cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10796431
title: Maps generator

description: The Python code provided generates polygonal maps resembling geographical landscapes, where certain areas may represent features like lakes or inaccessible regions. These maps are generated with specified characteristics such as regularity, gap density, and gap scale.

Features:





Polygon Generation:



The code utilizes the Shapely library to generate polygonal shapes within specified bounding boxes. These polygons serve as the primary representation of the map.





Gap Generation:



Within the generated polygons, the code introduces gaps to simulate features like lakes or inaccessible areas. These gaps are represented as holes within the central polygon.



Forest Generation



Within the generated polygons, the code introduces different forest areas. These forest are added like a new Feature inside the GEOJSON.





Parameterized Generation:



The generation process is parameterized, allowing control over features such as regularity (shape uniformity), gap density (homogeneity of gaps), and gap scale (size of gaps relative to the polygon).




Components:





PolygonGenerator Class:



Responsible for generating the outer polygon shape and introducing gaps to simulate features.

Offers methods to generate individual polygons with specified characteristics.




 





Parameter Ranges and Experimentation:



The code includes predefined ranges for regularity, gap density, vertex number, bounding box, forest density and forest scale range in 3 different CSV.

It conducts experiments by generating maps with different parameter combinations, offering insights into how these parameters affect the map's appearance.




Usage:





Map Generation:



Users can instantiate the PolygonGenerator class to generate individual polygons representing maps with specific features.

Parameters such as regularity, gap density, and gap scale can be adjusted to customize the map generation process.




 





Experimentation:



Users can experiment with different parameter combinations to observe the effects on map generation.

This allows for exploration and understanding of how different parameters influence the characteristics of generated maps.




Potential Applications:



The code can be used in various applications requiring the generation of simulated landscapes, such as in gaming, geographical analysis, or educational tools.

It provides a flexible and customizable framework for creating maps with specific features, allowing users to tailor the generated maps to their requirements.

Can be applied to generate maps for drone scanning operations, facilitating optimized area division and efficient data collection.
DOI: 10.48597/ud68-4v49
title: Measurement of Inorganics in precipitation at Illmitz

description: Measurement of Inorganics in precipitation at Illmitz
DOI: 10.48597/vdu6-zpyy
title: Measurement of Inorganics in precipitation at K-puszta

description: Measurement of Inorganics in precipitation at K-puszta
DOI: 10.48597/w8zn-3yjn
title: Measurement of PCB_180 at Pallas (Matorova)

description: Measurement of PCB_180 at Pallas (Matorova)
DOI: 10.48597/wcg3-c2j9
title: Measurement of PCB_118 at Pallas (Matorova)

description: Measurement of PCB_118 at Pallas (Matorova)
DOI: 10.48597/wj28-hwad
title: Measurement of Inorganics in precipitation at K-puszta

description: Measurement of Inorganics in precipitation at K-puszta
DOI: 10.48597/wxa8-bs97
title: Measurement of Inorganics in precipitation at K-puszta

description: Measurement of Inorganics in precipitation at K-puszta
DOI: 10.48597/x256-6h76
title: Measurement of Inorganics in precipitation at K-puszta

description: Measurement of Inorganics in precipitation at K-puszta
DOI: 10.48597/x4jc-fzxu
title: Measurement of Inorganics in precipitation at K-puszta

description: Measurement of Inorganics in precipitation at K-puszta
DOI: 10.48597/xbvr-ek2t
title: Measurement of Inorganics in precipitation at K-puszta

description: Measurement of Inorganics in precipitation at K-puszta
DOI: 10.48597/y8dm-2mt6
title: Measurement of PCB_153 at Pallas (Matorova)

description: Measurement of PCB_153 at Pallas (Matorova)
DOI: 10.48597/2kv5-2yk6
title: Measurement of Ozone at Forsthof

description: Measurement of Ozone at Forsthof
DOI: 10.48597/3df2-xwhj
title: Measurement of Ozone at Eibergen

description: Measurement of Ozone at Eibergen
DOI: 10.48597/3j88-b7w2
title: Measurement of Ozone at San Pablo de los Montes

description: Measurement of Ozone at San Pablo de los Montes
DOI: 10.48597/3ztw-6v87
title: Measurement of Ozone at Pillersdorf bei Retz

description: Measurement of Ozone at Pillersdorf bei Retz
DOI: 10.48597/454g-qgzt
title: Measurement of Particle_number_concentration at Egbert

