cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18124119
title: Linked collectors and determiners for: First record of the family Issidae (Hemiptera, Auchenorrhyncha, Fulgoroidea) from the Hawaiian Islands.

description: Natural history specimen data linked to collectors and determiners held within, "First record of the family Issidae (Hemiptera, Auchenorrhyncha, Fulgoroidea) from the Hawaiian Islands". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/01540868-40cd-44a1-85cc-a9d4309f8ed6 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/01540868-40cd-44a1-85cc-a9d4309f8ed6. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124120
title: Linked collectors and determiners for: Distribution and identification of the species in the genus Helicops Wagler, 1830 (Serpentes, Colubridae, Xenodontinae).

description: Natural history specimen data linked to collectors and determiners held within, "Distribution and identification of the species in the genus Helicops Wagler, 1830 (Serpentes, Colubridae, Xenodontinae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/07dc09bc-1a14-4846-b1f2-0ebba83ed4ad using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/07dc09bc-1a14-4846-b1f2-0ebba83ed4ad. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124121
title: Linked collectors and determiners for: Two new species of Psyllocarpus (Spermacoceae, Rubiaceae) from the state of Minas Gerais, southeastern Brazil.

description: Natural history specimen data linked to collectors and determiners held within, "Two new species of Psyllocarpus (Spermacoceae, Rubiaceae) from the state of Minas Gerais, southeastern Brazil". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/0ab190d4-61ee-4225-a234-7f64cc916948 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/0ab190d4-61ee-4225-a234-7f64cc916948. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124124
title: Linked collectors and determiners for: Mayborn Museum Bivalves Collection at Baylor University.

description: Natural history specimen data linked to collectors and determiners held within, "Mayborn Museum Bivalves Collection at Baylor University". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/2494a4fe-a71c-44a2-9045-d34b713d79c0 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/2494a4fe-a71c-44a2-9045-d34b713d79c0. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124129
title: Linked collectors and determiners for: High alpine sorcerers: revision of the cave wētā genus Pharmacus Pictet & de Saussure (Orthoptera: Rhaphidophoridae: Macropathinae), with the description of six new species and three new subspecies.

description: Natural history specimen data linked to collectors and determiners held within, "High alpine sorcerers: revision of the cave wētā genus Pharmacus Pictet & de Saussure (Orthoptera: Rhaphidophoridae: Macropathinae), with the description of six new species and three new subspecies". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3eba97d9-c3b4-4437-8922-d01358c276bb using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3eba97d9-c3b4-4437-8922-d01358c276bb. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124127
title: Linked collectors and determiners for: Rubiaceae of Luzon Island from the University of the Philippines Los Baños Museum of Natural History Botanical Herbarium.

description: Natural history specimen data linked to collectors and determiners held within, "Rubiaceae of Luzon Island from the University of the Philippines Los Baños Museum of Natural History Botanical Herbarium". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/2f4e61d3-886a-43ce-b7ae-55644fdfdb2e using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/2f4e61d3-886a-43ce-b7ae-55644fdfdb2e. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124132
title: Linked collectors and determiners for: Norwegian specimens stored in Herb. Klepsland (pre 2022).

description: Natural history specimen data linked to collectors and determiners held within, "Norwegian specimens stored in Herb. Klepsland (pre 2022)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/53f2cda4-a2fd-49f0-b3e5-0782c9770e7c using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/53f2cda4-a2fd-49f0-b3e5-0782c9770e7c. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124133
title: Linked collectors and determiners for: Taxonomy of Diamesa steinboecki group (Diptera: Chironomidae: Diamesinae) with description and DNA barcoding of new species. I. Subgroups steinboecki and longipes.

description: Natural history specimen data linked to collectors and determiners held within, "Taxonomy of Diamesa steinboecki group (Diptera: Chironomidae: Diamesinae) with description and DNA barcoding of new species. I. Subgroups steinboecki and longipes". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/6a677d3b-0f91-4f11-8cf2-64f4ad2a47d2 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/6a677d3b-0f91-4f11-8cf2-64f4ad2a47d2. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124136
title: Linked collectors and determiners for: A new huriine genus and notes on morphological characters (Araneae: Salticidae: Salticinae).

