cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13415269
title: Linked collectors and determiners for: Revalidation and taxonomic revision of Teloneria Aczél (Diptera, Neriidae), with description of two new species.

description: Natural history specimen data linked to collectors and determiners held within, "Revalidation and taxonomic revision of Teloneria Aczél (Diptera, Neriidae), with description of two new species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/38667836-972c-40f0-b78c-7b621c00b23b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/38667836-972c-40f0-b78c-7b621c00b23b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13977193
title: Linked collectors and determiners for: Revalidation and taxonomic revision of Teloneria Aczél (Diptera, Neriidae), with description of two new species.

description: Natural history specimen data linked to collectors and determiners held within, "Revalidation and taxonomic revision of Teloneria Aczél (Diptera, Neriidae), with description of two new species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/38667836-972c-40f0-b78c-7b621c00b23b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/38667836-972c-40f0-b78c-7b621c00b23b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13926228
title: Codes and test datasets developed for Mapping paleolacustrine deposits with a UAV-borne multispectral camera: Implications for future drone mapping on Mars.

description: NASA’s Ingenuity Mars Helicopter has ushered in a new era in planetary exploration by utilizing Unmanned Aerial Vehicles (UAVs) to enhance our understanding of planetary surfaces. This project evaluates the potential of UAVs for mapping Martian environments, using Lake Natron, Tanzania, as an analog for Martian paleolakes.

During two field seasons (January and July 2023), we employed a Phantom 4 Pro drone equipped with a MicaSense RedEdge-M multispectral camera and a TerraSpec Halo VNIR-SWIR spectrometer to capture high-resolution imagery and spectral data. Almost all image processing and analysis were performed using Python scripting, except for image mosaic and Digital Elevation Model (DEM) generation.

We benchmarked the onboard image processing capabilities using a Raspberry Pi 5 single-board computer. 

In this repository, we share all the code developed during our study. Processing steps include,1. DN to radiance conversion2. Panel radiance extraction3. Calculate reflectance factors using DLS data4. Calculate reflectance at MicaSense band5. Convert radiance to reflectance using 1 point empirical line method (1p ELM)6. Convert radiance to reflectance using 2 point empirical line method (2p ELM)7. Atmospheric correction using 6SV method8. Convert radiance to reflectance using DLS data9. Calculate Band indices10. Weighted Kmean clustering11. Finding the optimal number of clusters using the elbow method12. Cmean clustering

We also included sample image data used in the study. Feel free to contact us for more information/data.
DOI: 10.5281/zenodo.13926229
title: Codes and test datasets developed for Mapping paleolacustrine deposits with a UAV-borne multispectral camera: Implications for future drone mapping on Mars.

description: NASA’s Ingenuity Mars Helicopter has ushered in a new era in planetary exploration by utilizing Unmanned Aerial Vehicles (UAVs) to enhance our understanding of planetary surfaces. This project evaluates the potential of UAVs for mapping Martian environments, using Lake Natron, Tanzania, as an analog for Martian paleolakes.

During two field seasons (January and July 2023), we employed a Phantom 4 Pro drone equipped with a MicaSense RedEdge-M multispectral camera and a TerraSpec Halo VNIR-SWIR spectrometer to capture high-resolution imagery and spectral data. Almost all image processing and analysis were performed using Python scripting, except for image mosaic and Digital Elevation Model (DEM) generation.

We benchmarked the onboard image processing capabilities using a Raspberry Pi 5 single-board computer. 

In this repository, we share all the code developed during our study. Processing steps include,1. DN to radiance conversion2. Panel radiance extraction3. Calculate reflectance factors using DLS data4. Calculate reflectance at MicaSense band5. Convert radiance to reflectance using 1 point empirical line method (1p ELM)6. Convert radiance to reflectance using 2 point empirical line method (2p ELM)7. Atmospheric correction using 6SV method8. Convert radiance to reflectance using DLS data9. Calculate Band indices10. Weighted Kmean clustering11. Finding the optimal number of clusters using the elbow method12. Cmean clustering

