cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17026/dans-25k-9bzy
title: Gendtse Waard te Gendt
title: Inventariserend Veldonderzoek, verkennend booronderzoek

description: &lt;p&gt;Er zijn tijdens het veldonderzoek resten van twee voormalige geulen van de Waal aangetroffen. Ten eerste zijn in het zuidoostelijke deel van het plangebied beddingafzettingen aangetroffen van een geul, die vermoedelijk in de late middeleeuwen actief was. De beddingafzettingen van deze geul liggen relatief hoog. De top van dit zandpakket ligt over het algemeen tussen 8,1 en 9,1 m +NAP. Van deze geul is geen restgeulvulling aangetroffen.&lt;br&gt;In het noordoostelijke deel van het plangebied zijn de beddingafzettingen van deze geul geërodeerd door een jongere geul, die op de topografische kaart uit circa 1830 nog watervoerend is. De top van de beddingafzettingen van deze geul ligt aanzienlijk lager, te weten 7,0 m +NAP of dieper. Van deze geul is wel een restgeulvulling aangetroffen, die uit slappe, zwak zandige klei bestaat en tot wel 3,5 m dik is. &lt;br&gt;In boring 10 tot en met 13 is direct onder de bouwvoor een sterk tot uiterst grindhoudende laag aangetroffen, die veel weerstand tegen de boor bood. Te zien is dat er rond 1830 in dit deel van het onderzoeksgebied een weg liep. Het is waarschijnlijk dat de aangetroffen grindlaag een wegverharding betreft die aan deze weg is toe te schrijven.&lt;/p&gt;
description: &lt;p&gt;Inventariserend Veldonderzoek, verkennend booronderzoek&lt;/p&gt;
DOI: 10.3535/0vg-ddv-ak7
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d7j-tay-bej
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dfs-gxk-tft
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-25k-9jup
title: Duin en Dijk. Een Verkennend Archeologisch Onderzoek in Plangebied Onderdijks te Kampen

description: &lt;p&gt;Dit onderzoek werd uitgevoerd in opdracht van de Gemeente Kampen. Het terrein wordt aangekocht door de gemeente voor de stadsuitbreiding Onderdijks. Er zullen hier huizen worden gebouwd. Het doel van het onderzoek is het in kaart brengen en het bepalen&lt;br&gt;van de kwaliteit van archeologische sporen in het plangebied Onderdijks. Het onderzoek betreft een A All. Dit houdt zowel een aanvullende&lt;br&gt;archeologische inventarisatie in, als de opsporing van archeologische locaties en de kartering van deze locaties.&lt;/p&gt;
DOI: 10.3535/cmr-4mb-2pl
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h1e-n5d-are
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hee-fwy-srg
title: Tarophagus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-25k-9vvr
title: PAN-00117909 - cast hooked-clasp with one hook Group C

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00117909&lt;/p&gt;
description: Modified: 2022-12-02T15:16:12+01:00
DOI: 10.3535/59c-qtc-303
title: Horstia Deland, Cameron, Rao, Ritter & Bullock, 2010

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/61g-07s-kwf
title: Bothyanoetus pereirai Fain & Camerik, 1978

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c7f-k9n-9vr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hhv-glf-p5z
title: Horstia Deland, Cameron, Rao, Ritter & Bullock, 2010

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-25k-a3ed
title: PAN-00061825 - symmetrical buckle with simple integral bar and two oval frames Group D

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00061825&lt;/p&gt;
description: Modified: 2019-10-28T09:58:20+01:00
DOI: 10.3535/83a-54e-t2v
title: Tarophagus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mc3-s39-k5s
title: Boccacciomymar Triapitsyn & Berezovskiy, 2007

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5fs-d7b-qd4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qxd-v6q-qb7
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-25k-ba4c
title: PAN-00064961 - late medieval/post-medieval knife group C

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00064961&lt;/p&gt;
description: Modified: 2020-06-18T10:53:11+02:00
DOI: 10.3535/26r-y1p-t1m
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d0r-ssg-2tv
title: Chaetodactylus osmiae (Dufour, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wff-9ke-7ex
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-25k-bag4
title: PAN-00051193 - eye brooch variant C1

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00051193&lt;/p&gt;
description: Modified: 2019-10-28T09:08:32+01:00
DOI: 10.3535/4y9-6n5-0fv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jht-g17-sst
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2hk-rzf-717
title: Parasitidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l11-dta-rlk
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.dtketa
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinolophus philippinensis Waterhouse, 1843"
 ]
}

 The dataset includes 461 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086033-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/dans-25k-bcpe
title: PAN-00000646 - Late Medieval/modern candleholder group 2

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00000646&lt;/p&gt;
description: Modified: 2023-07-17T10:21:24+02:00
DOI: 10.3535/7vt-p47-q8v
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bmb-pvk-702
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gkv-fkl-m0s
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q3p-eer-afe
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-25k-cr6w
title: PAN-00076762 - brooch Almgren 16

