Skip to main content
Powered by ShareScore

Find research datasets worth reusing

Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.

19,468

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

19,468 results for “p”

Learn how ShareScore rates datasets ↗
zenodo40/100

Dataset: A review of methods to trace material flows into final products in dynamic material flow analysis - from industry shipments in physical units to monetary input-output tables (p

<p>Dynamic material flow analysis (dMFA) is widely used to model stock-flow dynamics. To appropriately represent material lifetimes, recycling potentials, and service provision, dMFA requires data about the allocation of economy-wide material consumption to different end-use products or sectors, that is, the different product stocks, in which material consumption accumulates. Previous estimates of this allocation only cover few years, countries, and product groups. Recently, several new methods for estimating end-use product allocation in dMFA were proposed, which so far lack systematic comparison. We review and systematize five methods for tracing material consumption into end-use products in inflow-driven dMFA and discuss their strengths and limitations. Widely used data on industry shipments in physical units have low spatio-temporal coverage, which limits their applicability across countries and years. Monetary input&ndash;output tables (MIOTs) are widely available and their economy-wide coverage makes them a valuable source to approximate material end-uses. We find four distinct MIOT-based methods: consumption-based, waste input&ndash;output MFA (WIO-MFA), Ghosh absorbing Markov chain, and partial Ghosh. We show that when applied to a given MIOT, the methods&rsquo; underlying input&ndash;output models yield the same results, with the exception of the partial Ghosh method, which involves simplifications. For practical applications, the MIOT system boundary must be aligned to those of dMFA, which involves the removal of service flows, sector (dis)aggregation, and re-defining specific intermediate outputs as final demand. Theoretically, WIO-MFA, applied to a modified MIOT, produces the most accurate results as it excludes massless and waste transactions. In part 2 of this work, we compare methods empirically and suggest improvements for aligning MIOT-dMFA system boundaries.</p>

opencc-by-4.0Jan 2023View details →
zenodo40/100

Linked collectors and determiners for: Taxonomy of widespread Neotropical species of Podisus Herrich-Schäffer (Hemiptera: Pentatomidae: Asopinae): redescription of P. distinctus (Stål, 1860) and revalidation of P. fuscescens (Dallas, 1851).

Natural history specimen data linked to collectors and determiners held within, "Taxonomy of widespread Neotropical species of Podisus Herrich-Schäffer (Hemiptera: Pentatomidae: Asopinae): redescription of P. distinctus (Stål, 1860) and revalidation of P. fuscescens (Dallas, 1851)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/85506694-60e1-40dc-88df-229cd4c9421d">https://bionomia.net/dataset/85506694-60e1-40dc-88df-229cd4c9421d</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/85506694-60e1-40dc-88df-229cd4c9421d">https://gbif.org/dataset/85506694-60e1-40dc-88df-229cd4c9421d</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: Revision of Pazala Moore, 1888: The Graphium (Pazala) alebion and G. (P.) tamerlanus Groups, with Notes on Taxonomic and Distribution Confusions (Lepidoptera: Papilionidae).

Natural history specimen data linked to collectors and determiners held within, "Revision of Pazala Moore, 1888: The Graphium (Pazala) alebion and G. (P.) tamerlanus Groups, with Notes on Taxonomic and Distribution Confusions (Lepidoptera: Papilionidae)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/5973e41e-4808-4a2f-a220-7afe5c899cff">https://bionomia.net/dataset/5973e41e-4808-4a2f-a220-7afe5c899cff</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/5973e41e-4808-4a2f-a220-7afe5c899cff">https://gbif.org/dataset/5973e41e-4808-4a2f-a220-7afe5c899cff</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: ENBI WP 13 Martius C. F. P. von Collection subset (Muenchen).

