cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48597/nrnz-efgd
title: Measurement of Sodium at Koksijde

description: Measurement of Sodium at Koksijde
DOI: 10.48597/p9zs-25hb
title: Measurement of Chromium at Harwell

description: Measurement of Chromium at Harwell
DOI: 10.48597/pbgh-qeaj
title: Measurement of POPs (persistent organic pollutants) at Zingst

description: Measurement of POPs (persistent organic pollutants) at Zingst
DOI: 10.5281/zenodo.10520077
title: CONUS Hydropower Head and Storage

description: This dataset provides manually-collected static head and storage (where applicable) data for 269 hydropower facilities in the contiguous U.S. (CONUS). These data were obtained primarily from Federal Energy Regulatory Commission (FERC) licenses through the FERC eLibrary. Sources of head and storage data are noted in the dataset along with the type of head value. Several identifiers are included to link these data to other datasets and include the Energy Information Administration (EIA) plant ID (EIA_PID), Oak Ridge National Laboratory HydroSource Existing Hydropower Assets plant ID (EHA_PID), National Inventory of Dams (NID) dam ID (NID_ID), and FERC docket number (FC_Dock). 

The development of this dataset focused on improving estimates of head and storage for the purposes of simulating hydropower production using wmpy_power, a process-based hydropower model. While attempts were made to ensure consistency in the type of head included - gross head or maximum gross head - this was not possible in all cases, and the type of head included is noted. These discrepancies were acceptable for the original purpose of this dataset, and users should thoroughly review the data prior to using it for other purposes. 

The selection of facilities included in this dataset was done in an ad-hoc manner, identifying facilities where initial hydropower production simulations performed poorly, or facility characteristics indicated that head and storage values obtained from national-scale datasets may be inaccurate. Future updates to this dataset may include expanding the set of facilities included, and refining the data contained within.

Field descriptions for the fields included in the dataset are provided below:




Field
Type
Description


State
Character
Two-character state abbreviation


EHA_PID
Character
ORNL Hydrosource Existing Hydropower Assets plant ID


EIA_PID
Integer
US Energy Information Administration plant ID


NID_ID
Character
National Inventory of Dams dam ID


PtName
Character
Hydropower facility name


FC_Dock
Character
Federal Energy Regulatory Commission docket number


Total_MW
Float
Hydropower facility nameplate capacity


Head_Ft
Float
Hydropower facility head in feet


Head_M
Float
Hydropower facility head in meters


Head_Type
Character
Type of head


Head_Source
Character
Source of head data


Storage_AF
Float
Hydropower facility storage in acre-feet


Storage_M3
Float
Hydropower facility storage in cubic meters


Storage_Source
Character
Source of storage data
DOI: 10.5281/zenodo.10520078
title: CONUS Hydropower Head and Storage

description: This dataset provides manually-collected static head and storage (where applicable) data for 269 hydropower facilities in the contiguous U.S. (CONUS). These data were obtained primarily from Federal Energy Regulatory Commission (FERC) licenses through the FERC eLibrary. Sources of head and storage data are noted in the dataset along with the type of head value. Several identifiers are included to link these data to other datasets and include the Energy Information Administration (EIA) plant ID (EIA_PID), Oak Ridge National Laboratory HydroSource Existing Hydropower Assets plant ID (EHA_PID), National Inventory of Dams (NID) dam ID (NID_ID), and FERC docket number (FC_Dock). 

The development of this dataset focused on improving estimates of head and storage for the purposes of simulating hydropower production using wmpy_power, a process-based hydropower model. While attempts were made to ensure consistency in the type of head included - gross head or maximum gross head - this was not possible in all cases, and the type of head included is noted. These discrepancies were acceptable for the original purpose of this dataset, and users should thoroughly review the data prior to using it for other purposes. 

The selection of facilities included in this dataset was done in an ad-hoc manner, identifying facilities where initial hydropower production simulations performed poorly, or facility characteristics indicated that head and storage values obtained from national-scale datasets may be inaccurate. Future updates to this dataset may include expanding the set of facilities included, and refining the data contained within.

