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@@ -30,7 +30,7 @@ If you use this data, please cite:
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  ```bibtex
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  @article{britto2026powergrid,
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  title = {Building Power Grid Models from Open Data: A Complete Pipeline from OpenStreetMap to Optimal Power Flow},
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- author = {Britto, Andrea and Spina, Thiago and Yang, Weiwei and Zhang, Baosen and White, Chris},
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  year = {2026},
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  note = {Microsoft Research Catalyst Lab}
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  }
@@ -443,32 +443,6 @@ println("Status: \$(result[\"termination_status\"])")
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  - **Load allocation**: [U.S. Census](https://www.census.gov/) tract-level population as spatial proxy
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  - **BA boundaries**: [HIFLD Electric Planning Areas](https://services5.arcgis.com/HDRa0B57OVrv2E1q/arcgis/rest/services/Electric_Planning_Areas/FeatureServer/0) (ArcGIS FeatureServer)
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- ## Data Viewer
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-
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- An interactive browser-based viewer is available in the [GridSFM repository](https://github.com/microsoft/GridSFM/tree/main/power_grid). It visualizes the network topology on a map and shows OPF results (dispatch, congestion, economic summary) for any state or region.
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-
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- **Requirements:** Python 3.8+ (stdlib only — no pip packages needed). The front-end uses [Leaflet.js](https://leafletjs.com/) loaded from CDN.
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-
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- **Usage:**
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-
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- ```bash
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- cd viewer
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- python serve.py --data-dir ../ --port 8050
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- ```
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-
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- Then open `http://localhost:8050` in a browser.
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-
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- | Option | Default | Description |
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- |--------|---------|-------------|
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- | `--data-dir` | `../` (parent of `viewer/`) | Root directory containing `16h/` and `04h/` folders |
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- | `--port` | `8050` | HTTP server port |
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-
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- The viewer provides four views:
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- 1. **Network Model** — bus-branch topology on a Leaflet map, color-coded by voltage level
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- 2. **OPF Summary** — generation mix, cost breakdown, solver status
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- 3. **Economic Dispatch** — generator dispatch stack by fuel type
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- 4. **Line Congestion** — branch loading and thermal limit utilization
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-
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  ## Per-Unit Convention
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  All power quantities use system base `baseMVA = 100 MVA`:
 
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  ```bibtex
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  @article{britto2026powergrid,
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  title = {Building Power Grid Models from Open Data: A Complete Pipeline from OpenStreetMap to Optimal Power Flow},
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+ author = {Britto, Andrea and Spina, Thiago and Yang, Weiwei and Fowers, Spencer and Zhang, Baosen and White, Chris},
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  year = {2026},
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  note = {Microsoft Research Catalyst Lab}
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  }
 
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  - **Load allocation**: [U.S. Census](https://www.census.gov/) tract-level population as spatial proxy
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  - **BA boundaries**: [HIFLD Electric Planning Areas](https://services5.arcgis.com/HDRa0B57OVrv2E1q/arcgis/rest/services/Electric_Planning_Areas/FeatureServer/0) (ArcGIS FeatureServer)
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  ## Per-Unit Convention
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  All power quantities use system base `baseMVA = 100 MVA`: