cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17543536
title: Lake Ice Forecasting with Deep Learning - Archived Data

description: This data archive accompanies the article “A Deep Learning Approach to Lake Ice Forecasting”. It contains the harmonized lake datasets and the current version of the Lake Ice Forecasting – Deep Learning (LIF-DL) model required to reproduce the results presented in the publication.

The archive is organized as follows:





LIF_DL_Best/ — Contains the trained model checkpoint file (.ckpt), along with required supplementary data and metadata necessary for model deployment and inference.




nc/ — Contains harmonized lake datasets for five study sites: Great Bear Lake, Great Slave Lake, Lake Athabasca, Reindeer Lake, and Lake Winnipeg.Each dataset is provided as a NetCDF file containing daily variables from the Interactive Multisensor Snow and Ice Mapping System (IMS), ERA5, and the Global Lake Database (GLDB).The datasets span 2004-02-25 to 2021-12-31, at 4 km spatial resolution, in EPSG:3411 projection.



These data are intended for use with the corresponding code repository available on GitHub: 

https://github.com/h2o-geomatics/lif-dl

Together, the code and dataset enable full reproduction of the experiments, figures, and results described in the article.
DOI: 10.25549/inscriptifact-ouc110782741
title: Proto-Sinaitic Inscription 368

description: [Text Description:] Illegible ❧ [Text or Publication Number Note:] Sinai 368 ❧ [Excavation Description:] Discovered in a tumulus in 1930, about 75 meters south of Mine L ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Stele, 31 x 19 cm. ❧ [Physical Object Note:] Inscription is illegible
DOI: 10.5281/zenodo.17543535
title: Lake Ice Forecasting with Deep Learning - Archived Data

description: This data archive accompanies the article “A Deep Learning Approach to Lake Ice Forecasting”. It contains the harmonized lake datasets and the current version of the Lake Ice Forecasting – Deep Learning (LIF-DL) model required to reproduce the results presented in the publication.

The archive is organized as follows:





LIF_DL_Best/ — Contains the trained model checkpoint file (.ckpt), along with required supplementary data and metadata necessary for model deployment and inference.




nc/ — Contains harmonized lake datasets for five study sites: Great Bear Lake, Great Slave Lake, Lake Athabasca, Reindeer Lake, and Lake Winnipeg.Each dataset is provided as a NetCDF file containing daily variables from the Interactive Multisensor Snow and Ice Mapping System (IMS), ERA5, and the Global Lake Database (GLDB).The datasets span 2004-02-25 to 2021-12-31, at 4 km spatial resolution, in EPSG:3411 projection.



These data are intended for use with the corresponding code repository available on GitHub: 

https://github.com/h2o-geomatics/lif-dl

Together, the code and dataset enable full reproduction of the experiments, figures, and results described in the article.
DOI: 10.25549/inscriptifact-ouc110782417
title: Proto-Sinaitic Inscription 352

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 352 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 30 x 19 cm
DOI: 10.15468/dl.5m4q8j
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ophrys panattensis",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025657-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110782737
title: Proto-Sinaitic Inscription 368

description: [Text Description:] Illegible ❧ [Text or Publication Number Note:] Sinai 368 ❧ [Excavation Description:] Discovered in a tumulus in 1930, about 75 meters south of Mine L ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Stele, 31 x 19 cm. ❧ [Physical Object Note:] Inscription is illegible
DOI: 10.15468/dl.4knpd4
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, Portugal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Mustela erminea",
 "Year 1970-2000"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025656-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110782409
title: Proto-Sinaitic Inscription 352

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 352 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 30 x 19 cm
DOI: 10.25549/inscriptifact-ouc110782733
title: Proto-Sinaitic Inscription 368

description: [Text Description:] Illegible ❧ [Text or Publication Number Note:] Sinai 368 ❧ [Excavation Description:] Discovered in a tumulus in 1930, about 75 meters south of Mine L ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Stele, 31 x 19 cm. ❧ [Physical Object Note:] Inscription is illegible
DOI: 10.25549/inscriptifact-ouc110782395
title: Proto-Sinaitic Inscription 349

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 349 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 32 x 24 cm
DOI: 10.34740/kaggle/dsv/13685112
title: Market Prices of Commodities in South Tangerang
DOI: 10.25549/inscriptifact-ouc110782710
title: Proto-Sinaitic Inscription 368

description: [Text Description:] Illegible ❧ [Text or Publication Number Note:] Sinai 368 ❧ [Excavation Description:] Discovered in a tumulus in 1930, about 75 meters south of Mine L ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Stele, 31 x 19 cm. ❧ [Physical Object Note:] Inscription is illegible
DOI: 10.25549/inscriptifact-ouc110782391
title: Proto-Sinaitic Inscription 349

