AndreaBozzo/ceres-open-data-index huggingface dataset:
Potential suitable habitat for Barstow woolly sunflower (Eriophyllum mohavense) in the California desert

Here we present the map of potential suitable habitat for Barstow woolly sunflower (Eriophyllum mohavense). The data indicate both how many models predicted each location to be potentially suitable for the species and the average standardized habitat suitability score for each location.Data are presented at a spatial resolution of 10 m pixels, which was required to harmonize the original model inputs. However, maps of suitable habitat should be used at a resolution no smaller than 360 m (i.e., 36 pixels x 36 pixels), which corresponds with the resolution of the coarsest model input. These data are intended to be used only to target future plant surveys in areas where new occurrences are most likely to benefit future habitat modelling efforts. Complete methods and other additional information are provided in the article associated with this data release (Reese and others, 2019).

Tags: biota, species-distribution-model, usgs-5c99640fe4b0b8a7f6289162
Organization: Department of the Interior
Potential suitable habitat for Howe's hedgehog cactus (Echinocereus engelmannii var. howei) in the California desert

Here we present the map of potential suitable habitat for Howe's hedgehog cactus (Echinocereus engelmannii var. howei). The data indicate both how many models predicted each location to be potentially suitable for the species and the average standardized habitat suitability score for each location.Data are presented at a spatial resolution of 10 m pixels, which was required to harmonize the original model inputs. However, maps of suitable habitat should be used at a resolution no smaller than 360 m (i.e., 36 pixels x 36 pixels), which corresponds with the resolution of the coarsest model input. These data are intended to be used only to target future plant surveys in areas where new occurrences are most likely to benefit future habitat modelling efforts. Complete methods and other additional information are provided in the article associated with this data release (Reese and others, 2019).

Tags: biota, species-distribution-model, usgs-5c99631ee4b0b8a7f6289159
Organization: Department of the Interior
Potential suitable habitat for Mojave tarplant (Deinandra mohavensis) in the California desert

Here we present the map of potential suitable habitat for Mojave tarplant (Deinandra mohavensis). The data indicate both how many models predicted each location to be potentially suitable for the species and the average standardized habitat suitability score for each location.Data are presented at a spatial resolution of 10 m pixels, which was required to harmonize the original model inputs. However, maps of suitable habitat should be used at a resolution no smaller than 360 m (i.e., 36 pixels x 36 pixels), which corresponds with the resolution of the coarsest model input. These data are intended to be used only to target future plant surveys in areas where new occurrences are most likely to benefit future habitat modelling efforts. Complete methods and other additional information are provided in the article associated with this data release (Reese and others, 2019).

Tags: biota, species-distribution-model, usgs-5c9962d3e4b0b8a7f6289157
Organization: Department of the Interior
Potential suitable habitat for Munz cholla (Cylindropuntia munzii) in the California desert

Here we present the map of potential suitable habitat for Munz cholla (Cylindropuntia munzii). The data indicate both how many models predicted each location to be potentially suitable for the species and the average standardized habitat suitability score for each location.Data are presented at a spatial resolution of 10 m pixels, which was required to harmonize the original model inputs. However, maps of suitable habitat should be used at a resolution no smaller than 360 m (i.e., 36 pixels x 36 pixels), which corresponds with the resolution of the coarsest model input. These data are intended to be used only to target future plant surveys in areas where new occurrences are most likely to benefit future habitat modelling efforts. Complete methods and other additional information are provided in the article associated with this data release (Reese and others, 2019).

Tags: biota, species-distribution-model, usgs-5c996288e4b0b8a7f6289155
Organization: Department of the Interior
Potential suitable habitat for Desert cymopterus (Cymopterus deserticola) in the California desert

Here we present the map of potential suitable habitat for Desert cymopterus (Cymopterus deserticola). The data indicate both how many models predicted each location to be potentially suitable for the species and the average standardized habitat suitability score for each location.Data are presented at a spatial resolution of 10 m pixels, which was required to harmonize the original model inputs. However, maps of suitable habitat should be used at a resolution no smaller than 360 m (i.e., 36 pixels x 36 pixels), which corresponds with the resolution of the coarsest model input. These data are intended to be used only to target future plant surveys in areas where new occurrences are most likely to benefit future habitat modelling efforts. Complete methods and other additional information are provided in the article associated with this data release (Reese and others, 2019).

