Introduction

For this analysis we will be replicating the results that Martin Elff published about his analysis of the American National Election Study of 1948. The Anes contains data from the USA wide surveys that were conducted between October and November of 1948 during the election between Truman and Dewey. This data set collected includes a total of 662 cases with 65 variables.

Analysis

In order to analyze and replicate what Elff did in his study we had to download the ANES dataset. Since variables were not easily understood we recoded them, we use the variables V480018 which we recoded to “vote” in order to signify respondents that voted and did not vote. We used the variable V480029 and renamed it “occupation.hh” which signifies the respondents education. The variable V480045 turned into “gender” to signify respondents sex. The variable V480047 changed to age to signify respondents age and so on as shown below.

vote.48<- spss.get("c:/Users/Xiomara/AppData/Local/Temp/Rtmp2FiVh7/NES1948.POR", use.value.labels=TRUE)
vote.48<-rename(vote.48, V480018="vote", V480029="Occupation.hh", V480045="gender", V480046="race", V480047="age", V480048="education", V480049="total.income", V480050="religious.pref")

Descriptive Analysis

The following analysis is a visual representation of who the respondents voted for and if they voted. As can be seen by both the following chart and table it is clear that Truman won the election with with a frequency of 212 vs 178 for Dewey.

PercTable(vote.48$vote)
##                        freq   perc
##                                   
## VOTED - FOR TRUMAN      212   .321
## VOTED - FOR DEWEY       178   .270
## VOTED - FOR WALLACE       1   .002
## VOTED - FOR OTHER        11   .017
## VOTED - NA FOR WHOM      20   .030
## DID NOT VOTE            238   .361
plot(vote.48$vote)

The following table shows that the majority of the respondents were of skilled and semi skilled occupation. This followed by farm operators and managers

PercTable(vote.48$Occupation.hh)
##                                            freq   perc
##                                                       
## PROFESSIONAL, SEMI-PROFESSIONAL              44   .069
## SELF-EMPLOYED, MANAGERIAL, SUPERVISORY       73   .115
## OTHER WHITE-COLLAR (CLERICAL, SALES, ET      79   .125
## SKILLED AND SEMI-SKILLED                    164   .259
## PROTECTIVE SERVICE                            6   .009
## UNSKILLED, INCLUDING FARM AND SERVICE W      85   .134
## FARM OPERATORS AND MANAGERS                 105   .166
## STUDENT                                       7   .011
## UNEMPLOYED                                    5   .008
## RETIRED, TOO OLD OR UNABLE TO WORK           38   .060
## HOUSEWIFE                                    28   .044

** The majority of the respondents were female as shown in the table below**

PercTable(vote.48$gender)
##           freq   perc
##                      
## MALE       302   .458
## FEMALE     357   .542

This table shows that the vast majority of the respondents were white with a frequency of 585 versus only 60 for Blacks and 0 for other.

PercTable(vote.48$race)
##          freq   perc
##                     
## WHITE     585   .907
## NEGRO      60   .093
## OTHER       0   .000

This table shows that the majority of the respondents were between the ages 35-44 followed by 25.-34. The age bracket with the least respondents were between the ages of 18-24.

PercTable(vote.48$age)
##                freq   perc
##                           
## 18-24            57   .087
## 25-34           142   .217
## 35-44           174   .266
## 45-54           125   .191
## 55-64            86   .131
## 65 AND OVER      70   .107

The following shows that majority of the respondents only had a grade school education, followed by those with high school education not far behind.

PercTable(vote.48$education)
##                 freq   perc
##                            
## GRADE SCHOOL     292   .444
## HIGH SCHOOL      266   .404
## COLLEGE          100   .152

As shown in the table below the majority of the respondents income bracket fell between $2000-2999.

PercTable(vote.48$total.income)
##                   freq   perc
##                              
## UNDER $500          25   .038
## $500-$999           43   .066
## $1000-1999         110   .168
## $2000-2999         185   .282
## $3000-3999         142   .217
## $4000-4999          66   .101
## $5000 AND OVER      84   .128

Finally the following table shows that the vast majority of the respondents were of Protestant religous preference.