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 349 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 32 x 24 cm
DOI: 10.25549/inscriptifact-ouc110782658
title: Proto-Sinaitic Inscription 368

description: [Text Description:] Illegible ❧ [Text or Publication Number Note:] Sinai 368 ❧ [Excavation Description:] Discovered in a tumulus in 1930, about 75 meters south of Mine L ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Stele, 31 x 19 cm. ❧ [Physical Object Note:] Inscription is illegible
DOI: 10.25549/inscriptifact-ouc110782380
title: Proto-Sinaitic Inscription 349

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 349 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 32 x 24 cm
DOI: 10.25549/inscriptifact-ouc110782656
title: Head of a Semite

description: [Medium:] Stone ❧ [Physical Object Description:] Figure of head carved in stone
DOI: 10.25549/inscriptifact-ouc110782651
title: Head of a Semite

description: [Medium:] Stone ❧ [Physical Object Description:] Figure of head carved in stone
DOI: 10.25549/inscriptifact-ouc110782576
title: Proto-Sinaitic Inscription 369

description: [Text Description:] Dedication to Hathor with figure of Hathor ❧ [Text or Publication Number Note:] Sinai 369 ❧ [Excavation Description:] Found in the interior of the Hathor temple at Serabit el-Khadem ❧ [Medium:] Stone ❧ [Script Note:] Hieroglyphs ❧ [Physical Object Description:] Block statuette with bas relief and inscription, red sandstone
DOI: 10.25549/inscriptifact-ouc110782647
title: Proto-Sinaitic Inscription 368

description: [Text Description:] Illegible ❧ [Text or Publication Number Note:] Sinai 368 ❧ [Excavation Description:] Discovered in a tumulus in 1930, about 75 meters south of Mine L ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Stele, 31 x 19 cm. ❧ [Physical Object Note:] Inscription is illegible
DOI: 10.25549/inscriptifact-ouc110782570
title: Proto-Sinaitic Inscription 369

description: [Text Description:] Dedication to Hathor with figure of Hathor ❧ [Text or Publication Number Note:] Sinai 369 ❧ [Excavation Description:] Found in the interior of the Hathor temple at Serabit el-Khadem ❧ [Medium:] Stone ❧ [Script Note:] Hieroglyphs ❧ [Physical Object Description:] Block statuette with bas relief and inscription, red sandstone
DOI: 10.25549/inscriptifact-ouc110782644
title: Head of a Semite

description: [Medium:] Stone ❧ [Physical Object Description:] Figure of head carved in stone
DOI: 10.25549/inscriptifact-ouc110782568
title: Proto-Sinaitic Inscription 369

description: [Text Description:] Dedication to Hathor with figure of Hathor ❧ [Text or Publication Number Note:] Sinai 369 ❧ [Excavation Description:] Found in the interior of the Hathor temple at Serabit el-Khadem ❧ [Medium:] Stone ❧ [Script Note:] Hieroglyphs ❧ [Physical Object Description:] Block statuette with bas relief and inscription, red sandstone
DOI: 10.25549/inscriptifact-ouc110782638
title: Head of a Semite

description: [Medium:] Stone ❧ [Physical Object Description:] Figure of head carved in stone
DOI: 10.25549/inscriptifact-ouc110782565
title: Proto-Sinaitic Inscription 369

description: [Text Description:] Dedication to Hathor with figure of Hathor ❧ [Text or Publication Number Note:] Sinai 369 ❧ [Excavation Description:] Found in the interior of the Hathor temple at Serabit el-Khadem ❧ [Medium:] Stone ❧ [Script Note:] Hieroglyphs ❧ [Physical Object Description:] Block statuette with bas relief and inscription, red sandstone
DOI: 10.25549/inscriptifact-ouc110782607
title: Proto-Sinaitic Inscription 369

description: [Text Description:] Dedication to Hathor with figure of Hathor ❧ [Text or Publication Number Note:] Sinai 369 ❧ [Excavation Description:] Found in the interior of the Hathor temple at Serabit el-Khadem ❧ [Medium:] Stone ❧ [Script Note:] Hieroglyphs ❧ [Physical Object Description:] Block statuette with bas relief and inscription, red sandstone
DOI: 10.25549/inscriptifact-ouc110782559
title: Proto-Sinaitic Inscription 351

