Datasets:
osm_id large_stringlengths 11 17 ⌀ | name large_stringlengths 1 76 ⌀ | lat float64 8.9 60.3 ⌀ | lon float64 -112.45 -10 ⌀ | fips large_stringclasses 972
values | customers float64 8 284k ⌀ | water_population int64 0 614k ⌀ | consequence float64 8 642k ⌀ |
|---|---|---|---|---|---|---|---|
node/1743496119 | null | 29.559616 | -95.653073 | 48157 | 21,252 | 232 | 21,484 |
node/2847791406 | null | 29.718165 | -95.070178 | 48201 | 10,269 | 0 | 10,269 |
node/9662501205 | null | 31.72251 | -83.277565 | 13017 | 1,557 | 0 | 1,557 |
node/9667366078 | null | 32.00657 | -84.240093 | 13261 | 2,035 | 0 | 2,035 |
node/9667572589 | null | 32.254205 | -84.107343 | 13193 | 478 | 0 | 478 |
node/9667572775 | null | 32.40507 | -84.075466 | 13193 | 1,202 | 151 | 1,353 |
node/9667949275 | null | 32.037144 | -84.229245 | 13261 | 4,382 | 4,166 | 8,548 |
node/9674353815 | null | 32.451527 | -83.733454 | 13153 | 6,616 | 15,569 | 22,185 |
node/9689407777 | null | 33.659416 | -83.997199 | 13247 | 4,957 | 0 | 4,957 |
node/9689407778 | null | 33.659389 | -83.997162 | 13247 | 4,952 | 0 | 4,952 |
node/9689407940 | Pactiv Substation | 33.676275 | -84.036875 | 13247 | 4,887 | 0 | 4,887 |
node/9689407955 | null | 33.676065 | -84.042284 | 13247 | 4,589 | 0 | 4,589 |
node/9689408273 | Martin Marietta Substation | 33.634671 | -83.888785 | 13217 | 2,063 | 435 | 2,498 |
node/9689408362 | null | 33.612231 | -83.844538 | 13217 | 3,027 | 0 | 3,027 |
node/9689408421 | null | 33.613249 | -83.834953 | 13217 | 2,916 | 0 | 2,916 |
node/9689408422 | null | 33.613289 | -83.834902 | 13217 | 2,914 | 0 | 2,914 |
node/9689408430 | null | 33.611963 | -83.834352 | 13217 | 2,971 | 26,009 | 28,980 |
node/9689408431 | null | 33.611926 | -83.834328 | 13217 | 2,972 | 26,050 | 29,022 |
node/9689616502 | null | 33.65407 | -83.702786 | 13297 | 1,446 | 0 | 1,446 |
node/9689616503 | null | 33.654122 | -83.702075 | 13297 | 1,445 | 0 | 1,445 |
node/9689616504 | null | 33.654077 | -83.702075 | 13297 | 1,445 | 0 | 1,445 |
node/9689616505 | null | 33.653982 | -83.700902 | 13297 | 1,442 | 0 | 1,442 |
node/9689616510 | null | 33.653634 | -83.697698 | 13297 | 1,432 | 0 | 1,432 |
node/9689616511 | null | 33.653722 | -83.698702 | 13297 | 1,435 | 0 | 1,435 |
node/9689622019 | null | 33.653463 | -83.693819 | 13297 | 1,422 | 0 | 1,422 |
node/9689622020 | null | 33.653532 | -83.693822 | 13297 | 1,423 | 0 | 1,423 |
node/9689622021 | null | 33.653591 | -83.694712 | 13297 | 1,426 | 1,811 | 3,237 |
node/9689622022 | null | 33.653544 | -83.694724 | 13297 | 1,425 | 0 | 1,425 |
node/9689622029 | null | 33.653579 | -83.696664 | 13297 | 1,429 | 1,832 | 3,261 |
node/9689622030 | null | 33.653592 | -83.696733 | 13297 | 1,430 | 1,828 | 3,258 |
node/9689622031 | null | 33.653745 | -83.698999 | 13297 | 1,436 | 0 | 1,436 |
node/9689622032 | null | 33.65394 | -83.700392 | 13297 | 1,440 | 0 | 1,440 |
node/9695594850 | Vulcan Materials Substation | 33.538232 | -83.070281 | 13133 | 606 | 582 | 1,188 |
node/9701307443 | null | 34.024145 | -85.04137 | 13233 | 977 | 0 | 977 |
node/9701307444 | null | 34.024123 | -85.041419 | 13233 | 978 | 0 | 978 |
node/9701307445 | null | 34.02411 | -85.041496 | 13233 | 978 | 0 | 978 |
node/9701307516 | null | 34.017126 | -85.047714 | 13233 | 1,031 | 0 | 1,031 |
node/9701307517 | null | 34.017097 | -85.047759 | 13233 | 1,032 | 0 | 1,032 |
node/9701307518 | null | 34.01706 | -85.047791 | 13233 | 1,032 | 0 | 1,032 |
node/9703986249 | null | 34.013281 | -85.279491 | 13233 | 1,577 | 0 | 1,577 |
