cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17730719
title: AgriField-Manipur: Smart Farming Dataset (Synthetic v2025.1)

description: The AgriField-Manipur Dataset (v2025.1) is a realistic hybrid dataset created to support smart farming, AI research, and IoT-based agricultural development for the valley farming ecosystem of Manipur, India.It contains daily time-series measurements of temperature, humidity, soil moisture, soil pH, rainfall, and crop suitability parameters across multiple valley districts.

Although the dataset is synthetically generated at field level due to limited direct sensor availability and operational constraints, all parameter ranges, seasonal behaviour, and soil characteristics are based on verified agricultural references, including:



Regional climatology (IMD, NASA POWER)

Soil reports and advisories (ICAR-NEH, Manipur Agriculture Department)

Crop agronomy and best practices (FAO and ICAR standards)


This design ensures that the dataset reflects realistic environmental behaviour, seasonal variation, and district-level differences found in valley agriculture of Manipur.

The dataset also includes generator code, allowing reproducibility, custom simulation, and further scaling based on research needs.

It is suitable for:



Smart farming and IoT platform prototyping

Machine learning systems for crop suitability, irrigation, soil analysis, and pest/disease risk

Benchmarking, simulation, and academic instruction in precision agriculture
description: While parameter ranges are grounded in real-world references, the dataset is simulated at field level and should not be used for operational farm decisions without expert validation.
DOI: 10.15468/dl.gucqyv
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Afghanistan, Iran (Islamic Republic of))",
 "OccurrenceStatus is Present",
 "TaxonKey is Syringa persica"
 ]
}

 The dataset includes 134 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010708-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e244894
title: Data from: Confidence and uncertainty: Small-scale, direct-marketing vegetable farmers' relationship with climate change adaptation and mitigation

description: This dataset consists of coding query data supporting the qualitative analysis in Confidence and uncertainty: Small-scale, direct-marketing vegetable farmers' relationship with climate change adaptation and mitigation. The excerpts in this dataset are the disembodied fragments of the interview transcripts that were coded using the final code book to generate study findings. All potentially identifying information has been redacted. <br><br>The study employed a series of semi-structured qualitative interviews with small-scale, direct-to-consumer vegetable farmers in Washington State to examine the relationship this group has with climate-smart agriculture. Interviews took place between between April 4 and June 26, 2024. Recorded interviewers were transcribed, and the interviews transcripts were qualitatively analyzed using principals of thematic analysis. The research plan was submitted to the University of Washington Human Subjects Division (HSD) and deemed exempt. HSD does not review consent plans for exempt research. All participants were informed their participation was voluntary and that they could skip a question or terminate the interview at any time. Participants were informed that interviews would be recorded and asked whether they consented to the interview and recording. All participants provided verbal consent to the interview and recording. Prior to consenting to the interview that the data would be used in an anonymized form to prepare scholarly work and/or reports for farm service organizations, and that nothing shared during the interview would be connected back to their name or their business. Once consent was given, the recording was started, and participants were asked to once again confirm their consent to recording. <br><br>All coding query excerpts have been reviewed, and all potentially identifying information has been redacted. Redacted information appears in {} within the text. Excerpts are presented in alphabetical order and are not grouped by or linked to participant ID to avoid reconstruction of larger/contiguous passages and indirect reidentification. Excerpts that include participant demographic information have not been included since they cannot be reasonably deidentified. Participant demographic information is presented in aggregate in Table 1 of the associated manuscript. <br><br><br><b>File Description:</b> The data consists of a single .xlsx file containing 5 columns and 542 rows of data including the header. <br><br><b>Variables:</b>Excerpt – The selected portion of a transcribed interview Category, Parent Code, Code, Child Code – Codes from the codebook that were applied to the selected excerpt. Some excerpts may have more than one category, parent code, or code. Not all codes have a child code, as indicated by a blank in this column. The data is complete without missing values. See appendix S2 in associated manuscript for complete codebook.  <br>
DOI: 10.3886/e244894v1
title: Data from: Confidence and uncertainty: Small-scale, direct-marketing vegetable farmers' relationship with climate change adaptation and mitigation

