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[Data Science] Chicago Crime data analysis from 2001 to present.

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Chicago Crime Data from 2001 to present

This repo contains a data set from the Chicago Police department for crimes committed between 2001 to the present(with the exception of murders where data exists for each victim). This project is dedicated to doing some cool data analysis and visualization on this already curated dataset.

Data visualizations were created through the super awesome Python library folium, which I highly recommend to make beautiful map visualizations.

Some visualizations were not able to render properly in jupyter notebook, but I have saved all of the visualizations (and some more) as html files in the visualization folder.

There are some more in depth visualizations located in that folder as well, such as all Chicago crimes reported in 2018 so far. Descriptions of each map visualization is shown below:

  • 2018-chicago-crimes.html: This map is a detailed map visualization of all the crimes commited in Chicago from Jan. 1, 2018 to March 19, 2018, with popup markers that display more information about each individual map, such as date, time, location, crime type, and crime description.
  • 2018-chicago-crime-heatmap.html: This map contains a heat map of all the crimes commited in Chicago from Jan. 1, 2018 to March 19, 2018.
  • March-2018-chicago-crimes.html: This map is a detailed map visualization of all the crimes commited so far in the month of March (March 1, 2018 to March 19, 2018), with popup markers that display more information about each individual map, such as date, time, location, crime type, and crime description.
  • March-2018-chicago-crime-heatmap.html: This map contains a heat map of all crimes commited so far in the month of March (March 1, 2018 to March 19, 2018).
  • Crime-per-district-choropleth.html: This map contains a choropleth map of all the crimes from 2001 to present (March 19, 2018) based on Chicago Police District

Also, here is the nbviewer for my jupyter notebook where most of the maps are rendered (the visualization occasionally doesn't show up in Chrome, but does show up on Firefox or Safari): Notebook Viewer

Description of Columns:

Column Name Description Type
ID
Unique identifier for the record.
Number
Case Number
The Chicago Police Department RD Number (Records Division Number), which is unique to the incident.
Plain Text
Date
Date when the incident occurred. this is sometimes a best estimate.
Date & Time
Block
The partially redacted address where the incident occurred, placing it on the same block as the actual address.
Plain Text
IUCR
The Illinois Unifrom Crime Reporting code. This is directly linked to the Primary Type and Description. See the list of IUCR codes at [https://data.cityofchicago.org/d/c7ck-438e](https://data.cityofchicago.org/d/c7ck-438e).
Plain Text
Primary Type
The primary description of the IUCR code.
Plain Text
Description
The secondary description of the IUCR code, a subcategory of the primary description.
Plain Text
Location Description
Description of the location where the incident occurred.
Plain Text
Arrest
Indicates whether an arrest was made.
Checkbox
Domestic
Indicates whether the incident was domestic-related as defined by the Illinois Domestic Violence Act.
Checkbox
Beat
Indicates the beat where the incident occurred. A beat is the smallest police geographic area – each beat has a dedicated police beat car. Three to five beats make up a police sector, and three sectors make up a police district. The Chicago Police Department has 22 police districts. See the beats at [https://data.cityofchicago.org/d/aerh-rz74](https://data.cityofchicago.org/d/aerh-rz74).
Plain Text
District
Indicates the police district where the incident occurred. See the districts at [https://data.cityofchicago.org/d/fthy-xz3r](https://data.cityofchicago.org/d/fthy-xz3r).
Plain Text
Ward
The ward (City Council district) where the incident occurred. See the wards at [https://data.cityofchicago.org/d/sp34-6z76](https://data.cityofchicago.org/d/sp34-6z76).
Number
Community Area
Indicates the community area where the incident occurred. Chicago has 77 community areas. See the community areas at [https://data.cityofchicago.org/d/cauq-8yn6](https://data.cityofchicago.org/d/cauq-8yn6).
Plain Text
FBI Code
Indicates the crime classification as outlined in the FBI's National Incident-Based Reporting System (NIBRS). See the Chicago Police Department listing of these classifications at [http://gis.chicagopolice.org/clearmap_crime_sums/crime_types.html](http://gis.chicagopolice.org/clearmap_crime_sums/crime_types.html).
Plain Text
X Coordinate
The x coordinate of the location where the incident occurred in State Plane Illinois East NAD 1983 projection. This location is shifted from the actual location for partial redaction but falls on the same block.
Number
Y Coordinate
The y coordinate of the location where the incident occurred in State Plane Illinois East NAD 1983 projection. This location is shifted from the actual location for partial redaction but falls on the same block.
Number
Year
Year the incident occurred.
Number
Updated On
Date and time the record was last updated.
Date & Time
Latitude
The latitude of the location where the incident occurred. This location is shifted from the actual location for partial redaction but falls on the same block.
Number
Longitude
The longitude of the location where the incident occurred. This location is shifted from the actual location for partial redaction but falls on the same block.
Number
Location
The location where the incident occurred in a format that allows for creation of maps and other geographic operations on this data portal. This location is shifted from the actual location for partial redaction but falls on the same block.
Location

Source of dataset:

Chicago Crime Data from 2001 to present

License

See the LICENSE file for license rights and limitations (MIT).