_city <fctr> BROOKLYN, EAST QUOGUE, STAFFORD, DIX HILLS,...
## $ contbr_st <fctr> NY, NY, NY, NY, NY, NY, NY, NY, NY, NY, NY,...
## $ Zip <chr> "11216", "11942", "14143", "11746", "10924",...
## $ contbr_employer <fctr> TRI-STAR EQUITIES, RETIRED, RETIRED, SELF, ...
## $ contbr_occupation <fctr> PROPERTY MANAGER, RETIRED, SCHOOL ADMINISTR...
## $ contb_receipt_amt <dbl> 19, 40, 10, 27, 15, 50, 250, 5, 5, 50, 100, ...
## $ contb_receipt_dt <fctr> 14-Sep-16, 25-Jun-16, 18-Sep-16, 29-Apr-16,...
## $ receipt_desc <fctr> , , , , , , , , , , , , , , , , , , , , , ,...
## $ memo_cd <fctr> , X, , , , , , , , , , , , , X, , , , , , ,...
## $ memo_text <fctr> , , , * EARMARKED CONTRIBUTION: SEE BELOW, ...
## $ form_tp <fctr> SA17A, SA18, SA17A, SA17A, SA17A, SA17A, SA...
## $ file_num <int> 1137625, 1104813, 1137625, 1079445, 1079445,...
## $ tran_id <fctr> C10617112, SA18.1278920, C10844590, VPF7BPA...
## $ election_tp <fctr> G2016, P2016, G2016, P2016, P2016, G2016, P...
## $ cand_nm_1 <fctr> Clinton, Trump, Clinton, Sanders, Sanders, ...
## $ cand_nm_2 <fctr> Hillary Rodham, Donald J., Hillary Rodham, ...
## $ Party <fctr> Democrat, Repulican, Democrat, Democrat, De...
## $ Population <int> 54316, 4603, 1214, 67094, 13120, 45141, 2046...‘’’
str(NY_Sample)## 'data.frame': 10000 obs. of 21 variables:
## $ cmte_id : Factor w/ 25 levels "C00458844","C00500587",..: 6 15 6 7 7 6 3 6 6 6 ...
## $ cand_id : Factor w/ 25 levels "P00003392","P20002671",..: 1 23 1 12 12 1 8 1 1 1 ...
## $ contbr_nm : Factor w/ 119407 levels "'CALLAHAN, BARBARA",..: 117562 55970 84127 82933 101738 111772 78783 22738 55824 86527 ...
## $ contbr_city : Factor w/ 2327 levels "","'CALLICOON",..: 269 622 1997 544 805 1425 254 1425 1425 1763 ...
## $ contbr_st : Factor w/ 1 level "NY": 1 1 1 1 1 1 1 1 1 1 ...
## $ Zip : chr "11216" "11942" "14143" "11746" ...
## $ contbr_employer : Factor w/ 39302 levels "","'SELF'","'TRANSPARENT'",..: 35915 29177 29177 30931 24571 23093 30989 28112 23093 29177 ...
## $ contbr_occupation: Factor w/ 17219 levels "","''RETIRED''",..: 12300 13288 13774 13634 10333 10333 7276 3645 13288 5209 ...
## $ contb_receipt_amt: num 19 40 10 27 15 50 250 5 5 50 ...
## $ contb_receipt_dt : Factor w/ 697 levels "1-Apr-15","1-Apr-16",..: 135 400 227 480 656 460 562 39 376 189 ...
## $ receipt_desc : Factor w/ 27 levels ""," SEE REATTRIBUTION",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ memo_cd : Factor w/ 2 levels "","X": 1 2 1 1 1 1 1 1 1 1 ...
## $ memo_text : Factor w/ 262 levels ""," SEE REATTRIBUTION",..: 1 1 1 55 55 1 1 1 1 1 ...
## $ form_tp : Factor w/ 3 levels "SA17A","SA18",..: 1 2 1 1 1 1 1 1 1 1 ...
## $ file_num : int 1137625 1104813 1137625 1079445 1079445 1126762 1057553 1091720 1109498 1093618 ...
## $ tran_id : Factor w/ 648415 levels "A00136D649BB94F13985",..: 23350 447896 32501 605519 580241 386123 423741 279501 338594 230488 ...
## $ election_tp : Factor w/ 6 levels "","G2016","O2016",..: 2 5 2 5 5 2 5 5 5 5 ...
## $ cand_nm_1 : Factor w/ 21 levels "Bush","Carson",..: 4 20 4 17 17 4 2 4 4 4 ...
## $ cand_nm_2 : Factor w/ 21 levels "Benjamin S.",..: 8 5 8 2 2 8 1 8 8 8 ...
## $ Party : Factor w/ 14 levels "Republican","Christie",..: 3 13 3 3 3 3 1 3 3 3 ...
## $ Population : int 54316 4603 1214 67094 13120 45141 20467 26999 31924 26646 ...‘’’ Lets make sure these variables are factors. ‘’’
NY_Sample$cand_nm_1 <- as.factor(NY_Sample$cand_nm_1)
NY_Sample$contbr_occupation <- as.factor(NY_Sample$contbr_occupation)
NY_Sample$Party <- as.factor(NY_Sample$Party)
NY_Sample$Zip <- as.factor(NY_Sample$Zip)‘’’ Now will create a new variable called Enthusiasm . Enthusiasm is the
number of contributors per zip code devided by the population of that zip code.
The population data comes from the second data set we imported which we will
call Zip_Pop2 . The first step is to get the number of people in each Zip
that donated. ‘’’
‘’’ Freq is a DF of how many contributions were made per Zip. ‘’’
Freq<-data.frame(table(NY_Sample$Zip))glimpse(Freq)## Observations: 1,067
## Variables: 2
## $ Var1 <fctr> , 10001, 10002, 10003, 10004, 10005, 10006, 10007, 10008...
## $ Freq <int> 2, 84, 48, 147, 17, 21, 13, 28, 1, 107, 80, 214, 74, 78, ...‘’’ The rename function does not work in this instance. WEIRD. So we will just go
withthe variable name the R generated. ‘’’
‘’’ Lets join the new data to our NY_Sample. ‘’’
NY_Sample<- NY_Sample %>% left_join(Freq,
by = c("Zip"="Var1"))str(NY_Sample)## 'data.frame': 10000 obs. of 22 variables:
## $ cmte_id : Factor w/ 25 levels "C00458844","C00500587",..: 6 15 6 7 7 6 3 6 6 6 ...
## $ cand_id : Factor w/ 25 levels "P00003392","P20002671",..: 1 23 1 12 12 1 8 1 1 1 ...
## $ contbr_nm : Factor w/ 119407 levels "'CALLAHAN, BARBARA",..: 117562 55970 84127 82933 101738 111772 78783 22738 55824 86527 ...
## $ contbr_city : Factor w/ 2327 levels "","'CALLICOON",..: 269 622 1997 544 805 1425 254 1425 1425 1763 ...
## $ contbr_st : Factor w/ 1 level "NY": 1 1 1 1 1 1 1 1 1 1 ...
## $ Zip : Factor w/ 1067 levels "","10001","10002",..: 247 444 911 391 182 28 945 30 22 342 ...
## $ contbr_employer : Factor w/ 39302 levels "","'SELF'","'TRANSPARENT'",..: 35915 29177 29177 30931 24571 23093 30989 28112 23093 29177 ...
## $ contbr_occupation: Factor w/ 17219 levels "","''RETIRED''",..: 12300 13288 13774 13634 10333 10333 7276 3645 13288 5209 ...
## $ contb_receipt_amt: num 19 40 10 27 15 50 250 5 5 50 ...
## $ contb_receipt_dt : Factor w/ 697 levels "1-Apr-15","1-Apr-16",..: 135 400 227 480 656 460 562 39 376 189 ...
## $ receipt_desc : Factor w/ 27 levels ""," SEE REATTRIBUTION",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ memo_cd : Factor w/ 2 levels "","X": 1 2 1 1 1 1 1 1 1 1 ...
## $ memo_text : Factor w/ 262 levels ""," SEE REATTRIBUTION",..: 1 1 1 55 55 1 1 1 1 1 ...
## $ form_tp : Factor w/ 3 levels "SA17A","SA18",..: 1 2 1 1 1 1 1 1 1 1 ...
## $ file_num : int 1137625 1104813 1137625 1079445 1079445 1126762 1057553 1091720 1109498 1093618 ...
## $ tran_id : Factor w/ 648415 levels "A00136D649BB94F13985",..: 23350 447896 32501 605519 580241 386123 423741 279501 338594 230488 ...
## $ election_tp : Factor w/ 6 levels "","G2016","O2016",..: 2 5 2 5 5 2 5 5 5 5 ...
## $ cand_nm_1 : Factor w/ 21 levels "Bush","Carson",..: 4 20 4 17 17 4 2 4 4 4 ...
## $ cand_nm_2 : Factor w/ 21 levels "Benjamin S.",..: 8 5 8 2 2 8 1 8 8 8 ...
## $ Party : Factor w/ 14 levels "Republican","Christie",..: 3 13 3 3 3 3 1 3 3 3 ...
## $ Population : int 54316 4603 1214 67094 13120 45141 20467 26999 31924 26646 ...
## $ Freq : int 51 2 2 25 8 119 9 10 107 16 ...‘’’ Alright let us get back to creating the Enthusiasm variable. ‘’’ ####################################################################################################
‘’’ Getting the particpation kept changing all of mu col names so I am
“firewalling” my origiginal data from this . ‘’’
NY3<- NY_SampleSub_NY3<- select(NY3,Zip ,Freq ,Population, cand_nm_1 )glimpse(Sub_NY3)## Observations: 10,000
## Variables: 4
## $ Zip <fctr> 11216, 11942, 14143, 11746, 10924, 10028, 14420, 1...
## $ Freq <int> 51, 2, 2, 25, 8, 119, 9, 10, 107, 16, 10, 9, 2, 207...
## $ Population <int> 54316, 4603, 1214, 67094, 13120, 45141, 20467, 2699...
## $ cand_nm_1 <fctr> Clinton, Trump, Clinton, Sanders, Sanders, Clinton...NY3$Participation<-mutate(Sub_NY3 ,
Participation = (Sub_NY3$Freq/ Sub_NY3$Population)*10000)glimpse(NY3$Participation)## Observations: 10,000
## Variables: 5
## $ Zip <fctr> 11216, 11942, 14143, 11746, 10924, 10028, 14420...
## $ Freq <int> 51, 2, 2, 25, 8, 119, 9, 10, 107, 16, 10, 9, 2, ...
## $ Population <int> 54316, 4603, 1214, 67094, 13120, 45141, 20467, 2...
## $ cand_nm_1 <fctr> Clinton, Trump, Clinton, Sanders, Sanders, Clin...
## $ Participation <dbl> 9.3894985, 4.3449924, 16.4744646, 3.7261156, 6.0...‘’’ This was a lttile odd. I could not get “NY3” to display properly so I made a
new variable of it called “NY5”. ‘’’
NY5<-NY3$Participationglimpse(NY5)## Observations: 10,000
## Variables: 5
## $ Zip <fctr> 11216, 11942, 14143, 11746, 10924, 10028, 14420...
## $ Freq <int> 51, 2, 2, 25, 8, 119, 9, 10, 107, 16, 10, 9, 2, ...
## $ Population <int> 54316, 4603, 1214, 67094, 13120, 45141, 20467, 2...
## $ cand_nm_1 <fctr> Clinton, Trump, Clinton, Sanders, Sanders, Clin...
## $ Participation <dbl> 9.3894985, 4.3449924, 16.4744646, 3.7261156, 6.0...‘’’ Have to make Zips unique first. ‘’’
#df %>% distinct(x, y, .keep_all = TRUE)
NY5_Unique<-NY5 %>% distinct(Zip , .keep_all=TRUE)glimpse(NY5_Unique)## Observations: 1,067
## Variables: 5
## $ Zip <fctr> 11216, 11942, 14143, 11746, 10924, 10028, 14420...
## $ Freq <int> 51, 2, 2, 25, 8, 119, 9, 10, 107, 16, 10, 9, 2, ...
## $ Population <int> 54316, 4603, 1214, 67094, 13120, 45141, 20467, 2...
## $ cand_nm_1 <fctr> Clinton, Trump, Clinton, Sanders, Sanders, Clin...
## $ Participation <dbl> 9.3894985, 4.3449924, 16.4744646, 3.7261156, 6.0...Top10_Populous_Zips<- NY5_Unique[with(NY5_Unique,order(-Population )),]
Top10_Populous_Zips## Zip Freq Population cand_nm_1 Participation
## 222 11368 7 109931 Clinton 0.6367631
## 251 11226 32 101572 Sanders 3.1504745
## 390 11373 10 100820 Clinton 0.9918667
## 303 11220 20 99598 Sanders 2.0080725
## 271 11385 21 98592 Trump 2.1299903
## 413 10467 6 97060 Sanders 0.6181743
## 67 10025 277 94600 Sanders 29.2811839
## 657 11208 2 94469 Sanders 0.2117097
## 500 11236 9 93877 Clinton 0.9587013
## 467 11207 8 93386 Clinton 0.8566595
## 623 11219 2 92221 Sanders 0.2168703
## 57 11211 64 90117 Clinton 7.1018787
## 493 11377 27 89830 Clinton 3.0056774
## 208 11214 19 88630 Sanders 2.1437437
## 248 11234 19 87757 Clinton 2.1650695
## 414 10456 4 86547 Clinton 0.4621766
## 33 11230 18 86408 Clinton 2.0831404
## 543 11355 17 85871 Clinton 1.9797138
## 105 10314 24 85510 Clinton 2.8066893
## 313 11212 6 84500 Clinton 0.7100592
## 25 11206 27 81677 Sanders 3.3057042
## 120 10002 48 81410 Clinton 5.8960816
## 17 11229 27 80018 Clinton 3.3742408
## 912 10458 5 79492 Clinton 0.6289941
## 446 11235 18 79132 Clinton 2.2746803
## 374 11221 26 78895 Clinton 3.2955194
## 261 11223 7 78731 Sanders 0.8891034
## 219 10453 2 78309 Clinton 0.2553985
## 574 11204 5 78134 Clinton 0.6399263
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## 212 10504 21 7987 Clinton 26.2927257
## 799 13152 2 7941 Clinton 2.5185745
## 465 12018 8 7930 Clinton 10.0882724
## 377 14209 4 7926 Sanders 5.0466818
## 702 12198 3 7903 Clinton 3.7960268
## 357 12159 6 7896 Clinton 7.5987842
## 1002 11789 2 7895 Clinton 2.5332489
## 849 14589 1 7854 Sanders 1.2732366
## 339 10280 17 7853 Clinton 21.6477779
## 314 12033 2 7851 Clinton 2.5474462
## 276 11557 9 7823 Rubio 11.5045379
## 437 12540 4 7802 Clinton 5.1268905
## 20 14141 1 7728 Rubio 1.2939959
## 750 12570 3 7699 Trump 3.8966099
## 346 12307 1 7692 Clinton 1.3000520
## 611 10547 3 7647 Clinton 3.9231071
## 444 12803 3 7567 Clinton 3.9645831
## 652 14903 1 7567 Trump 1.3215277
## 716 11516 2 7556 Sanders 2.6469031
## 497 12983 1 7494 Clinton 1.3344009
## 1003 10523 2 7444 Clinton 2.6867276
## 264 11507 4 7406 Santorum 5.4010262
## 621 13403 5 7372 Trump 6.7824200
## 780 14085 1 7353 Clinton 1.3599891
## 675 12204 5 7349 Clinton 6.8036468
## 470 12564 4 7338 Clinton 5.4510766
## 211 10533 14 7322 Clinton 19.1204589
## 671 11934 7 7263 Clinton 9.6378907
## 1029 12754 1 7221 Sanders 1.3848497
## 273 12009 5 7164 Clinton 6.9793412
## 545 14068 3 7150 Trump 4.1958042
## 829 12184 2 7148 Clinton 2.7979855
## 968 14414 1 7142 Trump 1.4001680
## 224 10005 21 7135 Clinton 29.4323756
## 984 13029 3 7109 Sanders 4.2200028
## 773 12832 1 7106 Trump 1.4072615
## 476 10994 4 7085 Clinton 5.6457304
## 84 11363 8 6988 Clinton 11.4481969
## 89 10007 28 6988 Clinton 40.0686892
## 722 13339 1 6941 Sanders 1.4407146
## 485 14779 1 6932 Clinton 1.4425851
## 396 11933 1 6844 Clinton 1.4611338
## 293 10607 8 6824 Clinton 11.7233294
## 179 10590 11 6767 Clinton 16.2553569
## 78 14886 9 6753 Clinton 13.3274100
## 244 13346 6 6735 Clinton 8.9086860
## 679 13077 3 6735 Cruz 4.4543430
## 996 11709 3 6669 Sanders 4.4984256
## 323 11963 23 6622 Sanders 34.7327092
## 950 13135 2 6617 Cruz 3.0225178
## 883 12428 1 6602 Sanders 1.5146925
## 438 12834 3 6594 Sanders 4.5495905
## 461 10577 6 6552 Clinton 9.1575092
## 538 11560 7 6464 Sanders 10.8292079
## 1066 13316 1 6460 Sanders 1.5479876
## 999 13142 1 6451 Sanders 1.5501473
## 1038 14047 1 6440 Sanders 1.5527950
## 202 13073 2 6423 Trump 3.1138097
## 480 10507 10 6408 Clinton 15.6054931
## 974 13118 3 6382 Sanders 4.7007208
## 685 13865 4 6371 Sanders 6.2784492
## 178 12972 3 6364 Clinton 4.7140163
## 382 13114 2 6356 Sanders 3.1466331
## 858 11786 2 6344 Sanders 3.1525851
## 884 12158 2 6309 Sanders 3.1700745
## 41 11721 8 6292 Sanders 12.7145582
## 441 12186 2 6277 Clinton 3.1862355
## 863 12090 1 6262 Sanders 1.5969339
## 734 12077 4 6246 Clinton 6.4040986
## 927 14469 1 6220 Sanders 1.6077170
## 42 14569 2 6211 Clinton 3.2200934
## 499 12822 5 6200 Trump 8.0645161
## 988 12582 1 6191 Cruz 1.6152479
## 783 13108 2 6175 Sanders 3.2388664
## 888 12986 2 6120 Sanders 3.2679739
## 909 14487 1 6025 Trump 1.6597510
## 712 10962 4 5950 Sanders 6.7226891
## 703 13778 3 5948 Cruz 5.0437122
## 486 11020 5 5914 Clinton 8.4545147
## 629 13309 1 5889 Sanders 1.6980812
## 759 14108 1 5882 Sanders 1.7001020
## 1049 12518 1 5870 Cruz 1.7035775
## 617 13753 1 5848 Clinton 1.7099863
## 540 11971 4 5818 Clinton 6.8752149
## 812 14174 2 5794 Clinton 3.4518467
## 383 10506 13 5790 Trump 22.4525043
## 690 14432 2 5726 Clinton 3.4928397
## 370 12305 2 5716 Cruz 3.4989503
## 843 14261 1 5713 Clinton 1.7503938
## 557 14551 2 5651 Clinton 3.5391966
## 423 14837 2 5648 Sanders 3.5410765
## 668 14867 4 5569 Sanders 7.1826181
## 565 13326 11 5561 Clinton 19.7806150
## 159 10983 3 5532 Sanders 5.4229935
## 609 10913 4 5532 Sanders 7.2306580
## 786 12025 2 5505 Clinton 3.6330609
## 838 12962 1 5499 Cruz 1.8185125
## 706 12946 4 5492 Clinton 7.2833212
## 673 10502 3 5487 Clinton 5.4674686
## 86 13624 1 5457 Sanders 1.8325087
## 1056 14727 1 5450 Sanders 1.8348624
## 992 14590 1 5446 Clinton 1.8362101
## 315 13202 3 5438 Clinton 5.5167341
## 392 13068 5 5368 Sanders 9.3144560
## 281 10516 15 5289 Clinton 28.3607487
## 233 10018 21 5229 Clinton 40.1606426
## 407 13733 1 5216 Sanders 1.9171779
## 871 11940 1 5210 Clinton 1.9193858
## 366 10069 13 5199 Clinton 25.0048086
## 816 13159 5 5184 Clinton 9.6450617
## 530 12522 1 5172 Trump 1.9334880
## 578 12143 1 5137 Clinton 1.9466615
## 754 12123 1 5124 Clinton 1.9516003
## 917 14787 3 5121 Sanders 5.8582308
## 760 10594 4 5117 Clinton 7.8170803
## 328 10576 6 5116 Clinton 11.7279124
## 556 12446 5 5061 Clinton 9.8794705
## 521 11579 10 5055 Sanders 19.7823937
## 598 13830 1 5042 Clinton 1.9833399
## 906 14136 1 5033 Sanders 1.9868865
## 58 12883 4 5025 Sanders 7.9601990
## 447 13053 6 5015 Clinton 11.9641077
## 626 11804 8 5010 Clinton 15.9680639
## 613 11980 3 4990 Clinton 6.0120240
## 941 10532 3 4931 Sanders 6.0839586
## 599 14510 1 4895 Clinton 2.0429009
## 986 13082 1 4871 Sanders 2.0529665
## 76 12498 14 4851 Clinton 28.8600289
## 937 12845 1 4842 Sanders 2.0652623
## 645 10282 10 4783 Clinton 20.9073803
## 534 12992 1 4778 Sanders 2.0929259
## 948 13605 1 4777 Sanders 2.0933640
## 1013 10993 1 4769 Trump 2.0968757
## 317 12545 6 4763 Clinton 12.5971027
## 31 11715 1 4752 Trump 2.1043771
## 241 10560 7 4737 Clinton 14.7772852