node/9703986250 | null | 34.013331 | -85.279489 | 13233 | 1,576 | 0 | 1,576 |
node/9703986259 | null | 34.01417 | -85.281316 | 13233 | 1,543 | 0 | 1,543 |
node/9703986263 | null | 34.015255 | -85.281315 | 13233 | 1,538 | 0 | 1,538 |
node/9703986264 | null | 34.015214 | -85.281315 | 13233 | 1,538 | 0 | 1,538 |
node/9703986265 | null | 34.015169 | -85.281315 | 13233 | 1,539 | 0 | 1,539 |
node/9704725623 | null | 34.207103 | -85.176911 | 13115 | 2,854 | 0 | 2,854 |
node/9704725627 | null | 34.20561 | -85.175953 | 13115 | 2,781 | 0 | 2,781 |
node/9704725641 | null | 34.221863 | -85.18215 | 13115 | 3,720 | 0 | 3,720 |
node/9706809992 | null | 33.051949 | -84.17258 | 13171 | 2,253 | 0 | 2,253 |
node/9706853970 | null | 34.511603 | -84.96636 | 13129 | 2,536 | 0 | 2,536 |
node/9711998210 | null | 34.220345 | -84.796337 | 13015 | 4,577 | 7 | 4,584 |
node/9711998211 | null | 34.219349 | -84.797021 | 13015 | 4,573 | 0 | 4,573 |
node/9711998212 | null | 34.218852 | -84.793827 | 13015 | 4,305 | 8 | 4,313 |
node/9712008656 | null | 34.245543 | -84.783188 | 13015 | 4,032 | 279 | 4,311 |
node/9718111434 | null | 34.728957 | -84.966379 | 13313 | 1,715 | 0 | 1,715 |
node/9718111435 | null | 34.728898 | -84.966083 | 13313 | 1,714 | 0 | 1,714 |
node/9718111436 | null | 34.728956 | -84.966081 | 13313 | 1,715 | 0 | 1,715 |
node/9718111437 | null | 34.729048 | -84.966087 | 13313 | 1,717 | 0 | 1,717 |
node/9718111438 | null | 34.729002 | -84.966081 | 13313 | 1,716 | 0 | 1,716 |
node/9718111492 | null | 34.730498 | -84.945492 | 13313 | 1,694 | 0 | 1,694 |
node/9718111493 | null | 34.730453 | -84.945492 | 13313 | 1,693 | 0 | 1,693 |
node/9718111505 | null | 34.73495 | -84.945609 | 13313 | 1,800 | 0 | 1,800 |
node/9718111506 | null | 34.734991 | -84.94561 | 13313 | 1,801 | 0 | 1,801 |
node/9718111507 | null | 34.735038 | -84.94561 | 13313 | 1,802 | 0 | 1,802 |
node/9718111508 | null | 34.735078 | -84.945608 | 13313 | 1,803 | 0 | 1,803 |
node/9718111510 | null | 34.733397 | -84.945254 | 13313 | 1,760 | 0 | 1,760 |
node/9718111511 | null | 34.733451 | -84.945256 | 13313 | 1,761 | 0 | 1,761 |
node/9718111512 | null | 34.733503 | -84.945257 | 13313 | 1,762 | 0 | 1,762 |
node/9718634144 | null | 34.411932 | -85.392041 | 13055 | 942 | 554 | 1,496 |
node/9721954227 | null | 31.280992 | -84.181769 | 13205 | 870 | 0 | 870 |
node/9721954228 | null | 31.280955 | -84.181781 | 13205 | 871 | 0 | 871 |
node/9721954229 | null | 31.280916 | -84.181797 | 13205 | 871 | 0 | 871 |
node/9724159839 | null | 31.89726 | -84.263493 | 13177 | 2,916 | 335 | 3,251 |
node/9730283167 | null | 33.235887 | -84.295936 | 13255 | 3,732 | 0 | 3,732 |
node/9730283172 | null | 33.228057 | -84.288206 | 13255 | 3,040 | 0 | 3,040 |
node/9730283182 | null | 33.231589 | -84.283595 | 13255 | 3,398 | 0 | 3,398 |
node/9738685322 | null | 34.420787 | -84.326389 | 13085 | 2,067 | 0 | 2,067 |
node/9738685323 | null | 34.421631 | -84.326816 | 13085 | 2,064 | 0 | 2,064 |
node/9738685326 | null | 34.421545 | -84.328555 | 13085 | 2,041 | 0 | 2,041 |
node/9738707409 | null | 34.467313 | -84.400305 | 13227 | 3,451 | 4,687 | 8,138 |
node/9738707832 | null | 34.683195 | -84.486724 | 13123 | 5,802 | 0 | 5,802 |
node/9740731922 | null | 34.420324 | -83.104141 | 13119 | 1,100 | 0 | 1,100 |
node/9740731946 | null | 34.453839 | -83.087021 | 13119 | 875 | 4,042 | 4,917 |
node/9740732112 | null | 34.329314 | -82.939856 | 13147 | 1,815 | 0 | 1,815 |
node/9740732153 | null | 34.326505 | -82.968516 | 13147 | 2,198 | 0 | 2,198 |
