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

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Muntiacus gongshanensis"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022862-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4veebw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tinamiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((60 -60,70 -60,70 -50,60 -50,60 -60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018080-251009101135966/datasets/export for details.
DOI: 10.22008/fk2/iw73uu/ijxw5v
title: UPE_L_day.csv

description: Uploaded with pyDataverse 2024-04-29 15:48
DOI: 10.22008/fk2/iw73uu/bd4rc7
title: UPE_L_month.csv

description: Uploaded with pyDataverse 2024-04-29 15:49
DOI: 10.22008/fk2/iw73uu/nc34br
title: UPE_L_hour.csv

description: Uploaded with pyDataverse 2024-04-29 15:49
DOI: 10.22008/fk2/iw73uu/trxzz4
title: UPE_L_hour.nc

description: Uploaded with pyDataverse 2024-04-29 15:49
DOI: 10.22008/fk2/iw73uu/ibdpgj
title: UPE_L_day.nc

description: Uploaded with pyDataverse 2024-04-29 15:49
DOI: 10.22008/fk2/iw73uu/fbc6xb
title: UPE_L_month.nc

description: Uploaded with pyDataverse 2024-04-29 15:49
DOI: 10.22008/fk2/iw73uu/siaw7a
title: UPE_U_day.csv

description: Uploaded with pyDataverse 2024-04-29 15:50
DOI: 10.22008/fk2/iw73uu/gcz841
title: UPE_U_hour.csv

description: Uploaded with pyDataverse 2024-04-29 15:50
DOI: 10.22008/fk2/iw73uu/cwixsz
title: UPE_U_month.csv

description: Uploaded with pyDataverse 2024-04-29 15:50
DOI: 10.22008/fk2/iw73uu/iiodqx
title: UPE_U_day.nc

description: Uploaded with pyDataverse 2024-04-29 15:51
DOI: 10.22008/fk2/iw73uu/s7yoqa
title: UPE_U_hour.nc

description: Uploaded with pyDataverse 2024-04-29 15:50
DOI: 10.22008/fk2/iw73uu/op8vvx
title: UPE_U_month.nc

description: Uploaded with pyDataverse 2024-04-29 15:51
DOI: 10.22008/fk2/iw73uu/va24ts
title: UWN_day.csv

description: Uploaded with pyDataverse 2024-04-29 15:51
DOI: 10.22008/fk2/iw73uu/ozcuql
title: UWN_hour.csv

description: Uploaded with pyDataverse 2024-04-29 15:51
DOI: 10.22008/fk2/iw73uu/mqccfc
title: UWN_month.csv

description: Uploaded with pyDataverse 2024-04-29 15:51
DOI: 10.22008/fk2/iw73uu/32dsoz
title: UWN_hour.nc

description: Uploaded with pyDataverse 2024-04-29 15:52
DOI: 10.22008/fk2/iw73uu/90vwe5
title: UWN_day.nc

description: Uploaded with pyDataverse 2024-04-29 15:52
DOI: 10.22008/fk2/iw73uu/hfmael
title: UWN_month.nc

description: Uploaded with pyDataverse 2024-04-29 15:52
DOI: 10.22008/fk2/iw73uu/gmxsay
title: WEG_B_day.csv

description: Uploaded with pyDataverse 2024-04-29 15:52
DOI: 10.22008/fk2/iw73uu/honql4
title: WEG_B_hour.csv

description: Uploaded with pyDataverse 2024-04-29 15:52
DOI: 10.22008/fk2/iw73uu/ryjlsc
title: WEG_B_month.csv

description: Uploaded with pyDataverse 2024-04-29 15:52
DOI: 10.22008/fk2/iw73uu/phferq
title: WEG_B_hour.nc

description: Uploaded with pyDataverse 2024-04-29 15:53
DOI: 10.7807/immo:red:wk:suf:v5.2
title: RWI Real Estate Data - Wohnungskauf - suf
title: RWI Real Estate Data - Apartments for Sale - suf

description: ImmobilienScout24 ist die größte Immobilien-Internetplattform in Deutschland. Auf der Website werden sowohl Immobilien zur privaten als auch zur gewerblichen Nutzung angeboten. Die Daten umfassen jedoch nur Wohnimmobilien. Der Datensatz umfasst die meisten auf der Plattform erhobenen Merkmale wie z.B. Preis, Größe und Ausstattung der Wohneinheit, aber auch generierte Informationen wie die Dauer der Inseratverfügbarkeit.
description: ImmobilienScout24 is the largest real estate internet platform in Germany. Properties for private as well as commercial use are offered on the website. However, the data only cover residential properties. The dataset covers most characteristics collected on the platform like price, size and characteristics of the housing unit but also automatically generated items like the duration of the advertisement spell.
description: RWI-GEO-RED
description: Computer-based observation
all appartments for sale at ImmobilienScout24
full sample
DOI: 10.15468/dl.ysrhxw
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007856-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/656e593cf084f404d037d267d3df717f
title: Invertebrate scavenger data from Tasmanian devil scavenging experiment 2023

description: We collected data to assess how disease-induced declines of an apex scavenger, the Tasmanian devil (Sarcophilus harrisii), affected carrion use by invertebrate scavengers. We manipulated devil access to pademelon (Thylogale billardierii) carcasses across a gradient of devil density from east to west Tasmania and measured carcass use by invertebrates. We used trap capture rates to estimate abundance of adult and larval carrion beetles (Ptomaphila lacrymosa) and blow fly larvae (Calliphoridae).
DOI: 10.15468/dl.vupn2u
title: Occurrence Download

description: A dataset containing 185 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Murbeckiella sousae"
 ]
}

 The dataset includes 185 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007858-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fv52am
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dittrichia graveolens",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 252 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007857-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15798105
title: The Sámi–Forestry Company Conflict and Its Implications for Multinational Finance and ESG Risk

description: The Sámi–Forestry Company Conflict and Its Implications for Multinational Finance and ESG Risk

DescriptionThis repository supports a study analyzing the intersection of Indigenous governance, carbon emissions, and multinational forestry activity. The focus is on the Sámi people of northern Sweden, whose customary land rights conflict with commercial land use regimes. The study explores how institutional pluralism and ESG risk intersect, drawing on panel data from CO₂ emissions, GDP, and V-Dem institutional indicators.

All code and data files are designed for use in Google Colab, ensuring reproducibility and accessibility.

This repository contains the data and code supporting the paper titled “Navigating Institutional Pluralism and Indigenous Rights: The Sámi–Forestry Company Conflict and Its Implications for Multinational Finance and ESG Risk.”

The study analyzes how Indigenous governance frameworks—particularly Sámi customary land rights—interact with state regulation and multinational forestry operations in northern Sweden. Using a combination of clearcutting permit data, ownership type classification, and institutional indicators, we assess the legal and ESG risk environment associated with contested land use.

We apply a difference-in-differences (DiD) methodology and OLS regression to detect structural breaks in forestry activity before and after 2020, a year that marks intensifying legal and political pressure over Indigenous land use. Our analysis highlights how institutional pluralism, regulatory uncertainty, and Indigenous claims generate ESG risk exposures for investors and multinational firms.

Included Files





Clearcut.xlsx: Source dataset from the Swedish Forest Agency covering annual regeneration felling applications by region and ownership type (1998–2024).




OLS.ipynb: Google Colab notebook performing base ordinary least squares regression on clearcutting trends.




DiD.ipynb: Difference-in-differences analysis notebook estimating the interaction effect of post-2020 institutional signaling and private land ownership.




OLS_DiD.ipynb: Combined model for robustness testing with year and region-owner fixed effects.



How to Run





Open Google Colab: https://colab.research.google.com




Upload all .ipynb and .xlsx files to your Colab environment.




Ensure the file path for Clearcut.xlsx in each notebook is correctly set (e.g., /content/Clearcut.xlsx).




Run cells sequentially to reproduce regression outputs and visualizations.