## 387 14512 7 4721 Carson 14.8273671
## 453 11514 1 4673 Clinton 2.1399529
## 250 11952 4 4637 Clinton 8.6262670
## 138 12816 1 4610 Sanders 2.1691974
## 2 11942 2 4603 Trump 4.3449924
## 899 12885 2 4602 Sanders 4.3459365
## 748 12122 2 4582 Clinton 4.3649062
## 913 12148 1 4569 Clinton 2.1886627
## 772 13849 2 4551 Trump 4.3946385
## 878 10916 1 4540 Clinton 2.2026432
## 361 10925 2 4539 Sanders 4.4062569
## 478 10464 7 4534 Carson 15.4389060
## 388 12790 2 4518 Trump 4.4267375
## 914 13637 2 4491 Sanders 4.4533511
## 845 13074 1 4488 Clinton 2.2281640
## 865 14532 2 4431 Sanders 4.5136538
## 901 13460 1 4429 Clinton 2.2578460
## 267 10524 8 4421 Sanders 18.0954535
## 582 13084 3 4409 Trump 6.8042640
## 713 13838 1 4409 Rubio 2.2680880
## 664 12580 2 4402 Clinton 4.5433894
## 512 12833 1 4401 Sanders 2.2722109
## 300 11944 4 4299 Clinton 9.3044894
## 743 10963 1 4298 Clinton 2.3266636
## 564 12594 2 4275 Clinton 4.6783626
## 554 12084 2 4271 Clinton 4.6827441
## 726 14485 2 4267 Sanders 4.6871338
## 536 13833 1 4255 Carson 2.3501763
## 864 14737 1 4252 Sanders 2.3518344
## 740 14548 2 4249 Clinton 4.7069899
## 741 13132 3 4244 Clinton 7.0688030
## 419 14891 2 4149 Clinton 4.8204387
## 487 14883 4 4136 Clinton 9.6711799
## 523 10921 2 4135 Clinton 4.8367594
## 700 12871 1 4084 Sanders 2.4485798
## 342 12944 3 4080 Sanders 7.3529412
## 707 11697 1 4079 Trump 2.4515813
## 889 12157 1 4061 Sanders 2.4624477
## 701 12037 3 4015 Clinton 7.4719801
## 1006 13634 1 3984 Trump 2.5100402
## 527 14202 3 3911 Clinton 7.6706725
## 764 14882 4 3826 Sanders 10.4547831
## 919 12443 2 3825 Clinton 5.2287582
## 56 13795 1 3800 Clinton 2.6315789
## 697 12083 3 3795 Cruz 7.9051383
## 440 12526 6 3686 Clinton 16.2778079
## 435 12865 5 3663 Sanders 13.6500137
## 982 13491 2 3641 Clinton 5.4929964
## 894 12531 1 3601 Clinton 2.7770064
## 727 11719 1 3589 Sanders 2.7862914
## 354 11109 14 3523 Sanders 39.7388589
## 648 12134 2 3516 Sanders 5.6882821
## 753 10548 3 3487 Sanders 8.6033840
## 797 14757 3 3487 Sanders 8.6033840
## 806 14812 1 3478 Trump 2.8752156
## 715 13825 2 3442 Sanders 5.8105752
## 306 11732 4 3430 Clinton 11.6618076
## 206 12075 5 3418 Sanders 14.6284377
## 474 12404 9 3385 Cruz 26.5878877
## 562 12449 2 3367 Trump 5.9400059
## 744 14111 1 3352 Carson 2.9832936
## 560 11749 3 3345 Clinton 8.9686099
## 811 13167 1 3342 Trump 2.9922202
## 970 14712 1 3342 Sanders 2.9922202
## 975 13354 2 3342 Cruz 5.9844405
## 579 13668 1 3329 Sanders 3.0039051
## 403 11954 4 3326 Clinton 12.0264582
## 65 12525 3 3311 Clinton 9.0607067
## 654 13754 2 3310 Sanders 6.0422961
## 450 11935 4 3304 Clinton 12.1065375
## 949 10958 1 3291 Cruz 3.0385901
## 358 11955 2 3285 Clinton 6.0882801
## 1016 12487 1 3268 Clinton 3.0599755
## 810 12117 1 3256 Cruz 3.0712531
## 634 11978 4 3255 Clinton 12.2887865
## 395 11724 2 3220 Sanders 6.2111801
## 46 10926 4 3203 Clinton 12.4882922
## 535 12068 1 3201 Sanders 3.1240237
## 994 14172 2 3200 Cruz 6.2500000
## 517 14543 4 3152 Sanders 12.6903553
## 491 12520 4 3109 Sanders 12.8658733
## 646 11718 5 3103 Clinton 16.1134386
## 353 10004 17 3089 Trump 55.0339916
## 887 14807 1 3076 Sanders 3.2509753
## 989 14840 1 3061 Clinton 3.2669062
## 220 14025 2 3039 Sanders 6.5811122
## 669 12546 4 3039 Clinton 13.1622244
## 608 12919 3 3037 Sanders 9.8781692
## 940 12196 2 3031 Clinton 6.5984823
## 269 10006 13 3011 Clinton 43.1750249
## 767 12015 3 3010 Sanders 9.9667774
## 747 14098 2 2958 Sanders 6.7613252
## 337 12514 2 2938 Sanders 6.8073519
## 995 12788 1 2908 Clinton 3.4387895
## 964 14739 1 2903 Trump 3.4447124
## 596 12547 1 2891 Clinton 3.4590107
## 518 14517 1 2883 Sanders 3.4686091
## 942 13656 1 2861 Sanders 3.4952814
## 511 12529 3 2859 Clinton 10.4931794
## 736 12567 4 2854 Clinton 14.0154170
## 546 12920 1 2842 Cruz 3.5186488
## 455 12850 2 2835 Trump 7.0546737
## 364 14521 1 2761 Clinton 3.6218761
## 456 13040 1 2758 Carson 3.6258158
## 253 14735 1 2751 Trump 3.6350418
## 833 12484 4 2733 Sanders 14.6359312
## 330 13424 1 2725 Trump 3.6697248
## 587 11509 4 2653 Cruz 15.0772710
## 978 14865 1 2607 Clinton 3.8358266
## 709 13092 3 2606 Sanders 11.5118956
## 789 13746 1 2539 Trump 3.9385585
## 946 14775 2 2537 Sanders 7.8833268
## 336 12466 3 2471 Carson 12.1408337
## 245 14422 2 2468 Sanders 8.1037277
## 959 11977 1 2467 Trump 4.0535063
## 469 12779 1 2460 Clinton 4.0650407
## 398 12583 2 2451 Sanders 8.1599347
## 854 14873 2 2448 Clinton 8.1699346
## 850 12167 4 2438 Clinton 16.4068909
## 1053 10537 1 2416 Clinton 4.1390728
## 525 12921 2 2410 Cruz 8.2987552
## 238 14847 1 2398 Sanders 4.1701418
## 781 12918 1 2381 Sanders 4.1999160
## 658 14817 6 2380 Sanders 25.2100840
## 893 14516 2 2365 Trump 8.4566596
## 285 10968 10 2353 Clinton 42.4989375
## 872 13736 2 2338 Cruz 8.5543199
## 1028 12979 2 2304 Clinton 8.6805556
## 431 12775 1 2297 Sanders 4.3535046
## 765 14476 1 2288 Trump 4.3706294
## 672 13734 3 2287 Sanders 13.1176213
## 1043 10588 1 2282 Clinton 4.3821209
## 237 12817 1 2274 Sanders 4.3975374
## 52 12575 2 2258 Trump 8.8573959
## 971 10976 1 2258 Clinton 4.4286980
## 1045 12981 1 2253 Sanders 4.4385264
## 482 10511 2 2246 Trump 8.9047195
## 972 12581 1 2246 Sanders 4.4523598
## 926 13459 1 2222 Sanders 4.5004500
## 1067 14033 1 2219 Sanders 4.5065345
## 475 13646 1 2211 Cruz 4.5228403
## 841 12926 2 2208 Sanders 9.0579710
## 976 12023 1 2196 Sanders 4.5537341
## 130 12106 5 2193 Clinton 22.7998176
## 891 14560 1 2164 Sanders 4.6210721
## 174 12066 3 2143 Sanders 13.9990667
## 681 14139 1 2125 Clinton 4.7058824
## 471 12996 2 2086 Clinton 9.5877277
## 622 12748 3 2076 Clinton 14.4508671
## 928 12185 1 2037 Sanders 4.9091802
## 1007 12577 1 2029 Trump 4.9285362
## 189 13160 3 2027 Sanders 14.8001973
## 795 14138 2 2018 Sanders 9.9108028
## 1033 13320 3 2018 Sanders 14.8662042
## 71 12193 3 2016 Trump 14.8809524
## 479 14533 1 2000 Cruz 5.0000000
## 987 13156 1 2000 Sanders 5.0000000
## 1019 12912 1 1998 Sanders 5.0050050
## 801 13034 1 1989 Sanders 5.0276521
## 924 12455 1 1988 Sanders 5.0301811
## 1040 11941 1 1986 Clinton 5.0352467
## 804 12440 4 1980 Clinton 20.2020202
## 960 12155 1 1977 Sanders 5.0581689
## 1005 10986 1 1974 Trump 5.0658561
## 785 10917 1 1968 Trump 5.0813008
## 1008 12168 1 1952 Clinton 5.1229508
## 421 12121 1 1916 Clinton 5.2192067
## 981 13026 2 1914 Sanders 10.4493208
## 830 12737 2 1910 Sanders 10.4712042
## 892 13063 1 1898 Walker 5.2687039
## 877 12740 2 1886 Sanders 10.6044539
## 369 13625 2 1868 Sanders 10.7066381
## 401 12086 1 1865 Cruz 5.3619303
## 788 11964 4 1858 Clinton 21.5285253
## 614 12057 2 1835 Trump 10.8991826
## 684 12516 2 1833 Clinton 10.9110747
## 890 12723 2 1826 Sanders 10.9529025
## 934 13607 1 1822 Trump 5.4884742
## 665 14481 2 1820 Sanders 10.9890110
## 705 10526 3 1809 Sanders 16.5837479
## 779 11005 1 1806 Clinton 5.5370986
## 882 12764 2 1802 Sanders 11.0987791
## 1020 14743 1 1783 Trump 5.6085250
## 935 12062 2 1776 Sanders 11.2612613
## 825 12173 1 1753 Sanders 5.7045066
## 953 14604 1 1743 Trump 5.7372347
## 958 14477 1 1732 Cruz 5.7736721
## 319 12140 3 1702 Clinton 17.6263220
## 682 10162 3 1685 Clinton 17.8041543
## 724 13304 2 1684 Sanders 11.8764846
## 1039 13052 1 1679 Clinton 5.9559261
## 962 12491 2 1675 Clinton 11.9402985
## 305 12451 2 1674 Clinton 11.9474313
## 807 14167 1 1663 Sanders 6.0132291
## 1034 13343 1 1658 Sanders 6.0313631
## 827 12461 3 1634 Sanders 18.3598531
## 595 12993 3 1623 Sanders 18.4842884
## 1044 14145 1 1618 Trump 6.1804697
## 1012 14858 1 1598 Trump 6.2578223
## 860 14478 1 1595 Sanders 6.2695925
## 904 14129 2 1591 Sanders 12.5707102
## 803 14889 1 1590 Clinton 6.2893082
## 879 13054 1 1582 Trump 6.3211125
## 798 12814 1 1574 Sanders 6.3532402
## 921 12472 2 1572 Sanders 12.7226463
## 191 11976 5 1565 Clinton 31.9488818
## 1051 10922 1 1559 Clinton 6.4143682
## 168 12486 2 1523 Cruz 13.1319764
## 529 13835 1 1511 Clinton 6.6181337
## 819 12060 3 1507 Clinton 19.9071002
## 848 12067 3 1506 Sanders 19.9203187
## 844 12076 2 1500 Clinton 13.3333333
## 856 12565 1 1487 Sanders 6.7249496
## 814 12592 1 1486 Sanders 6.7294751
## 738 14804 1 1479 Clinton 6.7613252
## 818 10964 2 1472 Trump 13.5869565
## 874 13348 1 1469 Clinton 6.8073519
## 90 13839 2 1405 Sanders 14.2348754
## 1025 11569 1 1398 Sanders 7.1530758
## 885 13334 2 1374 Sanders 14.5560408
## 1009 13490 1 1361 Rubio 7.3475386
## 637 11930 8 1343 Clinton 59.5681310
## 952 14418 1 1325 Clinton 7.5471698
## 852 11972 2 1321 Lessig 15.1400454
## 460 14864 1 1307 Trump 7.6511094
## 761 13147 1 1281 Sanders 7.8064012
## 900 10546 2 1277 Sanders 15.6617071
## 301 10518 4 1268 Clinton 31.5457413
## 951 13328 1 1267 Cruz 7.8926598
## 161 13420 1 1266 Clinton 7.8988942
## 1060 12997 1 1239 Clinton 8.0710250
## 678 13755 1 1228 Clinton 8.1433225
## 458 11739 1 1223 Sanders 8.1766149
## 573 12903 3 1217 Sanders 24.6507806
## 3 14143 2 1214 Clinton 16.4744646
## 991 12719 1 1207 Clinton 8.2850041
## 1057 12028 1 1172 Clinton 8.5324232
## 225 13081 1 1169 Clinton 8.5543199
## 411 12842 1 1166 Carson 8.5763293
## 218 12502 2 1164 Clinton 17.1821306
## 704 12726 1 1162 Clinton 8.6058520
## 813 12474 1 1162 Cruz 8.6058520
## 895 13731 1 1162 Sanders 8.6058520
## 809 13864 2 1149 Sanders 17.4064404
## 903 13810 1 1149 Sanders 8.7032202
## 620 13485 1 1132 Clinton 8.8339223
## 907 12029 2 1113 Clinton 17.9694519
## 666 14805 1 1100 Trump 9.0909091
## 1030 11960 2 1084 Clinton 18.4501845
## 967 13780 1 1045 Sanders 9.5693780
## 1032 13757 1 1045 Sanders 9.5693780
## 1027 12914 1 1044 Sanders 9.5785441
## 457 13071 1 1023 Sanders 9.7751711
## 615 12989 1 1010 Sanders 9.9009901
## 680 12130 2 987 Sanders 20.2634245
## 932 14555 1 974 Clinton 10.2669405
## 195 10597 1 968 Clinton 10.3305785
## 600 12442 1 953 Clinton 10.4931794
## 980 11959 1 939 Clinton 10.6496273
## 997 14842 1 938 Clinton 10.6609808
## 985 11939 1 926 Christie 10.7991361
## 698 13682 1 877 Clinton 11.4025086
## 503 12815 2 871 Sanders 22.9621125
## 896 12734 1 867 Clinton 11.5340254
## 688 12406 2 823 Sanders 24.3013366
## 528 12409 2 804 Clinton 24.8756219
## 873 12136 1 804 Clinton 12.4378109
## 796 13337 1 790 Clinton 12.6582278
## 822 12732 2 786 Sanders 25.4452926
## 309 12503 1 775 Sanders 12.9032258
## 351 12777 1 764 Clinton 13.0890052
## 718 12457 4 763 Sanders 52.4246396
## 749 13782 3 755 Trump 39.7350993
## 1064 11957 1 743 Sanders 13.4589502
## 542 11765 1 737 Graham 13.5685210
## 955 12873 2 736 Sanders 27.1739130
## 640 14819 1 733 Trump 13.6425648
## 851 12419 1 722 Carson 13.8504155
## 832 13802 1 718 Clinton 13.9275766
## 322 12151 3 708 Sanders 42.3728814
## 920 14026 1 674 Clinton 14.8367953
## 936 12412 1 673 Clinton 14.8588410
## 866 13155 1 663 Sanders 15.0829563
## 710 14462 1 655 Trump 15.2671756
## 1035 14717 1 636 Sanders 15.7232704
## 730 12810 1 627 Sanders 15.9489633
## 790 12124 1 606 Clinton 16.5016502
## 638 12604 1 586 Clinton 17.0648464
## 1058 12427 1 576 Sanders 17.3611111
## 359 12836 2 574 Trump 34.8432056
## 742 12064 1 563 Sanders 17.7619893
## 70 13740 2 554 Sanders 36.1010830
## 733 11965 3 534 Sanders 56.1797753
## 998 13776 1 513 Sanders 19.4931774
## 1024 12762 1 512 Sanders 19.5312500
## 837 13693 1 503 Cruz 19.8807157
## 1011 12147 1 499 Sanders 20.0400802
## 676 11962 4 494 Clinton 80.9716599
## 961 13437 1 460 Trump 21.7391304
## 755 12852 1 436 Cruz 22.9357798
## 1061 12017 1 435 Sanders 22.9885057
## 977 11947 2 416 Trump 48.0769231
## 983 10914 2 414 Clinton 48.3091787
## 663 11975 1 408 Clinton 24.5098039
## 897 12448 1 388 Clinton 25.7731959
## 931 12849 2 385 Cruz 51.9480519
## 782 12174 1 345 Sanders 28.9855072
## 1031 12132 1 338 Clinton 29.5857988
## 915 13846 1 305 Sanders 32.7868852
## 870 12749 2 300 Sanders 66.6666667
## 588 12429 3 281 Sanders 106.7615658
## 547 12416 4 277 Stein 144.4043321
## 956 12495 1 265 Sanders 37.7358491
## 876 12976 1 260 Sanders 38.4615385
## 824 10953 2 252 Sanders 79.3650794
## 993 12724 1 245 Sanders 40.8163265
## 434 12176 2 198 Cruz 101.0101010
## 1015 12115 1 189 Clinton 52.9100529
## 1036 12165 1 175 Sanders 57.1428571
## 1004 12720 1 172 Clinton 58.1395349
## 756 12507 1 167 Sanders 59.8802395
## 711 11931 3 151 Sanders 198.6754967
## 647 13695 1 134 Sanders 74.6268657
## 720 12490 1 110 Clinton 90.9090909
## 839 14592 1 110 Sanders 90.9090909
## 1023 13441 1 51 Trump 196.0784314
## 965 12864 1 36 Sanders 277.7777778
## 257 10170 2 2 Sanders 10000.0000000
## 590 10165 1 2 Bush 5000.0000000
## 963 10020 1 0 Clinton Inf
## 141 11249 44 NA Clinton NA
## 150 14851 1 NA Sanders NA
## 171 14095 2 NA Carson NA
## 188 13089 2 NA Clinton NA
## 255 10176 1 NA Bush NA
## 295 10055 1 NA Clinton NA
## 375 10090 1 NA Sanders NA
## 410 10118 1 NA Clinton NA
## 532 10107 4 NA Clinton NA
## 537 11202 1 NA Sanders NA
## 568 11243 1 NA Clinton NA
## 576 10105 1 NA Clinton NA
## 581 10540 1 NA Clinton NA
## 651 63907 1 NA Kasich NA
## 670 10268 1 NA Clinton NA
## 725 10113 4 NA Sanders NA
## 774 10159 1 NA Sanders NA
## 787 10101 1 NA Clinton NA
## 791 12402 2 NA Clinton NA
## 815 10155 1 NA Cruz NA
## 828 10185 1 NA Clinton NA
## 831 12201 1 NA Clinton NA
## 836 10116 2 NA Sanders NA
## 846 11969 1 NA Clinton NA
## 862 12551 1 NA Sanders NA
## 875 10163 1 NA Sanders NA
## 880 10008 1 NA Clinton NA
## 943 13814 1 NA Carson NA
## 957 63909 1 NA Rubio NA
## 966 75016 1 NA Sanders NA
## 973 14702 1 NA Clinton NA
## 1010 14231 1 NA Clinton NA
## 1014 12181 1 NA Clinton NA
## 1017 99999 1 NA Trump NA
## 1037 12220 1 NA Sanders NA
## 1041 10166 1 NA Christie NA
## 1047 20803 1 NA Clinton NA
## 1052 14852 1 NA Clinton NA
## 1054 2 NA Clinton NA
## 1062 12248 1 NA Clinton NA‘’’ Take first 10 rows. ‘’’
First_10_Pop<-slice(Top10_Populous_Zips,1:10)
First_10_Pop## # A tibble: 10 x 5
## Zip Freq Population cand_nm_1 Participation
## <fctr> <int> <int> <fctr> <dbl>
## 1 11368 7 109931 Clinton 0.6367631
## 2 11226 32 101572 Sanders 3.1504745
## 3 11373 10 100820 Clinton 0.9918667
## 4 11220 20 99598 Sanders 2.0080725
## 5 11385 21 98592 Trump 2.1299903
## 6 10467 6 97060 Sanders 0.6181743
## 7 10025 277 94600 Sanders 29.2811839
## 8 11208 2 94469 Sanders 0.2117097
## 9 11236 9 93877 Clinton 0.9587013
## 10 11207 8 93386 Clinton 0.8566595‘’’ Finally lets start plotting some single variable graphs. ‘’’
Pop_by_Zip<- ggplot(data = NY_Sample, aes(x=Zip ))+
geom_bar(stat = "count")+
ggtitle("Population Per Zip")
Pop_by_Zip
Donors_Per_Zip<-ggplot(data = NY_Sample, aes(x= Zip ))+
geom_bar(stat = "count")+
ggtitle("Number of Donors Per Zip")
Donors_Per_Zip
‘’’ Lets plot them together for easier comparison. ‘’’
grid.arrange(Pop_by_Zip, Donors_Per_Zip)
‘’’ These 2 sets of data are very skewed . Lets log them. ‘’’
Pop_by_Zip_Logged<- ggplot(data = NY_Sample, aes(x=Zip ))+
geom_bar(stat = "count")+
scale_y_log10()
ggtitle("Population Per Zip Logged")## $title
## [1] "Population Per Zip Logged"
##
## $subtitle
## NULL
##
## attr(,"class")
## [1] "labels"Pop_by_Zip_Logged
Donors_Per_Zip_Logged<-ggplot(data = NY_Sample, aes(x= Zip ))+
geom_bar(stat = "count")+
scale_y_log10()+
ggtitle("Number of Donors Per Zip Logged")
Donors_Per_Zip_Logged
‘’’ Again, lets put the 2 graphs in the same plot. ‘’’
grid.arrange(Pop_by_Zip_Logged , Donors_Per_Zip_Logged)
Those two grpahs look very similar. Lets take a closer look. ‘’’
Top_Pop_Plot<- ggplot(data =First_10_Pop , aes(x=Zip ,y= Population))+
geom_bar(stat = "identity")+ #Stat ="identity" ?
