AndreaBozzo/ceres-open-data-index huggingface dataset:
References used in the Titanium_vanadium_deposits_concentrate_grade.csv, Titanium_vanadium_deposits.csv, and Titanium_vanadium_deposits.shp files.

This Titanium_vanadium_deposits_references.csv file contains the full and abbreviated references used in the Titanium_vanadium_deposits_concentrate_grade.csv, Titanium_vanadium_deposits.csv, and Titanium_vanadium_deposits.shp files. Also included with this data release are the following files: Titanium_vanadium_deposits.csv file, which lists the deposits and associated information such as the host intrusion, location, grade, and tonnage data, along with other miscellaneous descriptive data about the deposits; Titanium_vanadium_deposits.shp file, which duplicates the information in the Titanium_vanadium_deposits.csv file in a spatial format for use in a GIS; Titanium_vanadium_column_headings.csv file, which correlates the column headings in the Titanium_vanadium_deposits.csv file with the attribute field names in the Titanium_vanadium_deposits.shp file and provides a brief description of each column heading and attribute field name; and Titanium_vanadium_deposits_concentrate_grade.csv file, which lists the concentrate grade data for the deposits, when available.

Tags: layered-mafic-intrusion, titanium, usgs-592f4745e4b0e9bd0ea79528, vanadium
Organization: Department of the Interior
Column heading and attribute field name correlation and description for the Titanium_vanadium_deposits.csv, and Titanium_vanadium_deposits.shp files.

This Titanium_vanadium_column_headings.csv file correlates the column headings in the Titanium_vanadium_deposits.csv file with the attribute field names in the Titanium_vanadium_deposits.shp file and provides a brief description of each column heading and attribute field name. Also included with this data release are the following files: Titanium_vanadium_deposits.csv file, which lists the deposits and associated information such as the host intrusion, location, grade, and tonnage data, along with other miscellaneous descriptive data about the deposits; Titanium_vanadium_deposits.shp file, which duplicates the information in the Titanium_vanadium_deposits.csv file in a spatial format for use in a GIS; Titanium_vanadium_deposits_concentrate_grade.csv file, which lists the concentrate grade data for the deposits, when available; and Titanium_vanadium_deposits_references.csv file, which lists the abbreviated and full references that are cited in the Titanium_vanadium_deposits.csv, and Titanium_vanadium_deposits.shp, and Titanium_vanadium_deposits_concentrate_grade.csv files.

Tags: layered-mafic-intrusion, titanium, usgs-592f471fe4b0e9bd0ea79526, vanadium
Organization: Department of the Interior
Concentrate grade data for titanium vanadium deposits hosted in layered mafic-ultramafic intrusions in the world.

This Titanium_vanadium_deposits_concentrate_grade.csv file contains data about the concentrate grade of titanium-vanadium deposits hosted in mafic-ultramafic layered intrusions and massif anorthosite intrusions around the world. Also included with this data release are the following files: Titanium_vanadium_deposits.csv file, which lists the deposits and associated information such as the host intrusion, location, grade, and tonnage data, along with other miscellaneous descriptive data about the deposits; Titanium_vanadium_deposits.shp file, which duplicates the information in the Titanium_vanadium_deposits.csv file in a spatial format for use in a GIS; Titanium_vanadium_column_headings.csv file, which correlates the column headings in the Titanium_vanadium_deposits.csv file with the attribute field names in the Titanium_vanadium_deposits.shp file and provides a brief description of each column heading and attribute field name; and Titanium_vanadium_deposits_references.csv file, which lists the abbreviated and full references that are cited in the Titanium_vanadium_deposits.csv, and Titanium_vanadium_deposits.shp, and Titanium_vanadium_deposits_concentrate_grade.csv files.

Tags: layered-mafic-intrusion, titanium, usgs-592f4701e4b0e9bd0ea79524, vanadium
Organization: Department of the Interior
Titanium vanadium deposits hosted in layered mafic-ultramafic intrusions in the world.

