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## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
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## filter, lag
## The following objects are masked from 'package:base':
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## intersect, setdiff, setequal, union
| gender | Democrat | Independent | Not Sure | Other | Republican |
|---|---|---|---|---|---|
| Female | 1857 | 1044 | 84 | 39 | 1036 |
| Male | 1147 | 1427 | 22 | 69 | 1275 |
Mostly females identified with the Democractic party. While males mostly identify with the Republican party. Overall male party affliation is spread with the leading category being the Republicans followed by Independent/Decline to State/No Party and finally another party. Therefore, one could say that males standard deviation is more varied in Party Identification for males.
## Warning: Factor `DeathPenalty` contains implicit NA, consider using
## `forcats::fct_explicit_na`
| gender | Favor | Not Sure | Oppose | |
|---|---|---|---|---|
| Female | 2204 | 773 | 1053 | 30 |
| Male | 2528 | 416 | 966 | 30 |
Mostly males favored the death penalty while most females opposed the death pentalty.
## Warning: Factor `TaxWealthy` contains implicit NA, consider using
## `forcats::fct_explicit_na`
| gender | Favor | Not sure | Oppose | |
|---|---|---|---|---|
| Female | 2706 | 513 | 827 | 14 |
| Male | 2068 | 293 | 1568 | 11 |
Mostly females favored taxing the wealthy as opposed to males. Addtionally, when focusing on a single gender for those in favor or not sure the female numbers were also high for being no sure of increasing taxing the weathly. The numbers for females that were not sure were far greater than those females who were in favor of increasing taxes the wealthy.
## Warning: Factor `ImmigrantContributions` contains implicit NA, consider
## using `forcats::fct_explicit_na`
| gender | Mostly a Drain | Mostly Contribute | Neither | Not Sure | |
|---|---|---|---|---|---|
| Female | 2057 | 1024 | 493 | 467 | 19 |
| Male | 2108 | 1114 | 484 | 206 | 28 |
Males mostly believe, according to the data that immigrants mostly drain the countries resources overall. While females overall believed immigrants neither contribute nor drain the countries resources.
## Warning: Factor `ImmigrantNaturalization` contains implicit NA, consider
## using `forcats::fct_explicit_na`
| gender | Favor | Not Sure | Oppose | |
|---|---|---|---|---|
| Female | 1681 | 976 | 1374 | 29 |
| Male | 1648 | 594 | 1677 | 21 |
Females favored providing a legal way for illegal immigrants already in the Country to become naturalized citizens while males opposed this view.
Female Respondents according to the data studied have a more liberal perspective. They are least likely to favor the death penalty, uncertain of increasing taxing for those with incomes over 200,000 dollars and are indifferent regarding immigrant contribution to society.