ggtitle("Population Per Zip")
Top_Pop_Plot
‘’’ Similarly lets get the Zips with the highest Enthusiam rate. ‘’’
Most_Enthusiastic_Zips<- NY5_Unique[with(NY5_Unique,order(-Participation )),]
Most_Enthusiastic_Zips## Zip Freq Population cand_nm_1 Participation
## 963 10020 1 0 Clinton Inf
## 257 10170 2 2 Sanders 10000.0000000
## 590 10165 1 2 Bush 5000.0000000
## 965 12864 1 36 Sanders 277.7777778
## 711 11931 3 151 Sanders 198.6754967
## 1023 13441 1 51 Trump 196.0784314
## 547 12416 4 277 Stein 144.4043321
## 588 12429 3 281 Sanders 106.7615658
## 434 12176 2 198 Cruz 101.0101010
## 720 12490 1 110 Clinton 90.9090909
## 839 14592 1 110 Sanders 90.9090909
## 676 11962 4 494 Clinton 80.9716599
## 824 10953 2 252 Sanders 79.3650794
## 647 13695 1 134 Sanders 74.6268657
## 870 12749 2 300 Sanders 66.6666667
## 756 12507 1 167 Sanders 59.8802395
## 637 11930 8 1343 Clinton 59.5681310
## 1004 12720 1 172 Clinton 58.1395349
## 1036 12165 1 175 Sanders 57.1428571
## 733 11965 3 534 Sanders 56.1797753
## 353 10004 17 3089 Trump 55.0339916
## 1015 12115 1 189 Clinton 52.9100529
## 718 12457 4 763 Sanders 52.4246396
## 931 12849 2 385 Cruz 51.9480519
## 983 10914 2 414 Clinton 48.3091787
## 977 11947 2 416 Trump 48.0769231
## 100 10014 149 31959 Clinton 46.6222347
## 269 10006 13 3011 Clinton 43.1750249
## 30 10024 255 59283 Clinton 43.0140175
## 285 10968 10 2353 Clinton 42.4989375
## 322 12151 3 708 Sanders 42.3728814
## 54 10011 214 50984 Clinton 41.9739526
## 51 10023 249 60998 Clinton 40.8210105
## 993 12724 1 245 Sanders 40.8163265
## 233 10018 21 5229 Clinton 40.1606426
## 89 10007 28 6988 Clinton 40.0686892
## 145 10001 84 21102 Sanders 39.8066534
## 354 11109 14 3523 Sanders 39.7388589
## 749 13782 3 755 Trump 39.7350993
## 876 12976 1 260 Sanders 38.4615385
## 956 12495 1 265 Sanders 37.7358491
## 70 13740 2 554 Sanders 36.1010830
## 34 11201 181 51128 Clinton 35.4013456
## 359 12836 2 574 Trump 34.8432056
## 323 11963 23 6622 Sanders 34.7327092
## 9 10022 107 31924 Clinton 33.5171031
## 915 13846 1 305 Sanders 32.7868852
## 14 11215 207 63488 Clinton 32.6045867
## 191 11976 5 1565 Clinton 31.9488818
## 301 10518 4 1268 Clinton 31.5457413
## 240 10514 37 11946 Clinton 30.9727105
## 50 10012 74 24090 Clinton 30.7181403
## 1031 12132 1 338 Clinton 29.5857988
## 224 10005 21 7135 Clinton 29.4323756
## 67 10025 277 94600 Sanders 29.2811839
## 782 12174 1 345 Sanders 28.9855072
## 76 12498 14 4851 Clinton 28.8600289
## 39 11217 102 35881 Sanders 28.4273014
## 281 10516 15 5289 Clinton 28.3607487
## 36 10013 78 27700 Sanders 28.1588448
## 95 10960 42 15093 Sanders 27.8274697
## 955 12873 2 736 Sanders 27.1739130
## 474 12404 9 3385 Cruz 26.5878877
## 117 10706 23 8679 Cruz 26.5007489
## 6 10028 119 45141 Clinton 26.3618440
## 53 10021 115 43631 Clinton 26.3574064
## 175 10036 65 24711 Bush 26.3040751
## 212 10504 21 7987 Clinton 26.2927257
## 85 10003 147 56024 Clinton 26.2387548
## 897 12448 1 388 Clinton 25.7731959
## 26 10520 33 12810 Sanders 25.7611241
## 822 12732 2 786 Sanders 25.4452926
## 658 14817 6 2380 Sanders 25.2100840
## 156 10010 80 31834 Clinton 25.1303638
## 366 10069 13 5199 Clinton 25.0048086
## 528 12409 2 804 Clinton 24.8756219
## 573 12903 3 1217 Sanders 24.6507806
## 663 11975 1 408 Clinton 24.5098039
## 21 10019 105 42870 Clinton 24.4926522
## 688 12406 2 823 Sanders 24.3013366
## 16 10075 63 26121 Clinton 24.1185253
## 1061 12017 1 435 Sanders 22.9885057
## 503 12815 2 871 Sanders 22.9621125
## 755 12852 1 436 Cruz 22.9357798
## 130 12106 5 2193 Clinton 22.7998176
## 383 10506 13 5790 Trump 22.4525043
## 961 13437 1 460 Trump 21.7391304
## 194 10538 36 16597 Clinton 21.6906670
## 339 10280 17 7853 Clinton 21.6477779
## 164 10549 36 16638 Clinton 21.6372160
## 788 11964 4 1858 Clinton 21.5285253
## 645 10282 10 4783 Clinton 20.9073803
## 59 12572 19 9123 Sanders 20.8264825
## 73 10128 124 60453 Clinton 20.5118026
## 680 12130 2 987 Sanders 20.2634245
## 804 12440 4 1980 Clinton 20.2020202
## 1011 12147 1 499 Sanders 20.0400802
## 848 12067 3 1506 Sanders 19.9203187
## 819 12060 3 1507 Clinton 19.9071002
## 837 13693 1 503 Cruz 19.8807157
## 521 11579 10 5055 Sanders 19.7823937
## 565 13326 11 5561 Clinton 19.7806150
## 94 10471 45 22922 Sanders 19.6317948
## 1024 12762 1 512 Sanders 19.5312500
## 998 13776 1 513 Sanders 19.4931774
## 211 10533 14 7322 Clinton 19.1204589
## 376 11937 29 15398 Clinton 18.8336148
## 104 10803 23 12435 Clinton 18.4961801
## 595 12993 3 1623 Sanders 18.4842884
## 1030 11960 2 1084 Clinton 18.4501845
## 827 12461 3 1634 Sanders 18.3598531
## 186 11238 90 49262 Clinton 18.2696602
## 267 10524 8 4421 Sanders 18.0954535
## 284 10510 18 9988 Clinton 18.0216260
## 204 11231 60 33336 Clinton 17.9985601
## 907 12029 2 1113 Clinton 17.9694519
## 416 11777 16 8968 Clinton 17.8412132
## 682 10162 3 1685 Clinton 17.8041543
## 742 12064 1 563 Sanders 17.7619893
## 319 12140 3 1702 Clinton 17.6263220
## 24 10016 95 54183 Clinton 17.5331746
## 69 10009 107 61347 Clinton 17.4417657
## 809 13864 2 1149 Sanders 17.4064404
## 1058 12427 1 576 Sanders 17.3611111
## 218 12502 2 1164 Clinton 17.1821306
## 638 12604 1 586 Clinton 17.0648464
## 705 10526 3 1809 Sanders 16.5837479
## 790 12124 1 606 Clinton 16.5016502
## 3 14143 2 1214 Clinton 16.4744646
## 850 12167 4 2438 Clinton 16.4068909
## 440 12526 6 3686 Clinton 16.2778079
## 179 10590 11 6767 Clinton 16.2553569
## 19 10065 52 32270 Cruz 16.1140378
## 646 11718 5 3103 Clinton 16.1134386
## 122 10708 34 21225 Sanders 16.0188457
## 626 11804 8 5010 Clinton 15.9680639
## 730 12810 1 627 Sanders 15.9489633
## 1035 14717 1 636 Sanders 15.7232704
## 900 10546 2 1277 Sanders 15.6617071
## 480 10507 10 6408 Clinton 15.6054931
## 106 10804 22 14146 Clinton 15.5520995
## 478 10464 7 4534 Carson 15.4389060
## 710 14462 1 655 Trump 15.2671756
## 852 11972 2 1321 Lessig 15.1400454
## 448 10580 26 17208 Clinton 15.1092515
## 866 13155 1 663 Sanders 15.0829563
## 587 11509 4 2653 Cruz 15.0772710
## 71 12193 3 2016 Trump 14.8809524
## 1033 13320 3 2018 Sanders 14.8662042
## 936 12412 1 673 Clinton 14.8588410
## 920 14026 1 674 Clinton 14.8367953
## 387 14512 7 4721 Carson 14.8273671
## 189 13160 3 2027 Sanders 14.8001973
## 241 10560 7 4737 Clinton 14.7772852
## 132 10522 16 10875 Clinton 14.7126437
## 833 12484 4 2733 Sanders 14.6359312
## 206 12075 5 3418 Sanders 14.6284377
## 885 13334 2 1374 Sanders 14.5560408
## 48 10017 24 16575 Clinton 14.4796380
## 622 12748 3 2076 Clinton 14.4508671
## 90 13839 2 1405 Sanders 14.2348754
## 226 11545 17 12065 Clinton 14.0903440
## 736 12567 4 2854 Clinton 14.0154170
## 174 12066 3 2143 Sanders 13.9990667
## 417 10536 15 10739 Sanders 13.9677810
## 832 13802 1 718 Clinton 13.9275766
## 851 12419 1 722 Carson 13.8504155
## 259 12210 14 10158 Clinton 13.7822406
## 325 10591 31 22540 Sanders 13.7533274
## 435 12865 5 3663 Sanders 13.6500137
## 640 14819 1 733 Trump 13.6425648
## 818 10964 2 1472 Trump 13.5869565
## 542 11765 1 737 Graham 13.5685210
## 1064 11957 1 743 Sanders 13.4589502
## 844 12076 2 1500 Clinton 13.3333333
## 78 14886 9 6753 Clinton 13.3274100
## 669 12546 4 3039 Clinton 13.1622244
## 168 12486 2 1523 Cruz 13.1319764
## 672 13734 3 2287 Sanders 13.1176213
## 351 12777 1 764 Clinton 13.0890052
## 426 14201 15 11549 Sanders 12.9881375
## 309 12503 1 775 Sanders 12.9032258
## 491 12520 4 3109 Sanders 12.8658733
## 921 12472 2 1572 Sanders 12.7226463
## 41 11721 8 6292 Sanders 12.7145582
## 517 14543 4 3152 Sanders 12.6903553
## 139 11733 24 18949 Rubio 12.6655760
## 796 13337 1 790 Clinton 12.6582278
## 317 12545 6 4763 Clinton 12.5971027
## 904 14129 2 1591 Sanders 12.5707102
## 46 10926 4 3203 Clinton 12.4882922
## 873 12136 1 804 Clinton 12.4378109
## 277 12211 14 11303 Clinton 12.3860922
## 641 10038 25 20300 Sanders 12.3152709
## 634 11978 4 3255 Clinton 12.2887865
## 336 12466 3 2471 Carson 12.1408337
## 415 11576 15 12366 Bush 12.1300340
## 450 11935 4 3304 Clinton 12.1065375
## 489 11968 14 11593 Christie 12.0762529
## 403 11954 4 3326 Clinton 12.0264582
## 151 12561 22 18308 Cruz 12.0166048
## 447 13053 6 5015 Clinton 11.9641077
## 305 12451 2 1674 Clinton 11.9474313
## 962 12491 2 1675 Clinton 11.9402985
## 209 11222 44 36934 Sanders 11.9131424
## 724 13304 2 1684 Sanders 11.8764846
## 328 10576 6 5116 Clinton 11.7279124
## 293 10607 8 6824 Clinton 11.7233294
## 306 11732 4 3430 Clinton 11.6618076
## 92 14850 74 63886 Clinton 11.5831325
## 896 12734 1 867 Clinton 11.5340254
## 709 13092 3 2606 Sanders 11.5118956
## 276 11557 9 7823 Rubio 11.5045379
## 84 11363 8 6988 Clinton 11.4481969
## 698 13682 1 877 Clinton 11.4025086
## 935 12062 2 1776 Sanders 11.2612613
## 591 11024 9 8002 Clinton 11.2471882
## 566 12054 19 16918 Clinton 11.2306419
## 45 10027 67 59707 Sanders 11.2214648
## 270 10026 38 34003 Clinton 11.1754845
## 408 10530 14 12604 Sanders 11.1075849
## 882 12764 2 1802 Sanders 11.0987791
## 229 12571 11 9918 Sanders 11.0909458
## 665 14481 2 1820 Sanders 10.9890110
## 890 12723 2 1826 Sanders 10.9529025
## 684 12516 2 1833 Clinton 10.9110747
## 614 12057 2 1835 Trump 10.8991826
## 360 12209 11 10121 Sanders 10.8684913
## 538 11560 7 6464 Sanders 10.8292079
## 985 11939 1 926 Christie 10.7991361
## 87 10583 42 38982 Clinton 10.7742035
## 369 13625 2 1868 Sanders 10.7066381
## 307 14222 15 14046 Clinton 10.6791969
## 997 14842 1 938 Clinton 10.6609808
## 980 11959 1 939 Clinton 10.6496273
## 877 12740 2 1886 Sanders 10.6044539
## 510 13323 12 11323 Clinton 10.5978981
## 176 14625 11 10387 Clinton 10.5901608
## 511 12529 3 2859 Clinton 10.4931794
## 600 12442 1 953 Clinton 10.4931794
## 197 14618 24 22920 Clinton 10.4712042
## 830 12737 2 1910 Sanders 10.4712042
## 764 14882 4 3826 Sanders 10.4547831
## 981 13026 2 1914 Sanders 10.4493208
## 195 10597 1 968 Clinton 10.3305785
## 932 14555 1 974 Clinton 10.2669405
## 77 11101 26 25484 Clinton 10.2024800
## 32 11205 41 40366 Clinton 10.1570629
## 465 12018 8 7930 Clinton 10.0882724
## 279 12866 37 36915 Sanders 10.0230259
## 767 12015 3 3010 Sanders 9.9667774
## 343 10605 18 18126 Rubio 9.9304866
## 795 14138 2 2018 Sanders 9.9108028
## 615 12989 1 1010 Sanders 9.9009901
## 556 12446 5 5061 Clinton 9.8794705
## 608 12919 3 3037 Sanders 9.8781692
## 457 13071 1 1023 Sanders 9.7751711
## 239 11106 38 38875 Clinton 9.7749196
## 201 11790 18 18511 Sanders 9.7239479
## 487 14883 4 4136 Clinton 9.6711799
## 62 12208 20 20702 Clinton 9.6609023
## 816 13159 5 5184 Clinton 9.6450617
## 671 11934 7 7263 Clinton 9.6378907
## 118 11021 17 17729 Clinton 9.5888093
## 471 12996 2 2086 Clinton 9.5877277
## 1027 12914 1 1044 Sanders 9.5785441
## 967 13780 1 1045 Sanders 9.5693780
## 1032 13757 1 1045 Sanders 9.5693780
## 594 10589 8 8475 Trump 9.4395280
## 1 11216 51 54316 Clinton 9.3894985
## 392 13068 5 5368 Sanders 9.3144560
## 300 11944 4 4299 Clinton 9.3044894
## 451 14472 8 8598 Trump 9.3044894
## 96 14607 15 16223 Clinton 9.2461320
## 461 10577 6 6552 Clinton 9.1575092
## 509 14610 13 14233 Clinton 9.1337034
## 299 10463 62 67970 Clinton 9.1216713
## 666 14805 1 1100 Trump 9.0909091
## 65 12525 3 3311 Clinton 9.0607067
## 841 12926 2 2208 Sanders 9.0579710
## 524 11771 9 10007 Clinton 8.9937044
## 560 11749 3 3345 Clinton 8.9686099
## 244 13346 6 6735 Clinton 8.9086860
## 482 10511 2 2246 Trump 8.9047195
## 52 12575 2 2258 Trump 8.8573959
## 620 13485 1 1132 Clinton 8.8339223
## 903 13810 1 1149 Sanders 8.7032202
## 1028 12979 2 2304 Clinton 8.6805556
## 153 10570 11 12680 Sanders 8.6750789
## 250 11952 4 4637 Clinton 8.6262670
## 704 12726 1 1162 Clinton 8.6058520
## 813 12474 1 1162 Cruz 8.6058520
## 895 13731 1 1162 Sanders 8.6058520
## 753 10548 3 3487 Sanders 8.6033840
## 797 14757 3 3487 Sanders 8.6033840
## 193 11561 32 37280 Clinton 8.5836910
## 411 12842 1 1166 Carson 8.5763293
## 290 10044 10 11661 Sanders 8.5755939
## 225 13081 1 1169 Clinton 8.5543199
## 872 13736 2 2338 Cruz 8.5543199
## 1057 12028 1 1172 Clinton 8.5324232
## 64 10562 27 31796 Clinton 8.4916342
## 893 14516 2 2365 Trump 8.4566596
## 486 11020 5 5914 Clinton 8.4545147
## 592 12202 8 9628 Sanders 8.3090985
## 525 12921 2 2410 Cruz 8.2987552
## 991 12719 1 1207 Clinton 8.2850041
## 458 11739 1 1223 Sanders 8.1766149
## 854 14873 2 2448 Clinton 8.1699346
## 398 12583 2 2451 Sanders 8.1599347
## 678 13755 1 1228 Clinton 8.1433225
## 265 13078 8 9866 Clinton 8.1086560
## 289 11577 10 12337 Sanders 8.1056983
## 245 14422 2 2468 Sanders 8.1037277
## 662 13066 10 12390 Clinton 8.0710250
## 1060 12997 1 1239 Clinton 8.0710250
## 499 12822 5 6200 Trump 8.0645161
## 114 11565 7 8690 Clinton 8.0552359
## 44 12203 24 29952 Clinton 8.0128205
## 58 12883 4 5025 Sanders 7.9601990
## 165 10543 16 20135 Clinton 7.9463621
## 549 10601 9 11376 Clinton 7.9113924
## 697 12083 3 3795 Cruz 7.9051383
## 161 13420 1 1266 Clinton 7.8988942
## 951 13328 1 1267 Cruz 7.8926598
## 946 14775 2 2537 Sanders 7.8833268
## 101 11375 54 68733 Clinton 7.8564881
## 760 10594 4 5117 Clinton 7.8170803
## 761 13147 1 1281 Sanders 7.8064012
## 147 11780 12 15524 Sanders 7.7299665
## 527 14202 3 3911 Clinton 7.6706725
## 460 14864 1 1307 Trump 7.6511094
## 143 14534 24 31426 Clinton 7.6369885
## 357 12159 6 7896 Clinton 7.5987842
## 119 11791 19 25076 Cruz 7.5769660
## 952 14418 1 1325 Clinton 7.5471698
## 472 11753 9 12014 Clinton 7.4912602
## 701 12037 3 4015 Clinton 7.4719801
## 61 10033 40 53926 Sanders 7.4175722
## 420 14428 6 8096 Carson 7.4110672
## 342 12944 3 4080 Sanders 7.3529412
## 1009 13490 1 1361 Rubio 7.3475386
## 187 11743 31 42230 Clinton 7.3407530
## 136 10595 6 8195 Clinton 