Natural history specimen data linked to collectors and determiners held within, "ENBI WP 13 Martius C. F. P. von Collection subset (Muenchen)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/f6c83992-27ff-11e2-85e3-00145eb45e9a">https://bionomia.net/dataset/f6c83992-27ff-11e2-85e3-00145eb45e9a</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/f6c83992-27ff-11e2-85e3-00145eb45e9a">https://gbif.org/dataset/f6c83992-27ff-11e2-85e3-00145eb45e9a</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: SP-Bryophyta - Maria Eneyda P. Kauffman Fidalgo.

Natural history specimen data linked to collectors and determiners held within, "SP-Bryophyta - Maria Eneyda P. Kauffman Fidalgo". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/f2f31bf8-abd3-4bbc-b55e-8fa88c5c8222">https://bionomia.net/dataset/f2f31bf8-abd3-4bbc-b55e-8fa88c5c8222</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/f2f31bf8-abd3-4bbc-b55e-8fa88c5c8222">https://gbif.org/dataset/f2f31bf8-abd3-4bbc-b55e-8fa88c5c8222</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: Three new species of Parapercis (Perciformes: Pinguipedidae) and first records of P. muronis (Tanaka, 1918) and P. rubromaculata Ho, Chang & Shao, 2012 from Australia.

Natural history specimen data linked to collectors and determiners held within, "Three new species of Parapercis (Perciformes: Pinguipedidae) and first records of P. muronis (Tanaka, 1918) and P. rubromaculata Ho, Chang &amp; Shao, 2012 from Australia". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/eee4f7b2-d86b-4f6e-80f6-2a23766cb538">https://bionomia.net/dataset/eee4f7b2-d86b-4f6e-80f6-2a23766cb538</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/eee4f7b2-d86b-4f6e-80f6-2a23766cb538">https://gbif.org/dataset/eee4f7b2-d86b-4f6e-80f6-2a23766cb538</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: SP-Algae - Herbário do Estado "Maria Eneyda P. Kaufmann Fidalgo - Coleção de Algas.

Natural history specimen data linked to collectors and determiners held within, "SP-Algae - Herbário do Estado "Maria Eneyda P. Kaufmann Fidalgo - Coleção de Algas". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/ecc2d1d3-031f-4478-8565-3e098e85b33f">https://bionomia.net/dataset/ecc2d1d3-031f-4478-8565-3e098e85b33f</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/ecc2d1d3-031f-4478-8565-3e098e85b33f">https://gbif.org/dataset/ecc2d1d3-031f-4478-8565-3e098e85b33f</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: Taxonomic revision of Paraustrosimulium Wygodzinsky & Coscarón: reassignment of Austrosimulium colboi and description of P. obcidens n. sp. from Western Australia.

Natural history specimen data linked to collectors and determiners held within, "Taxonomic revision of Paraustrosimulium Wygodzinsky &amp; Coscarón: reassignment of Austrosimulium colboi and description of P. obcidens n. sp. from Western Australia". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/eba22c69-b7e4-4fb7-8408-eaa5718f014c">https://bionomia.net/dataset/eba22c69-b7e4-4fb7-8408-eaa5718f014c</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/eba22c69-b7e4-4fb7-8408-eaa5718f014c">https://gbif.org/dataset/eba22c69-b7e4-4fb7-8408-eaa5718f014c</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: Paraneseuthia Franz of Japan: two new species and rediscovery of the enigmatic P. holzneri Franz (Coleoptera, Staphylinidae, Scydmaeninae).

Natural history specimen data linked to collectors and determiners held within, "Paraneseuthia Franz of Japan: two new species and rediscovery of the enigmatic P. holzneri Franz (Coleoptera, Staphylinidae, Scydmaeninae)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/e0e97feb-5a82-4ff0-9a41-db5e3efa8c4e">https://bionomia.net/dataset/e0e97feb-5a82-4ff0-9a41-db5e3efa8c4e</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/e0e97feb-5a82-4ff0-9a41-db5e3efa8c4e">https://gbif.org/dataset/e0e97feb-5a82-4ff0-9a41-db5e3efa8c4e</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: Herbier E. P. Larchevêque (BOUM).

