cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10141668
title: Data archive for 'Convolutional neural networks facilitate river barrier detection and evidence severe habitat fragmentation in the Mekong River biodiversity hotspot'

description: This repository contains the code and databases used in the paper 'Convolutional neural networks facilitate river barrier detection and evidence severe habitat fragmentation in the Mekong River biodiversity hotspot'. 
The 'FCOS' folder contains the barrier detection model (FCOS ResNext-101-FPN) which was trained to detect river barriers from remotely sensed photographic images in the MMDetection framework.
The 'FCOS_x101_v2' folder contains the enhanced FCOS model.
The 'R_script' folder contains R files used in the paper.  Coordinate.R was used to extract coordinates from bounding boxes in each TIF image. CAFI.R was used to calculate the CAFI index in each sub-catchment.
The 'Barrier Database' folder contains the 'Training Validation Database' used during the training process, and the 'Mekong River Barrier Database' generated in the study.
For more information on the MMDetection framework, refer to the following GitHub repository: https://github.com/open-mmlab/mmdetection
DOI: 10.5281/zenodo.10440515
title: Data archive for 'Convolutional neural networks facilitate river barrier detection and evidence severe habitat fragmentation in the Mekong River biodiversity hotspot'

description: This repository contains the code and databases used in the paper 'Convolutional neural networks facilitate river barrier detection and evidence severe habitat fragmentation in the Mekong River biodiversity hotspot'. 

The 'Mekong River Barrier Database (MRBD)' folder contains the basin-scale barrier database developed in this study. This database contains more than 13,000 unique barriers, which were identified by using the convolutional neural networks-based object detection method from Google Earth’s satellite imagery.

The 'FCOS' folder contains the barrier detection model (FCOS ResNext-101-FPN), trained for detecting river barriers from remotely sensed images within the MMDetection framework. The 'FCOS_x101_v2' folder contains the enhanced FCOS model.

The 'R_script' folder contains R files used in the paper. Coordinate.R was used to extract coordinates from bounding boxes in each TIF image. CAFI.R was used to calculate the CAFI index in each sub-catchment.

The 'Barrier image training set' folder contains over 10,000 river barrier satellite images and their associated JSON files, forming the 'training, validation, and test datasets' used during the model training process. This dataset is made available to the user community in raw, in the hope that others will contribute to its future development, thereby enhancing its use and utility.

For more information on the MMDetection framework, refer to the following GitHub repository: https://github.com/open-mmlab/mmdetection
DOI: 10.5281/zenodo.7397062
title: Data archive for 'Convolutional neural networks facilitate river barrier detection and evidence severe habitat fragmentation in the Mekong River biodiversity hotspot'

description: This repository contains the code and databases used in the paper 'Convolutional neural networks facilitate river barrier detection and evidence severe habitat fragmentation in the Mekong River biodiversity hotspot'. 

The 'Mekong River Barrier Database (MRBD)' folder contains the basin-scale barrier database developed in this study. This database contains more than 13,000 unique barriers, which were identified by using the convolutional neural networks-based object detection method from Google Earth’s satellite imagery.

The 'FCOS' folder contains the barrier detection model (FCOS ResNext-101-FPN), trained for detecting river barriers from remotely sensed images within the MMDetection framework. The 'FCOS_x101_v2' folder contains the enhanced FCOS model.

The 'R_script' folder contains R files used in the paper. Coordinate.R was used to extract coordinates from bounding boxes in each TIF image. CAFI.R was used to calculate the CAFI index in each sub-catchment.

The 'Barrier image training set' folder contains over 10,000 river barrier satellite images and their associated JSON files, forming the 'training, validation, and test datasets' used during the model training process. This dataset is made available to the user community in raw, in the hope that others will contribute to its future development, thereby enhancing its use and utility.

For more information on the MMDetection framework, refer to the following GitHub repository: https://github.com/open-mmlab/mmdetection
DOI: 10.15468/dl.xb9sdt
title: Occurrence Download

description: A dataset containing 1190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Japan, Korea, Republic of, Russian Federation, Korea (Democratic People’s Republic of))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhododendron brachycarpum D.Don ex G.Don"
 ]
}