7.3215375
## 706 12946 4 5492 Clinton 7.2833212
## 609 10913 4 5532 Sanders 7.2306580
## 668 14867 4 5569 Sanders 7.1826181
## 1025 11569 1 1398 Sanders 7.1530758
## 308 12401 25 35040 Clinton 7.1347032
## 561 12569 7 9826 Trump 7.1239568
## 57 11211 64 90117 Clinton 7.1018787
## 741 13132 3 4244 Clinton 7.0688030
## 455 12850 2 2835 Trump 7.0546737
## 320 11792 6 8523 Cruz 7.0397747
## 214 10956 22 31521 Sanders 6.9794740
## 273 12009 5 7164 Clinton 6.9793412
## 121 10034 27 38908 Clinton 6.9394469
## 97 10040 29 41905 Sanders 6.9204152
## 540 11971 4 5818 Clinton 6.8752149
## 504 10923 6 8732 Clinton 6.8712781
## 452 10918 8 11647 Sanders 6.8687216
## 612 13214 6 8793 Clinton 6.8236097
## 337 12514 2 2938 Sanders 6.8073519
## 874 13348 1 1469 Clinton 6.8073519
## 582 13084 3 4409 Trump 6.8042640
## 675 12204 5 7349 Clinton 6.8036468
## 371 11730 10 14712 Cruz 6.7971724
## 621 13403 5 7372 Trump 6.7824200
## 738 14804 1 1479 Clinton 6.7613252
## 747 14098 2 2958 Sanders 6.7613252
## 429 11803 19 28127 Trump 6.7550752
## 235 11598 9 13328 Sanders 6.7527011
## 814 12592 1 1486 Sanders 6.7294751
## 856 12565 1 1487 Sanders 6.7249496
## 712 10962 4 5950 Sanders 6.7226891
## 148 11703 11 16415 Sanders 6.7011879
## 166 11772 30 44837 Sanders 6.6909026
## 302 10606 11 16499 Rubio 6.6670707
## 516 11023 6 9027 Trump 6.6467265
## 99 11518 7 10549 Trump 6.6357001
## 529 13835 1 1511 Clinton 6.6181337
## 43 11530 18 27273 Trump 6.5999340
## 940 12196 2 3031 Clinton 6.5984823
## 220 14025 2 3039 Sanders 6.5811122
## 196 14214 13 19775 Clinton 6.5739570
## 1051 10922 1 1559 Clinton 6.4143682
## 734 12077 4 6246 Clinton 6.4040986
## 144 12110 14 21908 Clinton 6.3903597
## 798 12814 1 1574 Sanders 6.3532402
## 639 12828 6 9448 Clinton 6.3505504
## 746 12533 16 25307 Carson 6.3223614
## 879 13054 1 1582 Trump 6.3211125
## 82 14424 17 27007 Clinton 6.2946643
## 803 14889 1 1590 Clinton 6.2893082
## 23 10598 18 28647 Clinton 6.2833805
## 685 13865 4 6371 Sanders 6.2784492
## 860 14478 1 1595 Sanders 6.2695925
## 1012 14858 1 1598 Trump 6.2578223
## 994 14172 2 3200 Cruz 6.2500000
## 395 11724 2 3220 Sanders 6.2111801
## 1044 14145 1 1618 Trump 6.1804697
## 436 11030 11 17962 Clinton 6.1240396
## 5 10924 8 13120 Sanders 6.0975610
## 358 11955 2 3285 Clinton 6.0882801
## 941 10532 3 4931 Sanders 6.0839586
## 146 10954 14 23045 Sanders 6.0750705
## 654 13754 2 3310 Sanders 6.0422961
## 1034 13343 1 1658 Sanders 6.0313631
## 807 14167 1 1663 Sanders 6.0132291
## 613 11980 3 4990 Clinton 6.0120240
## 10 11570 16 26646 Clinton 6.0046536
## 404 10970 6 9993 Rubio 6.0042029
## 975 13354 2 3342 Cruz 5.9844405
## 292 11218 45 75220 Clinton 5.9824515
## 72 12901 20 33439 Carson 5.9810401
## 406 14620 15 25141 Sanders 5.9663498
## 1039 13052 1 1679 Clinton 5.9559261
## 362 10707 6 10097 Clinton 5.9423591
## 562 12449 2 3367 Trump 5.9400059
## 280 11768 13 21902 Clinton 5.9355310
## 278 13215 9 15245 Clinton 5.9035749
## 120 10002 48 81410 Clinton 5.8960816
## 286 10470 9 15293 Sanders 5.8850454
## 732 10927 7 11910 Sanders 5.8774139
## 917 14787 3 5121 Sanders 5.8582308
## 624 10920 5 8554 Clinton 5.8452186
## 715 13825 2 3442 Sanders 5.8105752
## 577 14226 17 29267 Trump 5.8085899
## 958 14477 1 1732 Cruz 5.7736721
## 567 12118 8 13897 Sanders 5.7566381
## 953 14604 1 1743 Trump 5.7372347
## 162 11374 25 43600 Clinton 5.7339450
## 825 12173 1 1753 Sanders 5.7045066
## 648 12134 2 3516 Sanders 5.6882821
## 476 10994 4 7085 Clinton 5.6457304
## 252 11050 17 30171 Clinton 5.6345497
## 391 13224 5 8891 Sanders 5.6236644
## 1020 14743 1 1783 Trump 5.6085250
## 275 13148 6 10750 Sanders 5.5813953
## 331 11102 19 34133 Clinton 5.5664606
## 107 11747 11 19803 Clinton 5.5547139
## 633 10901 13 23465 Clinton 5.5401662
## 779 11005 1 1806 Clinton 5.5370986
## 660 12061 5 9050 Sanders 5.5248619
## 79 11702 8 14498 Trump 5.5180025
## 315 13202 3 5438 Clinton 5.5167341
## 378 14905 5 9070 Clinton 5.5126792
## 982 13491 2 3641 Clinton 5.4929964
## 83 10031 31 56438 Sanders 5.4927531
## 934 13607 1 1822 Trump 5.4884742
## 673 10502 3 5487 Clinton 5.4674686
## 470 12564 4 7338 Clinton 5.4510766
## 159 10983 3 5532 Sanders 5.4229935
## 283 13760 24 44264 Trump 5.4220134
## 264 11507 4 7406 Santorum 5.4010262
## 401 12086 1 1865 Cruz 5.3619303
## 312 14216 12 22431 Clinton 5.3497392
## 892 13063 1 1898 Walker 5.2687039
## 223 12065 22 41776 Sanders 5.2661815
## 115 11793 17 32298 Bush 5.2634838
## 243 10029 40 76003 Clinton 5.2629501
## 919 12443 2 3825 Clinton 5.2287582
## 421 12121 1 1916 Clinton 5.2192067
## 563 14052 9 17329 Clinton 5.1936061
## 593 11366 7 13532 Cruz 5.1729234
## 109 11104 14 27232 Clinton 5.1410106
## 155 13104 8 15567 Clinton 5.1390763
## 437 12540 4 7802 Clinton 5.1268905
## 1008 12168 1 1952 Clinton 5.1229508
## 454 11951 7 13680 Sanders 5.1169591
## 785 10917 1 1968 Trump 5.0813008
## 47 11003 21 41356 Clinton 5.0778605
## 1005 10986 1 1974 Trump 5.0658561
## 960 12155 1 1977 Sanders 5.0581689
## 133 10552 10 19786 Clinton 5.0540786
## 442 14468 9 17813 Clinton 5.0524898
## 377 14209 4 7926 Sanders 5.0466818
## 703 13778 3 5948 Cruz 5.0437122
## 655 14830 10 19850 Clinton 5.0377834
## 1040 11941 1 1986 Clinton 5.0352467
## 924 12455 1 1988 Sanders 5.0301811
## 801 13034 1 1989 Sanders 5.0276521
## 268 11237 25 49896 Clinton 5.0104217
## 739 14032 4 7989 Trump 5.0068845
## 1019 12912 1 1998 Sanders 5.0050050
## 479 14533 1 2000 Cruz 5.0000000
## 987 13156 1 2000 Sanders 5.0000000
## 228 11004 7 14016 Cruz 4.9942922
## 632 14445 4 8019 Clinton 4.9881531
## 552 11705 4 8030 Clinton 4.9813200
## 508 13413 8 16135 Sanders 4.9581655
## 1007 12577 1 2029 Trump 4.9285362
## 113 11225 28 56829 Sanders 4.9270619
## 928 12185 1 2037 Sanders 4.9091802
## 35 10805 9 18414 Cruz 4.8875855
## 553 10528 6 12280 Sanders 4.8859935
## 464 10990 10 20631 Clinton 4.8470748
## 523 10921 2 4135 Clinton 4.8367594
## 419 14891 2 4149 Clinton 4.8204387
## 172 10310 12 24962 Sanders 4.8073071
## 142 10301 19 39706 Clinton 4.7851710
## 386 11360 9 18884 Clinton 4.7659394
## 368 12414 5 10510 Sanders 4.7573739
## 714 12019 7 14740 Sanders 4.7489824
## 178 12972 3 6364 Clinton 4.7140163
## 740 14548 2 4249 Clinton 4.7069899
## 681 14139 1 2125 Clinton 4.7058824
## 974 13118 3 6382 Sanders 4.7007208
## 726 14485 2 4267 Sanders 4.6871338
## 554 12084 2 4271 Clinton 4.6827441
## 564 12594 2 4275 Clinton 4.6783626
## 40 11552 11 23616 Clinton 4.6578591
## 137 11415 9 19341 Cruz 4.6533271
## 628 13035 4 8617 Clinton 4.6419868
## 282 13905 13 28026 Clinton 4.6385499
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## 828 10185 1 NA Clinton NA
## 831 12201 1 NA Clinton NA
## 836 10116 2 NA Sanders NA
## 846 11969 1 NA Clinton NA
## 862 12551 1 NA Sanders NA
## 875 10163 1 NA Sanders NA
## 880 10008 1 NA Clinton NA
## 943 13814 1 NA Carson NA
## 957 63909 1 NA Rubio NA
## 966 75016 1 NA Sanders NA
## 973 14702 1 NA Clinton NA
## 1010 14231 1 NA Clinton NA
## 1014 12181 1 NA Clinton NA
## 1017 99999 1 NA Trump NA
## 1037 12220 1 NA Sanders NA
## 1041 10166 1 NA Christie NA
## 1047 20803 1 NA Clinton NA
## 1052 14852 1 NA Clinton NA
## 1054 2 NA Clinton NA
## 1062 12248 1 NA Clinton NA‘’’ Was not expecting that result. Zip codes with no donors and zips with
populations of 2 people? Let us screen out zips with fewer than 100 people. ‘’’
At_Least_100_People<- filter(NY5_Unique, Population >100)
At_Least_100_People## Zip Freq Population cand_nm_1 Participation
## 1 11216 51 54316 Clinton 9.3894985
## 2 11942 2 4603 Trump 4.3449924
## 3 14143 2 1214 Clinton 16.4744646
## 4 11746 25 67094 Sanders 3.7261156
## 5 10924 8 13120 Sanders 6.0975610
## 6 10028 119 45141 Clinton 26.3618440
## 7 14420 9 20467 Carson 4.3973225
## 8 10030 10 26999 Clinton 3.7038409
## 9 10022 107 31924 Clinton 33.5171031
## 10 11570 16 26646 Clinton 6.0046536
## 11 10950 10 47226 Clinton 2.1174777
## 12 10567 9 19929 Clinton 4.5160319
## 13 14843 2 13043 Sanders 1.5333896
## 14 11215 207 63488 Clinton 32.6045867
## 15 10468 4 76103 Clinton 0.5256035
## 16 10075 63 26121 Clinton 24.1185253
## 17 11229 27 80018 Clinton 3.3742408
## 18 12524 5 15598 Clinton 3.2055392
## 19 10065 52 32270 Cruz 16.1140378
## 20 14141 1 7728 Rubio 1.2939959
## 21 10019 105 42870 Clinton 24.4926522
## 22 10035 14 33969 Sanders 4.1214048
## 23 10598 18 28647 Clinton 6.2833805
## 24 10016 95 54183 Clinton 17.5331746
## 25 11206 27 81677 Sanders 3.3057042
## 26 10520 33 12810 Sanders 25.7611241
## 27 11554 10 38132 Sanders 2.6224693
## 28 13206 5 16443 Clinton 3.0408076
## 29 11413 10 38912 Clinton 2.5699013
## 30 10024 255 59283 Clinton 43.0140175
## 31 11715 1 4752 Trump 2.1043771
## 32 11205 41 40366 Clinton 10.1570629
## 33 11230 18 86408 Clinton 2.0831404
## 34 11201 181 51128 Clinton 35.4013456
## 35 10805 9 18414 Cruz 4.8875855
## 36 10013 78 27700 Sanders 28.1588448
## 37 11423 4 29987 Sanders 1.3339114
## 38 11233 18 67053 Clinton 2.6844436
## 39 11217 102 35881 Sanders 28.4273014
## 40 11552 11 23616 Clinton 4.6578591
## 41 11721 8 6292 Sanders 12.7145582
## 42 14569 2 6211 Clinton 3.2200934
## 43 11530 18 27273 Trump 6.5999340
## 44 12203 24 29952 Clinton 8.0128205
## 45 10027 67 59707 Sanders 11.2214648
## 46 10926 4 3203 Clinton 12.4882922
## 47 11003 21 41356 Clinton 5.0778605
## 48 10017 24 16575 Clinton 14.4796380
## 49 10801 14 40827 Kasich 3.4291033
## 50 10012 74 24090 Clinton 30.7181403
## 51 10023 249 60998 Clinton 40.8210105
## 52 12575 2 2258 Trump 8.8573959
## 53 10021 115 43631 Clinton 26.3574064
## 54 10011 214 50984 Clinton 41.9739526
## 55 11372 26 66636 Sanders 3.9017948
## 56 13795 1 3800 Clinton 2.6315789
## 57 11211 64 90117 Clinton 7.1018787
## 58 12883 4 5025 Sanders 7.9601990
## 59 12572 19 9123 Sanders 20.8264825
## 60 11010 9 23821 Sanders 3.7781789
## 61 10033 40 53926 Sanders 7.4175722
## 62 12208 20 20702 Clinton 9.6609023
## 63 13440 8 42986 Clinton 1.8610710
## 64 10562 27 31796 Clinton 8.4916342
## 65 12525 3 3311 Clinton 9.0607067
## 66 12601 15 43398 Sanders 3.4563805
## 67 10025 277 94600 Sanders 29.2811839
## 68 11563 10 22666 Trump 4.4118945
## 69 10009 107 61347 Clinton 17.4417657
## 70 13740 2 554 Sanders 36.1010830
## 71 12193 3 2016 Trump 14.8809524
## 72 12901 20 33439 Carson 5.9810401
## 73 10128 124 60453 Clinton 20.5118026
## 74 11433 3 32687 Clinton 0.9177961
## 75 10462 14 75784 Sanders 1.8473556
## 76 12498 14 4851 Clinton 28.8600289
## 77 11101 26 25484 Clinton 10.2024800
## 78 14886 9 6753 Clinton 13.3274100
## 79 11702 8 14498 Trump 5.5180025
## 80 12538 6 14578 Sanders 4.1157909
## 81 13901 4 19773 Clinton 2.0229606
## 82 14424 17 27007 Clinton 6.2946643
## 83 10031 31 56438 Sanders 5.4927531
## 84 11363 8 6988 Clinton 11.4481969
## 85 10003 147 56024 Clinton 26.2387548
## 86 13624 1 5457 Sanders 1.8325087
## 87 10583 42 38982 Clinton 10.7742035
## 88 14624 9 36296 Cruz 2.4796121
## 89 10007 28 6988 Clinton 40.0686892
## 90 13839 2 1405 Sanders 14.2348754
## 91 14225 7 33385 Sanders 2.0967500
## 92 14850 74 63886 Clinton 11.5831325
## 93 11722 5 35177 Clinton 1.4213833
## 94 10471 45 22922 Sanders 19.6317948
## 95 10960 42 15093 Sanders 27.8274697
## 96 14607 15 16223 Clinton 9.2461320
## 97 10040 29 41905 Sanders 6.9204152
## 98 12566 4 10753 Sanders 3.7198921
## 99 11518 7 10549 Trump 6.6357001
## 100 10014 149 31959 Clinton 46.6222347
## 101 11375 54 68733 Clinton 7.8564881
## 102 14120 11 45100 Carson 2.4390244
## 103 14608 4 12268 Clinton 3.2605152
## 104 10803 23 12435 Clinton 18.4961801
## 105 10314 24 85510 Clinton 2.8066893
## 106 10804 22 14146 Clinton 15.5520995
## 107 11747 11 19803 Clinton 5.5547139
## 108 14623 5 27173 Sanders 1.8400618
## 109 11104 14 27232 Clinton 5.1410106
## 110 12010 5 28937 Trump 1.7278916
## 111 14612 6 34515 Cruz 1.7383746
## 112 14456 7 20087 Clinton 3.4848409
## 113 11225 28 56829 Sanders 4.9270619
## 114 11565 7 8690 Clinton 8.0552359
## 115 11793 17 32298 Bush 5.2634838
## 116 14075 14 41937 Trump 3.3383408
## 117 10706 23 8679 Cruz 26.5007489
## 118 11021 17 17729 Clinton 9.5888093
## 119 11791 19 25076 Cruz 7.5769660
## 120 10002 48 81410 Clinton 5.8960816
## 121 10034 27 38908 Clinton 6.9394469
## 122 10708 34 21225 Sanders 16.0188457
## 123 10573 12 38352 Trump 3.1289111
## 124 13057 1 14992 Clinton 0.6670224
## 125 11510 10 33048 Clinton 3.0259017
## 126 11040 9 40782 Clinton 2.2068560
## 127 11103 14 38780 Clinton 3.6101083
## 128 11693 3 11916 Sanders 2.5176234
## 129 10461 9 50502 Sanders 1.7821076
## 130 12106 5 2193 Clinton 22.7998176
## 131 13045 5 30112 Sanders 1.6604676
## 132 10522 16 10875 Clinton 14.7126437
## 133 10552 10 19786 Clinton 5.0540786
## 134 11901 4 27172 Clinton 1.4721036
## 135 11209 30 68853 Trump 4.3571086
## 136 10595 6 8195 Clinton 7.3215375
## 137 11415 9 19341 Cruz 4.6533271
## 138 12816 1 4610 Sanders 2.1691974
## 139 11733 24 18949 Rubio 12.6655760
## 140 11105 14 36688 Clinton 3.8159616
## 141 10301 19 39706 Clinton 4.7851710
## 142 14534 24 31426 Clinton 7.6369885
## 143 12110 14 21908 Clinton 6.3903597
## 144 10001 84 21102 Sanders 39.8066534
## 145 10954 14 23045 Sanders 6.0750705
## 146 11780 12 15524 Sanders 7.7299665
## 147 11703 11 16415 Sanders 6.7011879
## 148 10309 8 32519 Trump 2.4601002
## 149 12561 22 18308 Cruz 12.0166048
## 150 10308 5 27357 Clinton 1.8276858
## 151 10570 11 12680 Sanders 8.6750789
## 152 11694 5 20408 Clinton 2.4500196
## 153 13104 8 15567 Clinton 5.1390763
## 154 10010 80 31834 Clinton 25.1303638
## 155 11762 8 22360 Clinton 3.5778175
## 156 13617 5 11299 Sanders 4.4251704
## 157 10983 3 5532 Sanders 5.4229935
## 158 11520 12 43341 Sanders 