Natural history specimen data linked to collectors and determiners held within, "Herbier E. P. Larchevêque (BOUM)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/cc836c63-4d5e-4a58-a52d-7230443ad7ba">https://bionomia.net/dataset/cc836c63-4d5e-4a58-a52d-7230443ad7ba</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/cc836c63-4d5e-4a58-a52d-7230443ad7ba">https://gbif.org/dataset/cc836c63-4d5e-4a58-a52d-7230443ad7ba</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: Bernice P. Bishop Museum.

Natural history specimen data linked to collectors and determiners held within, "Bernice P. Bishop Museum". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/b929f23d-290f-4e85-8f17-764c55b3b284">https://bionomia.net/dataset/b929f23d-290f-4e85-8f17-764c55b3b284</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/b929f23d-290f-4e85-8f17-764c55b3b284">https://gbif.org/dataset/b929f23d-290f-4e85-8f17-764c55b3b284</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: The vascular plants collection (P) at the Herbarium of the Muséum national d'Histoire Naturelle (MNHN - Paris).

Natural history specimen data linked to collectors and determiners held within, "The vascular plants collection (P) at the Herbarium of the Muséum national d'Histoire Naturelle (MNHN - Paris)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/b5cdf794-8fa4-4a85-8b26-755d087bf531">https://bionomia.net/dataset/b5cdf794-8fa4-4a85-8b26-755d087bf531</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/b5cdf794-8fa4-4a85-8b26-755d087bf531">https://gbif.org/dataset/b5cdf794-8fa4-4a85-8b26-755d087bf531</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: A new brachypterous species of Phoberus MacLeay (Coleoptera: Trogidae) and status changes of species in the East African P. nigrociliatus group.

Natural history specimen data linked to collectors and determiners held within, "A new brachypterous species of Phoberus MacLeay (Coleoptera: Trogidae) and status changes of species in the East African P. nigrociliatus group". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/aaa31ce3-6f28-40b4-9ec8-0701a1e9791e">https://bionomia.net/dataset/aaa31ce3-6f28-40b4-9ec8-0701a1e9791e</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/aaa31ce3-6f28-40b4-9ec8-0701a1e9791e">https://gbif.org/dataset/aaa31ce3-6f28-40b4-9ec8-0701a1e9791e</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: In the footsteps of history: the bees of the genus Hylaeus Fabricius (Hymenoptera, Apoidea: Colletidae) collected by V. I. Roborovsky and P. K. Kozlov in Northwest China (1895 - 1926).

Natural history specimen data linked to collectors and determiners held within, "In the footsteps of history: the bees of the genus Hylaeus Fabricius (Hymenoptera, Apoidea: Colletidae) collected by V. I. Roborovsky and P. K. Kozlov in Northwest China (1895 - 1926)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/9821a4a5-b192-48ac-a98a-86241400cb02">https://bionomia.net/dataset/9821a4a5-b192-48ac-a98a-86241400cb02</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/9821a4a5-b192-48ac-a98a-86241400cb02">https://gbif.org/dataset/9821a4a5-b192-48ac-a98a-86241400cb02</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: The Dragon-flies (Odonata) of Palestine, based primarily on collection made by Dr. P. A. Buxton, with Notes on the Species of the Adjacent Regions..

Natural history specimen data linked to collectors and determiners held within, "The Dragon-flies (Odonata) of Palestine, based primarily on collection made by Dr. P. A. Buxton, with Notes on the Species of the Adjacent Regions.". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/8fba1b0e-71a1-4c1c-b88e-45e99282bce0">https://bionomia.net/dataset/8fba1b0e-71a1-4c1c-b88e-45e99282bce0</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/8fba1b0e-71a1-4c1c-b88e-45e99282bce0">https://gbif.org/dataset/8fba1b0e-71a1-4c1c-b88e-45e99282bce0</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: Pachycoris torridus (Scopoli) and P. klugii Burmeister: a comparative study of the genital morphology of two polychromatic Pachycorinae (Heteroptera, Scutelleridae).

