50+ Geospatial Data Science Tutorials

🌱 𝐅𝐨𝐮𝐧𝐝𝐚𝐭𝐢𝐨𝐧𝐬

- Intro to GeoPandas - https://zurl.co/vYEkK

- Top 10 Tips for GeoPandas - https://medium.com/@janosovm/top-10-tips-for-geopandas-7aef191957a3

- Making Shapely Smile - https://zurl.co/YUSKo

- Setting Up Your Python Environment - https://zurl.co/fVNBF

- Geospatial Data Science Test Exercises - https://zurl.co/8WubU

- The Geospatial Data Science Stack in 2023 - https://medium.com/@janosovm/the-geospatial-data-science-stack-in-2023-451de5b76ac0

- Web Mercator vs True Size - https://zurl.co/Rd0qj

- The World Map with Many Faces — Map Projections - https://medium.com/data-science/the-world-map-with-many-faces-map-projections-f58a210ff2f7

- Graphs in Python - https://zurl.co/nDApa

- Rasterizing Vector Data in Python — A Lego Map - https://medium.com/data-science/rasterizing-vector-data-in-python-84d97f4b3fa6

- Spatial Interpolation in Python - https://towardsdatascience.com/spatial-interpolation-in-python-0864abca6d48

🛰 𝐑𝐚𝐬𝐭𝐞𝐫 & 𝐑𝐞𝐦𝐨𝐭𝐞 𝐒𝐞𝐧𝐬𝐢𝐧𝐠

- Exploring Large-Scale Raster Population Data - https://zurl.co/C1ikA

- Deep Dive into ESA’s Sentinel API - https://towardsdatascience.com/deep-dive-into-esas-sentinel-api-e6ff4f9d0730

- NDVI and NDWI Indexes - https://milanjanosov.substack.com/p/ndvi-and-ndwi-indecies

- Creating Satellite Image Timelapses - https://milanjanosov.substack.com/p/a-satellite-image-timelaps

- Detecting Wildfire Damage - https://lnkd.in/gnhdaDBs

- Cloud Patterns Over Southeast Asia - https://lnkd.in/dCfWpNn5

- 3D Globe of 2030 World Population -

- Lake Balaton in 2D & 3D - https://zurl.co/zZ83O

🏙 𝐔𝐫𝐛𝐚𝐧 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 & 𝐀𝐜𝐜𝐞𝐬𝐬𝐢𝐛𝐢𝐥𝐢𝐭𝐲

- Public Transport Stops - https://zurl.co/11MjV

- Public Transport Lines - https://zurl.co/EI30S

- Public Transport Accessibility in Python - https://medium.com/data-science/public-transport-accessibility-in-python-dbdeee99f36f

- Quantifying Transportation Patterns Using GTFS Data - https://medium.com/data-science/quantifying-transportation-patterns-using-gtfs-data-16ac3146678b

- Urban Accessibility — How to Reach Defibrillators on Time - https://towardsdatascience.com/urban-accessibility-how-to-reach-defibrillators-on-time-c865d9194448

- Mapping NYC Subway Accessibility - Isochrone Animation - https://lnkd.in/dJE6P5wt

- Isochrones in Python — Highlighting Walkability Areas - https://medium.com/data-science/isochrones-in-python-fe21814e5cb1

- How Walkable Is Your City? - https://lnkd.in/dcr3amVA

- Heat Vulnerability Index in Manhattan - https://milanjanosov.substack.com/p/heat-vulnerability-index-in-manhattan

- Clustering Urban Neighborhoods - https://milanjanosov.substack.com/p/clustering-urban-neighborhoods

- Identifying Topical Hot Spots in Urban Areas - https://open.substack.com/pub/milanjanosov/p/identifying-topical-hot-spots-in

- Assessing Urban Green Equality Using Vienna’s Open Data Portal - https://towardsdatascience.com/assessing-urban-geen-inequality-using-viennas-open-data-portal-aa628e0237ad

- Livable Cities’ Urban Networks - https://medium.com/@janosovm/livable-cities-urban-networks-a6d724638064