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 351 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 32 x 22 cm ❧ [Physical Object Note:] Same block contains Sinai 349; includes depiction of god Ptah
DOI: 10.25549/inscriptifact-ouc110782838
title: Proto-Sinaitic Inscription 371

description: [Text Description:] A bird and 2 unidentified signs ❧ [Text or Publication Number Note:] Sinai 371 ❧ [Excavation Description:] Discovered in 1930 in tumulus between Wadi Qatar and Wadi Umm Themaim, 150m SE of Mine K ❧ [Medium:] Stone ❧ [Script Note:] Unknown ❧ [Physical Object Description:] Stone plaque, 27 x 18 cm ❧ [Physical Object Note:] Contains engraving of bird and 2 unidenitifed signs
DOI: 10.25549/inscriptifact-ouc110782369
title: Proto-Sinaitic Inscription 353

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 353 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 40 x 27 cm ❧ [Physical Object Note:] Some fragments joined to Sinai 354
DOI: 10.25549/inscriptifact-ouc110782835
title: Proto-Sinaitic Inscription 371

description: [Text Description:] A bird and 2 unidentified signs ❧ [Text or Publication Number Note:] Sinai 371 ❧ [Excavation Description:] Discovered in 1930 in tumulus between Wadi Qatar and Wadi Umm Themaim, 150m SE of Mine K ❧ [Medium:] Stone ❧ [Script Note:] Unknown ❧ [Physical Object Description:] Stone plaque, 27 x 18 cm ❧ [Physical Object Note:] Contains engraving of bird and 2 unidenitifed signs
DOI: 10.25549/inscriptifact-ouc110782366
title: Proto-Sinaitic Inscription 353

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 353 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 40 x 27 cm ❧ [Physical Object Note:] Some fragments joined to Sinai 354
DOI: 10.25549/inscriptifact-ouc110782833
title: Proto-Sinaitic Inscription 371

description: [Text Description:] A bird and 2 unidentified signs ❧ [Text or Publication Number Note:] Sinai 371 ❧ [Excavation Description:] Discovered in 1930 in tumulus between Wadi Qatar and Wadi Umm Themaim, 150m SE of Mine K ❧ [Medium:] Stone ❧ [Script Note:] Unknown ❧ [Physical Object Description:] Stone plaque, 27 x 18 cm ❧ [Physical Object Note:] Contains engraving of bird and 2 unidenitifed signs
DOI: 10.25549/inscriptifact-ouc110782364
title: Proto-Sinaitic Inscription 353

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 353 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 40 x 27 cm ❧ [Physical Object Note:] Some fragments joined to Sinai 354
DOI: 10.25549/inscriptifact-ouc110782811
title: Proto-Sinaitic Inscription 371

description: [Text Description:] A bird and 2 unidentified signs ❧ [Text or Publication Number Note:] Sinai 371 ❧ [Excavation Description:] Discovered in 1930 in tumulus between Wadi Qatar and Wadi Umm Themaim, 150m SE of Mine K ❧ [Medium:] Stone ❧ [Script Note:] Unknown ❧ [Physical Object Description:] Stone plaque, 27 x 18 cm ❧ [Physical Object Note:] Contains engraving of bird and 2 unidenitifed signs
DOI: 10.25549/inscriptifact-ouc110782358
title: Proto-Sinaitic Inscription 349

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 349 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 32 x 24 cm
DOI: 10.25549/inscriptifact-ouc110782803
title: Proto-Sinaitic Inscription 371

description: [Text Description:] A bird and 2 unidentified signs ❧ [Text or Publication Number Note:] Sinai 371 ❧ [Excavation Description:] Discovered in 1930 in tumulus between Wadi Qatar and Wadi Umm Themaim, 150m SE of Mine K ❧ [Medium:] Stone ❧ [Script Note:] Unknown ❧ [Physical Object Description:] Stone plaque, 27 x 18 cm ❧ [Physical Object Note:] Contains engraving of bird and 2 unidenitifed signs
DOI: 10.25549/inscriptifact-ouc110782330
title: Proto-Sinaitic Inscription 353

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 353 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 40 x 27 cm ❧ [Physical Object Note:] Some fragments joined to Sinai 354
DOI: 10.25549/inscriptifact-ouc110782399
title: Proto-Sinaitic Inscription 349

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 349 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 32 x 24 cm
DOI: 10.15468/dl.662q3p
title: Occurrence Download

description: A dataset containing 1089 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is one of (Oceania, North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Brachymyrmex obscurior"
 ]
}