Tags: biota, species-distribution-model, usgs-5c996247e4b0b8a7f6289153
Organization: Department of the Interior
Potential suitable habitat for Palmer’s mariposa lily (Calochortus palmeri var. palmeri) in the California desert

Here we present the map of potential suitable habitat for Palmer’s mariposa lily (Calochortus palmeri var. palmeri). The data indicate both how many models predicted each location to be potentially suitable for the species and the average standardized habitat suitability score for each location.Data are presented at a spatial resolution of 10 m pixels, which was required to harmonize the original model inputs. However, maps of suitable habitat should be used at a resolution no smaller than 360 m (i.e., 36 pixels x 36 pixels), which corresponds with the resolution of the coarsest model input. These data are intended to be used only to target future plant surveys in areas where new occurrences are most likely to benefit future habitat modelling efforts. Complete methods and other additional information are provided in the article associated with this data release (Reese and others, 2019).

Tags: biota, species-distribution-model, usgs-5c996192e4b0b8a7f628914d
Organization: Department of the Interior
Potential suitable habitat for Triple-ribbed milkvetch (Astragalus tricarinatus) in the California desert

Here we present the map of potential suitable habitat for Triple-ribbed milkvetch (Astragalus tricarinatus). The data indicate both how many models predicted each location to be potentially suitable for the species and the average standardized habitat suitability score for each location.Data are presented at a spatial resolution of 10 m pixels, which was required to harmonize the original model inputs. However, maps of suitable habitat should be used at a resolution no smaller than 360 m (i.e., 36 pixels x 36 pixels), which corresponds with the resolution of the coarsest model input. These data are intended to be used only to target future plant surveys in areas where new occurrences are most likely to benefit future habitat modelling efforts. Complete methods and other additional information are provided in the article associated with this data release (Reese and others, 2019).

Tags: biota, species-distribution-model, usgs-5c996113e4b0b8a7f6289149
Organization: Department of the Interior
Potential suitable habitat for Nye milk-vetch (Astragalus nyensis) in the California desert

Here we present the map of potential suitable habitat for Nye milk-vetch (Astragalus nyensis). The data indicate both how many models predicted each location to be potentially suitable for the species and the average standardized habitat suitability score for each location.Data are presented at a spatial resolution of 10 m pixels, which was required to harmonize the original model inputs. However, maps of suitable habitat should be used at a resolution no smaller than 360 m (i.e., 36 pixels x 36 pixels), which corresponds with the resolution of the coarsest model input. These data are intended to be used only to target future plant surveys in areas where new occurrences are most likely to benefit future habitat modelling efforts. Complete methods and other additional information are provided in the article associated with this data release (Reese and others, 2019).

Tags: biota, species-distribution-model, usgs-5c9960d7e4b0b8a7f6289146
Organization: Department of the Interior
Potential suitable habitat for Jacumba milk-vetch (Astragalus douglasii var. perstrictus) in the California desert

Here we present the map of potential suitable habitat for Jacumba milk-vetch (Astragalus douglasii var. perstrictus). The data indicate both how many models predicted each location to be potentially suitable for the species and the average standardized habitat suitability score for each location.Data are presented at a spatial resolution of 10 m pixels, which was required to harmonize the original model inputs. However, maps of suitable habitat should be used at a resolution no smaller than 360 m (i.e., 36 pixels x 36 pixels), which corresponds with the resolution of the coarsest model input. These data are intended to be used only to target future plant surveys in areas where new occurrences are most likely to benefit future habitat modelling efforts. Complete methods and other additional information are provided in the article associated with this data release (Reese and others, 2019).