PercTable(vote.48$religious.pref)
##               freq   perc
##                          
## PROTESTANT     460   .700
## CATHOLIC       140   .213
## JEWISH          25   .038
## OTHER           14   .021
## NONE            18   .027

Cross Tabulations

crsst<-CrossTable(vote.48$vote, vote.48$education)
## 
##  
##    Cell Contents
## |-------------------------|
## |                       N |
## | Chi-square contribution |
## |           N / Row Total |
## |           N / Col Total |
## |         N / Table Total |
## |-------------------------|
## 
##  
## Total Observations in Table:  656 
## 
##  
##                     | vote.48$education 
##        vote.48$vote | GRADE SCHOOL |  HIGH SCHOOL |      COLLEGE |    Row Total | 
## --------------------|--------------|--------------|--------------|--------------|
##  VOTED - FOR TRUMAN |          102 |           90 |           17 |          209 | 
##                     |        0.931 |        0.368 |        6.931 |              | 
##                     |        0.488 |        0.431 |        0.081 |        0.319 | 
##                     |        0.351 |        0.340 |        0.170 |              | 
##                     |        0.155 |        0.137 |        0.026 |              | 
## --------------------|--------------|--------------|--------------|--------------|
##   VOTED - FOR DEWEY |           48 |           76 |           54 |          178 | 
##                     |       12.140 |        0.233 |       26.600 |              | 
##                     |        0.270 |        0.427 |        0.303 |        0.271 | 
##                     |        0.165 |        0.287 |        0.540 |              | 
##                     |        0.073 |        0.116 |        0.082 |              | 
## --------------------|--------------|--------------|--------------|--------------|
## VOTED - FOR WALLACE |            0 |            1 |            0 |            1 | 
##                     |        0.444 |        0.879 |        0.152 |              | 
##                     |        0.000 |        1.000 |        0.000 |        0.002 | 
##                     |        0.000 |        0.004 |        0.000 |              | 
##                     |        0.000 |        0.002 |        0.000 |              | 
## --------------------|--------------|--------------|--------------|--------------|
##   VOTED - FOR OTHER |            5 |            3 |            3 |           11 | 
##                     |        0.003 |        0.469 |        1.044 |              | 
##                     |        0.455 |        0.273 |        0.273 |        0.017 | 
##                     |        0.017 |        0.011 |        0.030 |              | 
##                     |        0.008 |        0.005 |        0.005 |              | 
## --------------------|--------------|--------------|--------------|--------------|
## VOTED - NA FOR WHOM |            7 |            8 |            5 |           20 | 
##                     |        0.395 |        0.001 |        1.249 |              | 
##                     |        0.350 |        0.400 |        0.250 |        0.030 | 
##                     |        0.024 |        0.030 |        0.050 |              | 
##                     |        0.011 |        0.012 |        0.008 |              | 
## --------------------|--------------|--------------|--------------|--------------|
##        DID NOT VOTE |          129 |           87 |           21 |          237 | 
##                     |        5.418 |        0.798 |        6.335 |              | 
##                     |        0.544 |        0.367 |        0.089 |        0.361 | 
##                     |        0.443 |        0.328 |        0.210 |              | 
##                     |        0.197 |        0.133 |        0.032 |              | 
## --------------------|--------------|--------------|--------------|--------------|
##        Column Total |          291 |          265 |          100 |          656 | 
##                     |        0.444 |        0.404 |        0.152 |              | 
## --------------------|--------------|--------------|--------------|--------------|
## 
## 
crsst<-CrossTable(vote.48$vote, vote.48$race)
## 
##  
##    Cell Contents
## |-------------------------|
## |                       N |
## | Chi-square contribution |
## |           N / Row Total |
## |           N / Col Total |
## |         N / Table Total |
## |-------------------------|
## 
##  
## Total Observations in Table:  643 
## 
##  
##                     | vote.48$race 
##        vote.48$vote |     WHITE |     NEGRO | Row Total | 
## --------------------|-----------|-----------|-----------|
##  VOTED - FOR TRUMAN |       193 |        11 |       204 | 
##                     |     0.349 |     3.392 |           | 
##                     |     0.946 |     0.054 |     0.317 | 
##                     |     0.331 |     0.183 |           | 
##                     |     0.300 |     0.017 |           | 
## --------------------|-----------|-----------|-----------|
##   VOTED - FOR DEWEY |       171 |         6 |       177 | 
##                     |     0.689 |     6.696 |           | 
##                     |     0.966 |     0.034 |     0.275 | 
##                     |     0.293 |     0.100 |           | 
##                     |     0.266 |     0.009 |           | 
## --------------------|-----------|-----------|-----------|
## VOTED - FOR WALLACE |         1 |         0 |         1 | 
##                     |     0.010 |     0.093 |           | 
##                     |     1.000 |     0.000 |     0.002 | 
##                     |     0.002 |     0.000 |           | 
##                     |     0.002 |     0.000 |           | 
## --------------------|-----------|-----------|-----------|
##   VOTED - FOR OTHER |        11 |         0 |        11 | 
##                     |     0.106 |     1.026 |           | 
##                     |     1.000 |     0.000 |     0.017 | 
##                     |     0.019 |     0.000 |           | 
##                     |     0.017 |     0.000 |           | 
## --------------------|-----------|-----------|-----------|
## VOTED - NA FOR WHOM |        14 |         5 |        19 | 
##                     |     0.605 |     5.874 |           | 
##                     |     0.737 |     0.263 |     0.030 | 
##                     |     0.024 |     0.083 |           | 
##                     |     0.022 |     0.008 |           | 
## --------------------|-----------|-----------|-----------|
##        DID NOT VOTE |       193 |        38 |       231 | 
##                     |     1.291 |    12.546 |           | 
##                     |     0.835 |     0.165 |     0.359 | 
##                     |     0.331 |     0.633 |           | 
##                     |     0.300 |     0.059 |           | 
## --------------------|-----------|-----------|-----------|
##        Column Total |       583 |        60 |       643 | 
##                     |     0.907 |     0.093 |           | 
## --------------------|-----------|-----------|-----------|
## 
## 
crsst<-CrossTable(vote.48$vote, vote.48$age)
## 
##  
##    Cell Contents
## |-------------------------|
## |                       N |
## | Chi-square contribution |
## |           N / Row Total |
## |           N / Col Total |
## |         N / Table Total |
## |-------------------------|
## 
##  
## Total Observations in Table:  652 
## 
##  
##                     | vote.48$age 
##        vote.48$vote |       18-24 |       25-34 |       35-44 |       45-54 |       55-64 | 65 AND OVER |   Row Total | 
## --------------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|
##  VOTED - FOR TRUMAN |          14 |          49 |          66 |          41 |          23 |          19 |         212 | 
##                     |       0.973 |       0.173 |       1.570 |       0.003 |       0.881 |       0.526 |             | 
##                     |       0.066 |       0.231 |       0.311 |       0.193 |       0.108 |       0.090 |       0.325 | 
##                     |       0.250 |       0.345 |       0.379 |       0.328 |       0.267 |       0.275 |             | 
##                     |       0.021 |       0.075 |       0.101 |       0.063 |       0.035 |       0.029 |             | 
## --------------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|
##   VOTED - FOR DEWEY |           6 |          31 |          42 |          47 |          30 |          19 |         175 | 
##                     |       5.426 |       1.328 |       0.473 |       5.391 |       2.073 |       0.012 |             | 
##                     |       0.034 |       0.177 |       0.240 |       0.269 |       0.171 |       0.109 |       0.268 | 
##                     |       0.107 |       0.218 |       0.241 |       0.376 |       0.349 |       0.275 |             | 
##                     |       0.009 |       0.048 |       0.064 |       0.072 |       0.046 |       0.029 |             | 
## --------------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|
## VOTED - FOR WALLACE |           0 |           1 |           0 |           0 |           0 |           0 |           1 | 
##                     |       0.086 |       2.809 |       0.267 |       0.192 |       0.132 |       0.106 |             | 
##                     |       0.000 |       1.000 |       0.000 |       0.000 |       0.000 |       0.000 |       0.002 | 
##                     |       0.000 |       0.007 |       0.000 |       0.000 |       0.000 |       0.000 |             | 
##                     |       0.000 |       0.002 |       0.000 |       0.000 |       0.000 |       0.000 |             | 
## --------------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|
##   VOTED - FOR OTHER |           1 |           2 |           2 |           4 |           0 |           2 |          11 | 
##                     |       0.003 |       0.065 |       0.298 |       1.696 |       1.451 |       0.600 |             | 
##                     |       0.091 |       0.182 |       0.182 |       0.364 |       0.000 |       0.182 |       0.017 | 
##                     |       0.018 |       0.014 |       0.011 |       0.032 |       0.000 |       0.029 |             | 
##                     |       0.002 |       0.003 |       0.003 |       0.006 |       0.000 |       0.003 |             | 
## --------------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|