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00076762&lt;/p&gt;
description: Modified: 2020-08-12T19:53:08+02:00
DOI: 10.3535/z2c-dvm-jdz
title: Horstia Deland, Cameron, Rao, Ritter & Bullock, 2010

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/126-9yq-8gd
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5k4-llz-a82
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a7l-j6b-srb
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b1z-g4f-vfb
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-25k-d5qs
title: PAN-00001361 - coupling fastener

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00001361&lt;/p&gt;
description: Modified: 2022-08-10T13:37:52+02:00
DOI: 10.3535/b69-q06-3qd
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/52e-n5q-4g9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b79-5xn-3rp
title: Horstia Deland, Cameron, Rao, Ritter & Bullock, 2010

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-25k-dcs3
title: PAN-00026397 - applique of unknown antropomorphic figure

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00026397&lt;/p&gt;
description: Modified: 2021-12-31T15:28:54+01:00
DOI: 10.3535/94c-8zx-xyq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15156/bio/sh1096653.10fu
title: SH1096653.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1096654.10fu
title: SH1096654.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.5281/zenodo.18152382
title: Layer-Wise Relevance Propagation Heatmaps for a human-aligned CNN

description: This dataset contains Layer-wise Relevance Propagation (LRP) heatmaps for the VGG-Face Human Judgment model from Hofmann et al. (2024). 

The model is a human-aligned VGG-Face (Parkhi et al., 2015) architecture fine-tuned by Hofmann et al. (2024) on behavioral data to predict human odd-one-out choices in face triplet similarity judgments. The provided heatmaps highlight facial regions (e.g., eyes, nose, mouth) that contributed to the model’s predictions and reflect decision-relevant information aligned with human similarity judgments.

The dataset includes:



Relevance maps as .npy files for each odd-one-out prediction of a face triplet.

Visual previews of each relevance map in .png format.

Metadata CSV mapping each heatmap to triplet indices, human ground truth, and model predictions.


 

Heatmap ComputationHeatmaps were computed using Layer-wise Relevance Propagation (Bach et al., 2015) implemented with the Zennit library (Anders et al., 2021), using an Epsilon–Alpha2Beta1–Flat composite. Relevance was propagated from the model’s predicted odd-one-out class, and relevance values were summed across RGB channels to obtain 2D maps.

Visualization 

PNG previews use a symmetric seismic colormap, normalized to the maximum absolute relevance value of each individual map ($v_{min} = -|max|$, $v_{max} = |max|$), where red indicates positive relevance (supporting the decision) and blue indicates negative relevance.

 

Please read the README_HUM.txt for more information about how to use the data.

Source code for model training and heatmap generation is available via the linked GitHub repository FaceSimXAI.
DOI: 10.15156/bio/sh1096658.10fu
title: SH1096658.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.5281/zenodo.18152381
title: Layer-Wise Relevance Propagation Heatmaps for a human-aligned CNN

description: This dataset contains Layer-wise Relevance Propagation (LRP) heatmaps for the VGG-Face Human Judgment model from Hofmann et al. (2024). 

The model is a human-aligned VGG-Face (Parkhi et al., 2015) architecture fine-tuned by Hofmann et al. (2024) on behavioral data to predict human odd-one-out choices in face triplet similarity judgments. The provided heatmaps highlight facial regions (e.g., eyes, nose, mouth) that contributed to the model’s predictions and reflect decision-relevant information aligned with human similarity judgments.

The dataset includes:



Relevance maps as .npy files for each odd-one-out prediction of a face triplet.

Visual previews of each relevance map in .png format.

Metadata CSV mapping each heatmap to triplet indices, human ground truth, and model predictions.


 

Heatmap ComputationHeatmaps were computed using Layer-wise Relevance Propagation (Bach et al., 2015) implemented with the Zennit library (Anders et al., 2021), using an Epsilon–Alpha2Beta1–Flat composite. Relevance was propagated from the model’s predicted odd-one-out class, and relevance values were summed across RGB channels to obtain 2D maps.

Visualization 

PNG previews use a symmetric seismic colormap, normalized to the maximum absolute relevance value of each individual map ($v_{min} = -|max|$, $v_{max} = |max|$), where red indicates positive relevance (supporting the decision) and blue indicates negative relevance.

 

Please read the README_HUM.txt for more information about how to use the data.

Source code for model training and heatmap generation is available via the linked GitHub repository FaceSimXAI.
DOI: 10.15156/bio/sh1096661.10fu
title: SH1096661.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1096663.10fu
title: SH1096663.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1096664.10fu
title: SH1096664.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1096666.10fu
title: SH1096666.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1096667.10fu
title: SH1096667.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1096669.10fu
title: SH1096669.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.