All credit for the preparation of this dataset must go to Open Data Manchester.
Data Vis tutorials:
- https://gilberttanner.com/blog/introduction-to-data-visualization-inpython
- https://towardsdatascience.com/data-science-with-python-intro-to-data-visualization-and-matplotlib-5f799b7c6d82
- https://datacarpentry.org/r-raster-vector-geospatial/06-vector-open-shapefile-in-r/
- https://towardsdatascience.com/lets-make-a-map-using-geopandas-pandas-and-matplotlib-to-make-a-chloropleth-map-dddc31c1983d
Indices of Deprivation
- GitHub Repo - http://bit.ly/IMD-GIT
- Opendatacommunities.org - https://opendatacommunities.org/resource?uri=http%3A%2F%2Fopendatacommunities.org%2Fdata%2Fsocietal-wellbeing%2Fimd2019%2Findices
- Gov.uk - https://www.gov.uk/government/statistics/english-indices-of-deprivation-2019
- University of Sheffield resources - https://imd2019.group.shef.ac.uk/
- local authority political control data - https://docs.google.com/spreadsheets/d/1vkDwmBKL9P7m99oQXdieJzLFDna2XIhOFDWQ5gVoXq8/edit#gid=0
- Raw Indices of Deprivation Data (File 2) - https://www.gov.uk/government/statistics/english-indices-of-deprivation-2019