cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17051019
title: ВЫХОД РОССИЙСКИХ ЦИФРОВЫХ КОМПАНИЙ НА РЫНОК РЕСПУБЛИКИ УЗБЕКИСТАН: ОСОБЕННОСТИ И ПЕРСПЕКТИВЫ
DOI: 10.5281/zenodo.17051020
title: ВЫХОД РОССИЙСКИХ ЦИФРОВЫХ КОМПАНИЙ НА РЫНОК РЕСПУБЛИКИ УЗБЕКИСТАН: ОСОБЕННОСТИ И ПЕРСПЕКТИВЫ
DOI: 10.15468/dl.gxw27e
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, India)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Oligomeris"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024585-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhnjmn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crocothemis divisa, Diplacodes luminans, Diplacodes pumila, Olpogastra lugubris, , Orthetrum icteromelas, Orthetrum monardi, Palpopleura portia, Tramea limbata, Urothemis luciana, Zygonoides, Zyxomma, Zyxomma atlanticum, Pila occidentalis, Berosus nigriceps, Branchipodopsis kaokoensis, Pumilibranchipus deserti, Eocyzicus gigas, Daphnia sinensis, Moina belli, Moina micrura, Ozestheria australis, Alona capensis, Coronatella rectangula, Macrothrix capensis, Anisocentropus usambarensis, Ecnomus ulmeri, Cheumatopsyche lesnei, Catoxyethira veruta, Orthotrichia petiti, Homilia vetulata, Oecetis afra, Oecetis kunenensis, Pahamunaya angolensis, Pahamunaya, Caenis helenae, Caenis kohli, Caenis octulusa, Caenis parisi, Caenis vermifera, Unio caffer, Anisops letitia, Constempellina, Laccocoris spurcus, Nanocladius, Paradoxocladius mangoldi, Petrophila, Paradiplozoon krugerense, Procambarus clarkii, Cleopatra bulimoides, Afrogyrorbis natalensis, Caenis brevipes, Pagastiella, , Pseudosuccinea columella, Taeniochauliodes angustus, Taeniochauliodes barnardi, Taeniochauliodes fuscus, Taeniochauliodes minutus, Taeniochauliodes natalensis, Pisidium viridarium, Vittina gagates, Neritina gagates, Antocha transvaalia, Derallus, Dolichopeza chaka, Hemianax, Limonia kraaiensis, Limonia, Limnophilomyia, Micronecta dorothea, Micronecta gorogaiqua, Micronecta monomatapae, Nephrotoma edwardsi, Tanytarsus luctuosus, Tipula draconis, Virgatanytarsus arduennensis, Atrichopogon hirsutipennis, , Helichus, Limnebius, Megasternum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024586-250827131500795/datasets/export for details.
DOI: 10.15468/dl.ga4cge
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rosa multiflora"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024587-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17050974
title: Plasma proteomics data: Envafolimab plus carboplatin-etoposide in ES-SCLC

description: Proteins from serum samples at the pre-treatment baseline (C1-1), after the first cycle of chemotherapy (C1-2), and at the end of the first cycle of chemo-immunotherapy (C1-3) were analyzed by Olink Proteomics (Uppsala, Sweden) using the Olink® Target 48 immune response panel according to the manufacturer's protocol. The procedure of measurements is based on the Proximity Extension Assay (PEA). Detailed information on this process can be found at the website of Olink Proteomics (Olink Proteomics,

2016). This assay profiles 45 soluble proteins and reports Normalized Protein expression (NPX) values, representing the relative expression levels for each protein. NPX values were utilized for all downstream analyses.
DOI: 10.5281/zenodo.17050975
title: Plasma proteomics data: Envafolimab plus carboplatin-etoposide in ES-SCLC

description: Proteins from serum samples at the pre-treatment baseline (C1-1), after the first cycle of chemotherapy (C1-2), and at the end of the first cycle of chemo-immunotherapy (C1-3) were analyzed by Olink Proteomics (Uppsala, Sweden) using the Olink® Target 48 immune response panel according to the manufacturer's protocol. The procedure of measurements is based on the Proximity Extension Assay (PEA). Detailed information on this process can be found at the website of Olink Proteomics (Olink Proteomics,

