cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.9cc469
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Synodontis cuangoanus, Synodontis decorus, Synodontis dekimpei, Synodontis depauwi, Synodontis dhonti, Synodontis dorsomaculatus, Synodontis eupterus, Synodontis filamentosus, Synodontis flavitaeniatus, Synodontis frontosus, Synodontis fuelleborni, Synodontis geledensis, Synodontis gobroni, Synodontis granulosus, Synodontis greshoffi, Synodontis guttatus, Synodontis haugi, Synodontis iturii, Synodontis katangae, Synodontis khartoumensis, Synodontis koensis, Synodontis kogonensis, Synodontis laessoei, Synodontis leopardinus, Synodontis leopardus, Synodontis levequei, Synodontis longirostris, Synodontis longispinis, Synodontis lufirae, Synodontis macrophthalmus, Synodontis macrops, Synodontis macrostigma, Synodontis macrostoma, Synodontis manni, Synodontis marmoratus, Synodontis matthesi, Synodontis melanopterus, Synodontis membranaceus, Synodontis multimaculatus, Synodontis multipunctatus, Synodontis nebulosus, Synodontis nigrita, Synodontis nigriventris, Synodontis nigromaculatus, Synodontis njassae, Synodontis notatus, Synodontis nummifer, Synodontis obesus, Synodontis ocellifer, Synodontis omias, Synodontis ornatipinnis, Synodontis ornatissimus, Synodontis ouemeensis, Synodontis pardalis, Synodontis petricola, Synodontis pleurops, Synodontis polli, Synodontis polyodon, Synodontis polystigma, Synodontis pulcher, Synodontis punctifer, Synodontis punctulatus, Synodontis rebeli, Synodontis resupinatus, Synodontis ricardoae, Synodontis robbianus, Synodontis robertsi, Synodontis ruandae, Synodontis rufigiensis, Synodontis rukwaensis, Synodontis schall, Synodontis schoutedeni, Synodontis serpentis, Synodontis serratus, Synodontis smiti, Synodontis soloni, Synodontis sorex, Synodontis steindachneri, Synodontis tanganyicae, Synodontis tessmanni, Synodontis thamalakanensis, Synodontis thysi, Synodontis tourei, Synodontis unicolor, Synodontis vaillanti, Synodontis vanderwaali, Synodontis velifer, Synodontis vermiculatus, Synodontis victoriae, Synodontis violaceus, Synodontis voltae, Synodontis waterloti, Synodontis woleuensis, Synodontis woosnami, Synodontis xiphias, Synodontis zambezensis, Synodontis zanzibaricus, Irvineia voltae, Parailia congica, Parailia occidentalis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((57.0534 -10.8396,57.1988 -10.5508,57.1156 -10.1867,56.7115 -9.8521,56.2347 -9.9832,56.0941 -10.3875,56.3286 -10.8413,56.6862 -10.991,57.0534 -10.8396))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035440-250827131500795/datasets/export for details.
DOI: 10.15468/dl.kwphtf
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mongolia",
 "OccurrenceStatus is Present",
 "TaxonKey is Capra sibirica"
 ]
}

 The dataset includes 201 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035441-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfs925
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphibalanus reticulatus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 150 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035442-250827131500795/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/12977937
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.15683271
title: Climate warming drives the breakdown of plant-pollinator mutualisms despite phenological matching

description: This is the dataset and script used for the research manuscript entitled "Climate warming drives the breakdown of plant-pollinator mutualisms despite phenological matching"

Authors: Natasha de Manincor, Alessandro Fisogni, Oscar Godoy, Nicole E. Rafferty

Corresponding author: Natasha de Manincor, natasha.demanincor@gmail.com

 

The repository contains the following:



