cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25574/csc2.obs.16181
title: Chandra X-ray Observatory ObsId 16181

description: CSC uses combined (i.e. overlapping) Chandra observations for detecting X-ray sources. This allows the catalog to include significantly fainter sources than CSC 1.1. The set of overlapping observations that have been combined in this way is known as a "stack".
DOI: 10.15468/dl.soo5z7
title: Occurrence Download

description: A dataset containing 6327 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atta Fabricius, 1804"
 ]
}

 The dataset includes 6327 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007567-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/csc2.obs.16182
title: Chandra X-ray Observatory ObsId 16182

description: CSC uses combined (i.e. overlapping) Chandra observations for detecting X-ray sources. This allows the catalog to include significantly fainter sources than CSC 1.1. The set of overlapping observations that have been combined in this way is known as a "stack".
DOI: 10.15468/dl.qqkupp
title: Occurrence Download

description: A dataset containing 801 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myotis fortidens Miller & G.M.Allen, 1928"
 ]
}

 The dataset includes 801 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052504-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/csc2.obs.16183
title: Chandra X-ray Observatory ObsId 16183

description: CSC uses combined (i.e. overlapping) Chandra observations for detecting X-ray sources. This allows the catalog to include significantly fainter sources than CSC 1.1. The set of overlapping observations that have been combined in this way is known as a "stack".
DOI: 10.15468/dl.swu2s8
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Horwoodia dicksoniae Turrill",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000470-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44mlyo
title: Occurrence Download

description: A dataset containing 7835 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panicum virgatum L."
 ]
}

 The dataset includes 7835 records from 144 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007567-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdey5d
title: Occurrence Download

description: A dataset containing 970 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tecoma stans var. stans"
 ]
}

 The dataset includes 970 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005315-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwxq7z
title: Occurrence Download

description: A dataset containing 6588 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aralia elata (Miq.) Seem."
 ]
}

 The dataset includes 6588 records from 166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159212-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvdgtd
title: Occurrence Download

description: A dataset containing 1068798 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1068798 records from 579 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005315-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g4eygq
title: Occurrence Download

description: A dataset containing 1123708 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Pteridaceae)"
 ]
}

 The dataset includes 1123708 records from 2149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019437-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n4m9zd
title: Occurrence Download

description: A dataset containing 1894202 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Canada)",
 "OccurrenceStatus is Present",
 "TaxonKey is Larus Linnaeus, 1758",
 "Year 2009-2012"
 ]
}

 The dataset includes 1894202 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068738-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15736680
title: European Sugar Beet Harvest Data

description: Here's a suitable Zenodo description for your upload, summarizing the purpose and contents of the three data files:



Description

This dataset accompanies the study “Integrating Harvest Planning Along the Supply Chain: A Case Study From the European Sugar Beet Industry” by Baunach, Spinler, and Birge (2025). It includes simulated input data for replicating the paper's experiments using a multi-commodity flow (MCF) model and heuristic benchmark for planning sugar beet logistics.

Included Files





simulated_fields.csvGeospatial and yield data for 4,134 sugar beet fields. Each entry includes:





Field coordinates and geometry (X/Y and WKT)




Sugar content (%), area (ha), yield (t/ha), and total estimated beet mass




Useful for modeling harvest quantities and spatial accessibility.






simulated_machine_df.csvSpecifications for 11 harvesting/loading machines:





Field accessibility clusters per machine




Productivity rates (hourly, daily), operating/travel costs, and travel speeds




Assigned depot locations and total field yield coverage




Essential for vehicle routing and scheduling tasks.






simulated_cost_matrix_df.csvA 4,134 × 4,134 matrix of Euclidean travel costs between fields:





Symmetric matrix representing pairwise distances (or travel costs) in unit-less form




Used to compute optimal travel routes and operational costs in the model.