description: Natural history specimen data linked to collectors and determiners held within, "A new huriine genus and notes on morphological characters (Araneae: Salticidae: Salticinae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/7485af56-f9e8-450c-babe-9d6ae7415729 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/7485af56-f9e8-450c-babe-9d6ae7415729. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124137
title: Linked collectors and determiners for: Cepario de Hongos Fitopatógenos.

description: Natural history specimen data linked to collectors and determiners held within, "Cepario de Hongos Fitopatógenos". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/76ec0a1d-80c7-4f2b-9131-4a4ba80f3158 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/76ec0a1d-80c7-4f2b-9131-4a4ba80f3158. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124138
title: Linked collectors and determiners for: Description of a new genus and two new species of the funnel-web mygalomorph (Araneae: Mygalomorphae: Macrothelidae) from China with notes on taxonomic amendments.

description: Natural history specimen data linked to collectors and determiners held within, "Description of a new genus and two new species of the funnel-web mygalomorph (Araneae: Mygalomorphae: Macrothelidae) from China with notes on taxonomic amendments". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/77b9c11a-7976-4567-9b10-003b39e3eea5 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/77b9c11a-7976-4567-9b10-003b39e3eea5. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124139
title: Linked collectors and determiners for: Gastropoda collection (TSZG) The Arctic University Museum of Norway.

description: Natural history specimen data linked to collectors and determiners held within, "Gastropoda collection (TSZG) The Arctic University Museum of Norway". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/7d3fbc21-38f9-43b5-98d4-1ed7c65f7103 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/7d3fbc21-38f9-43b5-98d4-1ed7c65f7103. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124140
title: Linked collectors and determiners for: Utah Tech University Herbarium.

description: Natural history specimen data linked to collectors and determiners held within, "Utah Tech University Herbarium". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/8810854f-f81c-498c-b840-dbf376499612 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/8810854f-f81c-498c-b840-dbf376499612. Formatted as a Frictionless Data package.
DOI: 10.15468/d9urkq
title: A new species and new records of Hentzia (Araneae: Salticidae: Dendryphantinae) from the United States

description: This dataset contains the digitized treatments in Plazi based on the original journal article David B. Richman (2010): A new species and new records of Hentzia (Araneae: Salticidae: Dendryphantinae) from the United States. The Journal of Arachnology 38: 73-78
DOI: 10.5281/zenodo.18124141
title: Linked collectors and determiners for: Select Specimens from the Hanover High School Insect Collection.

description: Natural history specimen data linked to collectors and determiners held within, "Select Specimens from the Hanover High School Insect Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/8e8472a9-d604-4c97-9f2f-4aee2076a140 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/8e8472a9-d604-4c97-9f2f-4aee2076a140. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124144
title: Linked collectors and determiners for: Synopsis of the Central Asian Salvia species with identification key.

description: Natural history specimen data linked to collectors and determiners held within, "Synopsis of the Central Asian Salvia species with identification key". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/9ed5d276-9dbe-48d8-a081-1a8266918db4 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/9ed5d276-9dbe-48d8-a081-1a8266918db4. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124147
title: Linked collectors and determiners for: Descriptions of two new Pseudophacopteron species (Hemiptera: Psylloidea: Phacopteronidae) inducing galls on Aspidosperma (Apocynaceae) in Brazil.

description: Natural history specimen data linked to collectors and determiners held within, "Descriptions of two new Pseudophacopteron species (Hemiptera: Psylloidea: Phacopteronidae) inducing galls on Aspidosperma (Apocynaceae) in Brazil". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b30a1762-12fa-49cb-8750-98770905db44 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b30a1762-12fa-49cb-8750-98770905db44. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124145
title: Linked collectors and determiners for: Historic Butterfly Specimens in the UVM Zadock Thompson Natural History Collection Digitized for the Vermont Butterfly Atlas.

description: Natural history specimen data linked to collectors and determiners held within, "Historic Butterfly Specimens in the UVM Zadock Thompson Natural History Collection Digitized for the Vermont Butterfly Atlas". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/a5d361b0-410b-44fd-9666-0a938c75abd1 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/a5d361b0-410b-44fd-9666-0a938c75abd1. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124148
title: Linked collectors and determiners for: Don H. Miller Personal Bee Collection.

