--- license: cc-by-4.0 language: - en tags: - bridge - infrastructure - road-salt - deterioration - civil-engineering - united-states pretty_name: Bridgedeck — Road Salt Exposure (USGS) size_categories: - n<1K --- # Bridgedeck — Road Salt Exposure (USGS) Part of the **bridgedeck** dataset collection for US bridge deck deterioration research. ## Overview State-level road salt (deicing salt) tier classification for all 50 US states + DC, derived from USGS estimates of road salt application across the conterminous United States. Road salt is the strongest predictor of bridge deck deterioration in the bridgedeck XGBoost model (gain importance: `salt_proportion`=0.114, `salt_tier`=0.086), even as a static state-level proxy. Chloride from deicing salt penetrates concrete and accelerates rebar corrosion. ## Source **Citation:** Falcone, J.A., 2023. *Estimates of Road Salt Application across the Conterminous United States, 1992–2019 (ver. 2.0, August 2023)*. USGS data release. https://doi.org/10.5066/P9MWBBF5 **Downloaded from:** [USGS ScienceBase](https://data.usgs.gov/datacatalog/data/USGS:5b15a50ce4b092d9651e22b9) ## Schema One row per state (51 rows: 50 states + DC). | Column | Type | Description | |--------|------|-------------| | `state_code` | str | 2-digit FIPS state code (e.g. `"48"` = TX) | | `salt_tier` | int | Tier 1=Heavy, 2=Moderate, 3=Minimal | | `salt_proportion` | float | Relative salt use: 0.9 (heavy), 0.4 (moderate), 0.1 (minimal) | ## Tier Classification | Tier | Proportion | States | |------|-----------|--------| | 1 — Heavy | 0.9 | CT, DC, DE, IL, IN, MA, MD, ME, MI, MN, NH, NJ, NY, OH, PA, RI, VT, WI, WV | | 2 — Moderate | 0.4 | CO, IA, KS, KY, MO, MT, NE, NV, NM, ND, OK, OR, SD, TN, UT, WA, WY | | 3 — Minimal | 0.1 | AL, AR, AZ, CA, FL, GA, HI, ID, LA, MS, NC, SC, TX, VA | ## Join Key Join to NBI bridge data on `state_code` (2-digit FIPS string). ## Known Limitations - **Static** — does not vary by year. Salt use has increased over time but the tier classification reflects the long-term average pattern (1992–2019). - **State-level** — does not capture within-state variation (e.g., mountain counties in CO use more salt than desert counties). - The full USGS release includes annual raster grids at ~1 km resolution for 1992–2019 (~230 MB). This simplified tier table is used here as a lightweight proxy. ## Related Datasets This dataset is part of the bridgedeck collection: | Repo | Description | |------|-------------| | `sweetapricity/bridgedeck-nbi` | National Bridge Inventory — structural features, 2000–2023 | | `sweetapricity/bridgedeck-prism` | PRISM climate features at bridge locations, 2000–2023 | | `sweetapricity/bridgedeck-noaa` | NOAA storm event counts by county, 2000–2023 | | `sweetapricity/bridgedeck-nshm` | USGS seismic hazard at bridge locations (static) | | `sweetapricity/bridgedeck-nfhl` | FEMA flood zone classification at bridge locations (static) | | `sweetapricity/bridgedeck-salt` | **This dataset** — USGS road salt tiers by state (static) | ## Paper > Ibrahim, A., Abdelkhalek, S., Zayed, T., Qureshi, A. H., & Mohammed Abdelkader, E. > (2024). A comprehensive review of the key deterioration factors of concrete bridge > decks. *Buildings*, 14(11), 3425.