2.7687409
## 159 13420 1 1266 Clinton 7.8988942
## 160 11374 25 43600 Clinton 5.7339450
## 161 11572 9 30574 Cruz 2.9436776
## 162 10549 36 16638 Clinton 21.6372160
## 163 10543 16 20135 Clinton 7.9463621
## 164 11772 30 44837 Sanders 6.6909026
## 165 13027 10 31637 Clinton 3.1608560
## 166 12486 2 1523 Cruz 13.1319764
## 167 11766 5 12635 Rubio 3.9572616
## 168 12047 8 19664 Sanders 4.0683483
## 169 10310 12 24962 Sanders 4.8073071
## 170 14127 10 29961 Sanders 3.3376723
## 171 12066 3 2143 Sanders 13.9990667
## 172 10036 65 24711 Bush 26.3040751
## 173 14625 11 10387 Clinton 10.5901608
## 174 14701 8 40730 Sanders 1.9641542
## 175 12972 3 6364 Clinton 4.7140163
## 176 10590 11 6767 Clinton 16.2553569
## 177 11757 16 45700 Sanders 3.5010941
## 178 11752 2 9531 Clinton 2.0984157
## 179 11580 8 40113 Sanders 1.9943659
## 180 12180 14 53606 Clinton 2.6116479
## 181 11795 12 26030 Sanders 4.6100653
## 182 13850 9 22004 Cruz 4.0901654
## 183 11238 90 49262 Clinton 18.2696602
## 184 11743 31 42230 Clinton 7.3407530
## 185 13160 3 2027 Sanders 14.8001973
## 186 11798 2 15347 Clinton 1.3031863
## 187 11976 5 1565 Clinton 31.9488818
## 188 12603 18 42810 Cruz 4.2046251
## 189 11561 32 37280 Clinton 8.5836910
## 190 10538 36 16597 Clinton 21.6906670
## 191 10597 1 968 Clinton 10.3305785
## 192 14214 13 19775 Clinton 6.5739570
## 193 14618 24 22920 Clinton 10.4712042
## 194 13904 2 9579 Clinton 2.0879006
## 195 10312 19 59304 Clinton 3.2038311
## 196 11779 6 38421 Trump 1.5616460
## 197 11790 18 18511 Sanders 9.7239479
## 198 13073 2 6423 Trump 3.1138097
## 199 10451 3 45713 Clinton 0.6562685
## 200 11231 60 33336 Clinton 17.9985601
## 201 14450 15 41104 Sanders 3.6492799
## 202 12075 5 3418 Sanders 14.6284377
## 203 12804 10 26540 Trump 3.7678975
## 204 11214 19 88630 Sanders 2.1437437
## 205 11222 44 36934 Sanders 11.9131424
## 206 10989 3 9293 Clinton 3.2282363
## 207 10533 14 7322 Clinton 19.1204589
## 208 10504 21 7987 Clinton 26.2927257
## 209 10705 14 38777 Sanders 3.6103876
## 210 10956 22 31521 Sanders 6.9794740
## 211 10512 11 25590 Trump 4.2985541
## 212 11417 5 28967 Clinton 1.7261021
## 213 13090 7 30124 Sanders 2.3237286
## 214 12502 2 1164 Clinton 17.1821306
## 215 10453 2 78309 Clinton 0.2553985
## 216 14025 2 3039 Sanders 6.5811122
## 217 11783 6 21288 Trump 2.8184893
## 218 11368 7 109931 Clinton 0.6367631
## 219 12065 22 41776 Sanders 5.2661815
## 220 10005 21 7135 Clinton 29.4323756
## 221 13081 1 1169 Clinton 8.5543199
## 222 11545 17 12065 Clinton 14.0903440
## 223 11727 7 29030 Cruz 2.4112987
## 224 11004 7 14016 Cruz 4.9942922
## 225 12571 11 9918 Sanders 11.0909458
## 226 11953 6 13553 Sanders 4.4270641
## 227 11776 1 24235 Clinton 0.4126264
## 228 13021 6 39506 Sanders 1.5187566
## 229 10018 21 5229 Clinton 40.1606426
## 230 10710 9 25120 Clinton 3.5828025
## 231 11598 9 13328 Sanders 6.7527011
## 232 13208 3 22854 Sanders 1.3126805
## 233 12817 1 2274 Sanders 4.3975374
## 234 14847 1 2398 Sanders 4.1701418
## 235 11106 38 38875 Clinton 9.7749196
## 236 10514 37 11946 Clinton 30.9727105
## 237 10560 7 4737 Clinton 14.7772852
## 238 14619 4 14749 Rubio 2.7120483
## 239 10029 40 76003 Clinton 5.2629501
## 240 13346 6 6735 Clinton 8.9086860
## 241 14422 2 2468 Sanders 8.1037277
## 242 11801 9 39553 Sanders 2.2754279
## 243 14072 6 20374 Sanders 2.9449298
## 244 11234 19 87757 Clinton 2.1650695
## 245 13365 1 8906 Sanders 1.1228385
## 246 11952 4 4637 Clinton 8.6262670
## 247 11226 32 101572 Sanders 3.1504745
## 248 11050 17 30171 Clinton 5.6345497
## 249 14735 1 2751 Trump 3.6350418
## 250 12839 2 13588 Sanders 1.4718870
## 251 11726 5 19857 Trump 2.5180037
## 252 14622 3 12108 Sanders 2.4777007
## 253 12210 14 10158 Clinton 13.7822406
## 254 10457 8 70496 Clinton 1.1348162
## 255 11223 7 78731 Sanders 0.8891034
## 256 12188 5 10980 Sanders 4.5537341
## 257 11224 8 47621 Clinton 1.6799311
## 258 11507 4 7406 Santorum 5.4010262
## 259 13078 8 9866 Clinton 8.1086560
## 260 11421 3 39127 Sanders 0.7667340
## 261 10524 8 4421 Sanders 18.0954535
## 262 11237 25 49896 Clinton 5.0104217
## 263 10006 13 3011 Clinton 43.1750249
## 264 10026 38 34003 Clinton 11.1754845
## 265 11385 21 98592 Trump 2.1299903
## 266 11720 10 29189 Trump 3.4259481
## 267 12009 5 7164 Clinton 6.9793412
## 268 12078 8 23773 Cruz 3.3651622
## 269 13148 6 10750 Sanders 5.5813953
## 270 11557 9 7823 Rubio 11.5045379
## 271 12211 14 11303 Clinton 12.3860922
## 272 13215 9 15245 Clinton 5.9035749
## 273 12866 37 36915 Sanders 10.0230259
## 274 11768 13 21902 Clinton 5.9355310
## 275 10516 15 5289 Clinton 28.3607487
## 276 13905 13 28026 Clinton 4.6385499
## 277 13760 24 44264 Trump 5.4220134
## 278 10510 18 9988 Clinton 18.0216260
## 279 10968 10 2353 Clinton 42.4989375
## 280 10470 9 15293 Sanders 5.8850454
## 281 12309 13 29343 Clinton 4.4303582
## 282 13126 15 37205 Clinton 4.0317162
## 283 11577 10 12337 Sanders 8.1056983
## 284 10044 10 11661 Sanders 8.5755939
## 285 11232 6 28265 Sanders 2.1227667
## 286 11218 45 75220 Clinton 5.9824515
## 287 10607 8 6824 Clinton 11.7233294
## 288 11361 11 28606 Sanders 3.8453471
## 289 11787 14 35772 Clinton 3.9136755
## 290 14526 7 19804 Clinton 3.5346395
## 291 10550 4 37144 Clinton 1.0768899
## 292 10463 62 67970 Clinton 9.1216713
## 293 11944 4 4299 Clinton 9.3044894
## 294 10518 4 1268 Clinton 31.5457413
## 295 10606 11 16499 Rubio 6.6670707
## 296 11220 20 99598 Sanders 2.0080725
## 297 11210 12 62008 Clinton 1.9352342
## 298 12451 2 1674 Clinton 11.9474313
## 299 11732 4 3430 Clinton 11.6618076
## 300 14222 15 14046 Clinton 10.6791969
## 301 12401 25 35040 Clinton 7.1347032
## 302 12503 1 775 Sanders 12.9032258
## 303 10952 9 38917 Sanders 2.3126140
## 304 11756 17 42791 Clinton 3.9727980
## 305 14216 12 22431 Clinton 5.3497392
## 306 11212 6 84500 Clinton 0.7100592
## 307 12033 2 7851 Clinton 2.5474462
## 308 13202 3 5438 Clinton 5.5167341
## 309 11365 8 42252 Carson 1.8934015
## 310 12545 6 4763 Clinton 12.5971027
## 311 11432 18 60809 Clinton 2.9600881
## 312 12140 3 1702 Clinton 17.6263220
## 313 11792 6 8523 Cruz 7.0397747
## 314 11369 8 38615 Clinton 2.0717338
## 315 12151 3 708 Sanders 42.3728814
## 316 11963 23 6622 Sanders 34.7327092
## 317 11550 5 56435 Clinton 0.8859750
## 318 10591 31 22540 Sanders 13.7533274
## 319 11735 7 32098 Clinton 2.1808212
## 320 11710 7 34496 Clinton 2.0292208
## 321 10576 6 5116 Clinton 11.7279124
## 322 14580 9 50587 Sanders 1.7791132
## 323 13424 1 2725 Trump 3.6697248
## 324 11102 19 34133 Clinton 5.5664606
## 325 12020 9 31192 Sanders 2.8853552
## 326 14892 2 8189 Clinton 2.4423006
## 327 13210 8 27606 Sanders 2.8979207
## 328 11769 2 9506 Sanders 2.1039344
## 329 12466 3 2471 Carson 12.1408337
## 330 12514 2 2938 Sanders 6.8073519
## 331 10704 3 30165 Trump 0.9945301
## 332 10280 17 7853 Clinton 21.6477779
## 333 13203 6 16029 Clinton 3.7432154
## 334 11553 2 26034 Clinton 0.7682262
## 335 12944 3 4080 Sanders 7.3529412
## 336 10605 18 18126 Rubio 9.9304866
## 337 10701 13 63393 Clinton 2.0506996
## 338 12534 4 17867 Sanders 2.2387642
## 339 12307 1 7692 Clinton 1.3000520
## 340 10541 12 26339 Sanders 4.5559816
## 341 12304 5 21482 Clinton 2.3275300
## 342 11782 7 15814 Clinton 4.4264576
## 343 10032 25 57331 Clinton 4.3606426
## 344 12777 1 764 Clinton 13.0890052
## 345 11758 15 53804 Clinton 2.7878968
## 346 10004 17 3089 Trump 55.0339916
## 347 11109 14 3523 Sanders 39.7388589
## 348 12043 3 8509 Sanders 3.5256787
## 349 10930 3 8958 Sanders 3.3489618
## 350 12159 6 7896 Clinton 7.5987842
## 351 11955 2 3285 Clinton 6.0882801
## 352 12836 2 574 Trump 34.8432056
## 353 12209 11 10121 Sanders 10.8684913
## 354 10925 2 4539 Sanders 4.4062569
## 355 10707 6 10097 Clinton 5.9423591
## 356 11378 9 34981 Trump 2.5728252
## 357 14521 1 2761 Clinton 3.6218761
## 358 11203 14 76174 Clinton 1.8378974
## 359 10069 13 5199 Clinton 25.0048086
## 360 11754 4 18958 Sanders 2.1099272
## 361 12414 5 10510 Sanders 4.7573739
## 362 13625 2 1868 Sanders 10.7066381
## 363 12305 2 5716 Cruz 3.4989503
## 364 11730 10 14712 Cruz 6.7971724
## 365 12308 3 15335 Sanders 1.9563091
## 366 11764 4 13200 Clinton 3.0303030
## 367 11221 26 78895 Clinton 3.2955194
## 368 11937 29 15398 Clinton 18.8336148
## 369 14209 4 7926 Sanders 5.0466818
## 370 14905 5 9070 Clinton 5.5126792
## 371 11356 5 23438 Clinton 2.1332878
## 372 11001 8 26883 Sanders 2.9758583
## 373 10465 8 42230 Trump 1.8943879
## 374 13114 2 6356 Sanders 3.1466331
## 375 10506 13 5790 Trump 22.4525043
## 376 14048 5 15072 Trump 3.3174098
## 377 11946 5 14068 Trump 3.5541655
## 378 11360 9 18884 Clinton 4.7659394
## 379 14512 7 4721 Carson 14.8273671
## 380 12790 2 4518 Trump 4.4267375
## 381 11239 1 13393 Sanders 0.7466587
## 382 11373 10 100820 Clinton 0.9918667
## 383 13224 5 8891 Sanders 5.6236644
## 384 13068 5 5368 Sanders 9.3144560
## 385 11426 8 17590 Clinton 4.5480387
## 386 13069 2 24931 Clinton 0.8022141
## 387 11724 2 3220 Sanders 6.2111801
## 388 11933 1 6844 Clinton 1.4611338
## 389 14086 7 31847 Sanders 2.1980092
## 390 12583 2 2451 Sanders 8.1599347
## 391 13669 2 16452 Sanders 1.2156577
## 392 14224 4 39889 Sanders 1.0027827
## 393 12086 1 1865 Cruz 5.3619303
## 394 14609 15 42571 Sanders 3.5235254
## 395 11954 4 3326 Clinton 12.0264582
## 396 10970 6 9993 Rubio 6.0042029
## 397 11414 8 26148 Clinton 3.0595074
## 398 14620 15 25141 Sanders 5.9663498
## 399 13733 1 5216 Sanders 1.9171779
## 400 10530 14 12604 Sanders 11.1075849
## 401 14221 12 53555 Clinton 2.2406871
## 402 12842 1 1166 Carson 8.5763293
## 403 11740 3 9454 Sanders 3.1732600
## 404 10467 6 97060 Sanders 0.6181743
## 405 10456 4 86547 Clinton 0.4621766
## 406 11576 15 12366 Bush 12.1300340
## 407 11777 16 8968 Clinton 17.8412132
## 408 10536 15 10739 Sanders 13.9677810
## 409 12144 8 20555 Clinton 3.8919971
## 410 14891 2 4149 Clinton 4.8204387
## 411 14428 6 8096 Carson 7.4110672
## 412 12121 1 1916 Clinton 5.2192067
## 413 11590 8 45768 Clinton 1.7479462
## 414 14837 2 5648 Sanders 3.5410765
## 415 10039 6 24527 Clinton 2.4462837
## 416 10566 9 23570 Sanders 3.8184132
## 417 14201 15 11549 Sanders 12.9881375
## 418 11379 5 34821 Clinton 1.4359151
## 419 12586 4 12540 Carson 3.1897927
## 420 11803 19 28127 Trump 6.7550752
## 421 11755 3 12387 Carson 2.4218939
## 422 12775 1 2297 Sanders 4.3535046
## 423 11435 19 53687 Clinton 3.5390318
## 424 12553 10 24438 Sanders 4.0919879
## 425 12176 2 198 Cruz 101.0101010
## 426 12865 5 3663 Sanders 13.6500137
## 427 11030 11 17962 Clinton 6.1240396
## 428 12540 4 7802 Clinton 5.1268905
## 429 12834 3 6594 Sanders 4.5495905
## 430 12302 7 27582 Sanders 2.5378870
## 431 12526 6 3686 Clinton 16.2778079
## 432 12186 2 6277 Clinton 3.1862355
## 433 14468 9 17813 Clinton 5.0524898
## 434 13790 3 19104 Sanders 1.5703518
## 435 12803 3 7567 Clinton 3.9645831
## 436 14031 4 9392 Sanders 4.2589438
## 437 11235 18 79132 Clinton 2.2746803
## 438 13053 6 5015 Clinton 11.9641077
## 439 10580 26 17208 Clinton 15.1092515
## 440 11357 9 39150 Sanders 2.2988506
## 441 11935 4 3304 Clinton 12.1065375
## 442 14472 8 8598 Trump 9.3044894
## 443 10918 8 11647 Sanders 6.8687216
## 444 11514 1 4673 Clinton 2.1399529
## 445 11951 7 13680 Sanders 5.1169591
## 446 12850 2 2835 Trump 7.0546737
## 447 13040 1 2758 Carson 3.6258158
## 448 13071 1 1023 Sanders 9.7751711
## 449 11739 1 1223 Sanders 8.1766149
## 450 11725 7 29150 Trump 2.4013722
## 451 14864 1 1307 Trump 7.6511094
## 452 10577 6 6552 Clinton 9.1575092
## 453 10306 13 55909 Clinton 2.3252070
## 454 14051 6 19533 Kasich 3.0717248
## 455 10990 10 20631 Clinton 4.8470748
## 456 12018 8 7930 Clinton 10.0882724
## 457 10977 6 59048 Clinton 1.0161225
## 458 11207 8 93386 Clinton 0.8566595
## 459 10305 11 41749 Cruz 2.6347936
## 460 12779 1 2460 Clinton 4.0650407
## 461 12564 4 7338 Clinton 5.4510766
## 462 12996 2 2086 Clinton 9.5877277
## 463 11753 9 12014 Clinton 7.4912602
## 464 13039 2 17537 Carson 1.1404459
## 465 12404 9 3385 Cruz 26.5878877
## 466 13646 1 2211 Cruz 4.5228403
## 467 10994 4 7085 Clinton 5.6457304
## 468 13204 3 19931 Sanders 1.5051929
## 469 10464 7 4534 Carson 15.4389060
## 470 14533 1 2000 Cruz 5.0000000
## 471 10507 10 6408 Clinton 15.6054931
## 472 11741 4 27655 Sanders 1.4463931
## 473 10511 2 2246 Trump 8.9047195
## 474 14150 7 41676 Clinton 1.6796238
## 475 14519 4 11581 Clinton 3.4539332
## 476 14779 1 6932 Clinton 1.4425851
## 477 11020 5 5914 Clinton 8.4545147
## 478 14883 4 4136 Clinton 9.6711799
## 479 11436 3 17949 Trump 1.6714023
## 480 11968 14 11593 Christie 12.0762529
## 481 11354 7 54878 Clinton 1.2755567
## 482 12520 4 3109 Sanders 12.8658733
## 483 14304 5 30389 Clinton 1.6453322
## 484 11377 27 89830 Clinton 3.0056774
## 485 12549 4 10201 Clinton 3.9211842
## 486 11767 6 14530 Trump 4.1293875
## 487 14559 2 18057 Clinton 1.1076037
## 488 12983 1 7494 Clinton 1.3344009
## 489 13662 3 16582 Clinton 1.8091907
## 490 12822 5 6200 Trump 8.0645161
## 491 11236 9 93877 Clinton 0.9587013
## 492 12528 4 13344 Sanders 2.9976019
## 493 13207 6 13897 Sanders 4.3174786
## 494 12815 2 871 Sanders 22.9621125
## 495 10923 6 8732 Clinton 6.8712781
## 496 10304 14 42193 Trump 3.3180859
## 497 14092 4 11086 Carson 3.6081544
## 498 11428 2 19168 Trump 1.0434057
## 499 13413 8 16135 Sanders 4.9581655
## 500 14610 13 14233 Clinton 9.1337034
## 501 13323 12 11323 Clinton 10.5978981
## 502 12529 3 2859 Clinton 10.4931794
## 503 12833 1 4401 Sanders 2.2722109
## 504 10579 4 8675 Clinton 4.6109510
## 505 11364 10 34555 Clinton 2.8939372
## 506 10037 7 17416 Clinton 4.0192926
## 507 11023 6 9027 Trump 6.6467265
## 508 14543 4 3152 Sanders 