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watersheddefenders's Introduction

Watershed Defenders

Folder Structure: Data /Raw (Unprocessed) /Processed (Analysis In Progress) /Final (Ready to be used)

Coding ..

Tech Stack: Step 1 - Coding Environments:

  • ArcGIS Pro
  • QGIS /GeoDa
  • Google Colab (Jupyter Notebook)
  • Jupyter Notebook (local)

Step 2 - Data Exploration & Analysis (Python) Data Loading & Manipulation

  • Pandas/GeoPandas, GDAL/ORG, PyProj, Rasterio Analysis
  • Shapely, GeoPandas, Rasterio, NumPy/SciPy
  • Advanced: Scikit-learn, Tensorflow Visualization
  • ipyleaflet, plotly

Step 3 - Web App Option 1 (Low-Code, Medium-Customization, Medium-Interactive, Medium-Effort)

  • ArcGIS Online, Experience Builder
    • Data pulled from AGO portals, Github, or Microsoft Docs

Option 2 (High-Code, High-Customization, Variable-Interactive, High-Effort)

  • HTMl/CSS: Bootstrap 5
  • JavaScript: Mapbox.js/.gl, D3.js, Leaflet.js, Turf,js, OpenLayers.js

Option 3 (No-Code, Low-Customization, Medium-Interactive, Low-Effort)

  • Felt Maps

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