We also included sample image data used in the study. Feel free to contact us for more information/data.
DOI: 10.5281/zenodo.10504542
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10592961
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13128686
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10592962
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Aves.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Aves". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/423aa01c-3759-48d4-8397-41579b19dd9b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/423aa01c-3759-48d4-8397-41579b19dd9b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10711373
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10878086
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.11054478
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.11228119
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.12617719
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.12617720
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Aves.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Aves". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/423aa01c-3759-48d4-8397-41579b19dd9b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/423aa01c-3759-48d4-8397-41579b19dd9b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13128687
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Aves.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Aves". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/423aa01c-3759-48d4-8397-41579b19dd9b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/423aa01c-3759-48d4-8397-41579b19dd9b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10504544
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Aves.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Aves". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/423aa01c-3759-48d4-8397-41579b19dd9b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/423aa01c-3759-48d4-8397-41579b19dd9b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10711374
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Aves.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Aves". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/423aa01c-3759-48d4-8397-41579b19dd9b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/423aa01c-3759-48d4-8397-41579b19dd9b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10878087
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Aves.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Aves". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/423aa01c-3759-48d4-8397-41579b19dd9b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/423aa01c-3759-48d4-8397-41579b19dd9b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.11054479
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Aves.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Aves". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/423aa01c-3759-48d4-8397-41579b19dd9b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/423aa01c-3759-48d4-8397-41579b19dd9b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.11228120
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Aves.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Aves". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/423aa01c-3759-48d4-8397-41579b19dd9b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/423aa01c-3759-48d4-8397-41579b19dd9b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13415284
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13415299
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Aves.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Aves". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/423aa01c-3759-48d4-8397-41579b19dd9b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/423aa01c-3759-48d4-8397-41579b19dd9b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13977194
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Mamíferos". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3f9f5f30-ab03-49de-8652-f75965133fcd. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13977195
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Aves.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Aves". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/423aa01c-3759-48d4-8397-41579b19dd9b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/423aa01c-3759-48d4-8397-41579b19dd9b. Formatted as a Frictionless Data package.
DOI: 10.7910/dvn/vxd9j2
title: Replication Data for: Impact of Model Interpretability & Outcome Feedback on Trust in AI

description: This repository contains replication data and codes for "Will We Trust What We Don’t Understand? Impact of Model Interpretability & Outcome Feedback on Trust in AI"
DOI: 10.5281/zenodo.10504548
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colección de Artrópodos (UVGC).

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colección de Artrópodos (UVGC)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/624ffcb0-3723-4b6f-9039-eea2e1ef82e2 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/624ffcb0-3723-4b6f-9039-eea2e1ef82e2. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10711376
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colección de Artrópodos (UVGC).

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colección de Artrópodos (UVGC)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/624ffcb0-3723-4b6f-9039-eea2e1ef82e2 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/624ffcb0-3723-4b6f-9039-eea2e1ef82e2. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.11054481
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colección de Artrópodos (UVGC).

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colección de Artrópodos (UVGC)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/624ffcb0-3723-4b6f-9039-eea2e1ef82e2 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/624ffcb0-3723-4b6f-9039-eea2e1ef82e2. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.12617728
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colección de Artrópodos (UVGC).

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colección de Artrópodos (UVGC)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/624ffcb0-3723-4b6f-9039-eea2e1ef82e2 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/624ffcb0-3723-4b6f-9039-eea2e1ef82e2. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10878093
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colección de Artrópodos (UVGC).

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colección de Artrópodos (UVGC)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/624ffcb0-3723-4b6f-9039-eea2e1ef82e2 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/624ffcb0-3723-4b6f-9039-eea2e1ef82e2. Formatted as a Frictionless Data package.
DOI: 10.7910/dvn/ffjd8a
title: Replication Data for: Effect of passive ultrasonic irrigation over organic tissue of simulated internal root resorption

description: Effect of passive ultrasonic irrigation over organic tissue of simulated internal root resorption
DOI: 10.5281/zenodo.10592966
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colección de Artrópodos (UVGC).

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colección de Artrópodos (UVGC)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/624ffcb0-3723-4b6f-9039-eea2e1ef82e2 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/624ffcb0-3723-4b6f-9039-eea2e1ef82e2. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10711377
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Equinodermos.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Equinodermos". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/8057ddea-3c4f-40cf-9910-86b25f43d8ed using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/8057ddea-3c4f-40cf-9910-86b25f43d8ed. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10878094
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colecciones Biológicas - Equinodermos.

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colecciones Biológicas - Equinodermos". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/8057ddea-3c4f-40cf-9910-86b25f43d8ed using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/8057ddea-3c4f-40cf-9910-86b25f43d8ed. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.11228122
title: Linked collectors and determiners for: Universidad del Valle de Guatemala - Colección de Artrópodos (UVGC).

description: Natural history specimen data linked to collectors and determiners held within, "Universidad del Valle de Guatemala - Colección de Artrópodos (UVGC)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/624ffcb0-3723-4b6f-9039-eea2e1ef82e2 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/624ffcb0-3723-4b6f-9039-eea2e1ef82e2. Formatted as a Frictionless Data package.