Context

These data support simulations of harvest scheduling, loader dispatch, and production planning across weekly time steps in a rolling-horizon setup. Code for model execution, benchmarking, and result reproduction is available at the corresponding GitHub repository (link to be added).
DOI: 10.5519/qd.x1wbrxcy
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (208 records)
DOI: 10.60493/xtfww-wk785
title: Mont-Dore, New Caledonia by Denis RUEYRE - part of deadtrees.earth

description: Ancienne mine Alice Louise, Sud de la Nouvelle-Calédonie
DOI: 10.15468/dl.z9ujbe
title: Occurrence Download

description: A dataset containing 2512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Ocotea corymbosa (Meisn.) Mez"
 ]
}

 The dataset includes 2512 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068750-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60493/hrt8d-jg171
title: Mont-Dore, New Caledonia by Denis RUEYRE - part of deadtrees.earth

description: Ancienne laverie du creek Saint Louis, Sud de la Nouvelle-Calédonie
DOI: 10.21227/t3dz-jh18
title: "VOICE CONTROL ROBOT USING ARDUINO MANAGEMENT SYSTEM"

description: "This robotic is designed to control vehicle by using human voice command through Bluetooth module. Voice Control Robot is used to complete specific commands like Forward, Backward, Stop, Left, Right and dancing (or rotation of robot) etc. Voice Control Robot is based on Speech Recognition. The commands are given to robot using Android application. The Android application (AMR-Voice) is connected to Bluetooth Module (HC-05), which is directly connected to Arduino Uno R3. We give command to the robot and it performs work according to the given command. Voice Control Robot is much useful for those areas where humans can't reached. Robot can work in all type of situations like toxic area, in fire situations, polluted area and also on hills. This robot is very useful for those who is physically handicapped. This robot is very small in size so we can use this project for spying or espial. If we implement in this project so we can use this robot in military application, agriculture purpose, and industrial purpose and also for surveillance device."
DOI: 10.5065/tg6n-t406
title: ICARUS Chamber Experiment: Nguyen Group_20211122_2-Methylbut-3-ene-1,2-diol_None_Ammonium sulfate

description: Goals: This experiment serves as a no-light control for experiments on 11/16/21 and 11/19/21, to examine the dark loss rates of isoprene diol and ammonium sulfate aerosol in the chamber while filter collection is in progress.Summary: The chamber was humidified to ~80% RH; ammonium sulfate was introduced by atomization, and isoprene diol was introduced in both gas and particle phases via atomization and evaporation. Filter collection proceeded for ~6 hours and loss rates of particles and gases were measured during that time.Organization: Nguyen Group Lab Affiliation: UC Davis Chamber: Tran's big bag of airExperiment Category: Volatility and partitioning, Instrument/Chamber characterization, Blank/Control Oxidant: None Reactants: 2-Methylbut-3-ene-1, 2-diol Reaction Type: Non-chemical Relative Humidity: 79 Temperature: 20-22 Seed Name: Ammonium sulfate Pressure: 755 Torr
DOI: 10.15468/dl.xa4jqj
title: Occurrence Download

description: A dataset containing 1522 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carnegiella strigata (Günther, 1864)"
 ]
}

 The dataset includes 1522 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068752-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykh5r4
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Desmodium nicaraguense Oerst."
 ]
}

 The dataset includes 74 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068753-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2putbu
title: Occurrence Download

description: A dataset listing the 109468 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "TaxonKey is Insecta"
 ]
}

 The dataset's 109468 records were derived from 608 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068746-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15605312
title: The underlying physical processes of the vortex-like structure over the East Asia region during the recovery phase of the November 2003 superstorm

description: TI_ refer to the column O/N2 and TEC for Figures 2 and 4 and movie S1.  Odiag_*.mat refer to the diagnostic term of TEC  for Figure 4 and movie S1. duv_*.mat refer to the Forcing Terms of Horizontal Winds for Figures 6 and 7. QJ_*.mat refer to the Joule Heating for Figures 9 and 10. *_DOYc.mat refer to the simulations with DOY being changed to equinox for Figures 8 and 9. *_by0.mat refer to the simulations with By = 0  for Figures 8 and 10. *_UTc.mat refer to the simulations with UT being deferred after 10 UTs for Figure 11. *_BZ0.1/*_BZ0.3/*_BZ0.5 refer to the simulations with Bz changed for Figure 12. ON2_wind_profile.mat is ON2 and neutral wind profile for Figure 3. Odiag_profile.mat is the O/N2 and diagnostic term of  electron density  for Figure 5 and movie S2.
DOI: 10.5281/zenodo.15605311
title: The underlying physical processes of the vortex-like structure over the East Asia region during the recovery phase of the November 2003 superstorm