description: Natural history specimen data linked to collectors and determiners held within, "Don H. Miller Personal Bee Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/c2156d29-e096-43bc-aad0-5f852c661c78 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/c2156d29-e096-43bc-aad0-5f852c661c78. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124149
title: Linked collectors and determiners for: Utah Tech University Natural Science Museum's Insect Collection.

description: Natural history specimen data linked to collectors and determiners held within, "Utah Tech University Natural Science Museum's Insect Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/fe8aeeb6-1b51-4c11-9273-bfa81c9464d4 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/fe8aeeb6-1b51-4c11-9273-bfa81c9464d4. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124150
title: Linked collectors and determiners for: Armas Järvelä's Lepidoptera Collection.

description: Natural history specimen data linked to collectors and determiners held within, "Armas Järvelä's Lepidoptera Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/5303c979-38da-4261-93c5-6297203833f4 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/5303c979-38da-4261-93c5-6297203833f4. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124151
title: Linked collectors and determiners for: Cuccodorodes gen. nov., an apterous Batrisitae from the tropical Himalayas (Coleoptera: Staphylinidae: Pselaphinae).

description: Natural history specimen data linked to collectors and determiners held within, "Cuccodorodes gen. nov., an apterous Batrisitae from the tropical Himalayas (Coleoptera: Staphylinidae: Pselaphinae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/6677b4e9-a47f-405d-8d1f-579c4996cba5 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/6677b4e9-a47f-405d-8d1f-579c4996cba5. Formatted as a Frictionless Data package.
DOI: 10.34740/kaggle/dsv/14367743
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18124152
title: Linked collectors and determiners for: Taxonomic notes on the rare ant genus Chrysapace with description of a new species from Brunei (Hymenoptera: Formicidae: Dorylinae).

description: Natural history specimen data linked to collectors and determiners held within, "Taxonomic notes on the rare ant genus Chrysapace with description of a new species from Brunei (Hymenoptera: Formicidae: Dorylinae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/872b5474-1d38-4d75-a20b-4d1bd4857f60 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/872b5474-1d38-4d75-a20b-4d1bd4857f60. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124153
title: Linked collectors and determiners for: ZMUT Type specimen collections of Turku University.

description: Natural history specimen data linked to collectors and determiners held within, "ZMUT Type specimen collections of Turku University". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aabcc8c1-ed59-4f3f-81db-948c9952503d using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aabcc8c1-ed59-4f3f-81db-948c9952503d. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124156
title: Linked collectors and determiners for: ZMUT Insecta collections of Turku University.

description: Natural history specimen data linked to collectors and determiners held within, "ZMUT Insecta collections of Turku University". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/c75091f9-d0cf-485f-85d9-5a18082d7931 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/c75091f9-d0cf-485f-85d9-5a18082d7931. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18124157
title: Linked collectors and determiners for: The Lanternfly genus Pyrops in Vietnam: A new species from Central Vietnam, taxonomic changes, checklist, identification key (Hemiptera: Fulgoromorpha: Fulgoridae).

description: Natural history specimen data linked to collectors and determiners held within, "The Lanternfly genus Pyrops in Vietnam: A new species from Central Vietnam, taxonomic changes, checklist, identification key (Hemiptera: Fulgoromorpha: Fulgoridae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/c8dc1c0c-6360-4221-ac51-ffbce72dc76d using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/c8dc1c0c-6360-4221-ac51-ffbce72dc76d. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.17251280
title: Data from: Deforestation-induced emissions from mining energy transition minerals

description: Deforestation-Induced Emissions from Mining Energy Transition Minerals



Authors: Yifei Quan, Jie-Sheng Tan-Soo

Contact: jiesheng.tan@nus.edu.sg | yifei.quan@u.nus.edu

Software: All scripts were tested using R version 4.5.0 (November 2025)


Overview

This repository contains the full replication package for the study “Deforestation-induced emissions from mining energy transition minerals.” It provides R scripts, processed datasets, and instructions to reproduce the figures and tables in the accepted version of the manuscript and Supplementary Information.

