cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/zgdc9bxjm4.1
title: Data for Animal Behaviour article: The ontogeny of foraging in meerkats, a cooperatively breeding mongoose

description: Data and code required for running all the analyses and plotting all the figures presented in the paper: The ontogeny of foraging in meerkat, a cooperatively breeding mongoose.

Overview of files:

Focal watch datasets used for all the foraging analyses in the manuscript
- FocalWatches_PerFocalData: Focal level dataset used for the analyses of prey capture rate, digging efficiency, digging success, digging effort, surface prey & prey size
- FocalWatches_PreyData: Per focal sums of different prey categories caught, must be joined by FocalID to the above dataset to obtain model covariates.
- FocalWatches_DigBoutDur: Dig Bout dataset for analyses of the duration of individual dig bouts.

Code for foraging analyses
- MeerkatForagingGAMS_FocalLevel.Rmd - Code to run the models looking at foraging performance at the focal level and produce plots for the paper (Fig 1) and SIs.
- MeerkatForagingGAMS_Diet.Rmd - Code to run the models looking at specific diet components and produce plots for the paper (Fig 2) and SIs.
- MeerkatForagingGAMS_BoutLevel.Rmd - Code to run the models looking at duration of single digs and produce plots for the SIs.

Reproductive & growth data used for Figure 3
- LH_FirstDomAge: The age first dominant, use to create Figure 3b
- LH_FirstSexActivity: The first age that evidence of sexual behaviour was observed, used to create Figure 3a
- Growth_FrontClaw: Front claw measurements for the fitting of the monophasic growth curve
- Growth_Mass: Mass measurement for fitting the biphasic growth curve

Code for LH plots and Growth models
- LifeHistoryAnalyses.R - Code for producing Figure 3 and running the growth models that underlie some plots.

The IDs for Meerkats, Groups and Focals are unique to the datasets present here, so while they are joinable between the datasets presented here, they will not linked to other meerkat data. Additionally, while the code provided can generate all figures in the data, additional formatting has been applied to graphics regarding labels and text size before publication. All funding details associated with these data can be found in the associated publication.
DOI: 10.17632/zgdc9bxjm4.2
title: Data for Animal Behaviour article: The ontogeny of foraging in meerkats, a cooperatively breeding mongoose

description: Data and code required for running all the analyses and plotting all the figures presented in the paper: The ontogeny of foraging in meerkat, a cooperatively breeding mongoose.

Overview of files:

Focal watch datasets used for all the foraging analyses in the manuscript
- FocalWatches_PerFocalData: Focal level dataset used for the analyses of prey capture rate, digging efficiency, digging success, digging effort, surface prey & prey size
- FocalWatches_PreyData: Per focal sums of different prey categories caught, must be joined by FocalID to the above dataset to obtain model covariates.
- FocalWatches_DigBoutDur: Dig Bout dataset for analyses of the duration of individual dig bouts.

Code for foraging analyses
- MeerkatForagingGAMS_FocalLevel.Rmd - Code to run the models looking at foraging performance at the focal level and produce plots for the paper (Fig 1) and SIs.
- MeerkatForagingGAMS_Diet.Rmd - Code to run the models looking at specific diet components and produce plots for the paper (Fig 2) and SIs.
- MeerkatForagingGAMS_BoutLevel.Rmd - Code to run the models looking at duration of single digs and produce plots for the SIs.

Reproductive & growth data used for Figure 3
- LH_FirstDomAge: The age first dominant, use to create Figure 3b
- LH_FirstSexActivity: The first age that evidence of sexual behaviour was observed, used to create Figure 3a
- Growth_FrontClaw: Front claw measurements for the fitting of the monophasic growth curve
- Growth_Mass: Mass measurement for fitting the biphasic growth curve

Code for LH plots and Growth models
- LifeHistoryAnalyses.R - Code for producing Figure 3 and running the growth models that underlie some plots.

The IDs for Meerkats, Groups and Focals are unique to the datasets present here, so while they are joinable between the datasets presented here, they will not linked to other meerkat data. Additionally, while the code provided can generate all figures in the data, additional formatting has been applied to graphics regarding labels and text size before publication. All funding details associated with these data can be found in the associated publication.
DOI: 10.15468/dl.w332ue
title: Occurrence Download

description: A dataset containing 15397 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Antigonon leptopus Hook. & Arn."
 ]
}

 The dataset includes 15397 records from 483 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011553-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17491517
title: MMDEC: Multimodal Maritime Dataset on the English Channel

description: The rapid proliferation of tracking sensors—ranging from vessel and vehicle tracking systems to smartwatches, cameras, and Earth observation sensors—has led to an unprecedented influx of high-frequency, high-volume data. Yet, despite this abundance, many trajectories remain incomplete, contain errors, or are entirely missing. A vast reservoir of tracking data remains unexplored or underutilized, holding valuable insights that could enhance monitoring and decision-making.