Data



bee_abund_2022: bee abundance

data_bee_nest_pSEM: bee nesting success used for bee fitness pSEM

data_seed_germ_pSEM: seed germination success used for plant fitness pSEM

flwrcount_temp2022: flower count

imputed_temporal_vars_T: imputed temporal variables used for dynamic pSEM

temp_2022: temperatures

vars_tot2022: raw bee and plant traits data used for imputation



Script



deManincor-et-al.2025_Warming_RScripts: scripts used for phenology and pSEM analyses
DOI: 10.15468/dl.e6qqjv
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphibalanus reticulatus",
 "Country is Panama",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035443-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zqtd6k
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Apareiodon agmatos)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 23 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035444-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7w4n3u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Synodontis cuangoanus, Synodontis decorus, Synodontis dekimpei, Synodontis depauwi, Synodontis dhonti, Synodontis dorsomaculatus, Synodontis eupterus, Synodontis filamentosus, Synodontis flavitaeniatus, Synodontis frontosus, Synodontis fuelleborni, Synodontis geledensis, Synodontis gobroni, Synodontis granulosus, Synodontis greshoffi, Synodontis guttatus, Synodontis haugi, Synodontis iturii, Synodontis katangae, Synodontis khartoumensis, Synodontis koensis, Synodontis kogonensis, Synodontis laessoei, Synodontis leopardinus, Synodontis leopardus, Synodontis levequei, Synodontis longirostris, Synodontis longispinis, Synodontis lufirae, Synodontis macrophthalmus, Synodontis macrops, Synodontis macrostigma, Synodontis macrostoma, Synodontis manni, Synodontis marmoratus, Synodontis matthesi, Synodontis melanopterus, Synodontis membranaceus, Synodontis multimaculatus, Synodontis multipunctatus, Synodontis nebulosus, Synodontis nigrita, Synodontis nigriventris, Synodontis nigromaculatus, Synodontis njassae, Synodontis notatus, Synodontis nummifer, Synodontis obesus, Synodontis ocellifer, Synodontis omias, Synodontis ornatipinnis, Synodontis ornatissimus, Synodontis ouemeensis, Synodontis pardalis, Synodontis petricola, Synodontis pleurops, Synodontis polli, Synodontis polyodon, Synodontis polystigma, Synodontis pulcher, Synodontis punctifer, Synodontis punctulatus, Synodontis rebeli, Synodontis resupinatus, Synodontis ricardoae, Synodontis robbianus, Synodontis robertsi, Synodontis ruandae, Synodontis rufigiensis, Synodontis rukwaensis, Synodontis schall, Synodontis schoutedeni, Synodontis serpentis, Synodontis serratus, Synodontis smiti, Synodontis soloni, Synodontis sorex, Synodontis steindachneri, Synodontis tanganyicae, Synodontis tessmanni, Synodontis thamalakanensis, Synodontis thysi, Synodontis tourei, Synodontis unicolor, Synodontis vaillanti, Synodontis vanderwaali, Synodontis velifer, Synodontis vermiculatus, Synodontis victoriae, Synodontis violaceus, Synodontis voltae, Synodontis waterloti, Synodontis woleuensis, Synodontis woosnami, Synodontis xiphias, Synodontis zambezensis, Synodontis zanzibaricus, Irvineia voltae, Parailia congica, Parailia occidentalis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((56.2582 -7.6751,56.5989 -7.542,56.789 -7.1822,56.7426 -6.9401,55.8366 -6.9401,55.7807 -7.0342,55.8667 -7.4864,56.2582 -7.6751))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035445-250827131500795/datasets/export for details.
DOI: 10.15468/dl.t7refn
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sphagneticola trilobata"
 ]
}

 The dataset includes 256 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035446-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z6gpge
title: Occurrence Download

description: A dataset containing 424 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anoplophora glabripennis"
 ]
}

 The dataset includes 424 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035449-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qw6z4s
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035447-250827131500795/datasets/export for details.
DOI: 10.15468/dl.ugzskp
title: Occurrence Download

description: A dataset containing 1275 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Catharanthus roseus",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1275 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035450-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7e7v35
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Catharanthus roseus",
 "Country is Belize",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035451-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.efg2t2
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Catharanthus roseus",
 "Country is Benin",
 "HasCoordinate is true"
 ]
}

 The dataset includes 190 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035452-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n5zhnt
title: Occurrence Download

description: A dataset containing 631 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera pardus"
 ]
}