description: TI_ refer to the column O/N2 and TEC for Figures 2 and 4 and movie S1.  Odiag_*.mat refer to the diagnostic term of TEC  for Figure 4 and movie S1. duv_*.mat refer to the Forcing Terms of Horizontal Winds for Figures 6 and 7. QJ_*.mat refer to the Joule Heating for Figures 9 and 10. *_DOYc.mat refer to the simulations with DOY being changed to equinox for Figures 8 and 9. *_by0.mat refer to the simulations with By = 0  for Figures 8 and 10. *_UTc.mat refer to the simulations with UT being deferred after 10 UTs for Figure 11. *_BZ0.1/*_BZ0.3/*_BZ0.5 refer to the simulations with Bz changed for Figure 12. ON2_wind_profile.mat is ON2 and neutral wind profile for Figure 3. Odiag_profile.mat is the O/N2 and diagnostic term of  electron density  for Figure 5 and movie S2.
DOI: 10.17639/nott.7570
title: MRI features associated with resilience in youth from the ABCD study: a protocol for analysis of ABCD Data

description: A protocol for analysis of data.
DOI: 10.15468/dl.34tybb
title: Occurrence Download

description: A dataset containing 565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Bletilla striata (Thunb.) Rchb.f."
 ]
}

 The dataset includes 565 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068756-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5sh2rz
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Phlegmariurus fordii (Baker) Ching"
 ]
}

 The dataset includes 128 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068755-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/rb943
title: DATASET: Orientation fields predict human perception of 3D shape from shading
DOI: 10.15468/dl.q44kk3
title: Occurrence Download

description: A dataset containing 70850 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Brazil, Paraguay, Argentina)",
 "TaxonKey is Stilpnia cayana (Linnaeus, 1766)"
 ]
}

 The dataset includes 70850 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068745-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7aw45f
title: Occurrence Download

description: A dataset containing 944 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyphaene coriacea Gaertn."
 ]
}

 The dataset includes 944 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068757-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z39u2k
title: Occurrence Download

description: A dataset containing 944 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyphaene coriacea Gaertn."
 ]
}

 The dataset includes 944 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068758-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25375/uct.29382989
title: Frontier Equity Markets Data Used in Formulation of Momentum Strategies

description: This is the dataset from Momentum Strategies in Frontier Equity Markets: A Comparative Analysis of Traditional and Alternative Strategies (2025). The research investigates the presence of the momentum effect and the performance of momentum strategies in frontier equity markets.The dataset consists of 11 xlsx files, each containing data of a different frontier market, and another xlsx file containing total return data of the S&P Frontier Benchmark Index (BMI), which is used as the market proxy in this study. Each frontier market file has several sheets covering monthly data of several companies, including closing prices, total returns, market capitalization, trading volume, shares outstanding, turnover ratio, etc. The period of data collection is from March 2003 to December 2023.
DOI: 10.5281/zenodo.15738691
title: Pycea Data
DOI: 10.15468/dl.77k4cz
title: Occurrence Download

description: A dataset containing 944 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyphaene coriacea Gaertn."
 ]
}