12.6903553
## 509 14517 1 2883 Sanders 3.4686091
## 510 12303 5 29857 Clinton 1.6746492
## 511 11751 4 14961 Clinton 2.6736181
## 512 11579 10 5055 Sanders 19.7823937
## 513 10940 12 48418 Sanders 2.4784171
## 514 10921 2 4135 Clinton 4.8367594
## 515 11771 9 10007 Clinton 8.9937044
## 516 12921 2 2410 Cruz 8.2987552
## 517 14227 3 23426 Trump 1.2806284
## 518 14202 3 3911 Clinton 7.6706725
## 519 12409 2 804 Clinton 24.8756219
## 520 13835 1 1511 Clinton 6.6181337
## 521 12522 1 5172 Trump 1.9334880
## 522 14467 4 9105 Clinton 4.3931906
## 523 12508 9 19880 Clinton 4.5271630
## 524 12992 1 4778 Sanders 2.0929259
## 525 12068 1 3201 Sanders 3.1240237
## 526 13833 1 4255 Carson 2.3501763
## 527 11560 7 6464 Sanders 10.8292079
## 528 11213 12 63767 Clinton 1.8818511
## 529 11971 4 5818 Clinton 6.8752149
## 530 11596 2 10480 Trump 1.9083969
## 531 11765 1 737 Graham 13.5685210
## 532 11355 17 85871 Clinton 1.9797138
## 533 14870 2 9821 Clinton 2.0364525
## 534 14068 3 7150 Trump 4.1958042
## 535 12920 1 2842 Cruz 3.5186488
## 536 12416 4 277 Stein 144.4043321
## 537 11542 10 27633 Clinton 3.6188615
## 538 10601 9 11376 Clinton 7.9113924
## 539 14454 5 11073 Sanders 4.5154881
## 540 13031 6 15551 Trump 3.8582728
## 541 11705 4 8030 Clinton 4.9813200
## 542 10528 6 12280 Sanders 4.8859935
## 543 12084 2 4271 Clinton 4.6827441
## 544 11706 17 62543 Clinton 2.7181299
## 545 12446 5 5061 Clinton 9.8794705
## 546 14551 2 5651 Clinton 3.5391966
## 547 14223 3 22665 Sanders 1.3236267
## 548 11950 4 16268 Trump 2.4588149
## 549 11749 3 3345 Clinton 8.9686099
## 550 12569 7 9826 Trump 7.1239568
## 551 12449 2 3367 Trump 5.9400059
## 552 14052 9 17329 Clinton 5.1936061
## 553 12594 2 4275 Clinton 4.6783626
## 554 13326 11 5561 Clinton 19.7806150
## 555 12054 19 16918 Clinton 11.2306419
## 556 12118 8 13897 Sanders 5.7566381
## 557 11566 10 35321 Clinton 2.8311769
## 558 11367 7 41047 Sanders 1.7053621
## 559 11714 4 22658 Clinton 1.7653809
## 560 11416 6 24861 Sanders 2.4134186
## 561 12903 3 1217 Sanders 24.6507806
## 562 11204 5 78134 Clinton 0.6399263
## 563 10469 5 66631 Clinton 0.7504015
## 564 14226 17 29267 Trump 5.8085899
## 565 12143 1 5137 Clinton 1.9466615
## 566 13668 1 3329 Sanders 3.0039051
## 567 13421 4 14125 Cruz 2.8318584
## 568 13084 3 4409 Trump 6.8042640
## 569 11731 9 30184 Sanders 2.9817122
## 570 13820 10 22455 Sanders 4.4533511
## 571 11419 4 47211 Paul 0.8472602
## 572 10603 5 17045 Sanders 2.9334116
## 573 11509 4 2653 Cruz 15.0772710
## 574 12429 3 281 Sanders 106.7615658
## 575 11691 8 60035 Clinton 1.3325560
## 576 11024 9 8002 Clinton 11.2471882
## 577 12202 8 9628 Sanders 8.3090985
## 578 11366 7 13532 Cruz 5.1729234
## 579 10589 8 8475 Trump 9.4395280
## 580 12993 3 1623 Sanders 18.4842884
## 581 12547 1 2891 Clinton 3.4590107
## 582 14904 2 16269 Rubio 1.2293319
## 583 13830 1 5042 Clinton 1.9833399
## 584 14510 1 4895 Clinton 2.0429009
## 585 12442 1 953 Clinton 10.4931794
## 586 11422 7 30425 Clinton 2.3007395
## 587 14617 4 22789 Clinton 1.7552328
## 588 12205 4 26977 Cruz 1.4827446
## 589 14212 2 10641 Sanders 1.8795226
## 590 10475 3 40931 Clinton 0.7329408
## 591 13502 2 33257 Sanders 0.6013772
## 592 11692 4 18540 Clinton 2.1574973
## 593 12919 3 3037 Sanders 9.8781692
## 594 10913 4 5532 Sanders 7.2306580
## 595 14103 2 11183 Trump 1.7884289
## 596 10547 3 7647 Clinton 3.9231071
## 597 13214 6 8793 Clinton 6.8236097
## 598 11980 3 4990 Clinton 6.0120240
## 599 12057 2 1835 Trump 10.8991826
## 600 12989 1 1010 Sanders 9.9009901
## 601 10509 9 19507 Clinton 4.6137284
## 602 13753 1 5848 Clinton 1.7099863
## 603 11228 9 41788 Sanders 2.1537283
## 604 14760 6 18775 Clinton 3.1957390
## 605 13485 1 1132 Clinton 8.8339223
## 606 13403 5 7372 Trump 6.7824200
## 607 12748 3 2076 Clinton 14.4508671
## 608 11219 2 92221 Sanders 0.2168703
## 609 10920 5 8554 Clinton 5.8452186
## 610 11370 4 39688 Clinton 1.0078613
## 611 11804 8 5010 Clinton 15.9680639
## 612 14228 5 20857 Clinton 2.3972767
## 613 13035 4 8617 Clinton 4.6419868
## 614 13309 1 5889 Sanders 1.6980812
## 615 13032 2 12790 Trump 1.5637217
## 616 12306 5 25636 Clinton 1.9503823
## 617 14445 4 8019 Clinton 4.9881531
## 618 10901 13 23465 Clinton 5.5401662
## 619 11978 4 3255 Clinton 12.2887865
## 620 12953 6 15836 Sanders 3.7888356
## 621 10709 1 9292 Pataki 1.0761946
## 622 11930 8 1343 Clinton 59.5681310
## 623 12604 1 586 Clinton 17.0648464
## 624 12828 6 9448 Clinton 6.3505504
## 625 14819 1 733 Trump 13.6425648
## 626 10038 25 20300 Sanders 12.3152709
## 627 13815 2 13999 Sanders 1.4286735
## 628 11559 3 8176 Clinton 3.6692759
## 629 13219 3 15363 Sanders 1.9527436
## 630 10282 10 4783 Clinton 20.9073803
## 631 11718 5 3103 Clinton 16.1134386
## 632 13695 1 134 Sanders 74.6268657
## 633 12134 2 3516 Sanders 5.6882821
## 634 14626 6 30041 Sanders 1.9972704
## 635 11949 4 14573 Clinton 2.7448020
## 636 14903 1 7567 Trump 1.3215277
## 637 10459 1 47308 Trump 0.2113807
## 638 13754 2 3310 Sanders 6.0422961
## 639 14830 10 19850 Clinton 5.0377834
## 640 13501 4 38546 Trump 1.0377212
## 641 11208 2 94469 Sanders 0.2117097
## 642 14817 6 2380 Sanders 25.2100840
## 643 12590 15 35102 Clinton 4.2732608
## 644 12061 5 9050 Sanders 5.5248619
## 645 14004 3 12704 Trump 2.3614610
## 646 13066 10 12390 Clinton 8.0710250
## 647 11975 1 408 Clinton 24.5098039
## 648 12580 2 4402 Clinton 4.5433894
## 649 14481 2 1820 Sanders 10.9890110
## 650 14805 1 1100 Trump 9.0909091
## 651 11784 3 24655 Clinton 1.2167917
## 652 14867 4 5569 Sanders 7.1826181
## 653 12546 4 3039 Clinton 13.1622244
## 654 11934 7 7263 Clinton 9.6378907
## 655 13734 3 2287 Sanders 13.1176213
## 656 10502 3 5487 Clinton 5.4674686
## 657 14564 3 14487 Sanders 2.0708221
## 658 12204 5 7349 Clinton 6.8036468
## 659 11962 4 494 Clinton 80.9716599
## 660 11434 4 59129 Clinton 0.6764870
## 661 13755 1 1228 Clinton 8.1433225
## 662 13077 3 6735 Cruz 4.4543430
## 663 12130 2 987 Sanders 20.2634245
## 664 14139 1 2125 Clinton 4.7058824
## 665 10162 3 1685 Clinton 17.8041543
## 666 11704 8 40222 Clinton 1.9889613
## 667 12516 2 1833 Clinton 10.9110747
## 668 13865 4 6371 Sanders 6.2784492
## 669 14043 6 24742 Clinton 2.4250263
## 670 10703 4 20301 Clinton 1.9703463
## 671 12406 2 823 Sanders 24.3013366
## 672 13088 4 22156 Sanders 1.8053800
## 673 14432 2 5726 Clinton 3.4928397
## 674 13037 1 8897 Trump 1.1239744
## 675 10473 6 58519 Sanders 1.0253080
## 676 14206 2 20751 Clinton 0.9638090
## 677 14845 5 20453 Sanders 2.4446291
## 678 11742 2 13261 Clinton 1.5081819
## 679 10980 5 13383 Clinton 3.7360831
## 680 12083 3 3795 Cruz 7.9051383
## 681 13682 1 877 Clinton 11.4025086
## 682 14425 1 10717 Trump 0.9330969
## 683 12871 1 4084 Sanders 2.4485798
## 684 12037 3 4015 Clinton 7.4719801
## 685 12198 3 7903 Clinton 3.7960268
## 686 13778 3 5948 Cruz 5.0437122
## 687 12726 1 1162 Clinton 8.6058520
## 688 10526 3 1809 Sanders 16.5837479
## 689 12946 4 5492 Clinton 7.2833212
## 690 11697 1 4079 Trump 2.4515813
## 691 11738 1 17638 Clinton 0.5669577
## 692 13092 3 2606 Sanders 11.5118956
## 693 14462 1 655 Trump 15.2671756
## 694 11931 3 151 Sanders 198.6754967
## 695 10962 4 5950 Sanders 6.7226891
## 696 13838 1 4409 Rubio 2.2680880
## 697 12019 7 14740 Sanders 4.7489824
## 698 13825 2 3442 Sanders 5.8105752
## 699 11516 2 7556 Sanders 2.6469031
## 700 11412 4 34882 Clinton 1.1467232
## 701 12457 4 763 Sanders 52.4246396
## 702 13676 2 16646 Sanders 1.2014898
## 703 12490 1 110 Clinton 90.9090909
## 704 11778 4 12709 Cruz 3.1473759
## 705 13339 1 6941 Sanders 1.4407146
## 706 13642 4 10088 Clinton 3.9651071
## 707 13304 2 1684 Sanders 11.8764846
## 708 14485 2 4267 Sanders 4.6871338
## 709 11719 1 3589 Sanders 2.7862914
## 710 14063 2 14870 Sanders 1.3449899
## 711 11411 3 18556 Clinton 1.6167277
## 712 12810 1 627 Sanders 15.9489633
## 713 13732 2 8153 Sanders 2.4530848
## 714 10927 7 11910 Sanders 5.8774139
## 715 11965 3 534 Sanders 56.1797753
## 716 12077 4 6246 Clinton 6.4040986
## 717 11717 4 60745 Clinton 0.6584904
## 718 12567 4 2854 Clinton 14.0154170
## 719 12550 6 54447 Clinton 1.1019891
## 720 14804 1 1479 Clinton 6.7613252
## 721 14032 4 7989 Trump 5.0068845
## 722 14548 2 4249 Clinton 4.7069899
## 723 13132 3 4244 Clinton 7.0688030
## 724 12064 1 563 Sanders 17.7619893
## 725 10963 1 4298 Clinton 2.3266636
## 726 14111 1 3352 Carson 2.9832936
## 727 13827 4 11759 Sanders 3.4016498
## 728 12533 16 25307 Carson 6.3223614
## 729 14098 2 2958 Sanders 6.7613252
## 730 12122 2 4582 Clinton 4.3649062
## 731 13782 3 755 Trump 39.7350993
## 732 12570 3 7699 Trump 3.8966099
## 733 11418 4 36256 Sanders 1.1032657
## 734 14901 2 16736 Clinton 1.1950287
## 735 10548 3 3487 Sanders 8.6033840
## 736 12123 1 5124 Clinton 1.9516003
## 737 12852 1 436 Cruz 22.9357798
## 738 12507 1 167 Sanders 59.8802395
## 739 10604 4 11250 Clinton 3.5555556
## 740 14513 1 13976 Sanders 0.7155123
## 741 14108 1 5882 Sanders 1.7001020
## 742 10594 4 5117 Clinton 7.8170803
## 743 13147 1 1281 Sanders 7.8064012
## 744 14606 2 28255 Sanders 0.7078393
## 745 11961 1 12834 Sanders 0.7791803
## 746 14882 4 3826 Sanders 10.4547831
## 747 14476 1 2288 Trump 4.3706294
## 748 14616 2 28534 Sanders 0.7009182
## 749 12015 3 3010 Sanders 9.9667774
## 750 14586 2 10256 Clinton 1.9500780
## 751 11581 2 20844 Clinton 0.9595087
## 752 11701 2 27109 Trump 0.7377624
## 753 13212 4 20356 Clinton 1.9650226
## 754 13849 2 4551 Trump 4.3946385
## 755 12832 1 7106 Trump 1.4072615
## 756 14217 9 23480 Clinton 3.8330494
## 757 12801 1 14707 Sanders 0.6799483
## 758 10303 4 26337 Sanders 1.5187759
## 759 12189 4 17568 Clinton 2.2768670
## 760 11005 1 1806 Clinton 5.5370986
## 761 14085 1 7353 Clinton 1.3599891
## 762 12918 1 2381 Sanders 4.1999160
## 763 12174 1 345 Sanders 28.9855072
## 764 13108 2 6175 Sanders 3.2388664
## 765 14057 1 8116 Clinton 1.2321341
## 766 10917 1 1968 Trump 5.0813008
## 767 12025 2 5505 Clinton 3.6330609
## 768 11964 4 1858 Clinton 21.5285253
## 769 13746 1 2539 Trump 3.9385585
## 770 12124 1 606 Clinton 16.5016502
## 771 14305 2 16898 Trump 1.1835720
## 772 12771 1 14511 Trump 0.6891324
## 773 12477 7 18787 Sanders 3.7259807
## 774 14138 2 2018 Sanders 9.9108028
## 775 13337 1 790 Clinton 12.6582278
## 776 14757 3 3487 Sanders 8.6033840
## 777 12814 1 1574 Sanders 6.3532402
## 778 13152 2 7941 Clinton 2.5185745
## 779 10466 7 67813 Clinton 1.0322505
## 780 13034 1 1989 Sanders 5.0276521
## 781 13492 1 11596 Sanders 0.8623663
## 782 14889 1 1590 Clinton 6.2893082
## 783 12440 4 1980 Clinton 20.2020202
## 784 12831 4 17416 Clinton 2.2967386
## 785 14812 1 3478 Trump 2.8752156
## 786 14167 1 1663 Sanders 6.0132291
## 787 14502 2 10691 Clinton 1.8707324
## 788 13864 2 1149 Sanders 17.4064404
## 789 12117 1 3256 Cruz 3.0712531
## 790 13167 1 3342 Trump 2.9922202
## 791 14174 2 5794 Clinton 3.4518467
## 792 12474 1 1162 Cruz 8.6058520
## 793 12592 1 1486 Sanders 6.7294751
## 794 13159 5 5184 Clinton 9.6450617
## 795 11429 2 25105 Clinton 0.7966541
## 796 10964 2 1472 Trump 13.5869565
## 797 12060 3 1507 Clinton 19.9071002
## 798 14437 1 11415 Trump 0.8760403
## 799 10452 4 75371 Sanders 0.5307081
## 800 12732 2 786 Sanders 25.4452926
## 801 11427 3 23593 Clinton 1.2715636
## 802 10953 2 252 Sanders 79.3650794
## 803 12173 1 1753 Sanders 5.7045066
## 804 14615 3 16099 Clinton 1.8634698
## 805 12461 3 1634 Sanders 18.3598531
## 806 12184 2 7148 Clinton 2.7979855
## 807 12737 2 1910 Sanders 10.4712042
## 808 13802 1 718 Clinton 13.9275766
## 809 12484 4 2733 Sanders 14.6359312
## 810 11501 3 19148 Cruz 1.5667433
## 811 14527 3 12820 Trump 2.3400936
## 812 13693 1 503 Cruz 19.8807157
## 813 12962 1 5499 Cruz 1.8185125
## 814 14592 1 110 Sanders 90.9090909
## 815 10455 3 39665 Clinton 0.7563343
## 816 12926 2 2208 Sanders 9.0579710
## 817 10941 1 13779 Clinton 0.7257421
## 818 14261 1 5713 Clinton 1.7503938
## 819 12076 2 1500 Clinton 13.3333333
## 820 13074 1 4488 Clinton 2.2281640
## 821 14094 4 50666 Clinton 0.7894841
## 822 12067 3 1506 Sanders 19.9203187
## 823 14589 1 7854 Sanders 1.2732366
## 824 12167 4 2438 Clinton 16.4068909
## 825 12419 1 722 Carson 13.8504155
## 826 11972 2 1321 Lessig 15.1400454
## 827 13367 1 8830 Trump 1.1325028
## 828 14873 2 2448 Clinton 8.1699346
## 829 11763 5 28506 Sanders 1.7540167
## 830 12565 1 1487 Sanders 6.7249496
## 831 10307 4 14096 Fiorina 2.8376844
## 832 11786 2 6344 Sanders 3.1525851
## 833 11713 4 10401 Cruz 3.8457841
## 834 14478 1 1595 Sanders 6.2695925
## 835 13350 2 10093 Sanders 1.9815714
## 836 12090 1 6262 Sanders 1.5969339
## 837 14737 1 4252 Sanders 2.3518344
## 838 14532 2 4431 Sanders 4.5136538
## 839 13155 1 663 Sanders 15.0829563
## 840 10965 4 14791 Carson 2.7043472
## 841 13601 2 38158 Carson 0.5241365
## 842 14411 3 14491 Sanders 2.0702505
## 843 12749 2 300 Sanders 66.6666667
## 844 11940 1 5210 Clinton 1.9193858
## 845 13736 2 2338 Cruz 8.5543199
## 846 12136 1 804 Clinton 12.4378109
## 847 13348 1 1469 Clinton 6.8073519
## 848 12976 1 260 Sanders 38.4615385
## 849 12740 2 1886 Sanders 10.6044539
## 850 10916 1 4540 Clinton 2.2026432
## 851 13054 1 1582 Trump 6.3211125
## 852 14613 1 14730 Johnson 0.6788866
## 853 12764 2 1802 Sanders 11.0987791
## 854 12428 1 6602 Sanders 1.5146925
## 855 12158 2 6309 Sanders 3.1700745
## 856 13334 2 1374 Sanders 14.5560408
## 857 14059 4 8933 Clinton 4.4777790
## 858 14807 1 3076 Sanders 3.2509753
## 859 12986 2 6120 Sanders 3.2679739
## 860 12157 1 4061 Sanders 2.4624477
## 861 12723 2 1826 Sanders 10.9529025
## 862 14560 1 2164 Sanders 4.6210721
## 863 13063 1 1898 Walker 5.2687039
## 864 14516 2 2365 Trump 