Field descriptions for the fields included in the dataset are provided below:




Field
Type
Description


State
Character
Two-character state abbreviation


EHA_PID
Character
ORNL Hydrosource Existing Hydropower Assets plant ID


EIA_PID
Integer
US Energy Information Administration plant ID


NID_ID
Character
National Inventory of Dams dam ID


PtName
Character
Hydropower facility name


FC_Dock
Character
Federal Energy Regulatory Commission docket number


Total_MW
Float
Hydropower facility nameplate capacity


Head_Ft
Float
Hydropower facility head in feet


Head_M
Float
Hydropower facility head in meters


Head_Type
Character
Type of head


Head_Source
Character
Source of head data


Storage_AF
Float
Hydropower facility storage in acre-feet


Storage_M3
Float
Hydropower facility storage in cubic meters


Storage_Source
Character
Source of storage data
DOI: 10.6073/pasta/3ff5e56ea13c555b474ee2db6dd6b3df
title: SBC LTER: Time series of quarterly NetCDF files of kelp biomass in the canopy from Landsat 5, 7 and 8, since 1984 (ongoing)

description: This data file represents a time series of canopy area of giant
 kelp, Macrocystis pyrifera, and bull kelp,
 Nereocystis luetkeana, and canopy biomass of
 giant kelp derived from Landsat 5 Thematic Mapper (TM), Landsat 7
 Enhanced Thematic Mapper Plus (ETM+), and Landsat 8 Operational
 Land Imager (OLI) satellite imagery, along with relevant metadata.
 The kelp canopy is composed of the portions of fronds and stipes
 floating on the surface of the water. Canopy area
 (m2) data are given for individual 30 x
 30 meter pixels for all coastal areas of Baja California, Mexico,
 California, and Oregon, including offshore islands. Biomass data
 (wet weight, kg) are given for individual 30 x 30 meter pixels in
 the coastal areas extending from near Ano Nuevo, CA through the
 southern range limit in Baja California (including offshore
 islands), representing the range where giant kelp is the dominant
 canopy forming species.
 
 
 Data were derived from the three Landsat sensors listed above.
 Observations are made on a 16 day repeat cycle, for each
 instrument, but the temporal coverage is irregular because of
 cloud cover, instrument failure, and the mission length of each
 sensor (TM: 1984 – 2011, ETM+: 1999 – present, OLI: 2013 –
 present). Estimates of canopy area are derived from the fractional
 cover of kelp canopy determined from satellite surface
 reflectance. Estimates of kelp canopy biomass are derived from the
 relationship between giant kelp fractional cover determined from
 satellite surface reflectance and empirical measurements of giant
 kelp canopy biomass in long-term SBC LTER study plots obtained
 using SCUBA. The different Landsat sensors were calibrated to each
 other using simulated Landsat data derived from hyperspectral
 imagery. Missing data due to the ETM+ scan line corrector error
 were filled using a synchrony-based gap filling method.
 
 
 Data are organized into a single NetCDF file and contain the
 quarterly area and biomass means for each Landsat pixel across the
 three sensors. Relevant metadata such as number of Landsat
 estimates from which the mean was derived, the number of estimates
 from each sensor, standard error for each quarterly estimate,
 spatial coordinates, and date are all included in the file. For
 assistance with the data, please contact sbclter@msi.ucsb.edu.
DOI: 10.6073/pasta/f1cf070648d7654ada052835afb2cfe9
title: SBC LTER: Reef: Annual time series of biomass for kelp forest species, ongoing since 2000

description: These data are annual estimates of biomass of approximately 225 taxa
 of reef algae, invertebrates and fish in permanent transects at 11
 kelp forest sites in the Santa Barbara Channel (2-8 transects per
 site). Abundance is measured annually (as percent cover or density,
 by size) and converted to biomass (i.e., wet mass, dry mass,
 decalcified dry mass, ash free dry mass) using published
 taxon-specific algorithms. Data collection began in summer 2000 and
 continues annually in summer to provide information on community
 structure, population dynamics and species change.
 
 
 The time period of data collection varied among the 11 kelp forest
 sites. Sampling at BULL, CARP, and NAPL began in 2000, sampling at
 the other 6 mainland sites (AHND, AQUE, IVEE, GOLB, ABUR, MOHK)
 began in 2001 (transects 3, 5, 6, 7, 8 at IVEE were added in 2011).
 Data collection at the two Santa Cruz Island sites (SCTW and SCDI)
 began in 2004. See Methods for more information.  
 