All analyses are written in Python using pandas, statsmodels, and matplotlib, and can be executed without any local setup. All dependencies are handled within the notebooks.
DOI: 10.5281/zenodo.16105112
title: The Sámi–Forestry Company Conflict and Its Implications for Multinational Finance and ESG Risk

description: The Sámi–Forestry Company Conflict and Its Implications for Multinational Finance and ESG Risk

DescriptionThis repository supports a study analyzing the intersection of Indigenous governance, carbon emissions, and multinational forestry activity. The focus is on the Sámi people of northern Sweden, whose customary land rights conflict with commercial land use regimes. The study explores how institutional pluralism and ESG risk intersect, drawing on panel data from CO₂ emissions, GDP, and V-Dem institutional indicators.

All code and data files are designed for use in Google Colab, ensuring reproducibility and accessibility.

This repository contains the data and code supporting the paper titled “Navigating Institutional Pluralism and Indigenous Rights: The Sámi–Forestry Company Conflict and Its Implications for Multinational Finance and ESG Risk.”

The study analyzes how Indigenous governance frameworks—particularly Sámi customary land rights—interact with state regulation and multinational forestry operations in northern Sweden. Using a combination of clearcutting permit data, ownership type classification, and institutional indicators, we assess the legal and ESG risk environment associated with contested land use.

We apply a difference-in-differences (DiD) methodology and OLS regression to detect structural breaks in forestry activity before and after 2020, a year that marks intensifying legal and political pressure over Indigenous land use. Our analysis highlights how institutional pluralism, regulatory uncertainty, and Indigenous claims generate ESG risk exposures for investors and multinational firms.

Included Files





Clearcut.xlsx: Source dataset from the Swedish Forest Agency covering annual regeneration felling applications by region and ownership type (1998–2024).




OLS.ipynb: Google Colab notebook performing base ordinary least squares regression on clearcutting trends.




DiD.ipynb: Difference-in-differences analysis notebook estimating the interaction effect of post-2020 institutional signaling and private land ownership.




OLS_DiD.ipynb: Combined model for robustness testing with year and region-owner fixed effects.



How to Run





Open Google Colab: https://colab.research.google.com




Upload all .ipynb and .xlsx files to your Colab environment.




Ensure the file path for Clearcut.xlsx in each notebook is correctly set (e.g., /content/Clearcut.xlsx).




Run cells sequentially to reproduce regression outputs and visualizations.



All analyses are written in Python using pandas, statsmodels, and matplotlib, and can be executed without any local setup. All dependencies are handled within the notebooks.
DOI: 10.15468/dl.9gpm4x
title: Occurrence Download

description: A dataset containing 3436 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dittrichia graveolens",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3436 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007859-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7wa68w
title: Occurrence Download

description: A dataset containing 1179 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Meconopsis integrifolia"
 ]
}

 The dataset includes 1179 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007860-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trwqhw
title: Occurrence Download

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

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007861-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15468220
title: Transcriptomics-THY1-Fig-9
DOI: 10.5281/zenodo.15468221
title: Transcriptomics-THY1-Fig-9
DOI: 10.15468/dl.yqyj94
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bidens frondosa",
 "Country is Lithuania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 44 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007862-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15468216
title: Transcriptomics_Phenocycler-THY1-Fig-3-4-6-Sup-4-5-6-7
DOI: 10.5281/zenodo.15468217
title: Transcriptomics_Phenocycler-THY1-Fig-3-4-6-Sup-4-5-6-7
DOI: 10.7916/453v-sm53
title:  Effect of Freeze-Thaw Cycle on Human Uterine Mechanical Properties Measured by Spherical Indentation
DOI: 10.7916/r4xt-3p80
title:  Data: The Most Effective Remote Forcing in Causing U.S.-Wide Heat Extremes as Revealed by CESM Green's Function Experiments
DOI: 10.15468/dl.hgaagh
title: Occurrence Download

description: A dataset containing 892 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lobularia maritima",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 892 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007864-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.engj9r
title: Occurrence Download

description: A dataset containing 533 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lobularia maritima",
 "Country is Switzerland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 533 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007865-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjdx2n
title: Occurrence Download

description: A dataset containing 68773 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Pseudacris regilla)"
 ]
}