description: Measurement of Particle_number_concentration at Egbert
DOI: 10.48597/488w-c2pf
title: Measurement of Particle_number_concentration at Egbert

description: Measurement of Particle_number_concentration at Egbert
DOI: 10.48597/4gbh-dtgb
title: Measurement of Particle_number_concentration at Alert

description: Measurement of Particle_number_concentration at Alert
DOI: 10.48597/5p5p-tuqy
title: Measurement of Particle_number_concentration at Alert

description: Measurement of Particle_number_concentration at Alert
DOI: 10.48597/5qj2-66rw
title: Measurement of Ozone at Grebenzen bei St. Lamprecht

description: Measurement of Ozone at Grebenzen bei St. Lamprecht
DOI: 10.48597/6a8c-qrd9
title: Measurement of Particle_number_concentration at Egbert

description: Measurement of Particle_number_concentration at Egbert
DOI: 10.48597/6eg9-4jde
title: Measurement of Particle_number_concentration at Sable Island

description: Measurement of Particle_number_concentration at Sable Island
DOI: 10.48597/6gye-rpt2
title: Measurement of Particle_number_concentration at Alert

description: Measurement of Particle_number_concentration at Alert
DOI: 10.48597/6k7t-js55
title: Measurement of Particle_number_concentration at Alert

description: Measurement of Particle_number_concentration at Alert
DOI: 10.48597/6pdk-tsy2
title: Measurement of Ozone at Lerwick

description: Measurement of Ozone at Lerwick
DOI: 10.48597/6unj-qvtq
title: Measurement of Particle_number_concentration at Sable Island

description: Measurement of Particle_number_concentration at Sable Island
DOI: 10.48597/6wch-m4s3
title: Measurement of Particle_number_concentration at Egbert

description: Measurement of Particle_number_concentration at Egbert
DOI: 10.48597/77as-k3vn
title: Measurement of Particle_number_concentration at Alert

description: Measurement of Particle_number_concentration at Alert
DOI: 10.48597/78am-9j8r
title: Measurement of Particle_number_concentration at Sable Island

description: Measurement of Particle_number_concentration at Sable Island
DOI: 10.48597/83vp-w242
title: Measurement of Aerosol light scattering at Ispra

description: Measurement of Aerosol light scattering at Ispra
DOI: 10.48597/86a7-xxnk
title: Measurement of Particle_number_concentration at Sable Island

description: Measurement of Particle_number_concentration at Sable Island
DOI: 10.48597/86qu-46jp
title: Measurement of Ozone at Bredkälen

description: Measurement of Ozone at Bredkälen
DOI: 10.48597/89by-s5gg
title: Measurement of Particle_number_concentration at Sable Island

description: Measurement of Particle_number_concentration at Sable Island
DOI: 10.48597/8up7-49ew
title: Measurement of Aerosol light scattering at Ispra

description: Measurement of Aerosol light scattering at Ispra
DOI: 10.48597/8xdu-zq4s
title: Measurement of Particle_number_concentration at Egbert

description: Measurement of Particle_number_concentration at Egbert
DOI: 10.48597/8xhx-bhgb
title: Measurement of Ozone at Weybourne

description: Measurement of Ozone at Weybourne
DOI: 10.48597/9bsu-hkp3
title: Measurement of Particle_number_concentration at Egbert

description: Measurement of Particle_number_concentration at Egbert
DOI: 10.48597/9c6f-7mwd
title: Measurement of Ozone at Cabauw Wielsekade

description: Measurement of Ozone at Cabauw Wielsekade
DOI: 10.48597/9epb-9zhj
title: Measurement of Particle_number_concentration at Egbert

description: Measurement of Particle_number_concentration at Egbert
DOI: 10.48597/9j85-26rd
title: Measurement of Ozone at Wicken Fen

description: Measurement of Ozone at Wicken Fen
DOI: 10.48597/9mhb-78y2
title: Measurement of Particle_number_concentration at Alert

description: Measurement of Particle_number_concentration at Alert
DOI: 10.48597/9nvp-sea2
title: Measurement of Ozone at Sibton

description: Measurement of Ozone at Sibton
DOI: 10.48597/9sd6-ckek
title: Measurement of Ozone at Råö

description: Measurement of Ozone at Råö
DOI: 10.48597/b4nn-ee9r
title: Measurement of Ozone at Stixneusiedl

description: Measurement of Ozone at Stixneusiedl
DOI: 10.48597/bryf-mppt
title: Measurement of Ozone at Dunkelsteinerwald