The MUlti-Sensor Inferred Trajectories (MUSIT) project is dedicated to unlocking this potential by integrating and refining data from heterogeneous sources. Through advanced AI algorithms and spatio-temporal methodologies, MUSIT reconstructs and enhances trajectories, filling in gaps and minimizing errors to provide a more accurate and insightful picture of moving objects’ behavior.

By fusing multi-sensor data, MUSIT not only improves trajectory accuracy but also enriches it with semantic information, adding context and meaning to movement patterns. The project explores cross-domain representation models within the ICT sector, pushing the boundaries of what is possible in trajectory analysis.

 
---

 

The MMDEC dataset contains data from various sources and sensors (AIS, satellite images, meteorology, oceanography, ports locations, marine protected areas,...) within an Area of Interest (AOI) covering the western Celtic Sea, the English Channel, and a part of the North Sea, and a 3-month time from July 1, 2023, to October 1, 2023.
DOI: 10.5281/zenodo.17491518
title: MMDEC: Multimodal Maritime Dataset on the English Channel

description: The rapid proliferation of tracking sensors—ranging from vessel and vehicle tracking systems to smartwatches, cameras, and Earth observation sensors—has led to an unprecedented influx of high-frequency, high-volume data. Yet, despite this abundance, many trajectories remain incomplete, contain errors, or are entirely missing. A vast reservoir of tracking data remains unexplored or underutilized, holding valuable insights that could enhance monitoring and decision-making.

The MUlti-Sensor Inferred Trajectories (MUSIT) project is dedicated to unlocking this potential by integrating and refining data from heterogeneous sources. Through advanced AI algorithms and spatio-temporal methodologies, MUSIT reconstructs and enhances trajectories, filling in gaps and minimizing errors to provide a more accurate and insightful picture of moving objects’ behavior.

By fusing multi-sensor data, MUSIT not only improves trajectory accuracy but also enriches it with semantic information, adding context and meaning to movement patterns. The project explores cross-domain representation models within the ICT sector, pushing the boundaries of what is possible in trajectory analysis.

 
---

 

The MMDEC dataset contains data from various sources and sensors (AIS, satellite images, meteorology, oceanography, ports locations, marine protected areas,...) within an Area of Interest (AOI) covering the western Celtic Sea, the English Channel, and a part of the North Sea, and a 3-month time from July 1, 2023, to October 1, 2023.
DOI: 10.15468/dl.nqzxrf
title: Occurrence Download

description: A dataset containing 3248 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carpinus orientalis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3248 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029111-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyagex
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Gentiana sierrae"
 ]
}

 The dataset includes 82 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029107-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xv4yv4
title: Occurrence Download

description: A dataset containing 2424 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea diffusa",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2424 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038679-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.msryea
title: Occurrence Download

description: A dataset containing 1398 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helichrysum filicaule"
 ]
}

 The dataset includes 1398 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038680-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxtn66
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thalassionema nitzschioides",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 115 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038681-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6p54ss
title: Occurrence Download

description: A dataset containing 2777 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea diffusa",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2777 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038684-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d29v8y
title: Occurrence Download

description: A dataset containing 1419 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cenchrus myosuroides"
 ]
}

 The dataset includes 1419 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038682-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3qxugg
title: Occurrence Download

description: A dataset containing 1030 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilosella pseudopilosella"
 ]
}

 The dataset includes 1030 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038685-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ycf5sr
title: Occurrence Download

description: A dataset containing 832 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilosella saussureoides"
 ]
}

 The dataset includes 832 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038686-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16934923
title: SSR7000 Lightweight Proxies Dataset (v1)

description:     Lightweight video proxies for AVSR experiments derived from the SSR7000 dataset.        Contents:    - proxies/lip/*.mp4  (HEVC/H.264, 128x128@30fps, grayscale)    - proxies/uti/*.mp4  (H.264/H.265, 192x96@30fps, grayscale)    - splits/train/text, splits/valid/text (utterance-level transcripts)    - COUNTS.json, FILES.txt, sha256sums.txt for integrity and inventory