 The dataset includes 944 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068759-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25375/uct.29382989.v1
title: Frontier Equity Markets Data Used in Formulation of Momentum Strategies

description: This is the dataset from Momentum Strategies in Frontier Equity Markets: A Comparative Analysis of Traditional and Alternative Strategies (2025). The research investigates the presence of the momentum effect and the performance of momentum strategies in frontier equity markets.The dataset consists of 11 xlsx files, each containing data of a different frontier market, and another xlsx file containing total return data of the S&P Frontier Benchmark Index (BMI), which is used as the market proxy in this study. Each frontier market file has several sheets covering monthly data of several companies, including closing prices, total returns, market capitalization, trading volume, shares outstanding, turnover ratio, etc. The period of data collection is from March 2003 to December 2023.
DOI: 10.5065/b2h3-8665
title: ICARUS Chamber Experiment: Caltech Atmospheric Chamber_20140819_METHACROLEIN/Methyl nitrite/10102-44-0_Hydroxyl radical_No Seed_Dry

description: Goals: This experiment was done to react Methacrolein (MACR) with OH in the high NO2 condition at 25 Celsius. Mostly done for reproducibility and SOA composition.Summary: The reaction produced a lot of SOA through dry nucleation.Organization: Caltech Atmospheric Chamber Lab Affiliation: California Institute of Technology, Pasadena, CA Chamber: Near/Far Bag 2012-2015 (Tran)Experiment Category: Gas phase chemical reaction, Aerosol formation Oxidant: Hydroxyl radical Reactants: METHACROLEIN, Methyl nitrite, 10102-44-0 Reaction Type: Photooxidation Relative Humidity: 4 Temperature: 25 Pressure: 750 Torr
DOI: 10.5281/zenodo.15309315
title: Handwriting Adaptation Dataset

description: 27 manuscripts in various European languages and scripts.





 




More information together with adaptation fine-tuning experiments of a general model trained on a large handwriting dataset can be found here: Finetuning Is a Surprisingly Effective Domain Adaptation Baseline in Handwriting Recognition (CTC based models, only first 19 writers are used) and Practical Fine-Tuning of Autoregressive Models on Limited Handwritten Texts (Transformer based models).




 




There are two directories in the dataset archive: data and runs.

data contains images of text lines and their respective transcriptions. The images are in two crop modes: orig and wide, the crop mode indicates how much space was left around the baseline during the cropping process. Transcriptions are in the following format: ID TRANS, where the ID corresponds to the name of the respective text line image and TRANS is the transcription.

runs contains partitions for fine-tuning runs, more information in the referenced paper (Section 5 and Section 4, respectively).
DOI: 10.5281/zenodo.15737665
title: Handwriting Adaptation Dataset

description: 27 manuscripts in various European languages and scripts.





 




More information together with adaptation fine-tuning experiments of a general model trained on a large handwriting dataset can be found here: Finetuning Is a Surprisingly Effective Domain Adaptation Baseline in Handwriting Recognition (CTC based models, only first 19 writers are used) and Practical Fine-Tuning of Autoregressive Models on Limited Handwritten Texts (Transformer based models).




 




There are two directories in the dataset archive: data and runs.

data contains images of text lines and their respective transcriptions. The images are in two crop modes: orig and wide, the crop mode indicates how much space was left around the baseline during the cropping process. Transcriptions are in the following format: ID TRANS, where the ID corresponds to the name of the respective text line image and TRANS is the transcription.

runs contains partitions for fine-tuning runs, more information in the referenced paper (Section 5 and Section 4, respectively).
DOI: 10.15468/dl.qefgqt
title: Occurrence Download

description: A dataset containing 201499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Castor fiber Linnaeus, 1758, Pelobates fuscus (Laurenti, 1768))",
 "Year is one of (2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024)",
 "DecimalLatitude is greater than or equal to 44.95782311925129",
 "DecimalLatitude is less than or equal to 58.30331634439415",
 "DecimalLongitude is greater than or equal to -10.001896207643075",
 "DecimalLongitude is less than or equal to 30.31691447027875",
 "License is one of (CC-BY 4.0, CC-BY-NC 4.0)",
 "Year is not null",
 "HasCoordinate is TRUE",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 201499 records from 273 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068751-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r8nv5k
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Panopsis multiflora (Schott) Ducke"
 ]
}

 The dataset includes 150 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068760-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.