- Mapping Vienna’s Urban Fabric - https://lnkd.in/dYgUYfJm

- Mapping Manhattan’s Growth - Building Construction Time-lapse - https://lnkd.in/d76JpBK6

- Mapping 2125 - https://lnkd.in/dBBwrycp

🏗 𝐁𝐮𝐢𝐥𝐭 𝐄𝐧𝐯𝐢𝐫𝐨𝐧𝐦𝐞𝐧𝐭 & 𝐆𝐞𝐨𝐀𝐈

- Building Classification with GeoAI - Google AlphaEarth - https://lnkd.in/diNTc4MZ

- Overture vs OSM — Building Footprints - https://milanjanosov.substack.com/p/overture-vs-osm-building-footprints

- Mapping Global Coffee in 10 Minutes - https://lnkd.in/dFa3uRAT

- Country Name Map - https://milanjanosov.substack.com/p/country-name-map

- Overviewing the Global Chocolate Trade - https://towardsdatascience.com/overviewing-the-global-chocolate-trade-6478adeb8ead

- Where Do EU Horizon H2020 Fundings Go? - https://open.substack.com/pub/milanjanosov/p/where-do-eu-horizon-h2020-fundings

🌳 𝐄𝐧𝐯𝐢𝐫𝐨𝐧𝐦𝐞𝐧𝐭 & 𝐄𝐜𝐨𝐥𝐨𝐠𝐲

- Visualizing Wildlife Habitats - https://lnkd.in/dmmEuesh

- Exploring a Global Wildlife GIS Database - https://open.substack.com/pub/milanjanosov/p/exploring-a-global-wildlife-gis-database

- Using Color to Interpret a Complex Network of Threatened Species - https://medium.com/@janosovm/using-color-to-interpret-a-complex-network-of-threatened-species-7485c11de260

- Population of Africa - https://milanjanosov.substack.com/p/population-of-africa

- Bombing Campaigns of the Vietnam War - https://milanjanosov.substack.com/p/bombing-campaigns-of-the-vietnam

🎨 𝟑𝐃 & 𝐈𝐧𝐭𝐞𝐫𝐚𝐜𝐭𝐢𝐯𝐞 𝐕𝐢𝐬𝐮𝐚𝐥𝐢𝐳𝐚𝐭𝐢𝐨𝐧𝐬

- Visualizing 3D Spatial Data With Pydeck - https://milanjanosov.substack.com/p/visualizing-3d-spatial-data-with

- Rendering a 3D Map of Antarctica in Python - https://milanjanosov.substack.com/p/3d-map-of-antarctica-python

- Parthenon in Plotly - https://milanjanosov.substack.com/p/parthenon-in-plotly

- 3D Map of the Moon’s Surface -

- Visualizing a Year of Travel Paths - https://lnkd.in/dnSykrKD

- Interactive POI Visualization - https://lnkd.in/dyzJrVvb

- Interactive Road Traffic Accident Map - https://lnkd.in/dhPCijMA

- String Art Mapping Budapest - https://lnkd.in/d5t3q4dG

- Ancient Landmarks in Rome - https://milanjanosov.substack.com/p/ancient-landmarks-in-rome

- UEFA Euro 2024 Map - https://medium.com/data-science/uefa-euro-2024-map-9df58d8bd29b

🕸 𝐍𝐞𝐭𝐰𝐨𝐫𝐤𝐬 & 𝐒𝐩𝐚𝐭𝐢𝐚𝐥 𝐆𝐫𝐚𝐩𝐡𝐬

- Visualizing Road Networks - https://zurl.co/eMyT8

- Do All the Roads Lead to Rome? - https://open.substack.com/pub/milanjanosov/p/do-all-the-roads-lead-to-rome

- Using Color to Interpret a Complex Network of Threatened Species - https://medium.com/@janosovm/using-color-to-interpret-a-complex-network-of-threatened-species-7485c11de260

- Connecting the Dots — What’s This Book - https://zurl.co/gB477

- Geospatial Data Science Essentials - https://zurl.co/0uXsW