R scripts

Scripts are numbered and should be run sequentially to replicate all data-processing and analytical steps:



00_buffer_function: Create direct and indirect buffers for each mining project

01_forest_loss: Extract and calculate cumulative forest loss

02_ghg_emissions: Estimate GHG emissions from mining-related deforestation

03_covariate_cleaning: Clean and prepare covariates for regression analysis

04_data_preparation: Combine processed data into the main analysis panel

05_mining_map: Replicate Figure 1 (global distribution of mines)

06_csdid_forest: Replicate Figure 2 (mining effects on direct forest loss)

07_hetero_country: Replicate Figure 3 (cross-country heterogeneity)

08_hetero_IPLC: Replicate Figure 4 (IPLC lands heterogeneity)

09_climate_impact: Replicate Table 1 (mineral-specific emission factor)


Processed datasets

The following anonymized and intermediate datasets support replication of the main results:



panel_main: Main panel dataset for regression analysis (anonymized)

hetero_ctry: Country-specific deforestation rate and forest mitigation potential (Figure 3)

IPLC_merge: Mining–IPLC land overlap status (Figure 4a)

hetero_iplc: Proportion of unacknowledged IPLC lands (Figure 4b)

hetero_mineral: Mineral-specific emission estimates (Table 1)


Raw data sources and availability are documented in the header section of each R script.

Replication package structure

The replication package is organized into three main folders, each serving a distinct function:



code/ contains all R scripts used for data processing, analysis, and figure generation. Scripts are numbered sequentially to indicate the recommended order of execution.

data/ stores both raw and processed datasets. Raw input data should be placed in data/raw/, while intermediate and final processed datasets (such as panel_main.RData and IPLC_merge.RData) should be placed in data/processed/.

output/ contains all generated outputs from the analysis, including figures (PDF format) and tables (CSV format) that correspond to the results presented in the main text and Supplementary Information.


To reproduce results, open the project folder in RStudio (or set it as the working directory) and execute the scripts in order. If you encounter any errors or problems while running the scripts, please reach out to the authors.
DOI: 10.5281/zenodo.17251281
title: Data from: Deforestation-induced emissions from mining energy transition minerals

description: Deforestation-Induced Emissions from Mining Energy Transition Minerals



Authors: Yifei Quan, Jie-Sheng Tan-Soo

Contact: jiesheng.tan@nus.edu.sg | yifei.quan@u.nus.edu

Software: All scripts were tested using R version 4.5.0 (November 2025)


Overview

This repository contains the full replication package for the study “Deforestation-induced emissions from mining energy transition minerals.” It provides R scripts, processed datasets, and instructions to reproduce the figures and tables in the accepted version of the manuscript and Supplementary Information.

R scripts

Scripts are numbered and should be run sequentially to replicate all data-processing and analytical steps:



00_buffer_function: Create direct and indirect buffers for each mining project

01_forest_loss: Extract and calculate cumulative forest loss

02_ghg_emissions: Estimate GHG emissions from mining-related deforestation

03_covariate_cleaning: Clean and prepare covariates for regression analysis

04_data_preparation: Combine processed data into the main analysis panel

05_mining_map: Replicate Figure 1 (global distribution of mines)

06_csdid_forest: Replicate Figure 2 (mining effects on direct forest loss)

07_hetero_country: Replicate Figure 3 (cross-country heterogeneity)

08_hetero_IPLC: Replicate Figure 4 (IPLC lands heterogeneity)

09_climate_impact: Replicate Table 1 (mineral-specific emission factor)


Processed datasets

The following anonymized and intermediate datasets support replication of the main results:



panel_main: Main panel dataset for regression analysis (anonymized)

hetero_ctry: Country-specific deforestation rate and forest mitigation potential (Figure 3)

IPLC_merge: Mining–IPLC land overlap status (Figure 4a)

hetero_iplc: Proportion of unacknowledged IPLC lands (Figure 4b)

hetero_mineral: Mineral-specific emission estimates (Table 1)


Raw data sources and availability are documented in the header section of each R script.

Replication package structure

The replication package is organized into three main folders, each serving a distinct function:



code/ contains all R scripts used for data processing, analysis, and figure generation. Scripts are numbered sequentially to indicate the recommended order of execution.

data/ stores both raw and processed datasets. Raw input data should be placed in data/raw/, while intermediate and final processed datasets (such as panel_main.RData and IPLC_merge.RData) should be placed in data/processed/.

output/ contains all generated outputs from the analysis, including figures (PDF format) and tables (CSV format) that correspond to the results presented in the main text and Supplementary Information.


To reproduce results, open the project folder in RStudio (or set it as the working directory) and execute the scripts in order. If you encounter any errors or problems while running the scripts, please reach out to the authors.