cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.sd4s3m
title: Occurrence Download

description: A dataset containing 286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Anthodioctes lauroi (Moure, 1947)"
 ]
}

 The dataset includes 286 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015941-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25417/uic.25468174.v2
title: Student Academic Engagement and Success Survey - Pilot Data

description: A pilot of the The Student Academic Engagement and Success Survey was distributed in Spring 2023. The anonymized data set and supporting documentation are attached.   Data is an .sav file (SPSS).
DOI: 10.15468/dl.6gzr3m
title: Occurrence Download

description: A dataset containing 585462 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-83.4177 -24.95206,-32.75202 -24.95206,-32.75202 14.18286,-83.4177 14.18286,-83.4177 -24.95206))",
 "Geometry POLYGON((-75.41705 10.15012,-77.4921 7.41611,-81.00232 -0.89701,-80.65647 -6.93229,-76.67931 -14.57103,-71.66461 -17.56163,-68.37913 -19.36575,-65.09364 -21.47232,-60.59771 -21.15013,-54.19965 -20.98877,-48.14744 -19.85442,-43.13275 -16.73548,-39.15558 -12.7227,-37.42637 -7.27547,-39.15558 -2.97076,-48.6662 2.73324,-55.41009 8.06801,-58.17682 9.60578,-61.46231 11.3062,-68.55205 12.49061,-75.41705 10.15012))"
 ]
 },
 "HasGeospatialIssue is false",
 "TaxonKey is Anura"
 ]
}

 The dataset includes 585462 records from 782 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015907-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6075/j0c53mnp
title: Pterocladiella capillacea (SIO-0004025). In Ellen Browning Scripps Herbarium Collection

description: This image was scanned as .png at 300 dpi.
description: Habitat/Locality: Unknown
DOI: 10.6075/j0gt5p07
title: Gelidium robustum (SIO-0004020). In Ellen Browning Scripps Herbarium Collection

description: Habitat/Locality: Washed up on shore
description: This image was scanned as .png at 300 dpi.
DOI: 10.6075/j0mk6dp3
title: Centroceras clavulatum (SIO-0003974). In Ellen Browning Scripps Herbarium Collection

description: Habitat/Locality: Unknown
description: This image was scanned as .png at 300 dpi.
DOI: 10.15468/dl.8zdz2x
title: Occurrence Download

description: A dataset containing 6268370 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cygnus olor)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 6268370 records from 2139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021600-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xlm0xs
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Sandhofen"
 ]
}

 The dataset includes 68 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005570-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqbd3y
title: Occurrence Download

description: A dataset containing 3692 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynoglossum amabile Stapf & J.R.Drumm."
 ]
}

 The dataset includes 3692 records from 224 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156578-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zrcjp8
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Unknown evidence"
 ]
 },
 {
 "or" : [
 "TaxonKey is Temnurus Swainson, 1837",
 "TaxonKey is Temnurus temnurus (Temminck, 1825)"
 ]
 }
 ]
}

 The dataset includes 36 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005570-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.csc6gc
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Crax rubra Linnaeus, 1758"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156563-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vdsmp
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhaebo nasicus (Werner, 1903)"
 ]
}

 The dataset includes 134 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005570-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.577m2c
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Caracterización del caracol pala Lobatus gigas de la Isla Cayo Serranilla durante la Expedición Seaflower 2017 - Proyecto Colombia BIO"
 ]
}

 The dataset includes 65 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156561-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ds31qc
title: Occurrence Download

description: A dataset containing 6828 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Country is Greece",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((23 34,23 36,26 36,26 34,23 34))"
 ]
}

 The dataset includes 6828 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005571-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfbahq
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynoglossum aequinoctiale T.C.E.Fr."
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156570-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yaavvk
title: Occurrence Download

description: A dataset containing 2053 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orcinus orca (Linnaeus, 1758)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2053 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005571-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6yvtbj
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynoglossum cernuum Baker"
 ]
}

 The dataset includes 112 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156599-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4sicc
title: Occurrence Download

description: A dataset containing 65333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "DecimalLatitude is greater than 33.4898672908362",
 "DecimalLatitude is less than 34.3096427874921",
 "DecimalLongitude is greater than -116.674525835436",
 "DecimalLongitude is less than -115.046062439549"
 ]
}

 The dataset includes 65333 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005571-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxr9es
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynoglossum paniculatum Poepp."
 ]
}

 The dataset includes 55 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156664-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ighaxh
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Citrus ×aurantium subsp. amara (Link) Engl."
 ]
}

 The dataset includes 18 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005571-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8jhh96
title: Occurrence Download

description: A dataset containing 266073 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (Observation.org, Nature data from around the World, EOD – eBird Observation Dataset, DOF/BirdLife Denmark - Observations from DOFbasen, Ringing and recovery database of birds (TIPU))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vanellus vanellus (Linnaeus, 1758)",
 "Year 2021-2022"
 ]
}

 The dataset includes 266073 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156539-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txcht0
title: Occurrence Download

description: A dataset containing 529 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vampyressa pusilla (Wagner, 1843)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 529 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005571-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtcgx3
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynodon ×magennisii Hurcombe"
 ]
}

 The dataset includes 12 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156559-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ljhrk7
title: Occurrence Download

description: A dataset containing 447 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mammals in MZNA-VERT: biology of Arvicola sapidus in Navarra. PhD project, Juan Manuel Garde"
 ]
}

 The dataset includes 447 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005571-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwa84w
title: Occurrence Download

description: A dataset containing 7574953 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Corvus corax Linnaeus, 1758"
 ]
}

 The dataset includes 7574953 records from 1172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156541-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/9553-gpru
title: Measurement of VOC (hydrocarbons) at Zeppelin mountain (Ny-Ålesund)

description: Measurement of VOC (hydrocarbons) at Zeppelin mountain (Ny-Ålesund)
DOI: 10.15468/dl.rznadr
title: Occurrence Download

description: A dataset containing 23144 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Balaenoptera physalus (Linnaeus, 1758)"
 ]
}

 The dataset includes 23144 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003975-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jp4uh
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pudu mephistophiles (de Winton, 1896)"
 ]
}

 The dataset includes 74 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074972-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qk63dy
title: Occurrence Download

description: A dataset containing 67444 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Echium plantagineum L."
 ]
}

 The dataset includes 67444 records from 342 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006209-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8gfyst
title: Occurrence Download

description: A dataset containing 25411 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mentha spicata L."
 ]
}

 The dataset includes 25411 records from 563 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050866-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cct1um
title: Occurrence Download

description: A dataset containing 2738 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "DecimalLatitude is greater than 29.1465984715389",
 "DecimalLatitude is less than 30.0882766846046",
 "DecimalLongitude is greater than -102.027408525744",
 "DecimalLongitude is less than -100.565414484276"
 ]
}

 The dataset includes 2738 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006485-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57unrh
title: Occurrence Download

description: A dataset containing 52198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-100000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Echium plantagineum L."
 ]
}

 The dataset includes 52198 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006219-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7v3j2g
title: Occurrence Download

description: A dataset containing 13646 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Setaria italica (L.) P.Beauv."
 ]
}

 The dataset includes 13646 records from 345 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050856-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hmkecn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Pteris tripartita Sw.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006485-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zjdqnv
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Country is Japan",
 "Geometry POLYGON((112.66167 26.83525,168.93576 26.83525,168.93576 49.33525,112.66167 49.33525,112.66167 26.83525))",
 "HasCoordinate is true",
 "TaxonKey is Myocastor coypus (Molina, 1782)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017966-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufmjee
title: Occurrence Download

description: A dataset containing 2987 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ortalis garrula (Humboldt, 1805), Ortalis garrula (Humboldt, 1805), Ortalis garrula (Humboldt, 1805))",
 "DecimalLatitude is greater than or equal to -4.225",
 "DecimalLatitude is less than or equal to 13",
 "DecimalLongitude is greater than or equal to -81.841666667",
 "DecimalLongitude is less than or equal to -66.866666667"
 ]
}

 The dataset includes 2987 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066111-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e74dpu
title: Occurrence Download

description: A dataset containing 238243 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((70 0,140 0,140 55,70 55,70 0))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Acraeidae",
 "TaxonKey is Pieridae",
 "TaxonKey is Danaidae",
 "TaxonKey is Satyridae",
 "TaxonKey is Hesperiidae",
 "TaxonKey is Riodinidae",
 "TaxonKey is Lycaenidae",
 "TaxonKey is Nymphalidae",
 "TaxonKey is Libytheidae",
 "TaxonKey is Amathusiidae",
 "TaxonKey is Papilionidae"
 ]
 }
 ]
}

