Getting Started with EarthAI Notebook

• Introduction to EarthAI Notebook
• How to Launch an EarthAI Jupyter Notebook
• Navigating EarthAI Notebook
• Running a Jupyter Notebook

Data, Code, and Compute Management

• How to Upload and Download Files
• How to Delete a Folder
• Install External Python Packages
• Selecting and Changing Compute Infrastructure

Reading and Writing Raster Data

• The EarthAI Catalog Query API
• Import an Earth OnDemand Query using %%eod Cell Magic
• Query Imagery Data using the EarthAI Catalog API
• Query the EarthAI Catalog using a Vector File
• How to Query the EarthAI Catalog with OpenStreetMap Data
• Chipping - Intersecting Extent

See all 9 articles

Reading and Writing Vector Data

• Read a Shapefile into a GeoPandas DataFrame
• Read a Shapefile into Spark DataFrame
• Read a GeoJSON File into a GeoPandas DataFrame
• Read a KML File into a GeoPandas DataFrame

Geospatial Data Visualization

• How to Display Vector Data on a Base Map using Folium
• Display Map Extents with %%eod Cell Magic
• Visualizing Assets with %%eod Cell Magic
• Visualizing an RGB Image using Rasterio
• How to Create Interactive Maps from a RasterFrame

Geospatial Operations

• Reprojecting Vector Data
• Spatial Join in GeoPandas
• Spatial Join in PySpark
• Masking Sentinel-2 L2A Using RasterFrames
• Masking Landsat 8 L1TP Using RasterFrames
• Masking MODIS MCD43A4 (NBAR) Using RasterFrames

See all 7 articles

Example Workflows

• Calculating NDVI near Palmas, Brazil
• Visualizing an NDVI Time Series Using the EarthAI Catalog API and RasterFrames
• How to Create a Natural Color Mosaic from Landsat-8 Imagery
• Crop Type Classification: Supervised Learning with RasterFrames and SparkML
• Water Body Classification: Supervised Learning with RasterFrames and SparkML
• Mean Built-up Index for USA Cities Using RasterFrames

Tools of the Trade

• JupyterLab
• Git Version Control
• XGBoost
• GDAL - Geospatial Data Abstraction Library
• Rasterio: Access to Geospatial Raster Data
• GeoPandas