2016). This assay profiles 45 soluble proteins and reports Normalized Protein expression (NPX) values, representing the relative expression levels for each protein. NPX values were utilized for all downstream analyses.
DOI: 10.15468/dl.pvky6p
title: Occurrence Download

description: A dataset listing the 109 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Zooplankton Species Distribution and Abundance Data, Arctic Marine Biodiversity Observing Network (AMBON) Chukchi Sea research cruise, August 2017"
 ]
}

 The dataset's 109 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024577-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.6496255
title: Mock Data

description: Data is not available due to the privacy restrictions of the Nutrient Management Plan Online. Mock data and codes (R) to implement the analysis are provided to demonstrate how the codes work. Instructions on how to use mock data with the codes are provided.  Results are presented from this data to ensure reproducible research where possible.
DOI: 10.5281/zenodo.6501604
title: Mock Data

description: Data is not available due to the privacy restrictions of the Nutrient Management Plan Online. Mock data and codes (R) to implement the analysis are provided to demonstrate how the codes work. Instructions on how to use mock data with the codes are provided.  Results are presented from this data to ensure reproducible research where possible.
DOI: 10.15468/dl.jdsw3g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Corydoras orphnopterus)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024589-250827131500795/datasets/export for details.
DOI: 10.15468/dl.eufhhx
title: Occurrence Download

description: A dataset containing 2032 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Circus melanoleucos"
 ]
}

 The dataset includes 2032 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024588-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.syah43
title: Occurrence Download

description: A dataset containing 432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Paracyclops finitimus, Planaria, Scirtes, Naboandelus africanus, Ephydra, Halobates, Dicranomyia capicola, Dicranomyia, Dicranomyia tipulipes, Hydra oligactis, Hydrachna, Radix natalensis, Stratiomys, Tipula pomposa, Tricholeiochiton, Pseudovelia, Anopheles turkhudi, Trithemis kirbyi ardens, Africallagma elongatum, Paragordius, Potamocloeon, Cherax cainii, Coelometopon glenavoni, Neptosternus, Neptosternus alluaudi, Neptosternus meridianus, Neptosternus ornatus, Neptosternus pumicatus, Neptosternus resartus, Neptosternus simulator, Omaloplia, Phallocryptus, Biomphalaria glabrata, Gyraulus chinensis, Pomacea diffusa, Radix rubiginosa, Stempellinella, Acisoma panorpoides ascalaphoides, Attheyella, , Afrogyrus coretus, Microgomphus mozambicensis, Pirata, Rhyssemus, Tetragnatha, Parhydraena asperita, Agraphydrus albescens, Anacaena glabriventris, Sternolophus mundus, Aethionectes apicalis, Coelostoma, Agabus austellus, Mesoceration barriotum, Mesoceration integrum, Cantopelopia meilloni, Mesocyclops tenuisaccus, Alona bukobensis, Corophium triaenonyx, Amphiops lasioides, Aspidytes niobe, Berosus punctulatus, Bryophaenocladius brincki, Candonocypris, Chiltonia capensis, Chrysogaster, Cladopelma, Crenitis zimmermanni, Culex tigripes, Dicrotendipes sudanicus, Leydigia propinqua, Ochterus, Parakiefferiella ephippium, Parametriocnemus capensis, Paratrichocladius micans, Thiara amarula, Lymnaea truncatula, Hydracarina, Anisops sardeus, Sigara pectoralis, Hydrachna fissigera, Mamersa testudinata, Micronecta citharistia, Moina brachiata, Chrissia, Cochlicella, Hydryphantes parmulatus, Hydryphantes, Mesocyclops major, Limnogonus capensis, Enochrus picinus, Macrocheles)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 432 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024590-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9jjdn
title: Occurrence Download

description: A dataset containing 414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus franchetii"
 ]
}

 The dataset includes 414 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024591-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n28cn3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lactuca canadensis"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024592-250827131500795/datasets/export for details.
DOI: 10.15468/dl.dv2bg8
title: Occurrence Download

description: A dataset containing 237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "TaxonKey is Procapra gutturosa"
 ]
}