 
 See Methods for more information.
DOI: 10.6073/pasta/f3878aad622dfe9b05a7d0e75d39bddb
title: SBC LTER: Reef: The size-dependent functional response of lobster foraging on purple urchin

description: These data summarize the results of a size-dependent functional
 response experiment in which California spiny lobster
 (Panulirus interruptus) foraged on purple
 urchins (Strongylocentrotus purpuratus).
 Lobster of different sizes foraged on one of three different size
 classes of urchins at 4-6 different densities of urchin. Data is
 used to support manuscript: DiFiore, B.P. and A.C. Stier. 2023.
 Variation in body size drives spatial and temporal variation in
 lobster-urchin interaction strength. Journal of Animal Ecology
DOI: 10.48597/pksh-s3gt
title: Measurement of Precipitation_amount at Koksijde

description: Measurement of Precipitation_amount at Koksijde
DOI: 10.48597/pw4k-fbrz
title: Measurement of Lead at Harwell

description: Measurement of Lead at Harwell
DOI: 10.48597/pzsx-6w7x
title: Measurement of Mercury at Zingst

description: Measurement of Mercury at Zingst
DOI: 10.48597/q36k-uans
title: Measurement of Particle_number_size_distribution at Cabauw Zijdeweg

description: Measurement of Particle_number_size_distribution at Cabauw Zijdeweg
DOI: 10.48597/qauv-948e
title: Measurement of Lithium at Harwell

description: Measurement of Lithium at Harwell
DOI: 10.48597/qazf-9z4w
title: Measurement of Heavy metals at Hailuoto II

description: Measurement of Heavy metals at Hailuoto II
DOI: 10.48597/qgp9-22hv
title: Measurement of Tin at Auchencorth Moss

description: Measurement of Tin at Auchencorth Moss
DOI: 10.48597/r8q8-um9c
title: Measurement of Cadmium at Harwell

description: Measurement of Cadmium at Harwell
DOI: 10.48597/rkcv-7euc
title: Measurement of Sulphur_dioxide at Utö

description: Measurement of Sulphur_dioxide at Utö
DOI: 10.48597/rszs-9ny6
title: Measurement of Selenium at Harwell

description: Measurement of Selenium at Harwell
DOI: 10.48597/rtj5-ne2n
title: Measurement of Nitrogen_monoxide at Houtem

description: Measurement of Nitrogen_monoxide at Houtem
DOI: 10.48597/rzz2-5yr8
title: Measurement of Inorganics in air and particle phase at Utö

description: Measurement of Inorganics in air and particle phase at Utö
DOI: 10.48597/skbg-nshd
title: Measurement of Particle_number_size_distribution at Cabauw Zijdeweg

description: Measurement of Particle_number_size_distribution at Cabauw Zijdeweg
DOI: 10.48597/sr6x-jx64
title: Measurement of Aluminium_27 at Harwell

description: Measurement of Aluminium_27 at Harwell
DOI: 10.48597/sykj-4xdt
title: Measurement of Barium at Harwell

description: Measurement of Barium at Harwell
DOI: 10.48597/szs7-wxk2
title: Measurement of Beryllium at Harwell

description: Measurement of Beryllium at Harwell
DOI: 10.48597/t5f7-6vcy
title: Measurement of Copper at Harwell

description: Measurement of Copper at Harwell
DOI: 10.48597/tgqf-kvsw
title: Measurement of Cadmium at Harwell

description: Measurement of Cadmium at Harwell
DOI: 10.48597/tgxu-jbqj
title: Measurement of Nickel_60 at Harwell

description: Measurement of Nickel_60 at Harwell
DOI: 10.48597/th6t-zar6
title: Measurement of Particle_number_size_distribution at Mt Cimone

description: Measurement of Particle_number_size_distribution at Mt Cimone
DOI: 10.48597/tndk-g4dn
title: Measurement of PAHs (polycyclic aromatic hydrocarbons) at Zingst

description: Measurement of PAHs (polycyclic aromatic hydrocarbons) at Zingst
DOI: 10.48597/ts3p-7pmp
title: Measurement of Chrysene_triphenylene at Zingst

