cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10676361
title: Optimizing Forest Restoration: a holistic spatial approach to deliver  Nature's Contributions to People with minimal trade-offs and maximal equity

description: The datasets in this repository are the results of the study titled "Optimizing Forest Restoration: a holistic spatial approach to deliver Nature's Contributions to People (NCP) with minimal trade-offs and maximal equity". The study shows that forest restoration plans aimed at joint achievement of multiple NCP have minimal trade-offs between the NCP, optimize areas evenly across the potential restoration area considered and have maximal equity considering socioeconomically disadvantaged people in India, when compared to single NCP forest restoration plans. There are 3 NCP considered- climate change mitigation (MtC), biodiversity value NCP (number of forest depenend mamm species of 56 forest mammals considered, who restoration area target will be met)) and people NCP (number of people to whom livelihoods, energy and housing contruction material will be delivered). Single NCP forest restoration plans aim at only one of the three NCP considered at a time while the integrated plan is aimed at joint achievement of all three NCP. The peer-reviewed publication will be linked here after the peer-review process. There are 5 datasets in this repository. The first titled opportunearea_10km_resample.tif is the potential forest restoration area considered in this study. The pixel values indicate the amount of potential forest restoration area within that pixel in sqm. The remaining 4 datasets are zipped files indicating each of the forest restoration plans considered. In each zipped file there are 100 raster files (.tif format). Each of the rasters provide the forest restoration area (first dataset) optimized for the respective type of forest restoration plan in 1% increments of the total potential restoration area. The naming format followed for each of these rasters is Y_NCPtype_optimality.tif, where Y is 1-100 and NCPType is either Biodiveristy, People, Carbon or Integrated. The pixel values in each of the rasters have a range of 0-1, where 0 means that restoration area (pixel) is not optimized for delivery of the respective NCP for that increment of total potential restoration area and 1 means the entire restoration area (pixel) has been optimized for delivery of the respective NCP. Proportional pixel values indicate that the respective proportion of the restoration area is optimal. All rasters have pixel dimensions of 10 km x 10k (333, 325, 1 (nrow, ncol, nlyr)) with raster extent 7590450, 10840450, 902100, 4232100 (xmin, xmax, ymin, ymax) and WGS 1984 Psuedo Mercator (EPSG: 3857) coordinate reference system.
DOI: 10.15468/dl.t74zgx
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Machilus chuanchienensis S.K.Lee",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264969-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ch27v5
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Brahea edulis H.Wendl. ex S.Watson"
 ]
}

 The dataset includes 60 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269466-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11548382
title: Biomass estimation of oilseed rape using the light use efficiency model in Bavaria (Atlas) in LandKlif project

description: This dataset shows the predicted biomass (g/m2) of oilseed rape (OSR) using the light use efficiency (LUE) model for Bavaria in 2019. The LUE model uses satellite data (Landsat-8, MODIS) and climate data (temperature and solar radiation) to calculate the plant biomass. The crop yield is predicted and validated at district level using LfStat data. The validation results show an R2 of 0.79 with an RMSE of 2.21 dt/ha. 

This dataset is conducted under LandKlif project. LandKlif is funded by the Bavarian State Ministry of Science and the Arts within the Bavarian Climate Research Network (bayklif).  Within the five year funding period of bayklif, five interdisciplinary senior research associations and five junior research groups are be financed with a total sum of 18 million Euro. LandKliF, as one of the five interdisciplinary senior research associations, addresses the effects of climate change on biodiversity and ecosystem services in semi-natural, agricultural and urban landscapes.
DOI: 10.5281/zenodo.11548383
title: Biomass estimation of oilseed rape using the light use efficiency model in Bavaria (Atlas) in LandKlif project

description: This dataset shows the predicted biomass (g/m2) of oilseed rape (OSR) using the light use efficiency (LUE) model for Bavaria in 2019. The LUE model uses satellite data (Landsat-8, MODIS) and climate data (temperature and solar radiation) to calculate the plant biomass. The crop yield is predicted and validated at district level using LfStat data. The validation results show an R2 of 0.79 with an RMSE of 2.21 dt/ha. 