node/9740732552 | null | 34.41474 | -83.096566 | 13119 | 1,065 | 0 | 1,065 |
node/9749115225 | null | 33.73064 | -85.273697 | 13143 | 1,342 | 0 | 1,342 |
node/9749115226 | null | 33.732239 | -85.272579 | 13143 | 1,375 | 0 | 1,375 |
node/9749115227 | null | 33.732206 | -85.272563 | 13143 | 1,374 | 0 | 1,374 |
node/9749115229 | null | 33.734963 | -85.279358 | 13143 | 1,353 | 0 | 1,353 |
node/9919465727 | null | 34.762943 | -81.645206 | 45087 | 552 | 0 | 552 |
node/10759691407 | null | 32.825175 | -85.728437 | 01123 | 1,020 | 5,993 | 7,013 |
node/10759691408 | null | 32.827532 | -85.724563 | 01123 | 998 | 96 | 1,094 |
node/10909366190 | null | 30.282972 | -89.770559 | 22103 | 2,530 | 0 | 2,530 |
node/10909366609 | null | 30.308357 | -89.829528 | 22103 | 3,480 | 0 | 3,480 |
node/10909366616 | null | 30.305912 | -89.828707 | 22103 | 3,428 | 39 | 3,467 |
node/10909366624 | null | 30.302462 | -89.82746 | 22103 | 3,356 | 43 | 3,399 |
node/10909366810 | null | 30.272307 | -89.844426 | 22103 | 3,072 | 0 | 3,072 |
node/10909367233 | null | 30.378023 | -90.03217 | 22103 | 6,693 | 5,203 | 11,896 |
node/10911912615 | null | 30.4584 | -89.69378 | 28045 | 936 | 934 | 1,870 |
Hurricane outage feature table
A per-(storm, county) feature table for predicting hurricane power-outage impact across the US South-East and Gulf coast, built entirely from public sources. Each row pairs a landfalling hurricane with a county, the county's exposure and its proximity to the storm, and the observed peak number of customers left without power.
Files
model_table.parquet— the feature table: 27,216 rows (28 storms x 972 counties).storms.parquet— the storm catalogue (storm_id,name,year, peak intensity, landfall time).exposure.parquet— county exposure (fips,population, centroidlat/lon).
Schema (model_table.parquet)
| column | description |
|---|---|
storm_id, name, year |
storm identity; storm_id is the leave-one-storm-out key |
fips |
five-digit county FIPS |
dist_km |
county centroid to the storm's closest track approach |
wind_decayed_kt |
storm peak wind attenuated by distance: a county-varying exposure proxy |
forward_speed_kt |
storm mean forward speed |
population |
county population |
max_wind_kt, min_pressure_mb |
storm peak intensity |
peak_customers_out |
label: peak customers without power over the storm window |
Sources and licences
| Source | Provides | Licence |
|---|---|---|
| NOAA HURDAT2 | storm tracks, wind, pressure | public domain |
| ORNL EAGLE-I (Figshare 24237376) | county customers-out, 15-minute | CC-BY-4.0 |
| US Census (Population Estimates, Gazetteer) | county population, centroids | public domain |
Coverage is US South-East and Gulf landfalling hurricanes from 2014, when EAGLE-I coverage begins, through 2025.
Construction and limitations
The label is the peak county customers-out over [landfall − 3 days, landfall + 10 days].
Where two same-year storms have overlapping windows, each window is clipped at the
midpoint between landfalls so no outage is attributed to both storms. Caveats:
- The label includes routine, non-storm background outages; it is not baseline-subtracted. Counties a storm did not materially affect carry small or zero peaks.
- The label counts customer accounts, whereas
populationis residents, so a few counties show outages above their population. dist_kmandwind_decayed_ktstand in for a physical wind-field model, which is not included here.
Released under CC-BY-4.0. Please attribute ORNL EAGLE-I, NOAA, and the US Census Bureau.
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