description: Measurement of Chrysene_triphenylene at Zingst
DOI: 10.48597/tuxq-x5gt
title: Measurement of Nitrogen_monoxide at Moerkerke

description: Measurement of Nitrogen_monoxide at Moerkerke
DOI: 10.48597/uaer-h6wv
title: Measurement of Chloride at Koksijde

description: Measurement of Chloride at Koksijde
DOI: 10.48597/uqaw-3d7z
title: Measurement of Particle_number_size_distribution at Mt Cimone

description: Measurement of Particle_number_size_distribution at Mt Cimone
DOI: 10.48597/v47t-45yu
title: Measurement of Inorganics in air and particle phase at Virolahti II

description: Measurement of Inorganics in air and particle phase at Virolahti II
DOI: 10.48597/vcmw-xq42
title: Measurement of Precipitation_amount at Koksijde

description: Measurement of Precipitation_amount at Koksijde
DOI: 10.48597/vkj2-huyv
title: Measurement of Heavy metals at Zingst

description: Measurement of Heavy metals at Zingst
DOI: 10.48597/vkpy-kx9f
title: Measurement of Molybdenum at Harwell

description: Measurement of Molybdenum at Harwell
DOI: 10.48597/vwg8-8jx6
title: Measurement of Particle_number_size_distribution at Cabauw Zijdeweg

description: Measurement of Particle_number_size_distribution at Cabauw Zijdeweg
DOI: 10.48597/w6yf-yzgs
title: Measurement of Ammonium at Koksijde

description: Measurement of Ammonium at Koksijde
DOI: 10.48597/xm5p-eefp
title: Measurement of Lead at Harwell

description: Measurement of Lead at Harwell
DOI: 10.48597/xq96-4b5m
title: Measurement of Particle_number_size_distribution at Cabauw Zijdeweg

description: Measurement of Particle_number_size_distribution at Cabauw Zijdeweg
DOI: 10.48597/xr7t-x3n6
title: Measurement of Inorganics in air and particle phase at Zingst

description: Measurement of Inorganics in air and particle phase at Zingst
DOI: 10.48597/y4gf-r49z
title: Measurement of POPs (persistent organic pollutants) at Zingst

description: Measurement of POPs (persistent organic pollutants) at Zingst
DOI: 10.48597/yrsr-yhcp
title: Measurement of Magnesium at Koksijde

description: Measurement of Magnesium at Koksijde
DOI: 10.48597/yvy5-nbv2
title: Measurement of POPs (persistent organic pollutants) at Zingst

description: Measurement of POPs (persistent organic pollutants) at Zingst
DOI: 10.48597/ywnx-rken
title: Measurement of Nitrate at Koksijde

description: Measurement of Nitrate at Koksijde
DOI: 10.48597/z2gr-gjcw
title: Measurement of OC/EC and PM mass at Birkenes II

description: Measurement of OC/EC and PM mass at Birkenes II
DOI: 10.48597/zc8c-p3yt
title: Measurement of Particle_number_size_distribution at Mt Cimone

description: Measurement of Particle_number_size_distribution at Mt Cimone
DOI: 10.6073/pasta/fd564dddfe7b77fe9e4bd8417f166057
title: SBC LTER: Reef: Long-term experiment: Kelp removal: Urchin size frequency distribution

description: These data describe the size frequency distribution of red and
 purple sea urchins at SBC LTER long-term kelp removal experiment
 sites. The diameter of the test (shell without spines) is recorded
 in centimeters to the nearest 0.5 cm for 50 red and 50 purple sea
 urchins located in 40 m x 2 m transects in each sampling plot. These
 data can be combined with size-mass relationships established in the
 laboratory to provide a non-destructive estimate of red and urchin
 dry mass.
 
 
 The kelp removal experiment was initiated in 2008 at selected reef
 sites along the mainland coast of the Santa Barbara Channel. The
 following three giant kelp manipulations are maintained in sampling
 plots at each site:
 
 
 - Control: Macrocystis pyriferais left intact
 during the experiment.
 
 
 - Annual removal: Macrocystis pyriferais
 removed from an adjacent plot once each winter and allowed to
 re-colonize over the course of the year.
 
 
 - Continuous removal: Macrocystis pyriferais
 removed from the plot on each sampling date.
 