This Titanium_vanadium_deposits.csv file contains data about titanium-vanadium deposits hosted in mafic-ultramafic layered intrusions and massif anorthosite intrusions around the world. It lists the deposits and associated information such as the host intrusion, location, grade, and tonnage data, along with other miscellaneous descriptive data about the deposits. Also included with this data release are the following files: Titanium_vanadium_deposits.shp file, which duplicates the information in the Titanium_vanadium_deposits.csv file in a spatial format for use in a GIS; Titanium_vanadium_column_headings.csv file, which correlates the column headings in the Titanium_vanadium_deposits.csv file with the attribute field names in the Titanium_vanadium_deposits.shp file and provides a brief description of each column heading and attribute field name; Titanium_vanadium_deposits_concentrate_grade.csv file, which lists the concentrate grade data for the deposits, when available; and Titanium_vanadium_deposits_references.csv file, which lists the abbreviated and full references that are cited in the Titanium_vanadium_deposits.csv, and Titanium_vanadium_deposits.shp, and Titanium_vanadium_deposits_concentrate_grade.csv files.

Tags: layered-mafic-intrusion, titanium, usgs-592f4676e4b0e9bd0ea7951d, vanadium
Organization: Department of the Interior
Barometric Pressure Dataset at Santa Cruz River at Tubac, Arizona, Geographic NAD83 (Water Years 2015–2017)

This dataset contains barometric pressure collected at the Santa Cruz River at Tubac, Arizona (SC14, 09481740). The data were recorded using a Solinst 3001 Barologger for the period of February 12, 2015 to December 31, 2016. The data were logged continuously at a 15-minute interval and manually downloaded. Non-vented pressure transducers do not correct for atmospheric pressure, therefore, stream-stage data were corrected for atmospheric pressure using the barometric pressure collected at this SC14. The barologger was stored in the gage house at SC14.

Tags: dna, e-coli, escherichia-coli, stage, tumacacori-national-historical-park, upper-santa-cruz-river, usgs-592f1dcee4b0e9bd0ea7946e, water, water-quality
Organization: Department of the Interior
National Water-Quality Assessment Project replicate surface water and groundwater pesticide data analyzed by the USGS National Water Quality Laboratory schedule 2437, Water Years 2013-15.

Replicate water-quality samples are collected and prepared in the field and analyzed in the laboratory in identical ways so that they are considered to be the same in composition and analysis (Mueller and others, 2015). This data set includes one table of duplicate National Water-Quality Assessment Project (NAWQA) surface water and groundwater samples collected between October 1, 2012 and September 30, 2015 and analyzed by the USGS National Water Quality Laboratory (NWQL) using direct aqueous-injection liquid chromatography-tandem mass spectrometry (Schedule 2437; Sandstrom and others, 2015) for the determination of 225 pesticides at 288 sites.  
Mueller, D.K., Schertz, T.L., Martin, J.D., and Sandstrom, M.W., 2015, Design, analysis, and interpretation of field quality-control data for water-sampling projects: U.S. Geological Survey Techniques and Methods, book 4, chap. C4, 54 p., https://dx.doi.org/10.3133/tm4C4  
Sandstrom, M.W., Kanagy, L.K., Anderson, C.A., Kanagy, C.J., 2015, Determination of pesticides and pesticide degradates in filtered water by direct aqueous-injection liquid chromatography-tandem mass spectrometry: U.S. Geological Survey Techniques and Methods, book 5, chap. B11, 54 p., https://dx.doi.org/10.3133/tm5B11

Tags: laboratory-methods, pesticide-and-herbicide-contamination, usgs-592f0a82e4b0e9bd0ea79402, water-quality
Organization: Department of the Interior
Upper Klamath Basin Landsat Image for June 26, 2004: Path 44 Row 31

This subset of a Landsat-5 image shows part of the upper Klamath Basin. 
The original images were obtained from the U.S. Geological Survey Earth 
Resources Observation and Science Center (EROS). EROS is responsible 
for archive management and distribution of Landsat data products. The 
Landsat-5 satellite is part of an ongoing mission to provide quality remote 
sensing data in support of research and applications activities. The launch 
of Landsat-5 on March 1, 1984 marks the addition of the fifth satellite to the 
Landsat series. The Landsat-5 satellite carries the Thematic Mapper (TM) 
sensor. More information on the Landsat program can be found online at 
http://landsat.usgs.gov/.

