spatialthoughts / python-tutorials

Spatial Analysis and Remote Sensing with Python Tutorials

Python Tutorials

Spatial Analysis and Remote Sensing with Python.

GeoPandas

• Subset a Shapefile using a Spreadsheet
• Performing Spatial Query
• Performing Fuzzy Table Joins
• Bulk Geocoding with GeoPy and GeoPandas

OpenRouteService API

• Locating Nearest Facility with Origin-Destination Matrix

XArray

• Create Raster from Array
• Transform Longitude Values
• Raster Mosaicing and Clipping
• Basic Raster Styling and Analysis
• Calculating Climate Anomaly
• Sampling Raster Data
• Zonal Statistics
• Extracting a Time-Series
• Extracting a Time-Series (XEE)

Dask

• Creating Spatial Data
• LISS4 Image Processing using XArray and Dask
• Creating a Median Composite with Dask
• Creating a Median Composite with Dask and Coiled

STAC

• STAC API Search
• STAC Query and Computation
• Deprecated Planetary Computer Sentinel-2 Median Composite View Notebook

AI and Deep Learning

Segment Geospatial

• Extracting Farm Boundaries using Segment Geospatial
• Detecting Mine Perimeter with Segment Geospatial

OpenAI API

• Mapping News Articles