This dataset is conducted under LandKlif project. LandKlif is funded by the Bavarian State Ministry of Science and the Arts within the Bavarian Climate Research Network (bayklif).  Within the five year funding period of bayklif, five interdisciplinary senior research associations and five junior research groups are be financed with a total sum of 18 million Euro. LandKliF, as one of the five interdisciplinary senior research associations, addresses the effects of climate change on biodiversity and ecosystem services in semi-natural, agricultural and urban landscapes.
DOI: 10.15468/dl.mwmrhm
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tarentola neglecta Strauch, 1887"
 ]
}

 The dataset includes 64 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270435-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mw2fhg
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lysionotus heterophyllus Franch.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 39 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264964-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.czpu92
title: Occurrence Download

description: A dataset containing 181 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peltogyne purpurea Pittier"
 ]
}

 The dataset includes 181 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269456-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n73ecc
title: Occurrence Download

description: A dataset containing 310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-115.11274 32.10726,-107.69945 23.24191,-110.8658 22.23105,-107.21232 22.23105,-107.45588 20.07324,-102.09744 16.02158,-94.54691 14.96538,-88.09242 11.52822,-85.16963 7.08273,-79.08049 6.59907,-78.59336 4.53864,-84.07358 -3.00576,-83.34289 -4.70679,-80.54188 -12.17007,-72.50422 -17.92997,-71.77352 -23.50855,-75.18344 -36.24227,-77.13196 -45.77218,-76.40127 -53.40853,-70.79926 -56.55143,-63.16162 -55.30395,-56.70713 -51.60872,-57.80318 -50.53751,-64.7448 -47.83204,-62.67449 -42.9622,-60.96953 -40.23065,-57.55961 -39.38871,-55.61109 -36.01741,-54.02791 -36.01741,-46.84272 -27.10929,-40.99715 -24.81011,-37.58723 -14.74162,-33.69018 -10.46417,-33.81196 -4.67207,-50.1351 3.56391,-58.29454 12.12134,-59.75594 16.60316,-64.87082 18.69195,-80.09367 23.90893,-97.49039 25.76263,-99.30497 26.18211,-99.59322 27.46509,-100.30889 28.17107,-100.7493 29.11319,-101.46497 29.68872,-102.26321 29.80821,-102.62104 29.68872,-102.75867 29.42534,-102.7862 29.13724,-103.22661 28.94472,-104.59795 29.57891,-104.92825 30.50816,-105.42371 30.81596,-106.22196 31.49905,-106.46969 31.80366,-108.2038 31.75686,-108.25885 31.35813,-111.23162 31.38163,-114.865 32.52598,-115.11274 32.10726))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Choeroniscus minor (Peters, 1868), Anoura luismanueli Molinari, 1994, Anoura latidens Handley, 1984)"
 ]
}

 The dataset includes 310 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270438-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8mh686
title: Occurrence Download

description: A dataset containing 63235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is one of (Aponogeton distachyos L.f., Cabomba caroliniana A.Gray, Cherax destructor Clark, 1936, Crassula helmsii (Kirk) Cockayne, Egeria densa Planch., Erythranthe guttata (DC.) G.L.Nesom, Faxonius immunis (Hagen, 1870), Faxonius juvenilis (Hagen, 1870), Faxonius rusticus (Girard, 1852), Faxonius virilis (Hagen, 1870), Heracleum mantegazzianum Sommier & Levier, Heracleum persicum Desf., Heracleum sosnowskyi Manden., Houttuynia cordata Thunb., Hydrocotyle ranunculoides L.f., Impatiens glandulifera Royle, Koenigia polystachya (Wall. ex Meisn.) T.M.Schust. & Reveal, Lagarosiphon major (Ridl.) Moss, Ludwigia grandiflora (Michx.) Greuter & Burdet, Ludwigia peploides (Kunth) P.H.Raven, Lysichiton americanus Hultén & H.St.John, Myriophyllum aquaticum (Vell.) Verdc., Myriophyllum heterophyllum Michx., Petasites japonicus (Siebold & Zucc.) Maxim., Pontederia cordata L., Procambarus acutus (Girard, 1852), Procambarus clarkii (Girard, 1852), Procambarus virginalis Lyko, 2017, Saururus cernuus L., Zizania latifolia (Griseb.) Stapf)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 63235 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264968-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrasfq
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sedum prasinopetalum Fröd.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269462-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uerh3c
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllodytes gyrinaethes Peixoto, Caramaschi & Freire, 2003"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270432-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4y87hz
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lysionotus wilsonii Rehder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264965-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3k8qjg
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sedum stellariifolium Franch.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 180 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269467-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntww4w
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllodytes edelmoi Peixoto, Caramaschi & Freire, 2003"
 ]
}