description: Measurement of Ozone at Dunkelsteinerwald
DOI: 10.48597/burn-tmjb
title: Measurement of Aerosol light scattering at El Tololo

description: Measurement of Aerosol light scattering at El Tololo
DOI: 10.48597/cfue-kmng
title: Measurement of Particle_number_concentration at Sable Island

description: Measurement of Particle_number_concentration at Sable Island
DOI: 10.48597/cnev-6sva
title: Measurement of Aerosol light scattering at Ispra

description: Measurement of Aerosol light scattering at Ispra
DOI: 10.48597/cq6c-enzp
title: Measurement of Particle_number_concentration at Egbert

description: Measurement of Particle_number_concentration at Egbert
DOI: 10.48597/cvsq-666a
title: Measurement of Ozone at Mahón

description: Measurement of Ozone at Mahón
DOI: 10.48597/ddc3-wuns
title: Measurement of Ozone at Sibton

description: Measurement of Ozone at Sibton
DOI: 10.48597/dndx-uysn
title: Measurement of Particle_number_concentration at Alert

description: Measurement of Particle_number_concentration at Alert
DOI: 10.48597/duak-b7jz
title: Measurement of Aerosol_absorption_coefficient at BEO Moussala

description: Measurement of Aerosol_absorption_coefficient at BEO Moussala
DOI: 10.48597/dv7r-pk8p
title: Measurement of Ozone at Haunsberg

description: Measurement of Ozone at Haunsberg
DOI: 10.48597/dyup-usjg
title: Measurement of Particle_number_concentration at Sable Island

description: Measurement of Particle_number_concentration at Sable Island
DOI: 10.48597/ekz4-8jjg
title: Measurement of Particle_number_concentration at Sable Island

description: Measurement of Particle_number_concentration at Sable Island
DOI: 10.48597/exk2-qk43
title: Measurement of Ozone at Gänserndorf

description: Measurement of Ozone at Gänserndorf
DOI: 10.48597/fr9e-e6mb
title: Measurement of Ozone at Yarner Wood

description: Measurement of Ozone at Yarner Wood
DOI: 10.48597/fzmg-9agr
title: Measurement of Ozone at Gerlitzen

description: Measurement of Ozone at Gerlitzen
DOI: 10.48597/g2em-3kt3
title: Measurement of Ozone at St. Osyth

description: Measurement of Ozone at St. Osyth
DOI: 10.48597/g82e-c9z7
title: Measurement of Ozone at Masenberg

description: Measurement of Ozone at Masenberg
DOI: 10.48597/geha-u7ms
title: Measurement of Particle_number_concentration at Sable Island

description: Measurement of Particle_number_concentration at Sable Island
DOI: 10.48597/gfcv-5vz6
title: Measurement of Particle_number_concentration at Sable Island

description: Measurement of Particle_number_concentration at Sable Island
DOI: 10.48597/gnxb-hpp6
title: Measurement of Ozone at Asa

description: Measurement of Ozone at Asa
DOI: 10.48597/h7a9-r39y
title: Measurement of Particle_number_concentration at Sable Island

description: Measurement of Particle_number_concentration at Sable Island
DOI: 10.48597/hgc3-6876
title: Measurement of Particle_number_concentration at Sable Island

description: Measurement of Particle_number_concentration at Sable Island
DOI: 10.48597/hj33-94td
title: Measurement of Ozone at Haunsberg

description: Measurement of Ozone at Haunsberg
DOI: 10.48597/hmx9-grfu
title: Measurement of Particle_number_concentration at Egbert

description: Measurement of Particle_number_concentration at Egbert
DOI: 10.48597/htwz-6qja
title: Measurement of Ozone at Vorhegg

description: Measurement of Ozone at Vorhegg
DOI: 10.48597/jc6g-d24e
title: Measurement of Ozone at Barcarrota

description: Measurement of Ozone at Barcarrota
DOI: 10.5281/zenodo.17759343
title: 1H-MRS Mouse Brain Spectroscopy Raw Vendor Dataset (BIDS-MRS v1.0, Raw-Frozen Release)

description: This repository contains the raw vendor 1H-MRS mouse brain spectroscopy dataset structured according to the BIDS-MRS v1.0 specification. The dataset includes unprocessed PRESS MRS acquisitions collected from multiple mouse groups, including control animals (C5701–C5706) and tumor-bearing animals scanned at multiple time points (Tumor07–Tumor12, sessions a/b). All raw spectra are preserved in their original vendor format (“raw-frozen” release) without any modification or preprocessing.