 
 See protocol for more information.
DOI: 10.48597/zeyg-byyg
title: Measurement of Particle_number_size_distribution at Mt Cimone

description: Measurement of Particle_number_size_distribution at Mt Cimone
DOI: 10.48597/zxah-j2eb
title: Measurement of Inorganics in air and particle phase at Virolahti II

description: Measurement of Inorganics in air and particle phase at Virolahti II
DOI: 10.48597/2d67-d7k4
title: Meteorology at Els Torms

description: Measurement of Meteorology at Els Torms
DOI: 10.48597/2mrz-cmyd
title: Meteorology at Víznar

description: Measurement of Meteorology at Víznar
DOI: 10.48597/2syp-eajt
title: VOC (carbonyls) at San Pablo de los Montes

description: Measurement of VOC (carbonyls) at San Pablo de los Montes
DOI: 10.48597/2zcq-dtb9
title: Relative_humidity at Illmitz

description: Measurement of Relative_humidity at Illmitz
DOI: 10.48597/3axe-a46g
title: Wind_speed at Illmitz

description: Measurement of Wind_speed at Illmitz
DOI: 10.48597/3mqz-9rc3
title: Relative_humidity at Illmitz

description: Measurement of Relative_humidity at Illmitz
DOI: 10.48597/4kb9-6yxj
title: Inorganics in air and particle phase at Els Torms

description: Measurement of Inorganics in air and particle phase at Els Torms
DOI: 10.48597/4mtg-m6tq
title: Meteorology at Barcarrota

description: Measurement of Meteorology at Barcarrota
DOI: 10.48597/4uut-fjwg
title: Inorganics in air and particle phase at Mahón

description: Measurement of Inorganics in air and particle phase at Mahón
DOI: 10.48597/5bct-d3fh
title: Inorganics in air and particle phase at Víznar

description: Measurement of Inorganics in air and particle phase at Víznar
DOI: 10.48597/5d3v-khvk
title: PAHs (polycyclic aromatic hydrocarbons, 16) at Zarra

description: Measurement of PAHs (polycyclic aromatic hydrocarbons, 16) at Zarra
DOI: 10.48597/62g3-9z6y
title: Temperature at Illmitz

description: Measurement of Temperature at Illmitz
DOI: 10.48597/65c4-ymxj
title: Inorganics in air and particle phase at Starina

description: Measurement of Inorganics in air and particle phase at Starina
DOI: 10.48597/69tj-pt25
title: Heavy metals at Els Torms

description: Measurement of Heavy metals at Els Torms
DOI: 10.48597/6sad-9ucp
title: Heavy metals and inorganics in air and particle phase at Niembro

description: Measurement of Heavy metals and inorganics in air and particle phase at Niembro
DOI: 10.48597/6w3m-n67q
title: Nitrogen oxides at O Saviñao

description: Measurement of Nitrogen oxides at O Saviñao
DOI: 10.48597/7atz-jgj2
title: PAHs (polycyclic aromatic hydrocarbons) at Víznar

description: Measurement of PAHs (polycyclic aromatic hydrocarbons) at Víznar
DOI: 10.48597/7byw-gu6m
title: Nitrogen oxides at San Pablo de los Montes

description: Measurement of Nitrogen oxides at San Pablo de los Montes
DOI: 10.48597/8cj9-eb5r
title: Wind_direction at Illmitz

description: Measurement of Wind_direction at Illmitz
DOI: 10.48597/8cvj-whsn
title: PAHs (polycyclic aromatic hydrocarbons) at Niembro

description: Measurement of PAHs (polycyclic aromatic hydrocarbons) at Niembro
DOI: 10.48597/8pcg-98wh
title: Inorganics in air and particle phase at Els Torms

description: Measurement of Inorganics in air and particle phase at Els Torms
DOI: 10.48597/8rwf-dcyr
title: Inorganics in air and particle phase at San Pablo de los Montes

description: Measurement of Inorganics in air and particle phase at San Pablo de los Montes
DOI: 10.48597/8vq9-zsfq
title: Inorganics in air and particle phase at Penausende

description: Measurement of Inorganics in air and particle phase at Penausende
DOI: 10.48597/a494-vjdn
title: Inorganics in air and particle phase at Noia