Tags: biota, species-distribution-model, usgs-5c99605ae4b0b8a7f6289140
Organization: Department of the Interior
Potential suitable habitat for San Bernardino milk-vetch (Astragalus bernardinus) in the California desert

Here we present the map of potential suitable habitat for San Bernardino milk-vetch (Astragalus bernardinus). The data indicate both how many models predicted each location to be potentially suitable for the species and the average standardized habitat suitability score for each location.Data are presented at a spatial resolution of 10 m pixels, which was required to harmonize the original model inputs. However, maps of suitable habitat should be used at a resolution no smaller than 360 m (i.e., 36 pixels x 36 pixels), which corresponds with the resolution of the coarsest model input. These data are intended to be used only to target future plant surveys in areas where new occurrences are most likely to benefit future habitat modelling efforts. Complete methods and other additional information are provided in the article associated with this data release (Reese and others, 2019).

Tags: biota, species-distribution-model, usgs-5c996016e4b0b8a7f628913d
Organization: Department of the Interior
Potential suitable habitat for Spanish needle onion (Allium shevockii) in the California desert

Here we present the map of potential suitable habitat for Spanish needle onion (Allium shevockii). The data indicate both how many models predicted each location to be potentially suitable for the species and the average standardized habitat suitability score for each location.Data are presented at a spatial resolution of 10 m pixels, which was required to harmonize the original model inputs. However, maps of suitable habitat should be used at a resolution no smaller than 360 m (i.e., 36 pixels x 36 pixels), which corresponds with the resolution of the coarsest model input. These data are intended to be used only to target future plant surveys in areas where new occurrences are most likely to benefit future habitat modelling efforts. Complete methods and other additional information are provided in the article associated with this data release (Reese and others, 2019).

Tags: biota, species-distribution-model, usgs-5c995fbbe4b0b8a7f628913b
Organization: Department of the Interior
Potential suitable habitat for Chaparral sand-verbena (Abronia villosa var aurita) in the California desert

Here we present the map of potential suitable habitat for Chaparral sand-verbena (Abronia villosa var aurita). The data indicate both how many models predicted each location to be potentially suitable for the species and the average standardized habitat suitability score for each location.Data are presented at a spatial resolution of 10 m pixels, which was required to harmonize the original model inputs. However, maps of suitable habitat should be used at a resolution no smaller than 360 m (i.e., 36 pixels x 36 pixels), which corresponds with the resolution of the coarsest model input. These data are intended to be used only to target future plant surveys in areas where new occurrences are most likely to benefit future habitat modelling efforts. Complete methods and other additional information are provided in the article associated with this data release (Reese and others, 2019).

Tags: biota, species-distribution-model, usgs-5c995f43e4b0b8a7f6289135
Organization: Department of the Interior
Probable Suitable Habitat Maps For 26 of 43 Rare Plants In The California Desert

Here we present the maps probable suitable habitat of 26 of 43 rare plants in the California desert. The multispecies map of probable suitable habitat combines data from all 26 species for which probable suitable habitat was mapped and indicates the number of species for which probable suitable habitat is predicted at each location. Data are presented at a spatial resolution of 10 m pixels, which was required to harmonize the original model inputs. However, maps of suitable habitat should be used at a resolution no smaller than 360 m (i.e., 36 pixels x 36 pixels), which corresponds with the resolution of the coarsest model input. This product can be used to inform future conservation, planning, and management actions in the California desert. Complete methods and other additional information are provided in the journal article associated with this data release (Reese and others, 2019).

Tags: biota, species-distribution-model, usgs-5c99547ae4b0b8a7f62890c9
Organization: Department of the Interior
Geospatial Data Used in the Pecos River Basin Salinity Assessment from Santa Rosa Lake, New Mexico to the Confluence of the Pecos River and the Rio Grande, Texas, 2015

This part of the data release contains the geospatial data collected by the USGS during the Pecos River salinity assessment. The data includes a feature class of the study area boundary and the Pecos River Basin boundary, the picks that were used to develop the depth to the base of the 16 geologic units, a feature class of springs, seeps and sinkholes compiled in the study area, a feature class of the USGS streamflow-gaging stations locations in the study area, a feature class of the locations of the saltwater disposal wells in the study area, and a feature class of areas of interest with respect to salinity.