Each subject directory follows BIDS-MRS naming conventions and includes:





Raw vendor spectroscopy files (.raw / .rda / original manufacturer format)




Sidecar JSON files specifying acquisition metadata




A dataset_description.json file describing BIDS version and dataset provenance




A participants.tsv file listing all included subjects



This dataset supports reproducible spectroscopy research, vendor-to-BIDS conversion benchmarking, automated pipeline testing, and longitudinal tumor model studies.

All files were organized using a semi-automated workflow assisted by ChatGPT, ensuring consistent BIDS-MRS compliance for raw spectroscopy storage.
DOI: 10.5281/zenodo.17759344
title: 1H-MRS Mouse Brain Spectroscopy Raw Vendor Dataset (BIDS-MRS v1.0, Raw-Frozen Release)

description: This repository contains the raw vendor 1H-MRS mouse brain spectroscopy dataset structured according to the BIDS-MRS v1.0 specification. The dataset includes unprocessed PRESS MRS acquisitions collected from multiple mouse groups, including control animals (C5701–C5706) and tumor-bearing animals scanned at multiple time points (Tumor07–Tumor12, sessions a/b). All raw spectra are preserved in their original vendor format (“raw-frozen” release) without any modification or preprocessing.

Each subject directory follows BIDS-MRS naming conventions and includes:





Raw vendor spectroscopy files (.raw / .rda / original manufacturer format)




Sidecar JSON files specifying acquisition metadata




A dataset_description.json file describing BIDS version and dataset provenance




A participants.tsv file listing all included subjects



This dataset supports reproducible spectroscopy research, vendor-to-BIDS conversion benchmarking, automated pipeline testing, and longitudinal tumor model studies.

All files were organized using a semi-automated workflow assisted by ChatGPT, ensuring consistent BIDS-MRS compliance for raw spectroscopy storage.
DOI: 10.15468/dl.8umaed
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atelopus sorianoi"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015095-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13916407
title: World Weather Repository ( Daily Updating )
DOI: 10.15468/dl.583xy7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elmerinula",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015096-251120083545085/datasets/export for details.
DOI: 10.15468/dl.yfg32f
title: Occurrence Download

description: A dataset containing 495 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum galapagense"
 ]
}

 The dataset includes 495 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015097-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fq37z
title: Occurrence Download

description: A dataset containing 161191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 14.085278",
 "DecimalLatitude is less than or equal to 19.085278",
 "DecimalLongitude is greater than or equal to -65.0",
 "DecimalLongitude is less than or equal to -60.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 161191 records from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015077-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3aq86n
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atelopus subornatus"
 ]
}

 The dataset includes 79 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015102-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2qmz6
title: Occurrence Download

description: A dataset containing 1006 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Potentilla glabra"
 ]
}

 The dataset includes 1006 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015100-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpe7yz
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parenglerula",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015103-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xws9rt
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atelopus tricolor"
 ]
}

 The dataset includes 73 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015104-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvjstx
title: Occurrence Download

description: A dataset containing 3592121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plantae, Undaria pinnatifida, Lindavia intermedia)",
 "Country is New Zealand",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 0",
 "DecimalLongitude is greater than or equal to -180",
 "DecimalLatitude is greater than or equal to -90",
 {
 "not" : {
 "or" : [
 "Issue is Zero coordinate",
 "Issue is Coordinate out of range",
 "Issue is Country coordinate mismatch"
 ]
 }
 }
 ]
}

 The dataset includes 3592121 records from 299 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015078-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fway5e
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thrauste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015105-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rw5w7v
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atelopus walkeri"
 ]
}

 The dataset includes 107 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015106-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.733vj6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhizotexis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015107-251120083545085/datasets/export for details.
DOI: 10.15468/dl.962gyt
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa anthracina"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015108-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.stzuhy
title: Occurrence Download

description: A dataset containing 337 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Ephedra sinica"
 ]
}

 The dataset includes 337 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015109-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xa4p92
title: Occurrence Download

description: A dataset containing 343463 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 44.085278",
 "DecimalLatitude is less than or equal to 49.085278",
 "DecimalLongitude is greater than or equal to -65.0",
 "DecimalLongitude is less than or equal to -60.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 343463 records from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015088-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4wbnm
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achorella",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015110-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.