## VOTED - NA FOR WHOM |           2 |           4 |           6 |           2 |           5 |           1 |          20 | 
##                     |       0.046 |       0.029 |       0.082 |       0.878 |       2.115 |       0.589 |             | 
##                     |       0.100 |       0.200 |       0.300 |       0.100 |       0.250 |       0.050 |       0.031 | 
##                     |       0.036 |       0.028 |       0.034 |       0.016 |       0.058 |       0.014 |             | 
##                     |       0.003 |       0.006 |       0.009 |       0.003 |       0.008 |       0.002 |             | 
## --------------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|
##        DID NOT VOTE |          33 |          55 |          58 |          31 |          28 |          28 |         233 | 
##                     |       8.429 |       0.357 |       0.281 |       4.183 |       0.243 |       0.453 |             | 
##                     |       0.142 |       0.236 |       0.249 |       0.133 |       0.120 |       0.120 |       0.357 | 
##                     |       0.589 |       0.387 |       0.333 |       0.248 |       0.326 |       0.406 |             | 
##                     |       0.051 |       0.084 |       0.089 |       0.048 |       0.043 |       0.043 |             | 
## --------------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|
##        Column Total |          56 |         142 |         174 |         125 |          86 |          69 |         652 | 
##                     |       0.086 |       0.218 |       0.267 |       0.192 |       0.132 |       0.106 |             | 
## --------------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|
## 
## 
crsst<-CrossTable(vote.48$vote, vote.48$gender)
## 
##  
##    Cell Contents
## |-------------------------|
## |                       N |
## | Chi-square contribution |
## |           N / Row Total |
## |           N / Col Total |
## |         N / Table Total |
## |-------------------------|
## 
##  
## Total Observations in Table:  658 
## 
##  
##                     | vote.48$gender 
##        vote.48$vote |      MALE |    FEMALE | Row Total | 
## --------------------|-----------|-----------|-----------|
##  VOTED - FOR TRUMAN |       108 |       103 |       211 | 
##                     |     1.365 |     1.151 |           | 
##                     |     0.512 |     0.488 |     0.321 | 
##                     |     0.359 |     0.289 |           | 
##                     |     0.164 |     0.157 |           | 
## --------------------|-----------|-----------|-----------|
##   VOTED - FOR DEWEY |        86 |        92 |       178 | 
##                     |     0.257 |     0.217 |           | 
##                     |     0.483 |     0.517 |     0.271 | 
##                     |     0.286 |     0.258 |           | 
##                     |     0.131 |     0.140 |           | 
## --------------------|-----------|-----------|-----------|
## VOTED - FOR WALLACE |         0 |         1 |         1 | 
##                     |     0.457 |     0.386 |           | 
##                     |     0.000 |     1.000 |     0.002 | 
##                     |     0.000 |     0.003 |           | 
##                     |     0.000 |     0.002 |           | 
## --------------------|-----------|-----------|-----------|
##   VOTED - FOR OTHER |         4 |         7 |        11 | 
##                     |     0.212 |     0.178 |           | 
##                     |     0.364 |     0.636 |     0.017 | 
##                     |     0.013 |     0.020 |           | 
##                     |     0.006 |     0.011 |           | 
## --------------------|-----------|-----------|-----------|
## VOTED - NA FOR WHOM |        11 |         9 |        20 | 
##                     |     0.375 |     0.316 |           | 
##                     |     0.550 |     0.450 |     0.030 | 
##                     |     0.037 |     0.025 |           | 
##                     |     0.017 |     0.014 |           | 
## --------------------|-----------|-----------|-----------|
##        DID NOT VOTE |        92 |       145 |       237 | 
##                     |     2.485 |     2.095 |           | 
##                     |     0.388 |     0.612 |     0.360 | 
##                     |     0.306 |     0.406 |           | 
##                     |     0.140 |     0.220 |           | 
## --------------------|-----------|-----------|-----------|
##        Column Total |       301 |       357 |       658 | 
##                     |     0.457 |     0.543 |           | 
## --------------------|-----------|-----------|-----------|
## 
## 
crsst<-CrossTable(vote.48$vote, vote.48$total.income)
