The Data for this project will be from data.gov, from the Montgomery County of Maryland. The link to the data is here:
https://catalog.data.gov/dataset/mcpd-bias-incidents/resource/fb702f34-d517-40b5-b877-0a7a7ba3784c
This data includes information of when a bias incident has occured against another person from the years 2016-2020, in the County of Maryland.
## [1] 523 16## [1] "ID" "Incident.Date"
## [3] "District" "Bias.Code"
## [5] "Bias.Code_2" "Bias"
## [7] "Status" "X..of.Victims"
## [9] "Victim.Type" "X..of.Suspects"
## [11] "X..Suspects...18.of.age" "X..Suspects.18.35.of.age"
## [13] "X..Suspects.36.45.of.age" "X..Suspects.46.55.of.age"
## [15] "X..Suspects...55.of.age" "Suspect.Known.Unknown"## ID Incident.Date District Bias.Code
## Min. : 16000094 02/27/2017: 4 2D :116 Anti-Black :159
## 1st Qu.: 17014740 06/03/2020: 4 4D :105 Anti-Jewish :153
## Median :180026780 11/13/2017: 4 1D : 67 Anti-Homosexual : 49
## Mean :140898475 03/15/2019: 3 5D : 61 Anti-Multi-Racial: 29
## 3rd Qu.:190038236 04/11/2019: 3 6D : 50 Anti-Hispanic : 28
## Max. :200040560 05/22/2019: 3 3D : 47 Anti-Islamic : 23
## (Other) :502 (Other): 77 (Other) : 82
## Bias.Code_2 Bias
## :483 Vandalism :212
## Anti-Black : 12 Written Intimidation/Simple Assault: 95
## Anti-Jewish : 10 Verbal Intimidation/Simple Assault : 91
## Anti-Homosexual : 8 Assault (physical) : 68
## Anti-Multi-Religious Group: 3 Flyer Left Behind : 21
## Anti-Hispanic : 2 Other : 16
## (Other) : 5 (Other) : 20
## Status X..of.Victims Victim.Type
## Open :203 Min. :0.000 Business/Financial Institution: 17
## N/A :145 1st Qu.:1.000 Government : 18
## Inactive : 57 Median :1.000 Individual(s) :279
## Closed-Arrest : 41 Mean :1.224 Other : 12
## Closed-Admin : 39 3rd Qu.:1.000 Religious Organization : 35
## Closed-Exception: 19 Max. :7.000 School/College :113
## (Other) : 19 NA's :242 Society : 49
## X..of.Suspects X..Suspects...18.of.age X..Suspects.18.35.of.age
## Min. :1.000 Min. :1.000 Min. :1.00
## 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:1.00
## Median :1.000 Median :1.000 Median :1.00
## Mean :1.349 Mean :1.597 Mean :1.13
## 3rd Qu.:1.000 3rd Qu.:2.000 3rd Qu.:1.00
## Max. :4.000 Max. :4.000 Max. :4.00
## NA's :305 NA's :466 NA's :477
## X..Suspects.36.45.of.age X..Suspects.46.55.of.age X..Suspects...55.of.age
## Min. :-1.0000 Min. :1.000 Min. :1.000
## 1st Qu.: 1.0000 1st Qu.:1.000 1st Qu.:1.000
## Median : 1.0000 Median :1.000 Median :1.000
## Mean : 0.9048 Mean :1.056 Mean :1.037
## 3rd Qu.: 1.0000 3rd Qu.:1.000 3rd Qu.:1.000
## Max. : 1.0000 Max. :2.000 Max. :2.000
## NA's :502 NA's :505 NA's :496
## Suspect.Known.Unknown
## : 2
## Known :186
## Unknown:335
##
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## Over the recent years there have been a lot of bias incidents have been commited wheter it be due to race, religion, sexual orientation. Here I wanted to look into that and see what bias incidents that have been commited the most. Also to see how many crimes were commited based on the year, whether there was an increase as the years went on or if it decreased. This information was from the Montgomery County of Maryland, this data includes 523 cases and 16 Columns.
As far as technologies I was thinking about doing an R markdown and include a shinny app with plotly. I want to display many visuualizations so that one is able to see the comparisons of the different bias incidents that have been commited. I was thinking about doing a dropdown by year so that one can see what bias incidents were commited by year. Also a visualizatuion of how the bias was commited. Thee are a lot of diiferent things that can be explored with this data