 The dataset includes 39 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270433-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4d384
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Machilus lichuanensis W.C.Cheng",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264971-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e84vs3
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sedum stimulosum K.T.Fu",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269468-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h65h9v
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is Africa",
 "Country is South Africa",
 "Elevation 1347.0-3710.0m",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "MediaType is Image",
 "Month is one of (September, October)",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 199 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031353-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7m58ht
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Machilus microcarpa Hemsl.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 36 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264972-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymxrpu
title: Occurrence Download

description: A dataset containing 31487 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Syrphidae"
 ]
}

 The dataset includes 31487 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269492-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z82ebc
title: Occurrence Download

description: A dataset containing 147466 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is AIMS, Long-Term Fish Visual Census, Great Barrier Reef, Northeast Australia, 1992-2015"
 ]
}

 The dataset includes 147466 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270419-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ua2ux
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Machilus nanmu (Oliv.) Hemsl.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 84 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264973-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fn53zx
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sedum susanneae Raym.-Hamet",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269471-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.egb94c
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-100.11069 18.81452,-98.7841 18.81452,-98.7841 19.85291,-100.11069 19.85291,-100.11069 18.81452))",
 "OccurrenceStatus is Present",
 "TaxonKey is Ephydridae"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270444-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10457138
title: On the cluster scales of hydrometeors in mixed-phase stratiform clouds [dataset]

description: Dataset used in "On the cluster scales of hydrometeors in mixed-phase stratiform clouds".
DOI: 10.15468/dl.4dnrp3
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ornithogalum pedicellare Boiss. & Kotschy"
 ]
}

 The dataset includes 41 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054879-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chw8k2
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sedum wenchuanense S.H.Fu",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269472-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9esn5f
title: Occurrence Download

description: A dataset containing 51133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mammalia",
 "Year 2000-2023"
 ]
}

 The dataset includes 51133 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0288932-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h94bkm
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Issue is Geodetic datum invalid",
 "OccurrenceStatus is Present",
 "TaxonKey is Vespula germanica (Fabricius, 1793)",
 "Year 2020-2024"
 ]
}

 The dataset includes 83 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067162-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7g2kux
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Machilus sichuanensis N.Chao",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264974-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25921/qme2-4021
title: Water temperature, salinity, nutrients, plankton, currents, and others taken by CTD, ADCP, water samples, and other instrumentation from research vessel Dong Fang Hong in the North Pacific Ocean from 2017-10-17 to 2017-12-07 (NCEI Accession 0211097)

description: This dataset contains water temperature, salinity, nutrients, plankton, currents, and others taken by CTD, ADCP, and other instrumentation from research vessel Dong Fang Hong in the North Pacific Ocean from 2017-10-17 to 2017-12-07. The field campaign was aimed to observe water mass, nutrients, and biogeochemical cycling variation in the island arc area of Western Pacific under global warming. This field campaign was originally planned in jurisdictional sea of USA from 2017-09-01 through 2017-11-30. Actual entry and departure dates are 2017-10-17 and 2017-12-07, respectively. These data are submitted as part of the World Data Service for Oceanography hosted at NCEI, MSR cruise U2017-009. Data are in text and XLS formats.
DOI: 10.15468/dl.sy3c72
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sedum yvesii Raym.-Hamet",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269473-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.