 The dataset includes 237 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024593-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vns9s
title: Occurrence Download

description: A dataset containing 14941 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "TaxonKey is Canis lupus"
 ]
}

 The dataset includes 14941 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024594-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ygcyy
title: Occurrence Download

description: A dataset containing 460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Paracyclops finitimus, Planaria, Scirtes, Naboandelus africanus, Ephydra, Halobates, Dicranomyia capicola, Dicranomyia, Dicranomyia tipulipes, Hydra oligactis, Hydrachna, Radix natalensis, Stratiomys, Tipula pomposa, Tricholeiochiton, Pseudovelia, Anopheles turkhudi, Trithemis kirbyi ardens, Africallagma elongatum, Paragordius, Potamocloeon, Cherax cainii, Coelometopon glenavoni, Neptosternus, Neptosternus alluaudi, Neptosternus meridianus, Neptosternus ornatus, Neptosternus pumicatus, Neptosternus resartus, Neptosternus simulator, Omaloplia, Phallocryptus, Biomphalaria glabrata, Gyraulus chinensis, Pomacea diffusa, Radix rubiginosa, Stempellinella, Acisoma panorpoides ascalaphoides, Attheyella, , Afrogyrus coretus, Microgomphus mozambicensis, Pirata, Rhyssemus, Tetragnatha, Parhydraena asperita, Agraphydrus albescens, Anacaena glabriventris, Sternolophus mundus, Aethionectes apicalis, Coelostoma, Agabus austellus, Mesoceration barriotum, Mesoceration integrum, Cantopelopia meilloni, Mesocyclops tenuisaccus, Alona bukobensis, Corophium triaenonyx, Amphiops lasioides, Aspidytes niobe, Berosus punctulatus, Bryophaenocladius brincki, Candonocypris, Chiltonia capensis, Chrysogaster, Cladopelma, Crenitis zimmermanni, Culex tigripes, Dicrotendipes sudanicus, Leydigia propinqua, Ochterus, Parakiefferiella ephippium, Parametriocnemus capensis, Paratrichocladius micans, Thiara amarula, Lymnaea truncatula, Hydracarina, Anisops sardeus, Sigara pectoralis, Hydrachna fissigera, Mamersa testudinata, Micronecta citharistia, Moina brachiata, Chrissia, Cochlicella, Hydryphantes parmulatus, Hydryphantes, Mesocyclops major, Limnogonus capensis, Enochrus picinus, Macrocheles)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 460 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024595-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wvv65t
title: Occurrence Download

description: A dataset containing 414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus franchetii"
 ]
}

 The dataset includes 414 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024597-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30009583
title: manuscript data

description: We have uploaded the original data of all the pictures in the manuscript.
DOI: 10.6084/m9.figshare.30009583.v4
title: manuscript data

description: We have uploaded the original data of all the pictures in the manuscript.
DOI: 10.6084/m9.figshare.30009583.v3
title: manuscript data

description: We have uploaded the original data of all the pictures in the manuscript.
DOI: 10.5281/zenodo.17050972
title: Connections and Causal Loop Diagram Data: Housing Policy Instruments and Social Cohesion in Aotearoa New Zealand

description: This dataset contains the coding outputs and causal loop diagram (CLD) backbone from the PhD literature review “Social Cohesion and Housing Policy Instruments: A Complex Systems Perspective”. It includes a list of constructs, coded connections, and feedback loops derived from a systematic and thematic review of interdisciplinary scholarship on housing policy instruments and social cohesion in Aotearoa New Zealand.

The Excel file is structured into tabs that record the coding process and serve as a data backbone for CLD modelling in Kumu. It enables transparency and reproducibility of the analytic process by making visible how constructs, relationships, and loops were synthesised from the literature.

This version incorporates:





28 constructs, reflecting material conditions (e.g., affordability, tenure, housing insecurity) and relational dimensions (e.g., belonging, trust, equity).




115 connections, mapping causal relationships identified across the literature.




