cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/44std32rxb
title: Gujarat-HWD: A Dataset of Gujarati Handwritten Digits

description: The Gujarat-HWD dataset offers a comprehensive collection of 11,000 images of handwritten digits in the Gujarati language, representing numerals from 0 to 9. This dataset is primarily designed for applications in optical character recognition (OCR), machine learning, and deep learning, with a particular focus on regional language processing. Gujarati, one of the most widely spoken languages in India, uses a script distinct from Devanagari. However, despite its extensive use, there is a notable lack of publicly available datasets for Gujarati handwritten digits. The Gujarat-HWD dataset bridges this gap by providing a clean, labelled, and diverse set of images that can aid researchers and developers in building effective recognition models for regional scripts.

The dataset has been developed through a systematic process involving the collection, scanning, and preprocessing of handwritten digit samples provided by more than 350 individuals from various age groups and educational backgrounds. It is well-suited for training and evaluating classification models using standard convolutional neural network (CNN) architectures. Additionally, the dataset can be extended for use in cross-lingual digit recognition, handwriting analysis, and other regional OCR systems.
DOI: 10.17632/44std32rxb.2
title: Gujarat-HWD: A Dataset of Gujarati Handwritten Digits

description: The Gujarat-HWD dataset offers a comprehensive collection of 11,000 images of handwritten digits in the Gujarati language, representing numerals from 0 to 9. This dataset is primarily designed for applications in optical character recognition (OCR), machine learning, and deep learning, with a particular focus on regional language processing. Gujarati, one of the most widely spoken languages in India, uses a script distinct from Devanagari. However, despite its extensive use, there is a notable lack of publicly available datasets for Gujarati handwritten digits. The Gujarat-HWD dataset bridges this gap by providing a clean, labelled, and diverse set of images that can aid researchers and developers in building effective recognition models for regional scripts.

The dataset has been developed through a systematic process involving the collection, scanning, and preprocessing of handwritten digit samples provided by more than 350 individuals from various age groups and educational backgrounds. It is well-suited for training and evaluating classification models using standard convolutional neural network (CNN) architectures. Additionally, the dataset can be extended for use in cross-lingual digit recognition, handwriting analysis, and other regional OCR systems.
DOI: 10.7281/t1vkmedo
title: Data and code associated with the publication: Patchy harmonic functional connectivity of the mouse auditory cortex

description: Analyzing the functional connectivity of the brain is an enormous challenge, as deciphering functional connectivity requires knowledge of functional responses and connections. One promising strategy is analyzing the spatial pattern of activity correlations across cell populations. In the primary auditory cortex (A1), cells respond to different sound features. On the large scale, there exists a tonotopic map, which is fractured at the small scale, raising the question of whether functional connections are spatially ordered or disordered. To test whether functional connectivity on a local and a global scale is also disordered, we first designed a robust statistical model to estimate parameters and test for the significance of the estimated correlation maps. We developed an inference method that allows efficient model fitting and statistical testing to project the correlation maps to 2D space. We then performed in vivo two-photon calcium imaging in Layer 2/3 of A1 with pure tones (PT) or a combination of two tones (TT; harmonically related or not). We found that the spatial patterns of signal (SC) correlations depend on the type of sound stimuli that were presented. The functional 2D maps of PT-driven SCs are more restricted to local neurons than TT signal correlations which showed more global textures. 2D SC patterns for harmonic stimuli showed spatially distinct relationships. TT SCs revealed spatially precise functional connectivity between harmonically related neurons. Thus, even though the frequency preference of neighboring neurons in A1 is functionally diverse, the functional connection pattern of these neurons is functionally precise and harmonically related.
DOI: 10.5281/zenodo.16262522
title: PUDL Raw EIA Bulk API Data

description: All data made available in bulk through the EIA Open Data API, including:



the Annual Energy Outlook, the International Energy Outlook and the Short Term Energy Outlook;

aggregate national, state, and mine-level coal production statistics, including imports and exports, reciepts of coal at electric power plants, consumption and quality, market sales, reserves, and productive capacity;

U.S. electric system operating data;

aggregate national, state, and plant-level electricity generation statistics, including fuel quality and consumption, for grid-connectedplants with nameplate capacity of 1 megawatt or greater;

CO2 emissions aggregates, CO2 emissions and carbon coefficients by fuel, state, and sector;

International Energy System (IES) data containing production, reserves, consumption, capacity, storage, imports, exports, and emissions time series by country for electricity, petroleum, natural gas, coal, nuclear, and renewable energy;

statistics of U.S. natural gas production, imports, exploration, pipelines, exports, prices, consumption, stocks, and reserves;

statistics of U.S. petroleum and other liquid fuel production, imports, refining, exports, prices, consumption, stocks, and reserves;

aggregate national, PADD, state, city, port, and refinery petroleum imports data for various grades of crude oil and country of origin;

state and national energy production and consumption, using survey and estimates to create comprehensive state energy statistics and flows;

U.S. total energy production, prices, carbon dioxide emissions, and consumption of energy from all sources by sector.


