Geospatial Analysis with Python and R Logo

Course information

  • Introduction to Python GIS
  • General info
  • License and terms of usage

Lesson 0

  • Lesson 0 overview
  • Installation and setup for Python with Miniconda
  • Alternative installation method for Conda environments
  • Test that everything works
  • Setting up Jupyter Notebook
  • Recap Python Basics

Lesson 1

  • Lesson 1 overview
  • Geometric Objects - Spatial Data Model

Lesson 2

  • Lesson 2 Overview
  • Introduction to Geopandas
  • Coordinate Reference Systems (CRS)

Lesson 3

  • Lesson 3 overview
  • Point in Polygon & Intersect
  • Spatial join

Lesson 4

  • Lesson 4 overview
  • Data reclassification
  • OpenStreetMap and Urban Data

Lesson 5

  • Lesson 5 overview
  • Working with Raster data
  • More raster data analytics

Lesson 6

  • Lesson 6 Overview
  • Examples
  • Static maps with matplotlib
  • Interactive maps on Leaflet
  • Interactive maps with Bokeh

Additional Materials

  • Python and R mixed work environments
  • Additional links
    • GeoViews
    • GeoPlot
    • Cartopy
    • EarthPy
    • Interpolation
    • Folium
    • Crime Data Exercise
    • Creating categorical choropleth maps
Geospatial Analysis with Python and R
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  • Additional links
  • View page source

Additional links

More materials to check:

GeoViews

http://geoviews.org/gallery/index.html

http://geoviews.org/gallery/bokeh/orthographic_vectorfield.html#bokeh-gallery-orthographic-vectorfield

GeoPlot

https://residentmario.github.io/geoplot/index.html

https://residentmario.github.io/geoplot/gallery/index.html

https://residentmario.github.io/geoplot/gallery/plot_san_francisco_trees.html#sphx-glr-gallery-plot-san-francisco-trees-py

https://residentmario.github.io/geoplot/gallery/plot_boston_airbnb_kde.html#sphx-glr-gallery-plot-boston-airbnb-kde-py

https://residentmario.github.io/geoplot/gallery/plot_nyc_collisions_quadtree.html#sphx-glr-gallery-plot-nyc-collisions-quadtree-py

Cartopy

https://scitools.org.uk/cartopy/docs/latest/gallery/index.html

https://scitools.org.uk/cartopy/docs/latest/gallery/global_map.html#sphx-glr-gallery-global-map-py

https://scitools.org.uk/cartopy/docs/latest/gallery/tissot.html#sphx-glr-gallery-tissot-py

EarthPy

https://earthpy.readthedocs.io/en/latest/gallery_vignettes/index.html

Interpolation

https://github.com/allixender/py_interpol_demo

https://www.hatarilabs.com/ih-en/geospatial-triangular-interpolation-with-python-scipy-geopandas-and-rasterio-tutorial

Folium

https://nbviewer.jupyter.org/github/ocefpaf/folium_notebooks/blob/master/test_image_overlay_gulf_stream.ipynb

Crime Data Exercise

https://github.com/allixender/crime-data-estonia/blob/master/crime%20and%20coordinates.ipynb

Creating categorical choropleth maps

https://towardsdatascience.com/create-categorical-choropleth-with-python-122da5ae6764

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