8.4566596
## 865 12531 1 3601 Clinton 2.7770064
## 866 13731 1 1162 Sanders 8.6058520
## 867 12734 1 867 Clinton 11.5340254
## 868 12448 1 388 Clinton 25.7731959
## 869 11558 2 8370 Trump 2.3894863
## 870 12885 2 4602 Sanders 4.3459365
## 871 10546 2 1277 Sanders 15.6617071
## 872 13460 1 4429 Clinton 2.2578460
## 873 14218 2 19039 Sanders 1.0504753
## 874 13810 1 1149 Sanders 8.7032202
## 875 14129 2 1591 Sanders 12.5707102
## 876 14215 4 39999 Sanders 1.0000250
## 877 14136 1 5033 Sanders 1.9868865
## 878 12029 2 1113 Clinton 17.9694519
## 879 11362 3 17823 Clinton 1.6832183
## 880 14487 1 6025 Trump 1.6597510
## 881 14482 2 8275 Sanders 2.4169184
## 882 11797 2 9041 Trump 2.2121447
## 883 10458 5 79492 Clinton 0.6289941
## 884 12148 1 4569 Clinton 2.1886627
## 885 13637 2 4491 Sanders 4.4533511
## 886 13846 1 305 Sanders 32.7868852
## 887 10992 1 9621 Trump 1.0393930
## 888 14787 3 5121 Sanders 5.8582308
## 889 12182 1 14733 Trump 0.6787484
## 890 12443 2 3825 Clinton 5.2287582
## 891 14026 1 674 Clinton 14.8367953
## 892 12472 2 1572 Sanders 12.7226463
## 893 11358 3 37546 Clinton 0.7990199
## 894 10302 1 19088 Clinton 0.5238894
## 895 12455 1 1988 Sanders 5.0301811
## 896 14470 1 8016 Cruz 1.2475050
## 897 13459 1 2222 Sanders 4.5004500
## 898 14469 1 6220 Sanders 1.6077170
## 899 12185 1 2037 Sanders 4.9091802
## 900 14220 5 24227 Sanders 2.0638131
## 901 10472 1 66358 Sanders 0.1506977
## 902 12849 2 385 Cruz 51.9480519
## 903 14555 1 974 Clinton 10.2669405
## 904 12095 2 12606 Clinton 1.5865461
## 905 13607 1 1822 Trump 5.4884742
## 906 12062 2 1776 Sanders 11.2612613
## 907 12412 1 673 Clinton 14.8588410
## 908 12845 1 4842 Sanders 2.0652623
## 909 13205 2 19201 Sanders 1.0416124
## 910 14895 2 9616 Clinton 2.0798669
## 911 12196 2 3031 Clinton 6.5984823
## 912 10532 3 4931 Sanders 6.0839586
## 913 13656 1 2861 Sanders 3.4952814
## 914 12701 2 11324 Sanders 1.7661604
## 915 11729 3 28032 Cruz 1.0702055
## 916 14775 2 2537 Sanders 7.8833268
## 917 10553 2 10170 Sanders 1.9665683
## 918 13605 1 4777 Sanders 2.0933640
## 919 10958 1 3291 Cruz 3.0385901
## 920 13135 2 6617 Cruz 3.0225178
## 921 13328 1 1267 Cruz 7.8926598
## 922 14418 1 1325 Clinton 7.5471698
## 923 14604 1 1743 Trump 5.7372347
## 924 14020 2 23306 Clinton 0.8581481
## 925 12873 2 736 Sanders 27.1739130
## 926 12495 1 265 Sanders 37.7358491
## 927 14477 1 1732 Cruz 5.7736721
## 928 11977 1 2467 Trump 4.0535063
## 929 12155 1 1977 Sanders 5.0581689
## 930 13437 1 460 Trump 21.7391304
## 931 12491 2 1675 Clinton 11.9402985
## 932 14739 1 2903 Trump 3.4447124
## 933 13780 1 1045 Sanders 9.5693780
## 934 14414 1 7142 Trump 1.4001680
## 935 12563 1 8084 Bush 1.2370114
## 936 14712 1 3342 Sanders 2.9922202
## 937 10976 1 2258 Clinton 4.4286980
## 938 12581 1 2246 Sanders 4.4523598
## 939 13118 3 6382 Sanders 4.7007208
## 940 13354 2 3342 Cruz 5.9844405
## 941 12023 1 2196 Sanders 4.5537341
## 942 11947 2 416 Trump 48.0769231
## 943 14865 1 2607 Clinton 3.8358266
## 944 11575 1 16272 Clinton 0.6145526
## 945 11959 1 939 Clinton 10.6496273
## 946 13026 2 1914 Sanders 10.4493208
## 947 13491 2 3641 Clinton 5.4929964
## 948 10914 2 414 Clinton 48.3091787
## 949 13029 3 7109 Sanders 4.2200028
## 950 11939 1 926 Christie 10.7991361
## 951 13082 1 4871 Sanders 2.0529665
## 952 13156 1 2000 Sanders 5.0000000
## 953 12582 1 6191 Cruz 1.6152479
## 954 14840 1 3061 Clinton 3.2669062
## 955 13165 1 10741 Clinton 0.9310120
## 956 12719 1 1207 Clinton 8.2850041
## 957 14590 1 5446 Clinton 1.8362101
## 958 12724 1 245 Sanders 40.8163265
## 959 14172 2 3200 Cruz 6.2500000
## 960 12788 1 2908 Clinton 3.4387895
## 961 11709 3 6669 Sanders 4.4984256
## 962 14842 1 938 Clinton 10.6609808
## 963 13776 1 513 Sanders 19.4931774
## 964 13142 1 6451 Sanders 1.5501473
## 965 13041 1 10705 Cruz 0.9341429
## 966 11096 2 8344 Clinton 2.3969319
## 967 11789 2 7895 Clinton 2.5332489
## 968 10523 2 7444 Clinton 2.6867276
## 969 12720 1 172 Clinton 58.1395349
## 970 10986 1 1974 Trump 5.0658561
## 971 13634 1 3984 Trump 2.5100402
## 972 12577 1 2029 Trump 4.9285362
## 973 12168 1 1952 Clinton 5.1229508
## 974 13490 1 1361 Rubio 7.3475386
## 975 12147 1 499 Sanders 20.0400802
## 976 14858 1 1598 Trump 6.2578223
## 977 10993 1 4769 Trump 2.0968757
## 978 12115 1 189 Clinton 52.9100529
## 979 12487 1 3268 Clinton 3.0599755
## 980 12206 1 16395 Sanders 0.6099421
## 981 12912 1 1998 Sanders 5.0050050
## 982 14743 1 1783 Trump 5.6085250
## 983 14621 1 33802 Trump 0.2958405
## 984 13903 2 18763 Sanders 1.0659276
## 985 12762 1 512 Sanders 19.5312500
## 986 11569 1 1398 Sanders 7.1530758
## 987 13209 1 13243 Clinton 0.7551159
## 988 12914 1 1044 Sanders 9.5785441
## 989 12979 2 2304 Clinton 8.6805556
## 990 12754 1 7221 Sanders 1.3848497
## 991 11960 2 1084 Clinton 18.4501845
## 992 12132 1 338 Clinton 29.5857988
## 993 13757 1 1045 Sanders 9.5693780
## 994 13320 3 2018 Sanders 14.8662042
## 995 13343 1 1658 Sanders 6.0313631
## 996 14717 1 636 Sanders 15.7232704
## 997 12165 1 175 Sanders 57.1428571
## 998 14047 1 6440 Sanders 1.5527950
## 999 13052 1 1679 Clinton 5.9559261
## 1000 11941 1 1986 Clinton 5.0352467
## 1001 13357 1 11096 Sanders 0.9012257
## 1002 10588 1 2282 Clinton 4.3821209
## 1003 14145 1 1618 Trump 6.1804697
## 1004 12981 1 2253 Sanders 4.4385264
## 1005 10460 2 57311 Clinton 0.3489731
## 1006 11788 1 16821 Clinton 0.5944950
## 1007 12518 1 5870 Cruz 1.7035775
## 1008 14810 1 12356 Sanders 0.8093234
## 1009 10922 1 1559 Clinton 6.4143682
## 1010 10537 1 2416 Clinton 4.1390728
## 1011 14213 1 24465 Sanders 0.4087472
## 1012 14727 1 5450 Sanders 1.8348624
## 1013 12028 1 1172 Clinton 8.5324232
## 1014 12427 1 576 Sanders 17.3611111
## 1015 14204 1 8691 Clinton 1.1506156
## 1016 12997 1 1239 Clinton 8.0710250
## 1017 12017 1 435 Sanders 22.9885057
## 1018 11420 1 44354 Clinton 0.2254588
## 1019 11957 1 743 Sanders 13.4589502
## 1020 12589 1 17228 Clinton 0.5804504
## 1021 13316 1 6460 Sanders 1.5479876
## 1022 14033 1 2219 Sanders 4.5065345‘’’ Lets try that ordering again now that we have filtered out zips with fewer
than 100 residents. ‘’’
Most_Enthusiastic_Zips2<- At_Least_100_People[with(At_Least_100_People,order(-Participation )),]
Most_Enthusiastic_Zips2## Zip Freq Population cand_nm_1 Participation
## 694 11931 3 151 Sanders 198.6754967
## 536 12416 4 277 Stein 144.4043321
## 574 12429 3 281 Sanders 106.7615658
## 425 12176 2 198 Cruz 101.0101010
## 703 12490 1 110 Clinton 90.9090909
## 814 14592 1 110 Sanders 90.9090909
## 659 11962 4 494 Clinton 80.9716599
## 802 10953 2 252 Sanders 79.3650794
## 632 13695 1 134 Sanders 74.6268657
## 843 12749 2 300 Sanders 66.6666667
## 738 12507 1 167 Sanders 59.8802395
## 622 11930 8 1343 Clinton 59.5681310
## 969 12720 1 172 Clinton 58.1395349
## 997 12165 1 175 Sanders 57.1428571
## 715 11965 3 534 Sanders 56.1797753
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## 1002 10588 1 2282 Clinton 4.3821209
## 747 14476 1 2288 Trump 4.3706294
## 730 12122 2 4582 Clinton 4.3649062
## 343 10032 25 57331 Clinton 4.3606426
## 135 11209 30 68853 Trump 4.3571086
## 422 12775 1 2297 Sanders 4.3535046
## 870 12885 2 4602 Sanders 4.3459365
## 2 11942 2 4603 Trump 4.3449924
## 493 13207 6 13897 Sanders 4.3174786
## 211 10512 11 25590 Trump 4.2985541
## 643 12590 15 35102 Clinton 4.2732608
## 436 14031 4 9392 Sanders 4.2589438
## 949 13029 3 7109 Sanders 4.2200028
## 188 12603 18 42810 Cruz 4.2046251
## 762 12918 1 2381 Sanders 4.1999160
## 534 14068 3 7150 Trump 4.1958042
## 234 14847 1 2398 Sanders 4.1701418
## 1010 10537 1 2416 Clinton 4.1390728
## 486 11767 6 14530 Trump 4.1293875
## 22 10035 14 33969 Sanders 4.1214048
## 80 12538 6 14578 Sanders 4.1157909
## 424 12553 10 24438 Sanders 4.0919879
## 182 13850 9 22004 Cruz 4.0901654
## 168 12047 8 19664 Sanders 4.0683483
## 460 12779 1 2460 Clinton 4.0650407
## 928 11977 1 2467 Trump 4.0535063
## 282 13126 15 37205 Clinton 4.0317162
## 506 10037 7 17416 Clinton 4.0192926
## 304 11756 17 42791 Clinton 3.9727980
## 706 13642 4 10088 Clinton 3.9651071
## 435 12803 3 7567 Clinton 3.9645831
## 167 11766 5 12635 Rubio 3.9572616
## 769 13746 1 2539 Trump 3.9385585
## 596 10547 3 7647 Clinton 3.9231071
## 485 12549 4 10201 Clinton 3.9211842
## 289 11787 14 35772 Clinton 3.9136755
## 55 11372 26 66636 Sanders 3.9017948
## 732 12570 3 7699 Trump 3.8966099
## 409 12144 8 20555 Clinton 3.8919971
## 540 13031 6 15551 Trump 3.8582728
## 833 11713 4 10401 Cruz 3.8457841
## 288 11361 11 28606 Sanders 3.8453471
## 943 14865 1 2607 Clinton 3.8358266
## 756 14217 9 23480 Clinton 3.8330494
## 416 10566 9 23570 Sanders 3.8184132
## 140 11105 14 36688 Clinton 3.8159616
## 685 12198 3 7903 Clinton 3.7960268
## 620 12953 6 15836 Sanders 3.7888356
## 60 11010 9 23821 Sanders 3.7781789
## 203 12804 10 26540 Trump 3.7678975
## 333 13203 6 16029 Clinton 3.7432154
## 679 10980 5 13383 Clinton 3.7360831
## 4 11746 25 67094 Sanders 3.7261156
## 773 12477 7 18787 Sanders 3.7259807
## 98 12566 4 10753 Sanders 3.7198921
## 8 10030 10 26999 Clinton 3.7038409
## 323 13424 1 2725 Trump 3.6697248
## 628 11559 3 8176 Clinton 3.6692759
## 201 14450 15 41104 Sanders 3.6492799
## 249 14735 1 2751 Trump 3.6350418
## 767 12025 2 5505 Clinton 3.6330609
## 447 13040 1 2758 Carson 3.6258158
## 357 14521 1 2761 Clinton 3.6218761
## 537 11542 10 27633 Clinton 3.6188615
## 209 10705 14 38777 Sanders 3.6103876
## 127 11103 14 38780 Clinton 3.6101083
## 497 14092 4 11086 Carson 3.6081544
## 230 10710 9 25120 Clinton 3.5828025
## 155 11762 8 22360 Clinton 3.5778175
## 739 10604 4 11250 Clinton 3.5555556
## 377 11946 5 14068 Trump 3.5541655
## 414 14837 2 5648 Sanders 3.5410765
## 546 14551 2 5651 Clinton 3.5391966
## 423 11435 19 53687 Clinton 3.5390318
## 290 14526 7 19804 Clinton 3.5346395
## 348 12043 3 8509 Sanders 3.5256787
## 394 14609 15 42571 Sanders 3.5235254
## 535 12920 1 2842 Cruz 3.5186488
## 177 11757 16 45700 Sanders 3.5010941
## 363 12305 2 5716 Cruz 3.4989503
## 913 13656 1 2861 Sanders 3.4952814
## 673 14432 2 5726 Clinton 3.4928397
## 112 14456 7 20087 Clinton 3.4848409
## 509 14517 1 2883 Sanders 3.4686091
## 581 12547 1 2891 Clinton 3.4590107
## 66 12601 15 43398 Sanders 3.4563805
## 475 14519 4 11581 Clinton 3.4539332
## 791 14174 2 5794 Clinton 3.4518467
## 932 14739 1 2903 Trump 3.4447124
## 960 12788 1 2908 Clinton 3.4387895
## 49 10801 14 40827 Kasich 3.4291033
## 266 11720 10 29189 Trump 3.4259481
## 727 13827 4 11759 Sanders 3.4016498
## 17 11229 27 80018 Clinton 3.3742408
## 268 12078 8 23773 Cruz 3.3651622
## 349 10930 3 8958 Sanders 3.3489618
## 116 14075 14 41937 Trump 3.3383408
## 170 14127 10 29961 Sanders 3.3376723
## 496 10304 14 42193 Trump 3.3180859
## 376 14048 5 15072 Trump 3.3174098
## 25 11206 27 81677 Sanders 3.3057042
## 367 11221 26 78895 Clinton 3.2955194
## 859 12986 2 6120 Sanders 3.2679739
## 954 14840 1 3061 Clinton 3.2669062
## 103 14608 4 12268 Clinton 3.2605152
## 858 14807 1 3076 Sanders 3.2509753
## 764 13108 2 6175 Sanders 3.2388664
## 206 10989 3 9293 Clinton 3.2282363
## 42 14569 2 6211 Clinton 3.2200934
## 18 12524 5 15598 Clinton 3.2055392
## 195 10312 19 59304 Clinton 3.2038311
## 604 14760 6 18775 Clinton 3.1957390
## 419 12586 4 12540 Carson 3.1897927
## 432 12186 2 6277 Clinton 3.1862355
## 403 11740 3 9454 Sanders 3.1732600
## 855 12158 2 6309 Sanders 3.1700745
## 165 13027 10 31637 Clinton 3.1608560
## 832 11786 2 6344 Sanders 3.1525851
## 247 11226 32 101572 Sanders 3.1504745
## 704 11778 4 12709 Cruz 3.1473759
## 374 13114 2 6356 Sanders 3.1466331
## 123 10573 12 38352 Trump 3.1289111
## 525 12068 1 3201 Sanders 3.1240237
## 198 13073 2 6423 Trump 3.1138097
## 454 14051 6 19533 Kasich 3.0717248
## 789 12117 1 3256 Cruz 3.0712531
## 979 12487 1 3268 Clinton 3.0599755
## 397 11414 8 26148 Clinton 3.0595074
## 28 13206 5 16443 Clinton 3.0408076
## 919 10958 1 3291 Cruz 3.0385901
## 366 11764 4 13200 Clinton 3.0303030
## 125 11510 10 33048 Clinton 3.0259017
## 920 13135 2 6617 Cruz 3.0225178
## 484 11377 27 89830 Clinton 3.0056774
## 566 13668 1 3329 Sanders 3.0039051
## 492 12528 4 13344 Sanders 2.9976019
## 790 13167 1 3342 Trump 2.9922202
## 936 14712 1 3342 Sanders 2.9922202
## 726 14111 1 3352 Carson 2.9832936
## 569 11731 9 30184 Sanders 2.9817122
## 372 11001 8 26883 Sanders 2.9758583
## 311 11432 18 60809 Clinton 2.9600881
## 243 14072 6 20374 Sanders 2.9449298
## 161 11572 9 30574 Cruz 2.9436776
## 572 10603 5 17045 Sanders 2.9334116
## 327 13210 8 27606 Sanders 2.8979207
## 505 11364 10 34555 Clinton 2.8939372
## 325 12020 9 31192 Sanders 2.8853552
## 785 14812 1 3478 Trump 2.8752156
## 831 10307 4 14096 Fiorina 2.8376844
## 567 13421 4 14125 Cruz 2.8318584
## 557 11566 10 35321 Clinton 2.8311769
## 217 11783 6 21288 Trump 2.8184893
## 105 10314 24 85510 Clinton 2.8066893
## 806 12184 2 7148 Clinton 2.7979855
## 345 11758 15 53804 Clinton 2.7878968
## 709 11719 1 3589 Sanders 2.7862914
## 865 12531 1 3601 Clinton 2.7770064
## 158 11520 12 43341 Sanders 2.7687409
## 635 11949 4 14573 Clinton 2.7448020
## 544 11706 17 62543 Clinton 2.7181299
## 238 14619 4 14749 Rubio 2.7120483
## 840 10965 4 14791 Carson 2.7043472
## 968 10523 2 7444 Clinton 2.6867276
## 38 11233 18 67053 Clinton 2.6844436
## 511 11751 4 14961 Clinton 2.6736181
## 699 11516 2 7556 Sanders 2.6469031
## 459 10305 11 41749 Cruz 2.6347936
## 56 13795 1 3800 Clinton 2.6315789
## 27 11554 10 38132 Sanders 2.6224693
## 180 12180 14 53606 Clinton 2.6116479
## 356 11378 9 34981 Trump 2.5728252
## 29 11413 10 38912 Clinton 2.5699013
## 307 12033 2 7851 Clinton 2.5474462
## 430 12302 7 27582 Sanders 