cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17938480
title: General Healthcare Access Deprivation Modelled Dataset in Accra, Ghana

description: Produced as part of the IDEAMAPS Data Ecosystem project, this dataset maps the degree of access deprivation to General Healthcare. It is a spatial representation of how communities can reach, choose and use the general healthcare services offered by public facilities. Areas with higher levels of access deprivation are associated with greater difficulties in accessing general healthcare.
DOI: 10.5281/zenodo.17938481
title: General Healthcare Access Deprivation Modelled Dataset in Accra, Ghana

description: Produced as part of the IDEAMAPS Data Ecosystem project, this dataset maps the degree of access deprivation to General Healthcare. It is a spatial representation of how communities can reach, choose and use the general healthcare services offered by public facilities. Areas with higher levels of access deprivation are associated with greater difficulties in accessing general healthcare.
DOI: 10.15468/dl.fq76pf
title: Occurrence Download

description: A dataset containing 939 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diospyros calycantha",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 939 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003645-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ez7z27
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leporinus unitaeniatus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 63 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003646-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcd9eh
title: Occurrence Download

description: A dataset containing 18589 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= 46.479780028101516
 AND decimallatitude &lt;= 51.21395264452012
 AND decimallongitude &gt;= 132.18235992772037
 AND decimallongitude &lt;= 146.99163636060067
 AND GBIF_Within('POLYGON ((146.991636 46.479780, 146.991636 51.213953, 132.182360 51.213953, 132.182360 46.479780, 146.991636 46.479780))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 18589 records were derived from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003620-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7924/r4kh0vp4r
title: Data from: Hydrothermal synthesis, electronic and optical characterization of Ag2(NH4)AsS4

description: Raw computational data associated with the manuscript: Hydrothermal synthesis, electronic and optical characterization of Ag2(NH4)AsS4 by Garrett C. McKeown Wessler, Tianlin Wang, Yi Yao, Akash Singh, Volker Blum, David B. Mitzi, to be submitted (2025).
DOI: 10.15468/dl.w7ff3k
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Guapira cuspidata",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 83 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003647-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkzrsb
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.51535 -30.45899,-74.21318 -36.22253,-68.25343 -35.9037,-68.15533 -31.8079,-71.51535 -30.45899))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Calopappus acerosus",
 "Year 1989-2026"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003648-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18331595
title: Magnetopause and Bow Shock Boundary Crossings at Jupiter

description: This dataset compiles all magnetopause and bow shock boundary crossings at Jupiter identified so far from past missions Pioneer 10, Pioneer 11, Voyager 1, Voyager 2, Ulysses, The Galileo Orbiter, as well as from mission Juno (currently updated as of October 2025). Each crossing entry has:





UTC datetime (format YYYY-DOYTHH:MM:SS)




Date (format M/D/YYYY)




Time (format HH:MM:SS, in 24-hour time)




Boundary (magnetopause or bow shock)




Spacecraft




Location of Crossing (using the JSS Cartesian Coordinate System, in units of Rj: X_JSS, Y_JSS, Z_JSS, R)




From/To Region (Juno crossings only)




Perijove/Orbit (Juno crossings only)



 

We use Rj = 71,492 km.

The spreadsheet has four tabs: Tab 1 = Read Me, Tab 2 = All, Tab 3 = MP, Tab 4 = BS
DOI: 10.5281/zenodo.18554864
title: Ambient magnetic field-based positioning with  smartphones: a comparison of different  fingerprinting methods

description: This dataset provides the supporting material for the work entitled Ambient Magnetic Field-Based Positioning with Smartphones: A Comparison of Different Fingerprinting Methods, presented at the 2025 International Instrumentation and Measurement Technology Conference (I2MTC 2025) and published in the Zenodo repository.

This dataset contains:



RawData logs generated during data acquisition

Processed raw logs in csv format.

Fingerprinting ready matrices (training/test and input/output) in csv format for each subset.


 A PDF with extra documentation can be found in the repository. It includes:



 A description of the experimental environment and setup. 

An extended version of the results. 

A comprehensive descriptor of the attached database.

Documentation of the accompanying code. 


How to use: To run the code, download all contents into a single folder and unzip the compressed .zip files. The MATLAB scripts must be located at the same directory level as the “matlab” folder. The CREATE_DATASET script converts the original raw data logs into a standardized format and, in the same process, generates the csvData folder and writes its contents. The MAIN script runs the analysis.

