@@ -31,7 +31,7 @@ EquityStack/
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## 📘 What’s Inside
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- ** Easy‑to‑use scripts (` .py ` )** for cleaning, validating, and transforming your data
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- - ** Jupyter & Quarto notebooks** showcasing real‑world examples— from exploratory analysis to modeling
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+ - ** Jupyter & Quarto notebooks** showcasing real‑world examples — from exploratory analysis to modeling
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- ** Spatial mapping tools** powered by ` geopandas ` and ` folium ` to visualize health & access indices
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- ** Survey & WEE analyses** with clear, commented code you can adapt to your own projects
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- ** Dashboard‑ready workflows** that reshape data (wide ↔ long) and export clean CSVs
@@ -42,7 +42,7 @@ EquityStack/
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## 🧭 Roadmap Snapshot
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> ✅ ** v1.0:** Clean modular structure, core domain helpers, spatial & social‑sector tools, and automated tests
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- > 🚀 ** v1.1+:** Interactive dashboards, NLP utilities, integration with real datasets, multi‑language support
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+ > 🚀 ** v1.1+:** Interactive dashboards, NLP utilities, integration with real datasets, multi‑language support
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For the full details on upcoming features, check out [ ROADMAP.md] ( ./ROADMAP.md ) .
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@@ -56,23 +56,35 @@ I love feedback and contributions! Reach out anytime:
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- 🌐 Website: [ varnasr.github.io] ( https://varnasr.github.io )
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- 💼 LinkedIn: [ Varna Sri Raman] ( https://www.linkedin.com/in/varna )
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- Or just open an issue or PR here on GitHub— I’m always happy to collaborate.
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+ Or just open an issue or PR here on GitHub — I’m always happy to collaborate.
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---
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## 📑 Citation
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If ** EquityStack** helps your work, please cite:
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- > Sri Raman, V. (2025). _ EquityStack: Reusable Tools for Applied Data Analysis and Evaluation_ . GitHub. https://github.com/Varnasr/EquityStack
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+ > Sri Raman, V. (2025). * EquityStack: Reusable Tools for Applied Data Analysis and Evaluation* . Zenodo. https://doi.org/10.5281/zenodo.15249477
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+
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+ ** BibTeX**
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+ ``` bibtex
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+ @software{sriraman_equitystack_2025,
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+ author = {Varna Sri Raman},
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+ title = {EquityStack: Reusable Tools for Applied Data Analysis and Evaluation},
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+ year = 2025,
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+ publisher = {Zenodo},
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+ doi = {10.5281/zenodo.15249477},
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+ url = {https://doi.org/10.5281/zenodo.15249477}
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+ }
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+ ```
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---
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## 📊 Repository Status & Metadata
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[ ![ License: MIT] ( https://img.shields.io/badge/License-MIT-blue?label=license )] ( LICENSE )
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[ ![ Build Status] ( https://github.com/Varnasr/EquityStack/actions/workflows/ci.yml/badge.svg )] ( https://github.com/Varnasr/EquityStack/actions )
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- [ ![ Zenodo DOI] ( https://zenodo.org/badge/DOI/10.5281/zenodo.<YOUR_DOI> .svg )] ( https://doi.org/10.5281/zenodo.<YOUR_DOI> )
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+ [ ![ DOI] ( https://zenodo.org/badge/DOI/10.5281/zenodo.15249477 .svg )] ( https://doi.org/10.5281/zenodo.15249477 )
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[ ![ Maintained] ( https://img.shields.io/badge/maintained-yes-brightgreen?label=2025 )] ( )
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