AndreaBozzo/ceres-open-data-index huggingface dataset:
Corallivory, or coral predation, data derived from Structure-from-Motion imagery and in-situ surveys of coral reefs off of O'ahu, Hawai'i from 2021 to 2022

The data described here are raw corallivory, or coral predation, data from in situ visual surveys as well as derived corallivory data from Structure-from-Motion (SfM) imagery collected during diver transect surveys between 2021 and 2022.  These surveys were conducted by a graduate student researcher from the University of Hawaii at Manoa, and funded by NOAA's Coral Reef Conservation Program (CRCP), with support from scientists of the Ecosystem Sciences Division (ESD) at the Pacific Islands Fisheries Science Center (PIFSC) of NOAA. This data was funded by CRCP Project number 31349 titled: 'Determining whether herbivore-focused management strategies enhance critical ecosystem functions provided by fishes'. The source SfM imagery will be accessible via Google Cloud bucket (see URLs).

39 sites off of O'ahu, Hawai'i were established for this project.  At each site, a 3x20m haphazardly placed transect was surveyed and imaged using underwater cameras. Along each transect, seven 1x1m quadrats spaced 3m apart were first surveyed for corallivory bite marks. After the survey was conducted, the same 3x20m transect was imaged using an underwater camera. Photographs were processed using Agisoft Metashape software to generate 2D orthomosaics. These orthomosaics were uploaded to ArcGIS Pro to be annotated for corallivory estimates.

In water bite counts and estimates derived from SfM annotations will be compared with visual survey data to better understand the accuracy at which SfM annotations capture corallivory.

Tags: 31349, benthic, benthos analysis, biological, biosphere, camera, central pacific ocean, coastal processes, coastal waters of hawaii, coral, coral reef, coral reef conservation program, coral reef ecosystem division, coral reef ecosystem program, coral reef studies, coral reefs, corallivory, corals, cots, country/territory, cred, crep, derived products, determining whether herbivore-focused management strategies enhance critical ecosystem functions pro, doc/noaa/nmfs/pifsc, doc/noaa/nmfs/pifsc/esd, earth science, ecological dynamics, ecosystem sciences division, ecosystems, esd, feeding scars on hard coral, fish, gastropod, hawaii, hawaiian islands, honolulu, images, in situ, marine ecosystems, national marine fisheries service, nmfs, noaa, north pacific ocean, numeric data sets, oahu, oahu (21n157w0003), oahu island, ocean, ocean basin, oceans, pacific islands fisheries science center, pacific ocean, photograph, photograph analysis, pifsc, quadrat monitoring, reef, reef damage assessment, reef monitoring and assessment, sfm, species predation, species/population interactions, structure from motion, u.s. department of commerce, united states of america, us doc, zoology
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Depth soundings from a single beam echo sounder collected around the nearshore areas of Timor-Leste in 2012 and 2013

This dataset contains singlebeam bathymetry data acquired during small-boat surveys conducted from October 20-26, 2012 and June 4-27, 2013 in Timor-Leste by the NOAA Coral Reef Ecosystem Program (CREP). Data was acquired with a HydroLite-TM Echosounder Kit by Seafloor Systems, a small boat Hydro Survey System using Ohmex SonarMite echosounder and Trimble ProXT receiver. The singlebeam bathymetry was used to ground-truth bathymetry derived from WorldView-2 satellite imagery by CREP for the near-shore areas (0-20 m depths) around Timor-Leste.