description: This dataset consists of coding query data supporting the qualitative analysis in Confidence and uncertainty: Small-scale, direct-marketing vegetable farmers' relationship with climate change adaptation and mitigation. The excerpts in this dataset are the disembodied fragments of the interview transcripts that were coded using the final code book to generate study findings. All potentially identifying information has been redacted. <br><br>The study employed a series of semi-structured qualitative interviews with small-scale, direct-to-consumer vegetable farmers in Washington State to examine the relationship this group has with climate-smart agriculture. Interviews took place between between April 4 and June 26, 2024. Recorded interviewers were transcribed, and the interviews transcripts were qualitatively analyzed using principals of thematic analysis. The research plan was submitted to the University of Washington Human Subjects Division (HSD) and deemed exempt. HSD does not review consent plans for exempt research. All participants were informed their participation was voluntary and that they could skip a question or terminate the interview at any time. Participants were informed that interviews would be recorded and asked whether they consented to the interview and recording. All participants provided verbal consent to the interview and recording. Prior to consenting to the interview that the data would be used in an anonymized form to prepare scholarly work and/or reports for farm service organizations, and that nothing shared during the interview would be connected back to their name or their business. Once consent was given, the recording was started, and participants were asked to once again confirm their consent to recording. <br><br>All coding query excerpts have been reviewed, and all potentially identifying information has been redacted. Redacted information appears in {} within the text. Excerpts are presented in alphabetical order and are not grouped by or linked to participant ID to avoid reconstruction of larger/contiguous passages and indirect reidentification. Excerpts that include participant demographic information have not been included since they cannot be reasonably deidentified. Participant demographic information is presented in aggregate in Table 1 of the associated manuscript. <br><br><br><b>File Description:</b> The data consists of a single .xlsx file containing 5 columns and 542 rows of data including the header. <br><br><b>Variables:</b>Excerpt – The selected portion of a transcribed interview Category, Parent Code, Code, Child Code – Codes from the codebook that were applied to the selected excerpt. Some excerpts may have more than one category, parent code, or code. Not all codes have a child code, as indicated by a blank in this column. The data is complete without missing values. See appendix S2 in associated manuscript for complete codebook.  <br>
DOI: 10.15468/dl.mgssrn
title: Occurrence Download

description: A dataset containing 118601962 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 118601962 records from 2538 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010695-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5dt87
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-85.3632572000000067 40.2000864000000036, -85.3632572000000067 40.2016219500000034, -85.3632572000000067 40.2028504000000027, -85.3632572000000067 40.2037103099999982, -85.3632572000000067 40.2044473699999969, -85.3632572000000067 40.2055529699999994, -85.3632572000000067 40.2069656800000033, -85.3632572000000067 40.2075798999999989, -85.3623950500000035 40.2075798999999989, -85.3608554999999996 40.2075798999999989, -85.3598086100000017 40.2075798999999989, -85.3583306400000055 40.2075798999999989, -85.3570990000000052 40.2075798999999989, -85.3570990000000052 40.2065357199999980, -85.3570990000000052 40.2055529699999994, -85.3570990000000052 40.2040174199999996, -85.3570990000000052 40.2026047100000028, -85.3570990000000052 40.2014991100000003, -85.3570990000000052 40.2000864000000036, -85.3588848800000051 40.2000864000000036, -85.3597470299999941 40.2000864000000036, -85.3607939200000061 40.2000864000000036, -85.3620871399999999 40.2000864000000036, -85.3632572000000067 40.2000864000000036))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090096-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fjntzn
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fustiaria liodon (Pilsbry & Sharp, 1897)"
 ]
}

 The dataset includes 58 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103921-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7raa6f
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Prunus oleifolia Koehne"
 ]
}

 The dataset includes 70 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051554-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqn524
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-80.7379662999999965 40.0647367999999986, -80.7379662999999965 40.0665588999999969, -80.7379662999999965 40.0684769000000003, -80.7379662999999965 40.0696276999999981, -80.7379662999999965 40.0711621000000022, -80.7379662999999965 40.0726006000000012, -80.7379662999999965 40.0745185999999975, -80.7379662999999965 40.0756694000000024, -80.7379662999999965 40.0779709999999980, -80.7379662999999965 40.0792177000000009, -80.7366226500000010 40.0792177000000009, -80.7346071700000039 40.0792177000000009, -80.7323997499999990 40.0792177000000009, -80.7305762200000032 40.0792177000000009, -80.7283687999999984 40.0792177000000009, -80.7283687999999984 40.0769160999999983, -80.7283687999999984 40.0753817000000012, -80.7283687999999984 40.0742309000000034, -80.7283687999999984 40.0722170000000020, -80.7283687999999984 40.0707785000000030, -80.7283687999999984 40.0681891999999991, -80.7283687999999984 40.0660793999999996, -80.7283687999999984 40.0647367999999986, -80.7300003699999991 40.0647367999999986, -80.7331675500000046 40.0647367999999986, -80.7361427700000007 40.0647367999999986, -80.7379662999999965 40.0647367999999986))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 131 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090080-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8q98f
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arius acutirostris Day, 1877"
 ]
}