 The dataset includes 1190 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010182-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/ddbj-sxqe
title: Measurement of Inorganics in precipitation at Hurdal

description: Measurement of Inorganics in precipitation at Hurdal
DOI: 10.48597/cbje-sgzy
title: Measurement of Sulphate_corrected at Hurdal

description: Measurement of Sulphate_corrected at Hurdal
DOI: 10.15468/dl.ts5fd6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acronicta strigosa (Denis & Schiffermüller), 1775"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010183-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/2kd3-f6b8
title: Measurement of Chloride at Hurdal

description: Measurement of Chloride at Hurdal
DOI: 10.48597/6hph-v3pa
title: Measurement of Conductivity at Hurdal

description: Measurement of Conductivity at Hurdal
DOI: 10.48597/d2xj-9267
title: Measurement of pH at Hurdal

description: Measurement of pH at Hurdal
DOI: 10.48597/3s7k-xtcn
title: Measurement of Inorganics in precipitation at Hurdal

description: Measurement of Inorganics in precipitation at Hurdal
DOI: 10.48597/p4q2-uzkt
title: Measurement of Calcium at Hurdal

description: Measurement of Calcium at Hurdal
DOI: 10.48597/3wma-g2p5
title: Measurement of Sulphate_corrected at Hurdal

description: Measurement of Sulphate_corrected at Hurdal
DOI: 10.48597/tpmd-ehgp
title: Measurement of Sulphate_corrected at Hurdal

description: Measurement of Sulphate_corrected at Hurdal
DOI: 10.48597/vk63-2ctg
title: Sulphate_corrected at Hurdal

description: Measurement of Sulphate_corrected at Hurdal
DOI: 10.48597/643f-9rsr
title: Measurement of Sulphate_corrected at Hurdal

description: Measurement of Sulphate_corrected at Hurdal
DOI: 10.48597/6huk-7jh9
title: Measurement of Sulphate_corrected at Hurdal

description: Measurement of Sulphate_corrected at Hurdal
DOI: 10.48597/nb5d-nqmw
title: Measurement of Sulphate_corrected at Hurdal

description: Measurement of Sulphate_corrected at Hurdal
DOI: 10.48597/py4j-cmy4
title: Measurement of Sulphate_corrected at Hurdal

description: Measurement of Sulphate_corrected at Hurdal
DOI: 10.48597/sq7c-3nsj
title: Measurement of Sulphate_corrected at Hurdal

description: Measurement of Sulphate_corrected at Hurdal
DOI: 10.48597/ymp2-r9g7
title: Measurement of Sulphate_corrected at Hurdal

description: Measurement of Sulphate_corrected at Hurdal
DOI: 10.48597/2rbq-bd4w
title: Measurement of Sulphate_corrected at Hurdal

description: Measurement of Sulphate_corrected at Hurdal
DOI: 10.48597/yfbh-ss4z
title: Measurement of Sulphate_corrected at Hurdal

description: Measurement of Sulphate_corrected at Hurdal
DOI: 10.48597/98uu-2e5b
title: Measurement of Inorganics in precipitation at Hurdal

description: Measurement of Inorganics in precipitation at Hurdal
DOI: 10.48597/jcsu-jdgq
title: Measurement of Inorganics in precipitation at Hurdal

description: Measurement of Inorganics in precipitation at Hurdal
DOI: 10.48597/ney4-dgsd
title: Measurement of Inorganics in precipitation at Hurdal

description: Measurement of Inorganics in precipitation at Hurdal
DOI: 10.48597/rbjx-3rxw
title: Inorganics in precipitation at Hurdal

description: Measurement of Inorganics in precipitation at Hurdal
DOI: 10.48597/3aym-gae5
title: Measurement of Inorganics in precipitation at Hurdal

description: Measurement of Inorganics in precipitation at Hurdal
DOI: 10.48597/gjr6-pkt7
title: Measurement of Inorganics in precipitation at Hurdal

description: Measurement of Inorganics in precipitation at Hurdal
DOI: 10.48597/swhw-dmdx
title: Measurement of Inorganics in precipitation at Hurdal

description: Measurement of Inorganics in precipitation at Hurdal
DOI: 10.15468/dl.q5g4pn
title: Occurrence Download

description: A dataset containing 494252413 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plantae"
 ]
}

 The dataset includes 494252413 records from 16690 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010105-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dyjaxo
title: Occurrence Download

description: A dataset containing 3091 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anhingidae",
 "Country is Mexico"
 ]
}

 The dataset includes 3091 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003393-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkw9sp
title: Occurrence Download

description: A dataset containing 3712 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección Botánica-Herbario. Museo de Ciencias Naturales y Antropológicas “Juan Cornelio Moyano” (Mendoza, Argentina)"
 ]
}