 The dataset includes 631 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035453-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uam632
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Parailia pellucida, Parailia somalensis, Parailia spiniserrata, Pareutropius buffei, Pareutropius debauwi, Pareutropius longifilis, Pareutropius mandevillei, Schilbe angolensis, Schilbe banguelensis, Schilbe bocagii, Schilbe brevianalis, Schilbe congensis, Schilbe djeremi, Schilbe grenfelli, Schilbe intermedius, Schilbe laticeps, Schilbe mandibularis, Schilbe marmoratus, Schilbe micropogon, Schilbe moebiusii, Schilbe multitaeniatus, Schilbe mystus, Schilbe nyongensis, Schilbe tumbanus, Schilbe uranoscopus, Schilbe yangambianus, Schilbe zairensis, Siluranodon auritus, Macrognathus keithi, Mastacembelus albomaculatus, Mastacembelus ansorgii, Mastacembelus aviceps, Mastacembelus brachyrhinus, Mastacembelus brichardi, Mastacembelus congicus, Mastacembelus crassus, Mastacembelus cryptacanthus, Mastacembelus cunningtoni, Mastacembelus ellipsifer, Mastacembelus flavidus, Mastacembelus flavomarginatus, Mastacembelus niger, Mastacembelus frenatus, Mastacembelus greshoffi, Mastacembelus latens, Mastacembelus liberiensis, Mastacembelus loennbergii, Mastacembelus micropectus, Mastacembelus moorii, Mastacembelus nigromarginatus, Mastacembelus ophidium, Mastacembelus paucispinis, Mastacembelus plagiostomus, Mastacembelus platysoma, Mastacembelus praensis, Mastacembelus robertsi, Mastacembelus sanagali, Mastacembelus seiteri, Mastacembelus sexdecimspinus, Mastacembelus shiloangoensis, Mastacembelus shiranus, Mastacembelus taiaensis, Mastacembelus tanganicae, Mastacembelus traversi, Mastacembelus vanderwaali, Mastacembelus zebratus, Monopterus boueti, Ophisternon afrum, Enneacampus ansorgii, Enneacampus kaupi, Hippichthys cyanospilos, Hippichthys heptagonus, Hippichthys spicifer, Microphis aculeatus, Microphis argulus, Microphis brachyurus, Microphis brachyurus aculeatus, Microphis fluviatilis, Microphis leiaspis, Syngnathus abaster, Auriglobus modestus, Chelonodontops patoca, Tetraodon duboisi, Tetraodon lineatus, Tetraodon mbu, Tetraodon miurus, Tetraodon pustulatus, Tetraodon schoutedeni, Altolamprologus fasciatus, Haplochromis bloyeti, Haplochromis desfontainii, Haplochromis luluae, Haplochromis oligacanthus, Haplochromis polli, Haplochromis tweddlei, Labeo fuelleborni, Labeo rocadasi, Metriaclima pulpican, Protomelas ornatus, Salarias fluviatilis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((47.5465 -25.2196,47.6434 -24.9401,46.1382 -24.9401,46.1382 -25.8059,46.3822 -25.6931,46.8647 -25.6616,47.5465 -25.2196))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035454-250827131500795/datasets/export for details.
DOI: 10.15468/dl.7z8cgj
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035455-250827131500795/datasets/export for details.
DOI: 10.15468/dl.x5qmdq
title: Occurrence Download

description: A dataset containing 1000 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nathrius brevipennis"
 ]
}

 The dataset includes 1000 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035456-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5vaf3v
title: Occurrence Download

description: A dataset containing 2300868 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Waarnemingen.be - Plant occurrences in Flanders and the Brussels Capital Region, Belgium"
 ]
}

 The dataset includes 2300868 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035430-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7u5y8d
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035457-250827131500795/datasets/export for details.
DOI: 10.15468/dl.txtumc
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trigonectes rubromarginatus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035458-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4tf6m
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Catharanthus roseus",
 "Country is Botswana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035459-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpp6fu
title: Occurrence Download

description: A dataset containing 2095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phoracantha semipunctata"
 ]
}

