Add dataset card for salt
Browse files
README.md
ADDED
|
@@ -0,0 +1,87 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: cc-by-4.0
|
| 3 |
+
language:
|
| 4 |
+
- en
|
| 5 |
+
tags:
|
| 6 |
+
- bridge
|
| 7 |
+
- infrastructure
|
| 8 |
+
- road-salt
|
| 9 |
+
- deterioration
|
| 10 |
+
- civil-engineering
|
| 11 |
+
- united-states
|
| 12 |
+
pretty_name: Bridgedeck — Road Salt Exposure (USGS)
|
| 13 |
+
size_categories:
|
| 14 |
+
- n<1K
|
| 15 |
+
---
|
| 16 |
+
|
| 17 |
+
# Bridgedeck — Road Salt Exposure (USGS)
|
| 18 |
+
|
| 19 |
+
Part of the **bridgedeck** dataset collection for US bridge deck deterioration research.
|
| 20 |
+
|
| 21 |
+
## Overview
|
| 22 |
+
|
| 23 |
+
State-level road salt (deicing salt) tier classification for all 50 US states + DC,
|
| 24 |
+
derived from USGS estimates of road salt application across the conterminous United States.
|
| 25 |
+
|
| 26 |
+
Road salt is the strongest predictor of bridge deck deterioration in the bridgedeck
|
| 27 |
+
XGBoost model (gain importance: `salt_proportion`=0.114, `salt_tier`=0.086), even as
|
| 28 |
+
a static state-level proxy. Chloride from deicing salt penetrates concrete and
|
| 29 |
+
accelerates rebar corrosion.
|
| 30 |
+
|
| 31 |
+
## Source
|
| 32 |
+
|
| 33 |
+
**Citation:** Falcone, J.A., 2023. *Estimates of Road Salt Application across the
|
| 34 |
+
Conterminous United States, 1992–2019 (ver. 2.0, August 2023)*. USGS data release.
|
| 35 |
+
https://doi.org/10.5066/P9MWBBF5
|
| 36 |
+
|
| 37 |
+
**Downloaded from:** [USGS ScienceBase](https://data.usgs.gov/datacatalog/data/USGS:5b15a50ce4b092d9651e22b9)
|
| 38 |
+
|
| 39 |
+
## Schema
|
| 40 |
+
|
| 41 |
+
One row per state (51 rows: 50 states + DC).
|
| 42 |
+
|
| 43 |
+
| Column | Type | Description |
|
| 44 |
+
|--------|------|-------------|
|
| 45 |
+
| `state_code` | str | 2-digit FIPS state code (e.g. `"48"` = TX) |
|
| 46 |
+
| `salt_tier` | int | Tier 1=Heavy, 2=Moderate, 3=Minimal |
|
| 47 |
+
| `salt_proportion` | float | Relative salt use: 0.9 (heavy), 0.4 (moderate), 0.1 (minimal) |
|
| 48 |
+
|
| 49 |
+
## Tier Classification
|
| 50 |
+
|
| 51 |
+
| Tier | Proportion | States |
|
| 52 |
+
|------|-----------|--------|
|
| 53 |
+
| 1 — Heavy | 0.9 | CT, DC, DE, IL, IN, MA, MD, ME, MI, MN, NH, NJ, NY, OH, PA, RI, VT, WI, WV |
|
| 54 |
+
| 2 — Moderate | 0.4 | CO, IA, KS, KY, MO, MT, NE, NV, NM, ND, OK, OR, SD, TN, UT, WA, WY |
|
| 55 |
+
| 3 — Minimal | 0.1 | AL, AR, AZ, CA, FL, GA, HI, ID, LA, MS, NC, SC, TX, VA |
|
| 56 |
+
|
| 57 |
+
## Join Key
|
| 58 |
+
|
| 59 |
+
Join to NBI bridge data on `state_code` (2-digit FIPS string).
|
| 60 |
+
|
| 61 |
+
## Known Limitations
|
| 62 |
+
|
| 63 |
+
- **Static** — does not vary by year. Salt use has increased over time but the tier
|
| 64 |
+
classification reflects the long-term average pattern (1992–2019).
|
| 65 |
+
- **State-level** — does not capture within-state variation (e.g., mountain counties
|
| 66 |
+
in CO use more salt than desert counties).
|
| 67 |
+
- The full USGS release includes annual raster grids at ~1 km resolution for 1992–2019
|
| 68 |
+
(~230 MB). This simplified tier table is used here as a lightweight proxy.
|
| 69 |
+
|
| 70 |
+
## Related Datasets
|
| 71 |
+
|
| 72 |
+
This dataset is part of the bridgedeck collection:
|
| 73 |
+
|
| 74 |
+
| Repo | Description |
|
| 75 |
+
|------|-------------|
|
| 76 |
+
| `sweetapricity/bridgedeck-nbi` | National Bridge Inventory — structural features, 2000–2023 |
|
| 77 |
+
| `sweetapricity/bridgedeck-prism` | PRISM climate features at bridge locations, 2000–2023 |
|
| 78 |
+
| `sweetapricity/bridgedeck-noaa` | NOAA storm event counts by county, 2000–2023 |
|
| 79 |
+
| `sweetapricity/bridgedeck-nshm` | USGS seismic hazard at bridge locations (static) |
|
| 80 |
+
| `sweetapricity/bridgedeck-nfhl` | FEMA flood zone classification at bridge locations (static) |
|
| 81 |
+
| `sweetapricity/bridgedeck-salt` | **This dataset** — USGS road salt tiers by state (static) |
|
| 82 |
+
|
| 83 |
+
## Paper
|
| 84 |
+
|
| 85 |
+
> Ibrahim, A., Abdelkhalek, S., Zayed, T., Qureshi, A. H., & Mohammed Abdelkader, E.
|
| 86 |
+
> (2024). A comprehensive review of the key deterioration factors of concrete bridge
|
| 87 |
+
> decks. *Buildings*, 14(11), 3425.
|