 The dataset includes 17 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071723-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3m5m4q
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Podocnemis expansa (Schweigger, 1812)"
 ]
}

 The dataset includes 22 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051577-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzja7t
title: Occurrence Download

description: A dataset containing 906 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lamellaria perspicua (Linnaeus, 1758)"
 ]
}

 The dataset includes 906 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090097-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.syqk66
title: Occurrence Download

description: A dataset containing 15516 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-82.9465931999999952 39.9572067000000004, -82.9465931999999952 39.9602772300000026, -82.9465931999999952 39.9641665700000033, -82.9465931999999952 39.9690794199999999, -82.9465931999999952 39.9717405399999990, -82.9465931999999952 39.9756298799999996, -82.9465931999999952 39.9776768999999987, -82.9441379900000015 39.9776768999999987, -82.9396369899999968 39.9776768999999987, -82.9365681200000040 39.9776768999999987, -82.9322717000000011 39.9776768999999987, -82.9267477399999962 39.9776768999999987, -82.9226558000000011 39.9776768999999987, -82.9226558000000011 39.9727640500000021, -82.9226558000000011 39.9696935199999999, -82.9226558000000011 39.9660088899999977, -82.9226558000000011 39.9610960400000010, -82.9226558000000011 39.9572067000000004, -82.9285890599999931 39.9572067000000004, -82.9322717000000011 39.9572067000000004, -82.9361589300000048 39.9572067000000004, -82.9412737199999981 39.9572067000000004, -82.9465931999999952 39.9572067000000004))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 15516 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097465-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h9czke
title: Occurrence Download

description: A dataset containing 3686 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "OccurrenceStatus is Present",
 "TaxonKey is Vultur gryphus Linnaeus, 1758"
 ]
}

 The dataset includes 3686 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051557-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w98yeu
title: Occurrence Download

description: A dataset containing 214 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lamellitrochus lamellosus (A.E.Verrill & S.Smith, 1880)"
 ]
}

 The dataset includes 214 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090110-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hcm3bf
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pyrunculus pyriformis (A.Adams, 1850)"
 ]
}

 The dataset includes 156 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097538-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fuewt8
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bothrops atrox (Linnaeus, 1758)"
 ]
}

 The dataset includes 225 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051562-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ujmmvm
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lamellaria ophione Gray, 1850"
 ]
}

 The dataset includes 260 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090093-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7su3sx
title: Occurrence Download

description: A dataset containing 344 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gadila aberrans (Whiteaves, 1887)"
 ]
}

 The dataset includes 344 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103926-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yadzre
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mesosetum exaratum (Trin.) Chase",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051579-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8pj9r
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-85.3599107999999944 40.1929208000000031, -85.3599107999999944 40.1935924000000000, -85.3599107999999944 40.1941059800000033, -85.3599107999999944 40.1950541200000018, -85.3599107999999944 40.1956072099999986, -85.3599107999999944 40.1961998000000023, -85.3599107999999944 40.1968713999999991, -85.3591996699999953 40.1968713999999991, -85.3586070599999971 40.1968713999999991, -85.3576588800000025 40.1968713999999991, -85.3566711999999939 40.1968713999999991, -85.3556044999999983 40.1968713999999991, -85.3546563299999974 40.1968713999999991, -85.3540242100000057 40.1968713999999991, -85.3534315999999933 40.1968713999999991, -85.3534315999999933 40.1961998000000023, -85.3534315999999933 40.1956862199999989, -85.3534315999999933 40.1950541200000018, -85.3534315999999933 40.1941059800000033, -85.3534315999999933 40.1935529000000002, -85.3534315999999933 40.1929208000000031, -85.3544587899999954 40.1929208000000031, -85.3554859799999974 40.1929208000000031, -85.3563551400000051 40.1929208000000031, -85.3574613499999941 40.1929208000000031, -85.3585280399999959 40.1929208000000031, -85.3591601600000018 40.1929208000000031, -85.3599107999999944 40.1929208000000031))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090098-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ab488
title: Occurrence Download

description: A dataset containing 481 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boana rufitela (Fouquette, 1961)"
 ]
}

 The dataset includes 481 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0198116-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmvxze
title: Occurrence Download

description: A dataset containing 749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mesosetum loliiforme (Hochst.) Chase",
 "HasCoordinate is true"
 ]
}

 The dataset includes 749 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051581-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.