 The dataset includes 1089 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025658-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110784651
title: Strigil, Body Scraper, LAUSD AA61

description: [Text Description:] Strigil has a curved blade, with a bent handle. ❧ [Text or Publication Number Note:] LAUSD AA61 ❧ [Excavation Description:] Unprovenanced ❧ [Medium:] Metal ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Formed of a single length of metal with a crescent shaped body with concave surface and handle with metal folded back as a strap with indented curved terminal. ❧ [Physical Object Note:] Condition fair, patination with corrosion. ❧ [Physical Object Note:] 8 1/4 in. length
DOI: 10.25549/inscriptifact-ouc110782381
title: Proto-Sinaitic Inscription 349

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 349 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 32 x 24 cm
DOI: 10.25549/inscriptifact-ouc110784650
title: Strigil, Body Scraper, LAUSD AA61

description: [Text Description:] Strigil has a curved blade, with a bent handle. ❧ [Text or Publication Number Note:] LAUSD AA61 ❧ [Excavation Description:] Unprovenanced ❧ [Medium:] Metal ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Formed of a single length of metal with a crescent shaped body with concave surface and handle with metal folded back as a strap with indented curved terminal. ❧ [Physical Object Note:] Condition fair, patination with corrosion. ❧ [Physical Object Note:] 8 1/4 in. length
DOI: 10.25549/inscriptifact-ouc110782379
title: Proto-Sinaitic Inscription 349

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 349 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 32 x 24 cm
DOI: 10.3886/e239969
title: HIFLD OPEN FIRM Panels

description: The National Flood Hazard Layer (NFHL) is a compilation of GIS data that comprises a nationwide digital Flood Insurance Rate Map. The GIS data and services are designed to provide the user with the ability to determine the flood zone, base flood elevation, and floodway status for a particular location. It also has information about the NFIP communities, map panels, cross sections, hydraulic structures, Coastal Barrier Resource System, and base maps such as road, stream, and public land survey data. Through flood studies, FEMA produces Flood Insurance Study Reports, FIRM Panels, and FIRM Databases. FIRM Databases that become effective are incorporated into the NFHL. Updates to the NFHL are issued through Letters of Map Revision (LOMRs) and Letters of Map Amendment (LOMAs). Continuously updated, the NFHL serves as a Digital Flood Insurance Rate Map representing the current effective flood data for those communities where maps have been digitized. NFHL data can be viewed with widely available GIS software, including freely available programs that work with GIS shapefiles. For more information on the NFHL, see the online resources referenced herein. Using base maps: The minimum horizontal positional accuracy for base map hydrographic and transportation features used with the NFHL is the NSSDA radial accuracy of 38 feet. Letter of Map Amendment (LOMA) point locations are approximate. The location of the LOMA is referenced in the legal description of the letter itself. LOMA points can be viewed in the NFHL Interactive Map on the FEMA GeoPlatform.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.
DOI: 10.25549/inscriptifact-ouc110784646
title: Strigil, Body Scraper, LAUSD AA61

description: [Text Description:] Strigil has a curved blade, with a bent handle. ❧ [Text or Publication Number Note:] LAUSD AA61 ❧ [Excavation Description:] Unprovenanced ❧ [Medium:] Metal ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Formed of a single length of metal with a crescent shaped body with concave surface and handle with metal folded back as a strap with indented curved terminal. ❧ [Physical Object Note:] Condition fair, patination with corrosion. ❧ [Physical Object Note:] 8 1/4 in. length
DOI: 10.3886/e239969v1
title: HIFLD OPEN FIRM Panels

description: The National Flood Hazard Layer (NFHL) is a compilation of GIS data that comprises a nationwide digital Flood Insurance Rate Map. The GIS data and services are designed to provide the user with the ability to determine the flood zone, base flood elevation, and floodway status for a particular location. It also has information about the NFIP communities, map panels, cross sections, hydraulic structures, Coastal Barrier Resource System, and base maps such as road, stream, and public land survey data. Through flood studies, FEMA produces Flood Insurance Study Reports, FIRM Panels, and FIRM Databases. FIRM Databases that become effective are incorporated into the NFHL. Updates to the NFHL are issued through Letters of Map Revision (LOMRs) and Letters of Map Amendment (LOMAs). Continuously updated, the NFHL serves as a Digital Flood Insurance Rate Map representing the current effective flood data for those communities where maps have been digitized. NFHL data can be viewed with widely available GIS software, including freely available programs that work with GIS shapefiles. For more information on the NFHL, see the online resources referenced herein. Using base maps: The minimum horizontal positional accuracy for base map hydrographic and transportation features used with the NFHL is the NSSDA radial accuracy of 38 feet. Letter of Map Amendment (LOMA) point locations are approximate. The location of the LOMA is referenced in the legal description of the letter itself. LOMA points can be viewed in the NFHL Interactive Map on the FEMA GeoPlatform.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.