---
title: Spatial Interpolation Modeler
emoji: 🔆
colorFrom: yellow
colorTo: green
sdk: gradio
app_file: app.py
pinned: false
---

# Spatial Interpolation & Geodemographic Modeler

An interactive computational tool designed for spatial demographics, public opinion modeling, environmental exposure, and digital humanities to estimate un-sampled points and cluster tracts.

### Features
1. **Inverse Distance Weighting (IDW)**: Dynamically estimates and predicts values (e.g. air quality, household income) at un-sampled target coordinates.
2. **Dense Bounding Bounding Surface Grid**: Auto-compiles a dense 15x15 coordinate interpolation matrix to display a smooth, color-graded Leaflet map.
3. **K-Means Geodemographic Segments**: Performs multivariate clustering using census indicators (such as poverty, unemployment, and rent) to group tracts.
4. **Interactive Leaflet Maps**: Displays sampled markers and dense estimated grids in beautiful spectral visual gradients to show spatial patterns.