 The dataset includes 2095 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035460-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6w42h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Parailia pellucida, Parailia somalensis, Parailia spiniserrata, Pareutropius buffei, Pareutropius debauwi, Pareutropius longifilis, Pareutropius mandevillei, Schilbe angolensis, Schilbe banguelensis, Schilbe bocagii, Schilbe brevianalis, Schilbe congensis, Schilbe djeremi, Schilbe grenfelli, Schilbe intermedius, Schilbe laticeps, Schilbe mandibularis, Schilbe marmoratus, Schilbe micropogon, Schilbe moebiusii, Schilbe multitaeniatus, Schilbe mystus, Schilbe nyongensis, Schilbe tumbanus, Schilbe uranoscopus, Schilbe yangambianus, Schilbe zairensis, Siluranodon auritus, Macrognathus keithi, Mastacembelus albomaculatus, Mastacembelus ansorgii, Mastacembelus aviceps, Mastacembelus brachyrhinus, Mastacembelus brichardi, Mastacembelus congicus, Mastacembelus crassus, Mastacembelus cryptacanthus, Mastacembelus cunningtoni, Mastacembelus ellipsifer, Mastacembelus flavidus, Mastacembelus flavomarginatus, Mastacembelus niger, Mastacembelus frenatus, Mastacembelus greshoffi, Mastacembelus latens, Mastacembelus liberiensis, Mastacembelus loennbergii, Mastacembelus micropectus, Mastacembelus moorii, Mastacembelus nigromarginatus, Mastacembelus ophidium, Mastacembelus paucispinis, Mastacembelus plagiostomus, Mastacembelus platysoma, Mastacembelus praensis, Mastacembelus robertsi, Mastacembelus sanagali, Mastacembelus seiteri, Mastacembelus sexdecimspinus, Mastacembelus shiloangoensis, Mastacembelus shiranus, Mastacembelus taiaensis, Mastacembelus tanganicae, Mastacembelus traversi, Mastacembelus vanderwaali, Mastacembelus zebratus, Monopterus boueti, Ophisternon afrum, Enneacampus ansorgii, Enneacampus kaupi, Hippichthys cyanospilos, Hippichthys heptagonus, Hippichthys spicifer, Microphis aculeatus, Microphis argulus, Microphis brachyurus, Microphis brachyurus aculeatus, Microphis fluviatilis, Microphis leiaspis, Syngnathus abaster, Auriglobus modestus, Chelonodontops patoca, Tetraodon duboisi, Tetraodon lineatus, Tetraodon mbu, Tetraodon miurus, Tetraodon pustulatus, Tetraodon schoutedeni, Altolamprologus fasciatus, Haplochromis bloyeti, Haplochromis desfontainii, Haplochromis luluae, Haplochromis oligacanthus, Haplochromis polli, Haplochromis tweddlei, Labeo fuelleborni, Labeo rocadasi, Metriaclima pulpican, Protomelas ornatus, Salarias fluviatilis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((55.9743 -6.7082,55.8366 -6.9401,56.7426 -6.9401,56.7231 -6.8387,56.294 -6.5954,55.9743 -6.7082))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035461-250827131500795/datasets/export for details.
DOI: 10.15468/dl.abv3qq
title: Occurrence Download

description: A dataset containing 336 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ixeris polycephala"
 ]
}

 The dataset includes 336 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035462-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48366/r1469536
title: Code-mixing and Code switching in low-resourced languages

description: Research on code-mixing and code-switching is progressing with the introduction of dedicated benchmarks for tasks like sentiment analysis, question answering, machine translation, and named entity recognition for mixed-language text. The robust cross-lingual representation and knowledge generalizability of transformer-based multilingual large language models, like mBERT, XLM-R, OpenAI GPT models, and classical machine learning methods like support vector machine, Random Forest etc. are currently being exploited to address the challenge of code-mixing and code-switching. The current efforts are significant in building and advancing emerging LLMs and generative AI systems addressing real-world language modelling. In this comparison, we capture some research efforts that have contributed models, methods, and evaluation benchmarks to support the domain.