Archived from https://www.eia.gov/opendata/bulkfiles.php. The Annual Energy Outlook data is also archived separately here.

This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by Catalyst Cooperative. At present, PUDL integrates only a few specific data series related to fuel receipts and costs figures from the Bulk Electricity API. It is organized into Frictionless Data Packages. For additional information about this data and PUDL, see the following resources:



The PUDL Repository on GitHub

PUDL Documentation

Other Catalyst Cooperative data archives
DOI: 10.15468/dl.hqux7g
title: Occurrence Download

description: A dataset containing 36151897 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 36151897 records from 4784 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022556-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zjzzn
title: Occurrence Download

description: A dataset containing 9769 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Valeriana tuberosa L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9769 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258135-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ykrqr
title: Occurrence Download

description: A dataset containing 1865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Marsilea strigosa Willd.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1865 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0299682-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5s9dhz
title: Occurrence Download

description: A dataset containing 518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pilosella visianii F.W.Schultz & Sch.Bip.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 518 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0416382-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxhgyc
title: Occurrence Download

description: A dataset containing 42283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Leucanthemum ircutianum (Turcz.) DC., Leucanthemum ircutianum subsp. ircutianum, Leucanthemum ircutianum subsp. leucolepis (Briq. & Cavill.) Vogt & Greuter, Leucanthemum ircutianum var. sylvestre (Pers.) Soó, Leucanthemum ircutianum subsp. crassifolium (Lange) Vogt, Leucanthemum ircutianum var. pinnatifidum (Lecoq & Lamotte) D.Löve & J.-P.Bernard, Leucanthemum ircutianum var. amplifolium (Fiori & Paol.) Soó, Leucanthemum ircutianum var. laticeps (Briq. & Cavill. ex Burnat) Soó, Leucanthemum ircutianum var. ircutianum, Leucanthemum ircutianum subsp. asperulum (N.Terracc.) Vogt & Greuter, Leucanthemum ircutianum subsp. pseudosylvaticum Vogt, Leucanthemum ircutianum subsp. cantabricum (Sennen) Vogt, Leucanthemum ircutianum subsp. cantabricum (Sennen) P.D.Sell, Leucanthemum vulgare subsp. ircutianum (DC.) P.D.Sell, Leucanthemum vulgare subsp. ircutianum (Turcz. ex DC.) Tzvelev)"
 ]
}

 The dataset includes 42283 records from 622 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083391-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3kr742
title: Occurrence Download

description: A dataset containing 87775 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens noli-tangere L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 87775 records from 470 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0300821-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22n8k4
title: Occurrence Download

description: A dataset containing 583 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Forcipomyia genualis (Loew, 1866))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 583 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083395-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49gu75
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lasiognathus beebei Regan & Trewavas, 1932",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083397-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7k479c
title: Occurrence Download

description: A dataset containing 3209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ononis viscosa L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3209 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0263358-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8degju
title: Occurrence Download

description: A dataset containing 803 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geranium tuberosum L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 803 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0298356-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6cgtfz
title: Occurrence Download

description: A dataset containing 1359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypericum hircinum L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1359 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262515-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xxsv8
title: Occurrence Download

description: A dataset containing 5674 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Juncus jacquinii L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5674 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0301530-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5t2hee
title: Occurrence Download

description: A dataset containing 940 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnatherum sibiricum (L.) Keng ex Tzvelev",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 940 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150685-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17304256
title: Repurposing Drug Explorer (ReDEx): a tool for integrating disease networks, drug similarity algorithms and functional exploration powered by Enalos Cloud Platform