Tags: aquatic habitat, atauro, bathymetry, bathymetry/seafloor topography, baucau, biosphere, bobonaro, coastal processes, coral reef ecosystem division, coral reef ecosystem program, coral reef studies, coral reefs, coral triangle initiative, corals, country/territory, cred, crep, democratic republic of timor-leste (east timor) (09s126e0001), dili, doc/noaa/nmfs/pifsc, earth science, ecosystem sciences division, geographic information, in situ, indian ocean, jaco, lautem, liquica, manatuto, mapping, national marine fisheries service, nmfs, noaa, ocean basin, oceans, oecusse, pacific islands fisheries science center, pifsc, reef habitat, reef monitoring and assessment, sea floor, seafloor elevation, single beam, singlebeam, timor, timor leste, timor sea, timor-leste, u.s. department of commerce, united states agency for international development, us doc, usaid, vila mpa, water depth, zoology
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
National Coral Reef Monitoring Program: Water Temperature Data from Subsurface Temperature Recorders (STRs) deployed at coral reef sites in American Samoa from 2012 to 2023

Water temperature time series data provided in this data set are from subsurface temperature recorders (STRs) deployed at permanent coral reef sites across American Samoa by the NOAA Pacific Islands Fisheries Science Center (PIFSC), Ecosystem Sciences Division (ESD; formerly the Coral Reef Ecosystem Division) as part of the NOAA National Coral Reef Monitoring Program (NCRMP). The STRs were deployed for a period of 1-9 years from 2012 to 2023 and recovered during ESD-led NCRMP missions to American Samoa in 2015, 2018, and 2023.

The high-accuracy temperature loggers made by Sea-Bird Electronics (SBE) and RBR Ltd. USA were weighted and strapped to solid substrate on the seafloor by SCUBA divers at depths ranging from 0 to 30 meters at permanent monitoring sites established by ESD's Ocean and Climate Change team. Sample interval of STRs recovered in 2013, 2015 and 2018/2023 was 2 min 30 sec, 60 min, and 5 min, respectively. The current sample interval is 5 minutes. Each time an STR was recovered another STR was typically deployed at the same location and depth and was assigned the same OCC_SITEID. Data were downloaded using the SeaBird SeaTerm V2 or RBR Ruskin V2 program and post-processed using R to trim "out of water" data.

Tags: 743, american samoa, american samoa (14s170w0000), aquatic habitat, biosphere, bottom, central pacific ocean, coastal processes, coral reef, coral reef conservation program, coral reef ecosystem division, coral reef ecosystem program, coral reef studies, coral reefs, corals, country/territory, cred, crep, doc/noaa/nmfs, doc/noaa/nmfs/pifsc, earth science, ecosystem sciences division, ecosystems, esd, hi'ialakai, in situ, in situ physical, manu'a group, marine ecosystems, national coral reef monitoring program, national marine fisheries service, ncrmp, nmfs, noaa, numeric data sets, ocean, ocean basin, ocean temperature, oceanography, oceans, ofu (14s169w0002), ofu island, ofu island (14s169w0013), olosega (14s169w0016), olosega island, olosega island (14s169w0014), pacific islands fisheries science center, pacific ocean, pacific reef assessment and monitoring program: monitoring coral reef ecosystems of the us pacific i, physical, pifsc, rainier, ramp, rbrsolo3t, reef, reef assessment and monitoring program, reef habitat, reef monitoring and assessment, rose atoll (14s168w0001), rose atoll marine national monument, sbe 37-sm, sbe 39plus, sbe 56, south pacific ocean, str, subsurface temperature recorder, swains atoll (11s171w0001), ta'u island (14s169w0012), temperature logger, temperature loggers, temperature recorder, temperature sensor, temperature sensors, thermistor, time series, tutuila island (14s170w0016), u.s. department of commerce, united states of america, us doc, water temperature, zoology
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Hapu'upu'u Ageing Dataset

Ryan Nichols (FBSAB LHP) collected this data set and it contains only information pertaining to Hypothordus quernus, Hapu'upu'u, Hawaiian grouper. It contains date, location, fish length (total), fish weight, otolith weight (grams), otolith length (mm), otolith width (mm) age group, and which sagittal was aged (right or left).

Tags: age and growth, bottomfish, doc/noaa/nmfs/pifsc, epinephalus quernus, frmd, gonads, hapu, hapu'upu'u, hyporthodus quernus, lhp, life history estimates, national marine fisheries service, noaa, northwestern hawaiian islands, otolith, pacific islands fisheries science center, pifsc, sagitta, u.s. department of commerce
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
American Samoa Small Boat and Spear Cost-Earnings Data: 2015

These data represent a cost-earnings study of the American Samoa small boat and spear fishery in 2015. Data collected include fisher classification, vessel characteristics, levels of investment, trip-level expenditures, fishing behavior, market participation, social aspects of the fishery, and demographics.