Tags: environment, geoscientificinformation, inlandwaters, klamath-basin-restoration-agreement, landsat, oregon, sprague-river-basin, upper-klamath-basin, usgs-59323775-60d1-40d1-8c97-2ad10ac748e1, williamson-river-basin, wood-river-basin
Organization: Department of the Interior
Coastwide Reference Monitoring System (CRMS) 2005, 2008, 2012, and 2015 Site 0651 Land-Water Matrix

Wetland restoration efforts conducted by the Coastal Wetlands Planning, Protection, and Restoration Act (CWPPRA) in Louisiana rely on monitoring efforts to determine the efficacy of these efforts. The Coastwide Reference Monitoring System (CRMS) was developed to assist in a multiple-reference approach that uses aspects of hydrogeomorphic functional assessments and probabilistic sampling for monitoring. The CRMS program includes a suite of approximately 390 sites that encompass the range of hydrological and ecological conditions for each stratum.  As part of CRMS, land and water classifications are created from Wetland restoration efforts conducted by the Coastal Wetlands Planning, Protection, and Restoration Act (CWPPRA) in Louisiana rely on monitoring efforts to determine the efficacy of these efforts. The Coastwide Reference Monitoring System (CRMS) was developed to assist in a multiple-reference approach that uses aspects of hydrogeomorphic functional assessments and probabilistic sampling for monitoring. The CRMS program includes a suite of approximately 390 sites that encompass the range of hydrological and ecological conditions for each stratum.  As part of CRMS, land and water classifications are created from Digital Orthophoto Quarter Quadrangles (DOQQs) approximately every three years at all CRMS sites.  This dataset consists of a matrix of four land-water products (2005, 2008, 2012, and 2015).  The resulting matrix has 16 possible classes defined by the combination of land and water categories on those four dates.

Tags: cartography, coastal, crms, doqq, geographic-information-system, imagerybasemapsearthcover, land-water, louisiana, mapping, marsh, protection, restoration, state-of-louisiana, usgs-5938771ce4b0764e6c5d6c9b, wetland
Organization: Department of the Interior
Stream-stage Dataset at Sonoita Creek Canyon near Rio Rico, Arizona, geographic NAD83 (Water Years 2016–2017)

This dataset contains stream-stage data for Sonoita Creek Canyon near Rio Rico, Arizona (SON2). The pressure transducer was mounted to a metal post secured in the center of the dry-streambed at the base of the railroad trestle. The data were recorded using non-vented Solinst Levelogger for the period of October 19, 2015 to December 31, 2016. The data were logged continuously at a 15-minute interval and manually downloaded. Data were then corrected with the atmospheric pressure collected from a Solinst Barologger located at SC14. The data was processed and analyzed for erroneous data.

Tags: dna, e-coli, escherichia-coli, stage, tumacacori-national-historical-park, upper-santa-cruz-river, usgs-592efe7fe4b0e9bd0ea793a6, water, water-quality
Organization: Department of the Interior
Stream-stage Dataset at Santa Cruz River near Nogales International Wastewater Treatment Plant Upstream of Railroad Trestle, geographic NAD83 (Water Years 2015–2017)

This dataset contains stream-stage data for the Santa Cruz River near Nogales International Wastewater Treatment Plant Upstream of Railroad Trestle (SC5).  The pressure transducer was mounted to a metal post secured in the stream near the right bank. The data were recorded using non-vented Solinst Levelogger for the period of February 12, 2015 to December 31, 2016. The data were logged continuously at a 15-minute interval and manually downloaded. Data were corrected with the atmospheric pressure collected from a Solinst Barologger located at SC14 and checked for erroneous data.

Tags: dna, e-coli, escherichia-coli, stage, tumacacori-national-historical-park, upper-santa-cruz-river, usgs-592efe47e4b0e9bd0ea793a4, water, water-quality
Organization: Department of the Interior
Stream-stage Dataset at Santa Cruz River at Tumacacori Downstream Site, geographic NAD83 (Water Year 2016)

This dataset contains stream-stage data for Santa Cruz River at Tumacácori Downstream Site (SC11). The pressure transducer was mounted to a metal post secured in the stream near the left bank. The data were recorded using non-vented Solinst Levelogger for the period of June 16, 2016 to June 24, 2016. The data were logged continuously at a 15-minute interval and manually downloaded. Data were then corrected with the atmospheric pressure collected from a Solinst Barologger located at SC14.  The data was processed and analyzed for erroneous data.