Tags: andrews-county, aquifer, aquifer-base, aquifer-depth, avalon-lake, black-river, blue-hole, brantley-lake, brewster-county, chaves-county, crane-county, crockett-county, culberson-county, curry-county, debaca-county, delaware-river, ector-county, eddy-county, el-rito-creek, environment, geology, geoscientificinformation, geospatial-analysis, geospatial-datasets, groundwater, guadalupe-county, hydrogeology, independence-creek, inlandwaters, jeff-davis-county, lake-amistad, lake-sumner, lea-county, lincoln-county, lithology, live-oak-creek, loving-county, mora-county, new-mexico, north-seven-rivers, otero-county, pecos-county, pecos-river, presidio-county, quay-county, reagan-county, red-bluff-reservoir, reeves-county, rio-felix, rio-grande, rio-hondo, rio-penasco, roosevelt-county, salinity, salt-creek-n-mex, salt-creek-tex, san-miguel-county, santa-fe-county, santa-rosa-lake, south-seven-rivers, taiban-creek, tecolote-creek, terrell-county, texas, torrance-county, upton-county, usgs-5c98fbe9e4b0b8a7f6288c7e, val-verde-county, ward-county, water-resources, winkler-county
Organization: Department of the Interior
Extent of and Depth to the Base of Sixteen Geologic Units that Underlie the Pecos River Basin in New Mexico and Texas, 2016

This part of the data release contains geospatial data collected and compiled during the Pecos River Basin salinity assessment of the Pecos River Basin from Santa Rosa Lake in New Mexico to the confluence of the Pecos River and the Rio Grande in Texas. Raster representations of horizontal extent, and depth below land surface to the base of sixteen Quaternary through Permian aged geologic units that underlie the Pecos River Basin are provided in image format. These units include: the San Andres Limestone; the Artesia Group which includes the Grayburg, Queen, Seven Rivers, Yates, and Tansill Formations; Capitan Limestone; Castile, Salado, and Rustler Formations; the Dewey Lake Redbeds; the Dockum Group (divided into the upper and lower parts of the Dockum Group in the companion report); the Cretaceous undivided; the Ogallala Formation; and the Pecos Valley alluvium. The vector (polygon) representation of the Pecos River Basin is also included in the data release. The full extents of geologic units are included unless they extend far beyond the Pecos River Basin. For units extending far beyond the Pecos River Basin, a buffer zone is included where readily available data exists to reduce edge effects in gridding.

Tags: andrews-county, aquifer, aquifer-base, aquifer-depth, avalon-lake, black-river, blue-hole, brantley-lake, brewster-county, chaves-county, crane-county, crockett-county, culberson-county, curry-county, debaca-county, delaware-river, ector-county, eddy-county, el-rito-creek, environment, geology, geoscientificinformation, geospatial-analysis, geospatial-datasets, groundwater, guadalupe-county, hydrogeology, independence-creek, inlandwaters, jeff-davis-county, lake-amistad, lake-sumner, lea-county, lincoln-county, lithology, live-oak-creek, loving-county, mora-county, new-mexico, north-seven-rivers, otero-county, pecos-county, pecos-river, presidio-county, quay-county, reagan-county, red-bluff-reservoir, reeves-county, rio-felix, rio-grande, rio-hondo, rio-penasco, roosevelt-county, salinity, salt-creek-n-mex, salt-creek-tex, san-miguel-county, santa-fe-county, santa-rosa-lake, south-seven-rivers, taiban-creek, tecolote-creek, terrell-county, texas, torrance-county, upton-county, usgs-5c98fb6ce4b0b8a7f6288c76, val-verde-county, ward-county, water-resources, winkler-county
Organization: Department of the Interior
Ground control and transect points collected during unmanned aerial systems (UAS) flights: Plum Island Estuary and Parker River NWR (PIEPR), February 27th, 2018

Low-altitude (80 and 100 meters above ground level) digital images were taken over an area of the Plum Island Estuary and Parker River National Wildlife Refuge (NWR) in Massachusetts  using 3DR Solo  unmanned aircraft systems (UAS) on February 27, 2018. These images were collected as part of an effort to document marsh stability over time and quantify sediment movement using UAS technology. Each UAS  was equipped with either a Ricoh GRII digital camera for natural color photos, used to produce digital elevation models and ortho images, or a MicaSense RedEdge multi-spectral camera that captures five specific bands of the visible spectrum (blue, green, red, red edge, and near-infrared), which can be used to classify vegetation. The MicaSense camera covered a smaller subsection of the same polygonal area of the marsh that the Ricoh imaged. Some photographs contain black and white targets used as ground control points (GCPs), which were surveyed by a field crew with a high-precision Real Time Kinematic Global Position System. This data release includes the original images from both cameras, as well as a csv file containing the latitude and longitude coordinates, in Universal Transverse Mercator Zone 19 referenced to the North American Datum of 1983, of the ground control points needed to complete any photogrammetry projects using the original photographs, and GPS transect points used to evaluate the photogrammetry products created.