60+ feedback loops, both reinforcing and balancing, showing how housing policy instruments interact with processes of fragmentation and cohesion.



The file is a working model. Future iterations may evolve as new research, stakeholder insights, and empirical testing are integrated.
DOI: 10.5281/zenodo.17050973
title: Connections and Causal Loop Diagram Data: Housing Policy Instruments and Social Cohesion in Aotearoa New Zealand

description: This dataset contains the coding outputs and causal loop diagram (CLD) backbone from the PhD literature review “Social Cohesion and Housing Policy Instruments: A Complex Systems Perspective”. It includes a list of constructs, coded connections, and feedback loops derived from a systematic and thematic review of interdisciplinary scholarship on housing policy instruments and social cohesion in Aotearoa New Zealand.

The Excel file is structured into tabs that record the coding process and serve as a data backbone for CLD modelling in Kumu. It enables transparency and reproducibility of the analytic process by making visible how constructs, relationships, and loops were synthesised from the literature.

This version incorporates:





28 constructs, reflecting material conditions (e.g., affordability, tenure, housing insecurity) and relational dimensions (e.g., belonging, trust, equity).




115 connections, mapping causal relationships identified across the literature.




60+ feedback loops, both reinforcing and balancing, showing how housing policy instruments interact with processes of fragmentation and cohesion.



The file is a working model. Future iterations may evolve as new research, stakeholder insights, and empirical testing are integrated.
DOI: 10.15468/dl.agpys8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crepis biennis"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024598-250827131500795/datasets/export for details.
DOI: 10.26275/k7hi-uttf
title: Human vagus nerve segmentation

description: Segmented paths of human vagus nerve from skull to abdomen. Trunks and branches are annotated with anatomical labels.
DOI: 10.15468/dl.9rwaun
title: Occurrence Download

description: A dataset containing 1357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Perccottus glenii)",
 "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 1357 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024599-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jf3m2a
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Paracyclops finitimus, Planaria, Scirtes, Naboandelus africanus, Ephydra, Halobates, Dicranomyia capicola, Dicranomyia, Dicranomyia tipulipes, Hydra oligactis, Hydrachna, Radix natalensis, Stratiomys, Tipula pomposa, Tricholeiochiton, Pseudovelia, Anopheles turkhudi, Trithemis kirbyi ardens, Africallagma elongatum, Paragordius, Potamocloeon, Cherax cainii, Coelometopon glenavoni, Neptosternus, Neptosternus alluaudi, Neptosternus meridianus, Neptosternus ornatus, Neptosternus pumicatus, Neptosternus resartus, Neptosternus simulator, Omaloplia, Phallocryptus, Biomphalaria glabrata, Gyraulus chinensis, Pomacea diffusa, Radix rubiginosa, Stempellinella, Acisoma panorpoides ascalaphoides, Attheyella, , Afrogyrus coretus, Microgomphus mozambicensis, Pirata, Rhyssemus, Tetragnatha, Parhydraena asperita, Agraphydrus albescens, Anacaena glabriventris, Sternolophus mundus, Aethionectes apicalis, Coelostoma, Agabus austellus, Mesoceration barriotum, Mesoceration integrum, Cantopelopia meilloni, Mesocyclops tenuisaccus, Alona bukobensis, Corophium triaenonyx, Amphiops lasioides, Aspidytes niobe, Berosus punctulatus, Bryophaenocladius brincki, Candonocypris, Chiltonia capensis, Chrysogaster, Cladopelma, Crenitis zimmermanni, Culex tigripes, Dicrotendipes sudanicus, Leydigia propinqua, Ochterus, Parakiefferiella ephippium, Parametriocnemus capensis, Paratrichocladius micans, Thiara amarula, Lymnaea truncatula, Hydracarina, Anisops sardeus, Sigara pectoralis, Hydrachna fissigera, Mamersa testudinata, Micronecta citharistia, Moina brachiata, Chrissia, Cochlicella, Hydryphantes parmulatus, Hydryphantes, Mesocyclops major, Limnogonus capensis, Enochrus picinus, Macrocheles)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 45 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024601-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.