## 
##  
##    Cell Contents
## |-------------------------|
## |                       N |
## | Chi-square contribution |
## |           N / Row Total |
## |           N / Col Total |
## |         N / Table Total |
## |-------------------------|
## 
##  
## Total Observations in Table:  653 
## 
##  
##                     | vote.48$total.income 
##        vote.48$vote |     UNDER $500 |      $500-$999 |     $1000-1999 |     $2000-2999 |     $3000-3999 |     $4000-4999 | $5000 AND OVER |      Row Total | 
## --------------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|
##  VOTED - FOR TRUMAN |              4 |              8 |             38 |             69 |             48 |             22 |             21 |            210 | 
##                     |          2.030 |          2.245 |          0.195 |          1.519 |          0.156 |          0.028 |          1.339 |                | 
##                     |          0.019 |          0.038 |          0.181 |          0.329 |          0.229 |          0.105 |          0.100 |          0.322 | 
##                     |          0.160 |          0.190 |          0.345 |          0.373 |          0.340 |          0.333 |          0.250 |                | 
##                     |          0.006 |          0.012 |          0.058 |          0.106 |          0.074 |          0.034 |          0.032 |                | 
## --------------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|
##   VOTED - FOR DEWEY |              4 |              5 |             19 |             31 |             49 |             24 |             45 |            177 | 
##                     |          1.138 |          3.580 |          3.924 |          7.310 |          3.041 |          2.087 |         21.706 |                | 
##                     |          0.023 |          0.028 |          0.107 |          0.175 |          0.277 |          0.136 |          0.254 |          0.271 | 
##                     |          0.160 |          0.119 |          0.173 |          0.168 |          0.348 |          0.364 |          0.536 |                | 
##                     |          0.006 |          0.008 |          0.029 |          0.047 |          0.075 |          0.037 |          0.069 |                | 
## --------------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|
## VOTED - FOR WALLACE |              0 |              0 |              0 |              1 |              0 |              0 |              0 |              1 | 
##                     |          0.038 |          0.064 |          0.168 |          1.813 |          0.216 |          0.101 |          0.129 |                | 
##                     |          0.000 |          0.000 |          0.000 |          1.000 |          0.000 |          0.000 |          0.000 |          0.002 | 
##                     |          0.000 |          0.000 |          0.000 |          0.005 |          0.000 |          0.000 |          0.000 |                | 
##                     |          0.000 |          0.000 |          0.000 |          0.002 |          0.000 |          0.000 |          0.000 |                | 
## --------------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|
##   VOTED - FOR OTHER |              0 |              0 |              2 |              2 |              4 |              2 |              0 |             10 | 
##                     |          0.383 |          0.643 |          0.059 |          0.245 |          1.569 |          0.968 |          1.286 |                | 
##                     |          0.000 |          0.000 |          0.200 |          0.200 |          0.400 |          0.200 |          0.000 |          0.015 | 
##                     |          0.000 |          0.000 |          0.018 |          0.011 |          0.028 |          0.030 |          0.000 |                | 
##                     |          0.000 |          0.000 |          0.003 |          0.003 |          0.006 |          0.003 |          0.000 |                | 
## --------------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|
## VOTED - NA FOR WHOM |              0 |              1 |              2 |              9 |              3 |              2 |              3 |             20 | 
##                     |          0.766 |          0.064 |          0.556 |          1.962 |          0.403 |          0.000 |          0.071 |                | 
##                     |          0.000 |          0.050 |          0.100 |          0.450 |          0.150 |          0.100 |          0.150 |          0.031 | 
##                     |          0.000 |          0.024 |          0.018 |          0.049 |          0.021 |          0.030 |          0.036 |                | 
##                     |          0.000 |          0.002 |          0.003 |          0.014 |          0.005 |          0.003 |          0.005 |                | 
## --------------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|
##        DID NOT VOTE |             17 |             28 |             49 |             73 |             37 |             16 |             15 |            235 | 
##                     |          7.119 |         10.984 |          2.238 |          0.620 |          3.722 |          2.530 |          7.673 |                | 
##                     |          0.072 |          0.119 |          0.209 |          0.311 |          0.157 |          0.068 |          0.064 |          0.360 | 
##                     |          0.680 |          0.667 |          0.445 |          0.395 |          0.262 |          0.242 |          0.179 |                | 
##                     |          0.026 |          0.043 |          0.075 |          0.112 |          0.057 |          0.025 |          0.023 |                | 
## --------------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|
##        Column Total |             25 |             42 |            110 |            185 |            141 |             66 |             84 |            653 | 
##                     |          0.038 |          0.064 |          0.168 |          0.283 |          0.216 |          0.101 |          0.129 |                | 
## --------------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|
## 
## 
crsst<-CrossTable(vote.48$vote, vote.48$religious.pref)