Tags: 2015, american samoa, american samoa small boat fishery, cost-earnings, doc/noaa/nmfs/pifsc, economics, national marine fisheries service, noaa, pacific islands fisheries science center, pacific ocean, pifsc, pifsc socioeconomics program: economics research metadata portfolio, socioeconomics, u.s. department of commerce
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NCRMP and related PIFSC surveys: Statistical Summary of Key Environmental Variables at Coral Reef Survey Sites across the Pacific Ocean from 2000 to 2020

The Environmental Data Summary (EDS) tool was developed by scientists of the Ecosystem Sciences Division (ESD) at the NOAA Pacific Islands Fisheries Science Center (PIFSC).  The survey data utilized in tool development was funded by the National Coral Reef Monitoring Program (NCRMP) as well as other related projects including the Coral Triangle Initiative (CTI) and USAID. The EDS is an advanced environmental data summary tool that gives users a simple, consistent way to enhance in situ survey data with external environmental data. The EDS is written in R and provides users an interface to NOAA CoastWatch and OceanWatch datasets through the ERDDAP server protocol.  The oceanographic parameters involved in this tool include chlorophyll A, photosynthetically active radiation (PAR), turbidity (Kd490), wave height, and sea surface temperature (SST) measurements. The EDS outputs were summarized at NCRMP REA Site level from 2000 to 2020 across 57 islands covered by the survey.

Tags: american samoa, american samoa (14s170w0000), baker island, baker island (00n176w0001), baseline studies, biosphere, central pacific ocean, coastal waters of hawaii, coral reef conservation program, coral reef ecosystem division, coral reef ecosystem program, coral reef studies, corals, country/territory, cred, crep, doc/noaa/nmfs/pifsc, earth science, ecosystem sciences division, equatorial pacific ocean, esd, fy21(31357 national coral reef monitoring program), gps, hawaii, hawaiian islands (21n157w0027), honolulu, howland island, howland island (00s176w0001), jarvis island (00s160w0001), johnston atoll, johnston atoll (16n169w0001), kingman reef (06n162w0001), latitude, line islands, longitude, mariana archipelago, model output, national coral reef monitoring program, national marine fisheries service, nmfs, noaa, north pacific ocean, northern mariana islands, northern mariana islands ( cnmi ) (18n146e0000), northwest pacific, northwestern hawaiian islands (28n178w0000), numeric data sets, ocean acidification program, ocean and climate change, ocean basin, oceanography, pacific islands fisheries science center, pacific ocean, pacific reef and assessment monitoring program, palmyra atoll (05n162w0001), pifsc, position - geographic, ramp, reef assessment and monitoring program, reef monitoring and assessment, satellite data, south pacific ocean, u.s. department of commerce, united states of america, us doc, usa minor outlying islands, wake atoll, wake atoll (19n167e0001), western pacific ocean, zoology
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
EOP active acoustics

These data contain shipboard active acoustics data collected in the Pacific, both pelagic and near shore environments.  Data is collected using Simrad EK60 splitbeam multifrequency systems with the transducers pointing vertically down in the water column.  The echosounders operate up to four frequencies at 38 kHz, 70 kHz, 120 kHz, and 200 kHz.