Natural history specimen data linked to collectors and determiners held within, "Pachycoris torridus (Scopoli) and P. klugii Burmeister: a comparative study of the genital morphology of two polychromatic Pachycorinae (Heteroptera, Scutelleridae)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/6db0888d-983c-4766-aafd-f565fece0887">https://bionomia.net/dataset/6db0888d-983c-4766-aafd-f565fece0887</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/6db0888d-983c-4766-aafd-f565fece0887">https://gbif.org/dataset/6db0888d-983c-4766-aafd-f565fece0887</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: Illustrated and online catalog of type specimens of freshwater fishes in the Colección de Peces Dulceacuícolas of Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-P), Colombia.

Natural history specimen data linked to collectors and determiners held within, "Illustrated and online catalog of type specimens of freshwater fishes in the Colección de Peces Dulceacuícolas of Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-P), Colombia". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/30c6dfb2-aa6a-493e-89cb-68bb6a297f67">https://bionomia.net/dataset/30c6dfb2-aa6a-493e-89cb-68bb6a297f67</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/30c6dfb2-aa6a-493e-89cb-68bb6a297f67">https://gbif.org/dataset/30c6dfb2-aa6a-493e-89cb-68bb6a297f67</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: SP - Herbário do Estado "Maria Eneyda P. Kaufmann Fidalgo" - Coleção de Fanerógamas.

Natural history specimen data linked to collectors and determiners held within, "SP - Herbário do Estado "Maria Eneyda P. Kaufmann Fidalgo" - Coleção de Fanerógamas". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/17efa320-7312-4b55-bf0a-a4cfc4613169">https://bionomia.net/dataset/17efa320-7312-4b55-bf0a-a4cfc4613169</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/17efa320-7312-4b55-bf0a-a4cfc4613169">https://gbif.org/dataset/17efa320-7312-4b55-bf0a-a4cfc4613169</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: Description and phylogenetic placement of a new species of Patania (Lepidoptera Crambidae: Spilomelinae) resembling P. harutai (Inoue, 1955).

Natural history specimen data linked to collectors and determiners held within, "Description and phylogenetic placement of a new species of Patania (Lepidoptera Crambidae: Spilomelinae) resembling P. harutai (Inoue, 1955)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/8a955c2b-a747-4d79-9483-04244ec6d617">https://bionomia.net/dataset/8a955c2b-a747-4d79-9483-04244ec6d617</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/8a955c2b-a747-4d79-9483-04244ec6d617">https://gbif.org/dataset/8a955c2b-a747-4d79-9483-04244ec6d617</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: A synopsis of Ptisana Murdock ferns (Marattiaceae) in New Caledonia based on sequence data and morphology with the recognition of a new vulnerable species, P. soluta (Compton) Murdock & Perrie, comb. nov., stat. nov..

Natural history specimen data linked to collectors and determiners held within, "A synopsis of Ptisana Murdock ferns (Marattiaceae) in New Caledonia based on sequence data and morphology with the recognition of a new vulnerable species, P. soluta (Compton) Murdock &amp; Perrie, comb. nov., stat. nov.". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/9c423299-73fd-4c27-b497-fa7b98850ed9">https://bionomia.net/dataset/9c423299-73fd-4c27-b497-fa7b98850ed9</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/9c423299-73fd-4c27-b497-fa7b98850ed9">https://gbif.org/dataset/9c423299-73fd-4c27-b497-fa7b98850ed9</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →

ScienceDex guides

Understand access before you commit

These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

Compare curated datasets

Allen Brain Atlas

Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

Annotated Behaviour and Observability Dataset (ABODe)

ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

DANDI Archive for NWB datasets

DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

International Brain Laboratory public data

The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

OpenNeuro

OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

ScienceDex for faculty

Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.