Things to change

[richardkappa]

• [x] Nspl ~> postcodes

• [x] Nsul -> udprn

• [x] Master_gdf -> raw_gdf

• [x] Add date to crimes

• [x] Try speeding up cutting using spatial index and intersect

• [ ] Try making density values for accidents and postcodes at Lsoa and Msoa levels

• [x] Distance to nearest

• [x] Number within xkm

  Make circle, intersect, count

• [x] Kde https://jakevdp.github.io/PythonDataScienceHandbook/05.13-kernel-density-estimation.html

[richardkappa]

• [x] Natural England https://naturalengland-defra.opendata.arcgis.com/
• [x] Historic England https://historicengland.org.uk/listing/the-list/data-downloads/

• [ ] Bgs https://www.bgs.ac.uk/geological-data/opengeoscience/map-data-downloads/

  E.g. radon https://www.bgs.ac.uk/datasets/radon-data-indicative-atlas-of-radon/

• [ ] Function to get points from postcode (keep_pc = True)

[richardkappa]

Distance to nearest

https://gps2space.readthedocs.io/en/latest/measuring_distance.html

https://github.com/shuai-zhou/gps2space/blob/master/gps2space/dist.py

[richardkappa]

Owslib https://gis.stackexchange.com/questions/16937/is-there-a-python-lib-for-requesting-wms-wfs-and-saving-as-image-pdf

[richardkappa]

https://gis.stackexchange.com/questions/299567/reading-data-to-geopandas-using-wfs

[richardkappa]

Uk weather

• [x] https://www.metoffice.gov.uk/research/climate/maps-and-data/data/haduk-grid/datasets

this one is much more complicated and requires learning more

[richardkappa]

Combine and clean the existing functions. E.g. use consistent and sensible naming.

• [x] Distance to nearest
• [x] Number within radius

New function

• [x] Make a function to find the average/sum of the values for a point
• [x] Distance to nearest polygon (=0 if within)

New code item

• [x] Make postcodes dataset based on above functions
• [x] Add some interesting plots

Post idea

• [ ] Folium plots

[richardkappa]

• [x] Line string distance within a radius

• [x] Polygon to points to find nearest polygon