 The dataset includes 3712 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162590-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zryz4u
title: Occurrence Download

description: A dataset containing 227 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimosa grahamii A.Gray"
 ]
}

 The dataset includes 227 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002121-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.er6lzo
title: Occurrence Download

description: A dataset containing 85671 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Numenius americanus Bechstein, 1812"
 ]
}

 The dataset includes 85671 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003393-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5pnjbw
title: Occurrence Download

description: A dataset containing 2975 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Scaptotrigona mexicana (Guérin-Méneville, 1844)"
 ]
}

 The dataset includes 2975 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002120-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g57hv2
title: Occurrence Download

description: A dataset containing 3515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Sea turtle sightings in Taiwan | 台灣海龜目擊紀錄"
 ]
}

 The dataset includes 3515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195078-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pv8qxy
title: Occurrence Download

description: A dataset containing 2255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Fossil, Living Specimen, Occurrence evidence)",
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Betulaceae",
 "Year 1600-2023"
 ]
}

 The dataset includes 2255 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162565-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pboome
title: Occurrence Download

description: A dataset containing 1714 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus L.",
 "Geometry POLYGON((121.816406 37.718590,114.960937 35.460669,110.390625 31.203404,107.402343 26.115985,110.917968 21.453068,118.476562 22.917922,123.398437 27.371767,124.980468 32.398515,121.816406 37.718590))"
 ]
}

 The dataset includes 1714 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003393-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3qn9wm
title: Occurrence Download

description: A dataset containing 50735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-82.58789 -27.67381,-65.24414 -27.67381,-65.24414 0.94844,-82.58789 0.94844,-82.58789 -27.67381))",
 "HasGeospatialIssue is false",
 "TaxonKey is Apidae"
 ]
}

 The dataset includes 50735 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195665-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kjvwc3
title: Occurrence Download

description: A dataset containing 747 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "PublishingOrg is one of (538c9023-2e18-4769-9230-f840d044406d)"
 ]
}

 The dataset includes 747 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195079-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.372wzd
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Rhodiola alterna S.H.Fu"
 ]
}

 The dataset includes 35 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028855-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5t63a
title: Occurrence Download

description: A dataset containing 333679 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polypodiaceae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 333679 records from 557 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003393-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5afr8
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bollea hirtzii Waldv."
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002108-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.scyay4
title: Occurrence Download

description: A dataset containing 1450 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oryctes rhinoceros (Linnaeus, 1758)"
 ]
}

 The dataset includes 1450 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028871-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sacroo
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Symphysanodon rhax Anderson & Springer, 2005",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003393-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2upxm
title: Occurrence Download

description: A dataset listing the 6934 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((9.6 5.15, 9.9 5.25, 10.2 5.1, 10.1 4.55, 9.25 4.2, 8.9 4.7, 8.9 5.25, 9.050000000000001 5.2, 9.15 5.35, 9.199999999999999 5.2, 9.6 5.15))",
 "HasCoordinate is true",
 "Year is greater than or equal to 1960",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 6934 records were derived from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049894-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7yzy53
title: Occurrence Download

description: A dataset containing 1861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dalbergia hupeana Hance"
 ]
}

 The dataset includes 1861 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034226-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jd4c72
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleocharis reverchonii Svenson"
 ]
}

 The dataset includes 88 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195085-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lk8adc
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Nano and microzooplankton abundance and biomass at station NBP96-04A-06-2"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003393-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2483uw
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aplodactylus westralis Russell, 1987"
 ]
}

 The dataset includes 63 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060284-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jn84wh
title: Occurrence Download

description: A dataset containing 220286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Macaulay Library Audio and Video Collection"
 ]
}

 The dataset includes 220286 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043124-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.utyags
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Microfossil abundance of Hole 39-354"
 ]
}

 The dataset includes 102 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003393-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8k2ep
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-95.263 47.724,-90 47.724,-90 51.886,-95.263 51.886,-95.263 47.724))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Picoides dorsalis S.F.Baird, 1858",
 "Year 2005-2015"
 ]
}

 The dataset includes 50 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078198-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8kyi50
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Unknown evidence"
 ]
 },
 "Year 1000-2019",
 "HasCoordinate is true",
 "TaxonKey is Plicopurpura pansa (Gould, 1853)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002112-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chszsa
title: Occurrence Download

description: A dataset containing 658 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Terminalia prunioides M.A.Lawson"
 ]
}

 The dataset includes 658 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003393-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mcf2ln
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleocharis atrobrunnea R.Trevis. & S.González"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003393-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.