Tags: dna, e-coli, escherichia-coli, stage, tumacacori-national-historical-park, upper-santa-cruz-river, usgs-592efe07e4b0e9bd0ea7939e, water, water-quality
Organization: Department of the Interior
Displacement vulnerability of marine birds within the California Current System

Two metrics were used to determine Collision Vulnerability: Macro-avoidance and habitat flexibility. Macro-avoidance (MA)—The macro-avoidance values for species indicate the species-specific probability of avoidance for birds associated with wind power infrastructure. For each species, we derived this value from observed macro-avoidance rates (via human observation and radar) at existing offshore wind power sites. In cases where species-specific data were not available, we used information from similar taxa. Habitat Flexibility (HF)—the degree to which a species shows habitat-specific feeding strategies (habitat flexibility) influences its vulnerability for displacement by offshore infrastructure. We evaluated literature involving diet, feeding habits, and habitat use to estimate HF or each marine bird species in the CCS database.
These data support the following publication: Adams, J., Kelsey, E.C., Felis J.J., and Pereksta, D.M., 2016, Collision and displacement vulnerability among marine birds of the California Current System associated with offshore wind energy infrastructure: U.S. Geological Survey Open-File Report 2016-1154, 116 p., https://doi.org/10.3133/ofr20161154.
These data were revisied in June 2017 and the revision published in August 2017. Please be advised to use CCS_vulnerability_FINAL_VERSION_v10_DV.csv

Tags: biota, california, california-current-system, environment, ocean-wind-energy, oregon, pacific-outer-continental-shelf, renewable-energy, seabirds, usgs-592efde1e4b0e9bd0ea7939c, vulnerability-assessment, washington
Organization: Department of the Interior
Stream-stage Dataset at Santa Cruz River at Santa Gertrudis Lane, geographic NAD83 (Water Years 2015–2017)

This dataset contains stream-stage data for Santa Cruz River at Santa Gertrudis Lane (SC10). The pressure transducer was mounted to a metal post secured in the stream near the right bank. The data were recorded using non-vented Solinst Levelogger for the period of February 12, 2015 to December 31, 2016. The data were logged continuously at a 15-minute interval and manually downloaded. Data were then corrected with the atmospheric pressure collected from a Solinst Barologger located at SC14 and analyzed for erroneous data.

Tags: dna, e-coli, escherichia-coli, stage, tumacacori-national-historical-park, upper-santa-cruz-river, usgs-592efdb9e4b0e9bd0ea7939a, water, water-quality
Organization: Department of the Interior
Stream-stage Dataset at Santa Cruz River at Anza Trail Crossing, geographic NAD83 (Water Years 2015–2017)

This dataset contains stream-stage data for Santa Cruz River at Anza Trail Crossing (SC12). The pressure transducer was mounted to a metal post secured in the stream near the left bank. The data were recorded using non-vented Solinst Levelogger for the period of May 31, 2016 to December 31, 2016. The data were logged continuously at a 15-minute interval and manually downloaded. Data were then corrected with the atmospheric pressure collected from a Solinst Barologger located at SC14 and analyzed for erroneous data.

Tags: dna, e-coli, escherichia-coli, stage, tumacacori-national-historical-park, upper-santa-cruz-river, usgs-592efd11e4b0e9bd0ea79391, water, water-quality
Organization: Department of the Interior
Transcriptional response to West Nile virus infection in the zebra finch (Taeniopygia guttata), a songbird model for immune function

The data set contains paired-end, 100 nucleotide long RNA sequencing reads for each sample. Raw sequencing reads ranged from 18-30million reads per sample. Quality trimmed reads were mapped to the Zebra Finch reference genome with an average of 79.0-80.8% mapping rate, corresponding to 18,618 Ensembl gene IDs. Of these, 14,114 genes averaged at least 5 mapped reads across all samples and were utilized for differential expression (DE) analyses. DE analyzed two ways: as pairwise comparisons between treatments to identify specific genes with DEseq2 and as a time course grouping genes into expression paths with EBSeqHMM.

Tags: rnaseq, transcriptome, usgs-592ee3ade4b092b266f13e74, virus, west-nile-virus
Organization: Department of the Interior
Coastwide Reference Monitoring System (CRMS) 2015 Site 2418 Land-Water Classification Data

Wetland restoration efforts conducted by the Coastal Wetlands Planning, Protection, and Restoration Act (CWPPRA) in Louisiana rely on monitoring efforts to determine the efficacy of these efforts. The Coastwide Reference Monitoring System (CRMS) was developed to assist in a multiple-reference approach that uses aspects of hydrogeomorphic functional assessments and probabilistic sampling for monitoring. The CRMS program includes a suite of approximately 390 sites that encompass the range of hydrological and ecological conditions for each stratum.  As part of CRMS, land and water classifications are created from Digital Orthophoto Quarter Quadrangles (DOQQs) approximately every three years at all CRMS sites.  A DOQQ is a raster image in which displacement in the image caused by sensor orientation and terrain relief has been removed and combines the image characteristics of a photo with geometric qualities of a map. The DOQQs generated for this project consist of 2015 Color Infrared (CIR) Digital Imagery.  These images were classified into land and water categories using a threshold of the near infrared (NIR) band, followed by supervised and unsupervised classification.  Initial classification results are then reviewed by multiple image analysts to identify and manually recode errors.  The final land-water classifications are intended to serve as both geographic and quantitative assessments of landscape composition on the date of acquisition.  Three previous assessments have been conducted (2005, 2008, and 2012).  Once the program creates enough data points for statistical analyses, these data will be used for land area change rate calculation.