Tags: .2 seconds, bioacoustics, biomass estimation, bottomfish, deep-7, discrete sampling periods, doc/noaa/nmfs/pifsc, ensonified fish, eop, eop in situ observational data, esd, half seconds, hawaii, mesoscale oceanographic features, micronekton, national marine fisheries service, nekton, noaa, north central pacific, once per seconds, pacific islands fisheries science center, pacific ocean, pifsc, seamounts, snappers, sonic scattering layer, south central pacific, ssl, tuna, u.s. department of commerce
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Water chemistry at coral reef sites in Timor-Leste from discrete surface and bottom water samples collected in 2013 and 2014

The water chemistry data described here are from discrete water samples collected by the NOAA Coral Reef Ecosystem Program (CREP) in 2013 and 2014 to assess the seawater carbonate systems primarily at fixed climate survey sites located in coral reef habitats in Timor-Leste. Climate sites were established by CREP to establish ecological baselines for climate change by measuring multiple features of the coral reef environment (in addition to the data described herein) over time. Water chemistry data for both 2013 and 2014 is only available for a subset of the established climate survey sites (5 of the 8 sites). In 2013, water samples were collected from a few random sites in addition to the samples collected at the climate survey sites. 

SCUBA divers collected two discrete water samples from each site; one at the reef and one at the surface directly above the reef. In 2013 only, surface water samples were also collected ~1 km offshore from the survey site. The samples were processed by CREP and sent to NOAA Pacific Marine Environmental Laboratory (PMEL) to be analyzed for total alkalinity (TA) and dissolved inorganic carbon (DIC). From these constituents, alongside temperature, salinity, and depth data, other parameters of the seawater carbonate system were calculated, including pH, partial pressure of carbon dioxide, and aragonite saturation state. 

The water chemistry data can be accessed online via the NOAA National Centers for Environmental Information (NCEI) Ocean Archive.

Tags: alkalinity, aquatic habitat, aragonite saturation state, atauro, baseline studies, baucau, biosphere, bobonaro, carbon dioxide, carbonate chemistry, chemistry monitoring and assessment, coastal processes, coral reef ecosystem division, coral reef ecosystem program, coral reef studies, coral reefs, coral triangle initiative, corals, country/territory, cred, crep, democratic republic of timor-leste (east timor) (09s126e0001), depth - observation, dic, dili, dissolved gases, dissolved inorganic carbon (dic), doc/noaa/nmfs/pifsc, earth science, ecosystem sciences division, in situ chemical, in situ physical, indian ocean, inorganic carbon, lautem, manatuto, national marine fisheries service, nmfs, noaa, numeric data sets, ocean acidification, ocean basin, ocean chemistry, ocean temperature, oceans, oecusse, pacific islands fisheries science center, partial pressure, partial pressure of carbon dioxide - water, pco2, ph, pifsc, reef habitat, reef monitoring and assessment, salinity, salinity/density, ta, timor leste, timor sea, timor-leste, total alkalinity, u.s. department of commerce, united states agency for international development, us doc, usaid, vila mpa, water chemistry, water quality, water temperature, zoology
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Hard and Soft Bottom Seafloor Substrate Map Derived from an Unsupervised Classification of Gridded Bathymetry Derivatives for the NOAA Habitat Blueprint West Hawaii Focus Area

Hard and soft bottom seafloor substrate data and maps for the NOAA Habitat Blueprint West Hawaii Focus Area (WHFA) in the Main Hawaiian Islands. Cell values in the raster datasets reflect whether the seafloor is hard bottom or soft bottom based on an unsupervised classification run using ArcGIS software with the Spatial Analyst extension. The classifications are based on bathymetry, acoustic derivatives and verified using seafloor optical data.

The seafloor substrate map and associated data are accessible online via the Pacific Islands Benthic Habiat Mapping Center (PIBHMC) website at www.soest.hawaii.edu/pibhmc.

Tags: 467, aquatic habitat, bathymetry/seafloor topography, benthic, benthic habitat, biosphere, central pacific ocean, coastal processes, coral reef conservation program, coral reef ecology, coral reef ecosystem division, coral reef ecosystem program, coral reefs, corals, country/territory, cred, crep, doc/noaa/nmfs/pifsc, earth science, ecosystem sciences division, geographic information, geomorphology, geomorphology mapping, gis, gis product, habitat mapping, habitats, hard seafloor substrate, hawaii, hawaii (21n160w0000), hawaii island, hawaii island (19n155w0003), hawaiian islands, kohala coast (21n155w0001), main hawaiian islands, mapping, mapping and ecospatial information products to support coral reef ecosystem management in the pacifi, national marine fisheries service, nmfs, noaa, north pacific ocean, ocean basin, oceans, pacific islands fisheries science center, pacific ocean, pifsc, puako (19n155w0001), reef habitat, reef monitoring and assessment, sea floor, soft seafloor substrate, substrate, substrate description, u.s. department of commerce, united states of america, us doc, zoology
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Energy Storage Solutions (ESS) Aggregate Loadshape