The provided code is an update from the initial version. However, it contains unnecessary code for the project. It will be updated in the future to contain only the necessary functions to replicate the results of the article. 

Current version: Version 2.0.0The original article:F. J. Álvarez, F. J. Aranda, F. Parralejo, J. A. Moreno, J. Espinosa, and R. Gallardo, "Ambient magnetic field-based positioning with smartphones: a comparison of different fingerprinting methods," 2025 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), Chemnitz, Germany, 2025, pp. 1-6, doi: 10.1109/I2MTC62753.2025.11079150.
DOI: 10.5281/zenodo.14834923
title: Ambient magnetic field-based positioning with  smartphones: a comparison of different  fingerprinting methods

description: This dataset provides the supporting material for the work entitled Ambient Magnetic Field-Based Positioning with Smartphones: A Comparison of Different Fingerprinting Methods, presented at the 2025 International Instrumentation and Measurement Technology Conference (I2MTC 2025) and published in the Zenodo repository.

This dataset contains:



RawData logs generated during data acquisition

Processed raw logs in csv format.

Fingerprinting ready matrices (training/test and input/output) in csv format for each subset.


 A PDF with extra documentation can be found in the repository. It includes:



 A description of the experimental environment and setup. 

An extended version of the results. 

A comprehensive descriptor of the attached database.

Documentation of the accompanying code. 


How to use: To run the code, download all contents into a single folder and unzip the compressed .zip files. The MATLAB scripts must be located at the same directory level as the “matlab” folder. The CREATE_DATASET script converts the original raw data logs into a standardized format and, in the same process, generates the csvData folder and writes its contents. The MAIN script runs the analysis.

The provided code is an update from the initial version. However, it contains unnecessary code for the project. It will be updated in the future to contain only the necessary functions to replicate the results of the article. 

Current version: Version 2.0.0The original article:F. J. Álvarez, F. J. Aranda, F. Parralejo, J. A. Moreno, J. Espinosa, and R. Gallardo, "Ambient magnetic field-based positioning with smartphones: a comparison of different fingerprinting methods," 2025 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), Chemnitz, Germany, 2025, pp. 1-6, doi: 10.1109/I2MTC62753.2025.11079150.
DOI: 10.15468/dl.263tx9
title: Occurrence Download

description: A dataset containing 1063 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diospyros compacta",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1063 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003649-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.srafgc
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leporinus vanzoi",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 116 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003654-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rb9jqn
title: Occurrence Download

description: A dataset containing 1830 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gustavia hexapetala",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1830 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003655-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17937502
title: General Healthcare Access Deprivation Modelled Dataset in Abuja, Nigeria

description: Produced as part of the IDEAMAPS Data Ecosystem project, this dataset maps the degree of access deprivation to General Healthcare. It is a spatial representation of how communities can reach, choose and use the general healthcare services offered by public facilities. Areas with higher levels of access deprivation are associated with greater difficulties in accessing general healthcare.
DOI: 10.5281/zenodo.17937503
title: General Healthcare Access Deprivation Modelled Dataset in Abuja, Nigeria

description: Produced as part of the IDEAMAPS Data Ecosystem project, this dataset maps the degree of access deprivation to General Healthcare. It is a spatial representation of how communities can reach, choose and use the general healthcare services offered by public facilities. Areas with higher levels of access deprivation are associated with greater difficulties in accessing general healthcare.
DOI: 10.15468/dl.9xwh3j
title: Occurrence Download

description: A dataset containing 2239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helicostylis tomentosa",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2239 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003660-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2cvj7
title: Occurrence Download

description: A dataset containing 488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dodonaea platyptera",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 488 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003657-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17780421
title: Emergency Obstetric Care Access Deprivation Modelled Dataset in Nairobi, Kenya

description: Produced as part of the IDEAMAPS Data Ecosystem project, this dataset maps the degree of access deprivation to Emergency Obstetric Care. It is a spatial representation of how women of childbearing age (16-49 years) can reach, choose and receive obstetric care during an emergency. In particular, the model aims to depict how these access might impact women during the critical interpartum and delivery phases. These phases have been prioritised considering community priorities and the high levels of maternal mortality in the study areas.
DOI: 10.5281/zenodo.17780420
title: Emergency Obstetric Care Access Deprivation Modelled Dataset in Nairobi, Kenya