2.5378870
## 967 11789 2 7895 Clinton 2.5332489
## 778 13152 2 7941 Clinton 2.5185745
## 251 11726 5 19857 Trump 2.5180037
## 128 11693 3 11916 Sanders 2.5176234
## 971 13634 1 3984 Trump 2.5100402
## 88 14624 9 36296 Cruz 2.4796121
## 513 10940 12 48418 Sanders 2.4784171
## 252 14622 3 12108 Sanders 2.4777007
## 860 12157 1 4061 Sanders 2.4624477
## 148 10309 8 32519 Trump 2.4601002
## 548 11950 4 16268 Trump 2.4588149
## 713 13732 2 8153 Sanders 2.4530848
## 690 11697 1 4079 Trump 2.4515813
## 152 11694 5 20408 Clinton 2.4500196
## 683 12871 1 4084 Sanders 2.4485798
## 415 10039 6 24527 Clinton 2.4462837
## 677 14845 5 20453 Sanders 2.4446291
## 326 14892 2 8189 Clinton 2.4423006
## 102 14120 11 45100 Carson 2.4390244
## 669 14043 6 24742 Clinton 2.4250263
## 421 11755 3 12387 Carson 2.4218939
## 881 14482 2 8275 Sanders 2.4169184
## 560 11416 6 24861 Sanders 2.4134186
## 223 11727 7 29030 Cruz 2.4112987
## 450 11725 7 29150 Trump 2.4013722
## 612 14228 5 20857 Clinton 2.3972767
## 966 11096 2 8344 Clinton 2.3969319
## 869 11558 2 8370 Trump 2.3894863
## 645 14004 3 12704 Trump 2.3614610
## 837 14737 1 4252 Sanders 2.3518344
## 526 13833 1 4255 Carson 2.3501763
## 811 14527 3 12820 Trump 2.3400936
## 341 12304 5 21482 Clinton 2.3275300
## 725 10963 1 4298 Clinton 2.3266636
## 453 10306 13 55909 Clinton 2.3252070
## 213 13090 7 30124 Sanders 2.3237286
## 303 10952 9 38917 Sanders 2.3126140
## 586 11422 7 30425 Clinton 2.3007395
## 440 11357 9 39150 Sanders 2.2988506
## 784 12831 4 17416 Clinton 2.2967386
## 759 12189 4 17568 Clinton 2.2768670
## 242 11801 9 39553 Sanders 2.2754279
## 437 11235 18 79132 Clinton 2.2746803
## 503 12833 1 4401 Sanders 2.2722109
## 696 13838 1 4409 Rubio 2.2680880
## 872 13460 1 4429 Clinton 2.2578460
## 401 14221 12 53555 Clinton 2.2406871
## 338 12534 4 17867 Sanders 2.2387642
## 820 13074 1 4488 Clinton 2.2281640
## 882 11797 2 9041 Trump 2.2121447
## 126 11040 9 40782 Clinton 2.2068560
## 850 10916 1 4540 Clinton 2.2026432
## 389 14086 7 31847 Sanders 2.1980092
## 884 12148 1 4569 Clinton 2.1886627
## 319 11735 7 32098 Clinton 2.1808212
## 138 12816 1 4610 Sanders 2.1691974
## 244 11234 19 87757 Clinton 2.1650695
## 592 11692 4 18540 Clinton 2.1574973
## 603 11228 9 41788 Sanders 2.1537283
## 204 11214 19 88630 Sanders 2.1437437
## 444 11514 1 4673 Clinton 2.1399529
## 371 11356 5 23438 Clinton 2.1332878
## 265 11385 21 98592 Trump 2.1299903
## 285 11232 6 28265 Sanders 2.1227667
## 11 10950 10 47226 Clinton 2.1174777
## 360 11754 4 18958 Sanders 2.1099272
## 31 11715 1 4752 Trump 2.1043771
## 328 11769 2 9506 Sanders 2.1039344
## 178 11752 2 9531 Clinton 2.0984157
## 977 10993 1 4769 Trump 2.0968757
## 91 14225 7 33385 Sanders 2.0967500
## 918 13605 1 4777 Sanders 2.0933640
## 524 12992 1 4778 Sanders 2.0929259
## 194 13904 2 9579 Clinton 2.0879006
## 33 11230 18 86408 Clinton 2.0831404
## 910 14895 2 9616 Clinton 2.0798669
## 314 11369 8 38615 Clinton 2.0717338
## 657 14564 3 14487 Sanders 2.0708221
## 842 14411 3 14491 Sanders 2.0702505
## 908 12845 1 4842 Sanders 2.0652623
## 900 14220 5 24227 Sanders 2.0638131
## 951 13082 1 4871 Sanders 2.0529665
## 337 10701 13 63393 Clinton 2.0506996
## 584 14510 1 4895 Clinton 2.0429009
## 533 14870 2 9821 Clinton 2.0364525
## 320 11710 7 34496 Clinton 2.0292208
## 81 13901 4 19773 Clinton 2.0229606
## 296 11220 20 99598 Sanders 2.0080725
## 634 14626 6 30041 Sanders 1.9972704
## 179 11580 8 40113 Sanders 1.9943659
## 666 11704 8 40222 Clinton 1.9889613
## 877 14136 1 5033 Sanders 1.9868865
## 583 13830 1 5042 Clinton 1.9833399
## 835 13350 2 10093 Sanders 1.9815714
## 532 11355 17 85871 Clinton 1.9797138
## 670 10703 4 20301 Clinton 1.9703463
## 917 10553 2 10170 Sanders 1.9665683
## 753 13212 4 20356 Clinton 1.9650226
## 174 14701 8 40730 Sanders 1.9641542
## 365 12308 3 15335 Sanders 1.9563091
## 629 13219 3 15363 Sanders 1.9527436
## 736 12123 1 5124 Clinton 1.9516003
## 616 12306 5 25636 Clinton 1.9503823
## 750 14586 2 10256 Clinton 1.9500780
## 565 12143 1 5137 Clinton 1.9466615
## 297 11210 12 62008 Clinton 1.9352342
## 521 12522 1 5172 Trump 1.9334880
## 844 11940 1 5210 Clinton 1.9193858
## 399 13733 1 5216 Sanders 1.9171779
## 530 11596 2 10480 Trump 1.9083969
## 373 10465 8 42230 Trump 1.8943879
## 309 11365 8 42252 Carson 1.8934015
## 528 11213 12 63767 Clinton 1.8818511
## 589 14212 2 10641 Sanders 1.8795226
## 787 14502 2 10691 Clinton 1.8707324
## 804 14615 3 16099 Clinton 1.8634698
## 63 13440 8 42986 Clinton 1.8610710
## 75 10462 14 75784 Sanders 1.8473556
## 108 14623 5 27173 Sanders 1.8400618
## 358 11203 14 76174 Clinton 1.8378974
## 957 14590 1 5446 Clinton 1.8362101
## 1012 14727 1 5450 Sanders 1.8348624
## 86 13624 1 5457 Sanders 1.8325087
## 150 10308 5 27357 Clinton 1.8276858
## 813 12962 1 5499 Cruz 1.8185125
## 489 13662 3 16582 Clinton 1.8091907
## 672 13088 4 22156 Sanders 1.8053800
## 595 14103 2 11183 Trump 1.7884289
## 129 10461 9 50502 Sanders 1.7821076
## 322 14580 9 50587 Sanders 1.7791132
## 914 12701 2 11324 Sanders 1.7661604
## 559 11714 4 22658 Clinton 1.7653809
## 587 14617 4 22789 Clinton 1.7552328
## 829 11763 5 28506 Sanders 1.7540167
## 818 14261 1 5713 Clinton 1.7503938
## 413 11590 8 45768 Clinton 1.7479462
## 111 14612 6 34515 Cruz 1.7383746
## 110 12010 5 28937 Trump 1.7278916
## 212 11417 5 28967 Clinton 1.7261021
## 602 13753 1 5848 Clinton 1.7099863
## 558 11367 7 41047 Sanders 1.7053621
## 1007 12518 1 5870 Cruz 1.7035775
## 741 14108 1 5882 Sanders 1.7001020
## 614 13309 1 5889 Sanders 1.6980812
## 879 11362 3 17823 Clinton 1.6832183
## 257 11224 8 47621 Clinton 1.6799311
## 474 14150 7 41676 Clinton 1.6796238
## 510 12303 5 29857 Clinton 1.6746492
## 479 11436 3 17949 Trump 1.6714023
## 131 13045 5 30112 Sanders 1.6604676
## 880 14487 1 6025 Trump 1.6597510
## 483 14304 5 30389 Clinton 1.6453322
## 711 11411 3 18556 Clinton 1.6167277
## 953 12582 1 6191 Cruz 1.6152479
## 898 14469 1 6220 Sanders 1.6077170
## 836 12090 1 6262 Sanders 1.5969339
## 904 12095 2 12606 Clinton 1.5865461
## 434 13790 3 19104 Sanders 1.5703518
## 810 11501 3 19148 Cruz 1.5667433
## 615 13032 2 12790 Trump 1.5637217
## 196 11779 6 38421 Trump 1.5616460
## 998 14047 1 6440 Sanders 1.5527950
## 964 13142 1 6451 Sanders 1.5501473
## 1021 13316 1 6460 Sanders 1.5479876
## 13 14843 2 13043 Sanders 1.5333896
## 758 10303 4 26337 Sanders 1.5187759
## 228 13021 6 39506 Sanders 1.5187566
## 854 12428 1 6602 Sanders 1.5146925
## 678 11742 2 13261 Clinton 1.5081819
## 468 13204 3 19931 Sanders 1.5051929
## 588 12205 4 26977 Cruz 1.4827446
## 134 11901 4 27172 Clinton 1.4721036
## 250 12839 2 13588 Sanders 1.4718870
## 388 11933 1 6844 Clinton 1.4611338
## 472 11741 4 27655 Sanders 1.4463931
## 476 14779 1 6932 Clinton 1.4425851
## 705 13339 1 6941 Sanders 1.4407146
## 418 11379 5 34821 Clinton 1.4359151
## 627 13815 2 13999 Sanders 1.4286735
## 93 11722 5 35177 Clinton 1.4213833
## 755 12832 1 7106 Trump 1.4072615
## 934 14414 1 7142 Trump 1.4001680
## 990 12754 1 7221 Sanders 1.3848497
## 761 14085 1 7353 Clinton 1.3599891
## 710 14063 2 14870 Sanders 1.3449899
## 488 12983 1 7494 Clinton 1.3344009
## 37 11423 4 29987 Sanders 1.3339114
## 575 11691 8 60035 Clinton 1.3325560
## 547 14223 3 22665 Sanders 1.3236267
## 636 14903 1 7567 Trump 1.3215277
## 232 13208 3 22854 Sanders 1.3126805
## 186 11798 2 15347 Clinton 1.3031863
## 339 12307 1 7692 Clinton 1.3000520
## 20 14141 1 7728 Rubio 1.2939959
## 517 14227 3 23426 Trump 1.2806284
## 481 11354 7 54878 Clinton 1.2755567
## 823 14589 1 7854 Sanders 1.2732366
## 801 11427 3 23593 Clinton 1.2715636
## 896 14470 1 8016 Cruz 1.2475050
## 935 12563 1 8084 Bush 1.2370114
## 765 14057 1 8116 Clinton 1.2321341
## 582 14904 2 16269 Rubio 1.2293319
## 651 11784 3 24655 Clinton 1.2167917
## 391 13669 2 16452 Sanders 1.2156577
## 702 13676 2 16646 Sanders 1.2014898
## 734 14901 2 16736 Clinton 1.1950287
## 771 14305 2 16898 Trump 1.1835720
## 1015 14204 1 8691 Clinton 1.1506156
## 700 11412 4 34882 Clinton 1.1467232
## 464 13039 2 17537 Carson 1.1404459
## 254 10457 8 70496 Clinton 1.1348162
## 827 13367 1 8830 Trump 1.1325028
## 674 13037 1 8897 Trump 1.1239744
## 245 13365 1 8906 Sanders 1.1228385
## 487 14559 2 18057 Clinton 1.1076037
## 733 11418 4 36256 Sanders 1.1032657
## 719 12550 6 54447 Clinton 1.1019891
## 291 10550 4 37144 Clinton 1.0768899
## 621 10709 1 9292 Pataki 1.0761946
## 915 11729 3 28032 Cruz 1.0702055
## 984 13903 2 18763 Sanders 1.0659276
## 873 14218 2 19039 Sanders 1.0504753
## 498 11428 2 19168 Trump 1.0434057
## 909 13205 2 19201 Sanders 1.0416124
## 887 10992 1 9621 Trump 1.0393930
## 640 13501 4 38546 Trump 1.0377212
## 779 10466 7 67813 Clinton 1.0322505
## 675 10473 6 58519 Sanders 1.0253080
## 457 10977 6 59048 Clinton 1.0161225
## 610 11370 4 39688 Clinton 1.0078613
## 392 14224 4 39889 Sanders 1.0027827
## 876 14215 4 39999 Sanders 1.0000250
## 331 10704 3 30165 Trump 0.9945301
## 382 11373 10 100820 Clinton 0.9918667
## 676 14206 2 20751 Clinton 0.9638090
## 751 11581 2 20844 Clinton 0.9595087
## 491 11236 9 93877 Clinton 0.9587013
## 965 13041 1 10705 Cruz 0.9341429
## 682 14425 1 10717 Trump 0.9330969
## 955 13165 1 10741 Clinton 0.9310120
## 74 11433 3 32687 Clinton 0.9177961
## 1001 13357 1 11096 Sanders 0.9012257
## 255 11223 7 78731 Sanders 0.8891034
## 317 11550 5 56435 Clinton 0.8859750
## 798 14437 1 11415 Trump 0.8760403
## 781 13492 1 11596 Sanders 0.8623663
## 924 14020 2 23306 Clinton 0.8581481
## 458 11207 8 93386 Clinton 0.8566595
## 571 11419 4 47211 Paul 0.8472602
## 1008 14810 1 12356 Sanders 0.8093234
## 386 13069 2 24931 Clinton 0.8022141
## 893 11358 3 37546 Clinton 0.7990199
## 795 11429 2 25105 Clinton 0.7966541
## 821 14094 4 50666 Clinton 0.7894841
## 745 11961 1 12834 Sanders 0.7791803
## 334 11553 2 26034 Clinton 0.7682262
## 260 11421 3 39127 Sanders 0.7667340
## 815 10455 3 39665 Clinton 0.7563343
## 987 13209 1 13243 Clinton 0.7551159
## 563 10469 5 66631 Clinton 0.7504015
## 381 11239 1 13393 Sanders 0.7466587
## 752 11701 2 27109 Trump 0.7377624
## 590 10475 3 40931 Clinton 0.7329408
## 817 10941 1 13779 Clinton 0.7257421
## 740 14513 1 13976 Sanders 0.7155123
## 306 11212 6 84500 Clinton 0.7100592
## 744 14606 2 28255 Sanders 0.7078393
## 748 14616 2 28534 Sanders 0.7009182
## 772 12771 1 14511 Trump 0.6891324
## 757 12801 1 14707 Sanders 0.6799483
## 852 14613 1 14730 Johnson 0.6788866
## 889 12182 1 14733 Trump 0.6787484
## 660 11434 4 59129 Clinton 0.6764870
## 124 13057 1 14992 Clinton 0.6670224
## 717 11717 4 60745 Clinton 0.6584904
## 199 10451 3 45713 Clinton 0.6562685
## 562 11204 5 78134 Clinton 0.6399263
## 218 11368 7 109931 Clinton 0.6367631
## 883 10458 5 79492 Clinton 0.6289941
## 404 10467 6 97060 Sanders 0.6181743
## 944 11575 1 16272 Clinton 0.6145526
## 980 12206 1 16395 Sanders 0.6099421
## 591 13502 2 33257 Sanders 0.6013772
## 1006 11788 1 16821 Clinton 0.5944950
## 1020 12589 1 17228 Clinton 0.5804504
## 691 11738 1 17638 Clinton 0.5669577
## 799 10452 4 75371 Sanders 0.5307081
## 15 10468 4 76103 Clinton 0.5256035
## 841 13601 2 38158 Carson 0.5241365
## 894 10302 1 19088 Clinton 0.5238894
## 405 10456 4 86547 Clinton 0.4621766
## 227 11776 1 24235 Clinton 0.4126264
## 1011 14213 1 24465 Sanders 0.4087472
## 1005 10460 2 57311 Clinton 0.3489731
## 983 14621 1 33802 Trump 0.2958405
## 215 10453 2 78309 Clinton 0.2553985
## 1018 11420 1 44354 Clinton 0.2254588
## 608 11219 2 92221 Sanders 0.2168703
## 641 11208 2 94469 Sanders 0.2117097
## 637 10459 1 47308 Trump 0.2113807
## 901 10472 1 66358 Sanders 0.1506977‘’’ Now lets take out the 10 most enthusiastic zips. ‘’’
First_10_Parts<-slice(Most_Enthusiastic_Zips,1:10)
First_10_Parts## # A tibble: 10 x 5
## Zip Freq Population cand_nm_1 Participation
## <fctr> <int> <int> <fctr> <dbl>
## 1 10020 1 0 Clinton Inf
## 2 10170 2 2 Sanders 10000.00000
## 3 10165 1 2 Bush 5000.00000
## 4 12864 1 36 Sanders 277.77778
## 5 11931 3 151 Sanders 198.67550
## 6 13441 1 51 Trump 196.07843
## 7 12416 4 277 Stein 144.40433
## 8 12429 3 281 Sanders 106.76157
## 9 12176 2 198 Cruz 101.01010
## 10 12490 1 110 Clinton 90.90909‘’’
Ten_Most_Enthused_Zips_Plot <- ggplot(data =First_10_Parts, aes(x=Zip ,y= Participation))+
geom_bar(stat = "identity")+ #Stat ="identity" ?
ggtitle("Enthusiasm Per Zip")
Ten_Most_Enthused_Zips_Plot
‘’’ Lets put the Population and Enthusiasm together for comparison. ‘’’
grid.arrange(Top_Pop_Plot ,Ten_Most_Enthused_Zips_Plot)
‘’’ Lets look at the donations per candidate per zip. This is a measure of how widespread a candidate’s support was. Near the top compare Trump v Stein. Seemingly most zip codes cotributed
to Trump but Stein’s support was sporadic. ‘’’
Party_By_Zip<- ggplot(NY_Sample, aes(x=Zip , y=cand_nm_1 ))+
geom_point(shape=1)
Party_By_Zip
’’
‘’’ Number of donations per candidate. ‘’’
Popularity_Contest <-table(NY_Sample$cand_nm_1)‘’’ And just how many dollars did all of those donations sum too ? ‘’’
in_sum<- ddply(NY_Sample,c("cand_nm_1"), summarise,
sum= sum(contb_receipt_amt))in_sum## cand_nm_1 sum
## 1 Bush 91158.00
## 2 Carson 8490.00
## 3 Christie 15675.00
## 4 Clinton 1024621.37
## 5 Cruz 38461.50
## 6 Fiorina 5725.00
## 7 Gilmore 100.00
## 8 Graham 13300.00
## 9 Huckabee 2305.00
## 10 Johnson 3545.00
## 11 Kasich 6849.00
## 12 Lessig 1850.00
## 13 O'Malley 1850.00
## 14 Pataki 5700.00
## 15 Paul 1538.66
## 16 Rubio 45387.00
## 17 Sanders 121304.87
## 18 Santorum 85.00
## 19 Stein 4147.00
## 20 Trump 96516.37
## 21 Walker -7450.00ggplot(in_sum, aes(x= cand_nm_1 , y= sum))+
geom_bar(stat="identity")+
coord_flip()