Tags: carlson-survce, cmhrp, coastal-marine-harzards-and-resources-program, elevation, geoscientificinformation, global-positioning-system, gps, ground-control-points, location, massachusetts, navigation, navigational-data, parker-river, parker-river-national-wildlife-refuge, plum-island, spectra-precision-sp80, transect-points, u-s-geological-survey, usa, usgs, usgs-5c98d30ce4b0b8a7f6288b7c, whcmsc, woods-hole-coastal-and-marine-science-center
Organization: Department of the Interior
Potential suitable habitat for Cushenberry oxytheca (Acanthoscyphus parishii var. goodmaniana) in the California desert

Here we present the map of potential suitable habitat for Cushenberry oxytheca (Acanthoscyphus parishii var. goodmaniana). The data indicate both how many models predicted each location to be potentially suitable for the species and the average standardized habitat suitability score for each location.Data are presented at a spatial resolution of 10 m pixels, which was required to harmonize the original model inputs. However, maps of suitable habitat should be used at a resolution no smaller than 360 m (i.e., 36 pixels x 36 pixels), which corresponds with the resolution of the coarsest model input. These data are intended to be used only to target future plant surveys in areas where new occurrences are most likely to benefit future habitat modelling efforts. Complete methods and other additional information are provided in the article associated with this data release (Reese and others, 2019).

Tags: biota, species-distribution-model, usgs-5c995f80e4b0b8a7f6289138
Organization: Department of the Interior
Estimated quantiles for the pour points of 9,203 level-12 hydrologic unit codes in the southeastern United States, 1950--2009

This page contains 15 estimated quantiles for 9,203 level-12 Hydrologic Unit Code in the Southeastern United States for the decades 1950-1959, 1960-1969, 1970-1979, 1980-1989, 1990-1999, and 2000-2009. A multi-output neural network was used to generate the estimated quantiles (Worland and others, 2019). The R scripts that generated the predictions are also included along with a README file. The 15 quantiles are associated with the following 15 non-exceedance probabilities (NEPs): 0.0003, 0.0050, 0.0500, 0.1000, 0.2000, 0.3000, 0.4000, 0.5000, 0.6000, 0.7000, 0.8000, 0.9000, 0.9500, 0.9950, and 0.9997. The quantiles were calculated using the Weibull plotting position (more details can be found in the accompanying manuscript). In addition to the median estimate of the quantiles, 68th, 95th, and 99.7th percentile intervals are also included in .csv file. The percentile intervals were estimated using Monte-Carlo dropout for 500 forward passes of the neural network. The intervals are represented in the .csv file as p0.0015, p0.0250, p0.1600, p0.5000, p0.8400, p0.975, and p0.9985 which indicates the 68th, 95th, and 99.7th percentile intervals. The median (p0.5000) and the mean estimate should be used if only a single realization of the estimated quantiles is needed. The neural network was trained using streamflow data at sites with records that contained only non-zero streamflow values. However, the model was used to make predictions for every HUC12 pour point. Some of these predictions are likely for sites that have streamflow values equal to zero.
Worland, S. C., Steinschneider, S., Asquith, W., Knight, R. and Wieczorek, M., 2019, Prediction and inference of flow-duration curves using multi-output neural networks, Water Resources Research , submitted.

Tags: alabama, arkansas, florida, gulf-coast, gulf-of-mexico, louisiana, machine-learning, mississippi, neural-networks, regionalization, streamflow-estimation, tennessee, texas, usgs-5c98bb40e4b0b8a7f6288b6f
Organization: Department of the Interior