 The dataset includes 238243 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058209-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.26556758
title: Additional file 4 of Parallel single-cell and bulk transcriptome analyses reveal key features of the gastric tumor microenvironment

description: Additional file 4: Table S3. Differential expression of normal and tumor endothelial cells.
DOI: 10.15468/dl.dcb5e2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.126336 -34.615032, 149.126336 -34.619524, 149.128582 -34.619524, 149.128582 -34.615032, 149.126336 -34.615032))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064535-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26566289
title: Additional file 10 of The rapid-tome, a 3D-printed microtome, and an updated hand-sectioning method for high-quality plant sectioning

description: Additional file 10. Rapid-Tome Section Catcher.stl.
DOI: 10.6084/m9.figshare.26566289.v1
title: Additional file 10 of The rapid-tome, a 3D-printed microtome, and an updated hand-sectioning method for high-quality plant sectioning

description: Additional file 10. Rapid-Tome Section Catcher.stl.
DOI: 10.6084/m9.figshare.26566274.v1
title: Additional file 5 of The rapid-tome, a 3D-printed microtome, and an updated hand-sectioning method for high-quality plant sectioning

description: Additional file 5. Rapid-Tome Blade Guard.stl.
DOI: 10.6084/m9.figshare.26566274
title: Additional file 5 of The rapid-tome, a 3D-printed microtome, and an updated hand-sectioning method for high-quality plant sectioning

description: Additional file 5. Rapid-Tome Blade Guard.stl.
DOI: 10.6084/m9.figshare.26566301
title: Additional file 14 of The rapid-tome, a 3D-printed microtome, and an updated hand-sectioning method for high-quality plant sectioning

description: Additional file 14. Rapid-Tome Washer.stl.
DOI: 10.6084/m9.figshare.26566301.v1
title: Additional file 14 of The rapid-tome, a 3D-printed microtome, and an updated hand-sectioning method for high-quality plant sectioning

description: Additional file 14. Rapid-Tome Washer.stl.
DOI: 10.5281/zenodo.13310177
title: EVENTS ACCEL BCA6C (26-07-24 to 29-07-24)

description: Sampling frequency: 80 Hz

Resolution: 0.125/4096
DOI: 10.5281/zenodo.13310178
title: EVENTS ACCEL BCA6C (26-07-24 to 29-07-24)

description: Sampling frequency: 80 Hz

Resolution: 0.125/4096
DOI: 10.6084/m9.figshare.26566277
title: Additional file 6 of The rapid-tome, a 3D-printed microtome, and an updated hand-sectioning method for high-quality plant sectioning

description: Additional file 6. Rapid-Tome Clamp.stl.
DOI: 10.6084/m9.figshare.26566295.v1
title: Additional file 12 of The rapid-tome, a 3D-printed microtome, and an updated hand-sectioning method for high-quality plant sectioning

description: Additional file 12. Rapid-Tome Slider.stl.
DOI: 10.6084/m9.figshare.26566271
title: Additional file 4 of The rapid-tome, a 3D-printed microtome, and an updated hand-sectioning method for high-quality plant sectioning

description: Additional file 4. All Rapid-Tome Complete File Set.stl.
DOI: 10.6084/m9.figshare.26566271.v1
title: Additional file 4 of The rapid-tome, a 3D-printed microtome, and an updated hand-sectioning method for high-quality plant sectioning

description: Additional file 4. All Rapid-Tome Complete File Set.stl.
DOI: 10.6084/m9.figshare.26566283
title: Additional file 8 of The rapid-tome, a 3D-printed microtome, and an updated hand-sectioning method for high-quality plant sectioning

description: Additional file 8. Rapid-Tome Nut.stl.
DOI: 10.4121/c4d60ed4-d5fd-47b7-a142-340662175481
title: Water management during armed conflict: Case study data Ramadi, Iraq

description: This dataset is part of a PhD research project investigating the impacts of armed conflict on water management in the Middle East. It contains the primary data collected in the context of a case study on Ramadi, Iraq. Data collection took place remotely in February 2021. The dataset also contains a list of secondary data sources, most of which are publicly available.