Tags: cartography, coastal, crms, doqq, geographic-information-system, imagerybasemapsearthcover, land-water, louisiana, mapping, marsh, protection, restoration, state-of-louisiana, usgs-59387722e4b0764e6c5d6c9d, wetland
Organization: Department of the Interior
Carbon Assessment of Hawaii Land Cover Map (CAH_LandCover)

While there have been many maps produced that depict vegetation for the state of Hawai‘i only a few of these display land cover for all of the main Hawaiian Islands, and most of those that were created before the year 2000 have very generalized units or are somewhat inaccurate as a result of more recent land use changes or due to poor resolution (both spatial and spectral) in the imagery that was used to produce the map. Some of the more detailed and accurate maps include the Hawai‘i GAP Analysis (HI-GAP) Land Cover map (Gon et al. 2006), the NOAA C-CAP Land Cover map (NOAA National Ocean Service Coastal Services Center 2012), and the more recently released Hawai‘i LANDFIRE EVT Land Cover map (U.S. Geological Survey 2009). However, all of these maps as originally produced were not considered to be detailed enough, current enough, or had other classification issues that would not allow them to be used as the primary base for the Hawai‘i Carbon Assessment. For the Hawai‘i Carbon Assessment we integrated components from several of these previously mentioned land cover and land use mapping efforts and combined them into a single new land cover map (CAH Land Cover) that was further updated using very-high-resolution imagery. The hierarchical classification system of the CAH Land Cover map allows for grouping the mapped units into different configurations, ranging from very detailed plant communities reflecting current conditions to very generalized major land cover units and biomes that represent land use and potential vegetation zones, respectively. The CAH Land Cover classification is hierarchical with forty-eight CAH Detailed Land Cover units which can be grouped into twenty-seven CAH General Land Cover units, thirteen CAH Biome units, and seven CAH Major Land Cover units (Appendix 1). The CAH Detailed Land Cover units generally correspond to the rUSNVC Association level, the CAH General Land Cover units are related to the rUSNVC Group level, and the CAH Biome units connect to the rUSNVC Subclass level.

Tags: hawaii-island, hawaiian-islands, imagerybasemapsearthcover, kahoolawe, kauai, lanai, mapping, maui, molokai, oahu, plant-communities, remote-sensing, satellite-imagery, usgs-592dee56e4b092b266efeb6b, vegetation
Organization: Department of the Interior
Selected Environmental Characteristics of Sampled Sites, Watersheds, and Riparian Zones for the Puget Sound Stormwater Action Monitoring small stream status and trends project

Stormwater Action Monitoring (SAM) is a collaborative monitoring program between western Washington municipal stormwater permittees, state and federal agencies.  SAM’s role is to use the results of regional monitoring and focused studies to inform policy decisions and identify effective strategies to improve stormwater management in the Puget Sound region.  The SAM program includes status and trends monitoring of water quality, stream biota (macroinvertebrates, algae), and stream habitat to measure whether conditions are getting better or worse and identify patterns in healthy and impaired Puget Lowland streams.
To meet this objective, a framework of fundamental geospatial data was required to develop physical and anthropogenic characteristics of the study region, sampled sites and corresponding watersheds, and riparian zones. This dataset comprises of 116 selected environmental characteristics for the 105 sites sampled for the SAM small stream study, and is one of the four fundamental geospatial data layers that were developed for this study. In addition, riparian zone boundaries for 16 reference sites in the Puget lowlands sampled by the Washington State Department of Ecology’s Ambient Biological Monitoring program from 2010 to 2015 were also digitized for this analysis to provide a regional context for the SAM study. In total, environmental characteristics for 121 total sites are provided in this data release.

Tags: basin-characteristics, drainage-area-characteristics, environmental-characteristics, geographic-information-systems, geospatial-analysis, geospatial-datasets, inlandwaters, riparian-zone-characteristics, site-characteristics, stormwater-action-monitoring, usgs-592ddbf8e4b092b266efeaeb, watershed-characteristics
Organization: Department of the Interior