description: Drug repurposing is a widely adopted strategy aimed at identifying new therapeutic uses for drugs, offering a faster and more cost-effective alternative to traditional drug development. While the approach has gained significant traction, most existing computational tools are either focused on narrow analytical tasks, require extensive coding expertise or are disease-specific. To address these limitations, we present Repurposing Drug Explorer (ReDEx) - a user-friendly, zero-code platform that streamlines drug repurposing analysis through multiple interactive modules. ReDEx enables the exploration of drug-disease relationships using structure-based, network-based, and functional methods within an integrated interface. Applied to Bipolar Disorder (BD), after excluding 3 of the 23 FDA approved/investigational drugs for BD, ReDEx successfully recovered all 3 in the top 15 out of 28,189 candidates. ReDEx is offered through a web interface on the Enalos Cloud Platform, enabling users to investigate individual drugs, diseases, or drug-disease pairs without programming skills.
DOI: 10.5281/zenodo.17304255
title: Repurposing Drug Explorer (ReDEx): a tool for integrating disease networks, drug similarity algorithms and functional exploration powered by Enalos Cloud Platform

description: Drug repurposing is a widely adopted strategy aimed at identifying new therapeutic uses for drugs, offering a faster and more cost-effective alternative to traditional drug development. While the approach has gained significant traction, most existing computational tools are either focused on narrow analytical tasks, require extensive coding expertise or are disease-specific. To address these limitations, we present Repurposing Drug Explorer (ReDEx) - a user-friendly, zero-code platform that streamlines drug repurposing analysis through multiple interactive modules. ReDEx enables the exploration of drug-disease relationships using structure-based, network-based, and functional methods within an integrated interface. Applied to Bipolar Disorder (BD), after excluding 3 of the 23 FDA approved/investigational drugs for BD, ReDEx successfully recovered all 3 in the top 15 out of 28,189 candidates. ReDEx is offered through a web interface on the Enalos Cloud Platform, enabling users to investigate individual drugs, diseases, or drug-disease pairs without programming skills.
DOI: 10.15468/dl.2jgsmg
title: Occurrence Download

description: A dataset containing 159440 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "Geometry POLYGON((4.26807 51.03253,4.46887 51.03253,4.46887 51.13114,4.26807 51.13114,4.26807 51.03253))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 {
 "or" : [
 "Year 2005-2005",
 "Year 2014-2015",
 "Year 2024-2024"
 ]
 }
 ]
}

 The dataset includes 159440 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000200-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.1.3010.8564
title: ANALIZA INUNDABILITĂŢII PE UN SECTOR EŞANTION AL BRAŢULUI SF. GHEORGHE DIN DELTA DUNĂRII (Inundability analysis along a study reach of St. George branch of Danube Delta) - in Romanian
DOI: 10.57680/asep.0639283
title: Raw dataset for manuscript FG vs BG

description: Raw dataset of metabolomic and other analyses of fresh and processed (black) garlic samples. In particular, sugars, amino acids and derivatives, organic acids, polyphenolics, colour analysis, antioxidant properties, protein content, pH, dry matter and soluble solids.
DOI: 10.3535/6bq-t1d-6xb
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dcg-n8z-hrw
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.292190
title: KELLIA_nb_1983_03262

description: Référence : nb_1983_03262<br />Site : Kellia / Quşūr al-Ruba‘yyāt<br />Type : photographie<br />
DOI: 10.3535/577-b2l-l7w
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/d1c-ywc-3r5
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gnt-cjy-19g
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.292191
title: KELLIA_nb_1983_03263

description: Référence : nb_1983_03263<br />Site : Kellia / Quşūr al-Ruba‘yyāt<br />Type : photographie<br />
DOI: 10.3535/2e4-drb-r14
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tmm-gk5-291
title: Chenopodium striatiforme Murr

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/78z-xsz-mms
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/eg6-9gz-xkc
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.292192
title: KELLIA_nb_1983_03264

description: Référence : nb_1983_03264<br />Site : Kellia / Quşūr al-Ruba‘yyāt<br />Type : photographie<br />
DOI: 10.3535/52g-9vy-k54
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xnp-m2e-453
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6jh-rlv-9q1
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/y4q-km6-vnl
title: Chenopodium vulvaria L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.292193
title: KELLIA_nb_1983_03265

description: Référence : nb_1983_03265<br />Site : Kellia / Quşūr al-Ruba‘yyāt<br />Type : photographie<br />
DOI: 10.3535/gqs-b37-y7z
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/m9s-re2-f8d
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/050-d0g-4kx
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8np-rm3-wtf
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/2lk-ka6-1d9
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/x26-rxl-wyx
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ntj-j5w-1ye
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/64b-4s5-c2g
title: Chenopodium striatiforme Murr

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/h33-k2g-dyg
title: Chenopodium striatiforme Murr

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/kcg-v23-701
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wtm-5j7-wpx
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.tx4gnc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pyemotes tritici (LaGrèze-Fossat & Montagné, 1851)",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110482-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/80s-5k0-f40
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/g79-p1h-dhg
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.