description: Measurement of Inorganics in air and particle phase at Noia
DOI: 10.48597/aqhy-j2vy
title: Inorganics in air and particle phase at Víznar

description: Measurement of Inorganics in air and particle phase at Víznar
DOI: 10.48597/aumv-m5ug
title: Heavy metals at Churanov

description: Measurement of Heavy metals at Churanov
DOI: 10.48597/be35-chn7
title: Nitrogen oxides at Niembro

description: Measurement of Nitrogen oxides at Niembro
DOI: 10.48597/c2ma-vnhv
title: Meteorology at Noia

description: Measurement of Meteorology at Noia
DOI: 10.48597/capd-jnx4
title: Inorganics in air and particle phase at Noia

description: Measurement of Inorganics in air and particle phase at Noia
DOI: 10.48597/cfgk-ua8g
title: Inorganics in air and particle phase at Zarra

description: Measurement of Inorganics in air and particle phase at Zarra
DOI: 10.48597/chkp-g42x
title: Nitrogen oxides at Víznar

description: Measurement of Nitrogen oxides at Víznar
DOI: 10.48597/cwqv-cbbn
title: Nitrogen oxides at Els Torms

description: Measurement of Nitrogen oxides at Els Torms
DOI: 10.48597/d4e5-pbg8
title: Meteorology at Penausende

description: Measurement of Meteorology at Penausende
DOI: 10.48597/egcf-waba
title: Inorganics in air and particle phase at Campisabalos

description: Measurement of Inorganics in air and particle phase at Campisabalos
DOI: 10.48597/fj6e-897b
title: Sulphur_dioxide at Barcarrota

description: Measurement of Sulphur_dioxide at Barcarrota
DOI: 10.48597/fj6n-bfyf
title: Heavy metals at San Pablo de los Montes

description: Measurement of Heavy metals at San Pablo de los Montes
DOI: 10.48597/gw83-wqep
title: Nitrogen oxides at Zarra

description: Measurement of Nitrogen oxides at Zarra
DOI: 10.48597/hbr7-8avd
title: Heavy metals at Campisabalos

description: Measurement of Heavy metals at Campisabalos
DOI: 10.21227/f0fv-c225
title: SMG DDI Development Dataset

description: The scaffold data splitting method categorizes molecules according to their scaffold (molecular substructure). Priori studies  have shown that scaffold data splitting provides a more realistic estimate of model performance in prospective evaluation compared to random data splitting approach. Our dataset is based on three benchmark public datasets, ZhangDDI, ChCh-Miner, and DeepDDI. We apply scaffold data splitting method on the three datasets to create training, validation, and test data. The scaffold data splitting setting partitions the data based on two-dimensional structural frameworks, which include ring systems and linkers, providing a more realistic evaluation. The training, validation, and test datasets are used to validate the scalability and robustness of our proposed model SMG-DDI.
DOI: 10.48597/hnwx-8m83
title: Meteorology at Mahón

description: Measurement of Meteorology at Mahón
DOI: 10.48597/hug9-4rv4
title: Inorganics in air and particle phase at Barcarrota

description: Measurement of Inorganics in air and particle phase at Barcarrota
DOI: 10.48597/j29f-xye5
title: Meteorology at O Saviñao

description: Measurement of Meteorology at O Saviñao
DOI: 10.48597/m3ek-e2hm
title: Inorganics in air and particle phase at Campisabalos

description: Measurement of Inorganics in air and particle phase at Campisabalos
DOI: 10.48597/mdd8-y5f9
title: Meteorology at Niembro

description: Measurement of Meteorology at Niembro
DOI: 10.48597/ngnd-xwek
title: Aerosol_optical_depth at Kennaook / Cape Grim Baseline Air Pollution Station

description: Measurement of Aerosol_optical_depth at Kennaook / Cape Grim Baseline Air Pollution Station
DOI: 10.48597/nn8d-cm3u
title: Inorganics in air and particle phase at San Pablo de los Montes

description: Measurement of Inorganics in air and particle phase at San Pablo de los Montes
DOI: 10.48597/ns7q-7vth
title: Ozone at Illmitz

description: Measurement of Ozone at Illmitz
DOI: 10.48597/p3eb-eczc
title: Nitrogen oxides at Cabo de Creus

description: Measurement of Nitrogen oxides at Cabo de Creus