description: Produced as part of the IDEAMAPS Data Ecosystem project, this dataset maps the degree of access deprivation to Emergency Obstetric Care. It is a spatial representation of how women of childbearing age (16-49 years) can reach, choose and receive obstetric care during an emergency. In particular, the model aims to depict how these access might impact women during the critical interpartum and delivery phases. These phases have been prioritised considering community priorities and the high levels of maternal mortality in the study areas.
DOI: 10.15468/dl.xznvhq
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leporinus venerei",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 16 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003659-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hyxqhm
title: Occurrence Download

description: A dataset containing 95279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arctostaphylos uva-ursi (L.) Spreng.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 95279 records from 387 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095604-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112020904
title: Cuneiform Tablet 1913.14.1501, Spurlock 1913.14.1501

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1501; CDLI P421353 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Grayish Reddish Orange (10R 5/6) Medium Gray (N 6/ 30.0% R) ❧ [Physical Object Note:] 6.8 x 4.8 x 2 cm (61g)
DOI: 10.15468/dl.3568mb
title: Occurrence Download

description: A dataset containing 2523 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-74.1267483000000027 40.6342597000000012, -74.1267483000000027 40.6360857399999986, -74.1267483000000027 40.6376627799999994, -74.1267483000000027 40.6395718300000013, -74.1267483000000027 40.6408168600000010, -74.1267483000000027 40.6425599000000020, -74.1246709299999935 40.6425599000000020, -74.1230920499999968 40.6425599000000020, -74.1220117700000003 40.6425599000000020, -74.1205159900000012 40.6425599000000020, -74.1185216199999957 40.6425599000000020, -74.1168596499999950 40.6425599000000020, -74.1149483800000013 40.6425599000000020, -74.1132034000000033 40.6425599000000020, -74.1132034000000033 40.6407338599999974, -74.1132034000000033 40.6387418099999991, -74.1132034000000033 40.6374137800000028, -74.1132034000000033 40.6355877299999975, -74.1132034000000033 40.6342597000000012, -74.1142835899999994 40.6342597000000012, -74.1162779600000050 40.6342597000000012, -74.1184385199999980 40.6342597000000012, -74.1198511999999994 40.6342597000000012, -74.1216793699999954 40.6342597000000012, -74.1228427599999975 40.6342597000000012, -74.1243385300000028 40.6342597000000012, -74.1254188199999930 40.6342597000000012, -74.1267483000000027 40.6342597000000012))",
 "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 2523 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094625-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rj8rnk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nematoda",
 "DatasetKey is Enquête nationale Écrevisses",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212351-230224095556074/datasets/export for details.
DOI: 10.15468/dl.m7vrwp
title: Occurrence Download

description: A dataset containing 82080 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Martes foina (Erxleben, 1777), Megachile centuncularis (Linnaeus, 1758))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 82080 records from 448 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0359180-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112020969
title: Cuneiform Tablet 1913.14.1501, Spurlock 1913.14.1501

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1501; CDLI P421353 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Grayish Reddish Orange (10R 5/6) Medium Gray (N 6/ 30.0% R) ❧ [Physical Object Note:] 6.8 x 4.8 x 2 cm (61g)
DOI: 10.15468/dl.ke4bqk
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "TaxonKey is one of (Parnassius clodius Ménétriés, 1855, Boloria alberta (W.H.Edwards, 1890))",
 "Year 1959-1971"
 ]
}

 The dataset includes 111 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019686-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vkbyt7
title: Occurrence Download

description: A dataset containing 49773 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brassica rapa L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 49773 records from 548 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096296-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112019769
title: Cuneiform Tablet 1913.14.0257, Spurlock 1913.14.0257

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0257; CDLI P420639 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Moderate Yellowish Pink (5YR 7/4) ❧ [Physical Object Note:] 4.5 x 4.3 x 1.5 cm (66g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.y2rvj3
title: Occurrence Download

description: A dataset containing 2967 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fraxinus latifolia Benth."
 ]
}

 The dataset includes 2967 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212346-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9s8e93
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Molendoa sendtneriana var. yunnanica Györffy"
 ]
}

 The dataset includes 22 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0320862-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.