## 
##  
##    Cell Contents
## |-------------------------|
## |                       N |
## | Chi-square contribution |
## |           N / Row Total |
## |           N / Col Total |
## |         N / Table Total |
## |-------------------------|
## 
##  
## Total Observations in Table:  655 
## 
##  
##                     | vote.48$religious.pref 
##        vote.48$vote | PROTESTANT |   CATHOLIC |     JEWISH |      OTHER |       NONE |  Row Total | 
## --------------------|------------|------------|------------|------------|------------|------------|
##  VOTED - FOR TRUMAN |        114 |         68 |         20 |          5 |          5 |        212 | 
##                     |      8.041 |     11.769 |     17.526 |      0.048 |      0.117 |            | 
##                     |      0.538 |      0.321 |      0.094 |      0.024 |      0.024 |      0.324 | 
##                     |      0.248 |      0.489 |      0.800 |      0.357 |      0.278 |            | 
##                     |      0.174 |      0.104 |      0.031 |      0.008 |      0.008 |            | 
## --------------------|------------|------------|------------|------------|------------|------------|
##   VOTED - FOR DEWEY |        130 |         35 |          0 |          6 |          7 |        178 | 
##                     |      0.222 |      0.204 |      6.794 |      1.267 |      0.909 |            | 
##                     |      0.730 |      0.197 |      0.000 |      0.034 |      0.039 |      0.272 | 
##                     |      0.283 |      0.252 |      0.000 |      0.429 |      0.389 |            | 
##                     |      0.198 |      0.053 |      0.000 |      0.009 |      0.011 |            | 
## --------------------|------------|------------|------------|------------|------------|------------|
## VOTED - FOR WALLACE |          0 |          0 |          0 |          0 |          1 |          1 | 
##                     |      0.701 |      0.212 |      0.038 |      0.021 |     34.416 |            | 
##                     |      0.000 |      0.000 |      0.000 |      0.000 |      1.000 |      0.002 | 
##                     |      0.000 |      0.000 |      0.000 |      0.000 |      0.056 |            | 
##                     |      0.000 |      0.000 |      0.000 |      0.000 |      0.002 |            | 
## --------------------|------------|------------|------------|------------|------------|------------|
##   VOTED - FOR OTHER |         11 |          0 |          0 |          0 |          0 |         11 | 
##                     |      1.406 |      2.334 |      0.420 |      0.235 |      0.302 |            | 
##                     |      1.000 |      0.000 |      0.000 |      0.000 |      0.000 |      0.017 | 
##                     |      0.024 |      0.000 |      0.000 |      0.000 |      0.000 |            | 
##                     |      0.017 |      0.000 |      0.000 |      0.000 |      0.000 |            | 
## --------------------|------------|------------|------------|------------|------------|------------|
## VOTED - NA FOR WHOM |         11 |          7 |          0 |          1 |          0 |         19 | 
##                     |      0.402 |      2.185 |      0.725 |      0.869 |      0.522 |            | 
##                     |      0.579 |      0.368 |      0.000 |      0.053 |      0.000 |      0.029 | 
##                     |      0.024 |      0.050 |      0.000 |      0.071 |      0.000 |            | 
##                     |      0.017 |      0.011 |      0.000 |      0.002 |      0.000 |            | 
## --------------------|------------|------------|------------|------------|------------|------------|
##        DID NOT VOTE |        193 |         29 |          5 |          2 |          5 |        234 | 
##                     |      5.136 |      8.594 |      1.730 |      1.801 |      0.318 |            | 
##                     |      0.825 |      0.124 |      0.021 |      0.009 |      0.021 |      0.357 | 
##                     |      0.420 |      0.209 |      0.200 |      0.143 |      0.278 |            | 
##                     |      0.295 |      0.044 |      0.008 |      0.003 |      0.008 |            | 
## --------------------|------------|------------|------------|------------|------------|------------|
##        Column Total |        459 |        139 |         25 |         14 |         18 |        655 | 
##                     |      0.701 |      0.212 |      0.038 |      0.021 |      0.027 |            | 
## --------------------|------------|------------|------------|------------|------------|------------|
## 
##