    Notes:    - `utt` is the unique key aligning videos and transcripts.    - Intended for rapid prototyping and benchmarking; full-resolution raw data not included.    - See README/CONTENTS.txt inside the archive for layout and verification steps.
DOI: 10.5281/zenodo.16934924
title: SSR7000 Lightweight Proxies Dataset (v1)

description:     Lightweight video proxies for AVSR experiments derived from the SSR7000 dataset.        Contents:    - proxies/lip/*.mp4  (HEVC/H.264, 128x128@30fps, grayscale)    - proxies/uti/*.mp4  (H.264/H.265, 192x96@30fps, grayscale)    - splits/train/text, splits/valid/text (utterance-level transcripts)    - COUNTS.json, FILES.txt, sha256sums.txt for integrity and inventory

    Notes:    - `utt` is the unique key aligning videos and transcripts.    - Intended for rapid prototyping and benchmarking; full-resolution raw data not included.    - See README/CONTENTS.txt inside the archive for layout and verification steps.
DOI: 10.15468/dl.xfj9cm
title: Occurrence Download

description: A dataset containing 5459 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helictotrichon parlatorei"
 ]
}

 The dataset includes 5459 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038687-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49r28f
title: Occurrence Download

description: A dataset containing 4786 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Apomys"
 ]
}

 The dataset includes 4786 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038688-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwm3ah
title: Occurrence Download

description: A dataset containing 181921 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vaccinium oxycoccos"
 ]
}

 The dataset includes 181921 records from 787 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038582-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3pt7s6
title: Occurrence Download

description: A dataset containing 837997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-75 4,-74 4,-74 5,-75 5,-75 4))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Passeriformes",
 "Year 2002-2024"
 ]
}

 The dataset includes 837997 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038653-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6u2bu9
title: Occurrence Download

description: A dataset containing 1822 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helictotrichon cantabricum"
 ]
}

 The dataset includes 1822 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038690-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4metc
title: Occurrence Download

description: A dataset containing 1471 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cenchrus caliculatus"
 ]
}

 The dataset includes 1471 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038689-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhqq5y
title: Occurrence Download

description: A dataset containing 426 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Valeriana phu"
 ]
}

 The dataset includes 426 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038691-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7n66a
title: Occurrence Download

description: A dataset containing 30324 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helictotrichon sedenense"
 ]
}

 The dataset includes 30324 records from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038692-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.9zwiyzec
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1309272 records)
DOI: 10.5281/zenodo.15297126
title: Final data
DOI: 10.5281/zenodo.15297127
title: Final data
DOI: 10.15468/dl.ek3dup
title: Occurrence Download

description: A dataset containing 47385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((21.59881 43.80785,43.93428 43.80785,43.93428 52.73698,21.59881 52.73698,21.59881 43.80785))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 47385 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002697-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/3js-9tn-gxp
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mzs-8vz-8v8
title: Orthiopteris Copel.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ybw-pyx-cvl
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c83-glf-gzw
title: Magnoliopsida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ftw-qkm-xzq
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bbb-rcp-45z
title: Miliolida Delage & Hérouard, 1896

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gsw-32z-vjr
title: Lepidophyllum Cass.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xnl-ja7-1ym
title: Amphistegina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cm7-0df-vtm
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h42-b3l-zde
title: Maianthemum F.H.Wigg.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1rs-2at-7wm
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5nc-507-a7k
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cyw-ed6-cpw
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l3j-xpc-jpj
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/el0-hty-s2y
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gw7-ng1-6j3
title: Voacanga Thouars

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jve-92r-zka
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lwc-w86-b40
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d28-8vz-0pp
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m1g-a4c-2n6
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t3b-gpx-ky6
title: Voacanga Thouars

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5w0-7xs-n4n
title: Taxodium Rich.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l71-pdx-4ym
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5rp-nbh-ael
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a1w-lfw-v9q
title: Taxodium Rich.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/khl-g4p-fpk
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q7q-zcm-090
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6zs-4mj-azd
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x2d-bcq-2fh
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3d8-x8z-1d3
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sw4-l0c-28s
title: Alnus Mill.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m29-wer-4ht
title: Orthiopteris Copel.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s19-d1c-849
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s4g-9cc-8za
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pr9-azg-1dq
title: †Spiroclypeus Douvillé, 1905

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qlk-87v-fym
title: Fagus L.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.