The Energy Storage Solutions (ESS) program is an incentive program designed to help Eversource and United Illuminating (UI) customers install battery energy storage systems for their home or business. The program helps lower the cost of buying a battery by providing upfront and performance incentives. This incentive program is overseen by the Public Utilities Regulatory Authority (PURA), is paid for by electric ratepayers, and is administered by the Connecticut Green Bank, Eversource, and UI.

This time series dataset shows the aggregate "load shape", or average system power, of all batteries enrolled in Connecticut's Virtual Power Plant (VPP) as operated through the ESS program, broken down by residential or commercial host sites, at 15-minute intervals. Positive values indicate charging activity, while negative values indicate discharge to local load or the grid. Telemetry data, including historical data, is subject to ongoing quality control and quality assurance and may be updated, revised, or corrected periodically.

More information and an interactive dashboard of this and other program data can be found at https://energystoragect.com/ess-performance-report/

Tags: battery, connecticut-green-bank, ct-green-bank, energy-storage, virtual-power-plant, vpp
Organization: State of Connecticut
Alcohol and Video Lottery Licensing

<p style='margin-top:0px; margin-bottom:0.75rem; max-width:100%; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><span style='max-width:100%; display:inherit;'>Feature layer containing authoritative alcohol and video lottery licensing points for Sioux Falls, South Dakota. </span></p><div><br /></div>

Tags: alcohol, community, lincoln, lottery, minnehaha, sd, sioux-falls, south-dakota, video
Organization: City of Sioux Falls
Park Drinking Fountains

<p style='margin-top:0px; margin-bottom:0.75rem; max-width:100%; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><span style='max-width:100%; display:inherit;'>Feature layer containing authoritative park drinking fountain points for Sioux Falls, South Dakota.</span></p>

Tags: drinking, fountain, lincoln, minnehaha, parks, sd, sioux-falls, south-dakota
Organization: City of Sioux Falls
Building Footprints

<div style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><div style='margin-bottom:3rem;'><div><div style='overflow:auto; padding-bottom:0.375rem; max-width:100%; display:inherit;'><p style='margin-top:0px; margin-bottom:0.775rem; max-width:100%; font-size:17px;'><span style='font-family:inherit; max-width:100%; display:inherit;'>Feature layer containing authoritative building footprint polygons for Sioux Falls, South Dakota.</span></p></div></div></div></div><div style='margin-bottom:3rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'></div><div style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'></div><div style='margin-bottom:3rem; display:inherit; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><div style='margin-bottom:3rem; display:inherit;'></div></div>

Tags: building, footprint, lincoln, minnehaha, property, sd, sioux-falls, south-dakota
Organization: City of Sioux Falls
Murals

<p style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px; margin-bottom:0.75rem; margin-top:0px; max-width:100%;'><span style='display:inherit; max-width:100%;'>Feature layer containing information on murals in Sioux Falls, South Dakota.</span></p>

Tags: lincoln, minnehaha, mural, sd, sioux-falls, south-dakota
Organization: City of Sioux Falls
Merit Principles Survey Data

The U.S. Merit Systems Protection Board (MSPB) has the statutory responsibility to assess the health of Federal merit systems and the authority to conduct special studies of the Federal civil service (see 5 U.S.C. 1204(a)(3) and 5 U.S.C. 1204(e)(3)). MSPB administers a periodic Merit Principles Survey (MPS) to help carry out those studies. Those studies, including summaries and analyses of data from the MPS, are officially submitted to the President and Congress and shared with Federal policymakers and agencies.

Tags: mspb
Organization: Merit Systems Protection Board