 The dataset includes 68773 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007846-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.54tnrx
title: Occurrence Download

description: A dataset containing 394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Dryophytes andersonii)"
 ]
}

 The dataset includes 394 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007866-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsypgu
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "DatasetKey is IberArthro: A database compiling taxonomic and distributional data on Ibero-Balearic arthropods",
 "TaxonKey is Melitaea aetherie"
 ]
}

 The dataset includes 31 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007867-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/mx39-aekz
title: Measurement of Particle_number_concentration at Samoa (Cape Matatula)

description: Measurement of Particle_number_concentration at Samoa (Cape Matatula)
DOI: 10.3535/dfz-ar6-kwc
title: Rumex albescens Hillebr.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.sv7va6
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidium cyclocarpum"
 ]
}

 The dataset includes 37 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007868-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9hskud
title: Occurrence Download

description: A dataset containing 662 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heliotropium amplexicaule",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 662 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007871-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.88z2mj
title: Occurrence Download

description: A dataset containing 3930 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Xantho hydrophilus"
 ]
}

 The dataset includes 3930 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007869-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7fgqp9
title: Occurrence Download

description: A dataset containing 557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heliotropium amplexicaule",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 557 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007870-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4n89qj
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schefflera actinophylla",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007872-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/zte-nmf-7wr
title: Rumex bequaertii De Wild.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.tq9pgs
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carduus ruwenzoriensis"
 ]
}

 The dataset includes 38 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007873-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/e2m-dzk-nrm
title: Hymenochaete jaapii Corfixen

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.7jmfyw
title: Occurrence Download

description: A dataset containing 65195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lonicera japonica, Lonicera brachypoda reticulata, Lonicera japonica japonica, Caprifolium brachypodum, Lonicera chinensis, Lonicera flexuosa, Lonicera japonica brachypoda, Lonicera brachypoda, Lonicera japonica quercifolia, Lonicera japonica miyagusukiana, Lonicera flexuosa halliana, Lonicera aureoreticulata, Caprifolium roseum, Lonicera repens, Caprifolium chinense, Lonicera flexuosa halleana, Lonicera brachypoda, Lonicera japonica macrantha, Caprifolium chinense, Lonicera brachypoda variegata, Lonicera japonica purpurella, Lonicera japonica hybrida, Lonicera brachypoda repens, Lonicera japonica, Caprifolium chinense, Lonicera fauriei, Lonicera flexuosa halliana, Caprifolium flexuosum, Lonicera japonica sempervillosa, Lonicera japonica halleana, Lonicera longiflora, Lonicera cochinchinensis, Lonicera japonica japonica, Caprifolium brachypodum, Lonicera confusa, Lonicera nigra, Lonicera shintenensis, Caprifolium japonicum subverticillare, Caprifolium japonicum, Lonicera japonica aureo-reticulata, Lonicera japonica quercifolia, Lonicera japonica hallinna, Lonicera diversifolia, Lonicera brachypoda aureoreticulata, Lonicera brachypoda reticulata, Lonicera finlaysoniana, Caprifolium japonicum, Nintooa japonica, Lonicera japonica chinensis, Lonicera japonica chinensis, Lonicera japonica chinensis, Lonicera japonica flexuosa, Lonicera japonica flexuosa, Lonicera japonica flexuosa, Xylosteon flexuosum, Lonicera miyagusukiana, Lonicera japonica aureoreticulata, Lonicera japonica aureoreticulata, Lonicera flexuosa aureoreticulata, Lonicera brachypoda aureoreticulata, Lonicera japonica repens, Lonicera japonica halliana, Lonicera japonica halliana)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 65195 records from 594 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007851-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16103637
title: Mantle Convection and Nightside Volcanism on Lava World K2-141 b

description: Data to recreate relevant figures for the manuscript "Mantle Convection and Nightside Volcanism on Lava World K2-141 b".
DOI: 10.5281/zenodo.16103638
title: Mantle Convection and Nightside Volcanism on Lava World K2-141 b

description: Data to recreate relevant figures for the manuscript "Mantle Convection and Nightside Volcanism on Lava World K2-141 b".