cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.hye5cb
title: Occurrence Download

description: A dataset containing 1674115308 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 1674115308 records from 19073 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015322-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7cpy2
title: Occurrence Download

description: A dataset containing 3275 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Festuca idahoensis Elmer"
 ]
}

 The dataset includes 3275 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010448-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/bghd8ccmv7.1
title: JIM

description: The following is the dataset from first and second phase this particular study. Each data file has 4 columns. The first 3 columns consists of current data from a CT (0.33 Volts ~ 150 A) and the last column consists of the vibration data.
DOI: 10.17632/zzypgbjz73.2
title: Exploring silk dynamics data.csv

description: The study examines how silk produced by detritivores living in dry regions might differ from that of tropical arboreal webspinners (Embioptera). The detritivores are Haploembia tarsalis and Oligotoma nigra. The tropical species are Antipaluria urichi and Pararhagadochir trinitatis. Webspinners rely on silk for protection, including from rain and flooding. They spin the finest silks known in nature. The amino acid compositions vary from one species to the next and might impact how the silk interacts with water. Fiber diameter also varies, whereby the detritivores spin finer silks (approximately 48 nm diameter) than the arboreals (72 - 122 nm). Water-silk interactions are known for Embioptera, as the fibers transform to a film when wetted. In either case, the silk protects the insects within the silk galleries from water. Silk was imaged by SEM and quantified as density based on pixels using ImageJ Fiji. After exposure to water, the silk surface transforms to a film; the film density was quantified the same way as were the dry fibers. Disappearance rates of the water droplets placed on silk was recorded and revealed that the one species (Oligotoma nigra) with hydrophobic silk amino acids showed the slowest transformation rate when exposed to water. The two arboreal species showed higher density of spun silk fibers and of the resulting silk films after wetting compared to the detritivores. Possible adaptive value is that the tropical species rely more on a thick silk coating as protection from natural enemies and from heavy rainfall. Embioptera silk is not well studied; further work is needed to elucidate the variability as demonstrated by this preliminary investigation of silk diversity. Contact angle of drops on spun silk were also measured for 7uL drops of water..
DOI: 10.17632/f4xz5d4fzd.1
title: ALERT (Analysis of Linguistic Extremism in Religious Text)

description: The widespread dissemination of religiously aggressive content on social media platforms poses significant threats to social cohesion and communal harmony. Social media has emerged as a prevalent venue for discussing diverse topics, including religion which frequently result in debates. These debates often fuel animosity, incite violence, and spread life-threatening messages that disrupt societal peace and security. To address this challenge, we developed a novel Bengali dataset, ALERT, accompanied by English translations, to identify and classify religious aggression in texts. 

The dataset was obtained from several online platforms, including Facebook, YouTube, blogs, online news portals, and group discussions. We executed multiple stages for data preprocessing, including the elimination of duplicates, special characters, emoji to improve the coherence of the dataset. Each instance in the dataset was annotated by two of the lists of four annotators with diverse academic, religious, and racial backgrounds, with any discrepancies resolved by expert review.

The ALERT dataset is a collection of 4,027 Bangla texts categorized as 
1. Hate speech (995), 
2. Vandalism (909), 
3. Atrocity (1117), 
4. No aggression (1,006). 
The dataset is structured with the following fields:
• Final Annotation
• Text
• English Translation 
Our developed dataset contains a mix of formal and informal Bangla texts, reflecting how people communicate in real life. Instead of simply labeling content as aggressive or not, it offers more detailed categories, helping with more precise content moderation. The dataset is publicly accessible for research purposes to promote innovation and collaboration within the Bengali NLP community.
DOI: 10.25574/00784
title: Chandra X-ray Observatory ObsId 00784

description: RESOLVING THE MYSTERY OF X-RAY FAINT ELLIPTICAL GALAXIES
DOI: 10.17632/p3xh4fs7cp.1
title: FishNet: A High-Resolution Image Dataset for Automated Fish Species Recognition

description: Dataset Overview
This dataset contains 3,013 high-resolution images of commonly found freshwater and brackish water fish species. The images were captured under natural lighting conditions and are organized into eight folders based on species.

Class Distribution
Indian Carplet (Mola): 517

Rohu: 53

Swamp Barb (Puti): 549

Mystus Catfish (Tengra): 512

Stinging Catfish (Shing): 598

Butter Catfish (Pabda): 435

Prawn: 227

Shrimp: 122

Purpose
This dataset supports the development of automated fish species classification systems using machine learning and computer vision. It is useful for applications in aquaculture, seafood identification, food quality control, and biodiversity monitoring. It also serves as a valuable resource for training and evaluating image-based recognition models in both research and industry contexts.
DOI: 10.5281/zenodo.15528234
title: TABLE 1 in Discriminating Scleromystax barbatus (Siluriformes: Callichthyidae) populations from Atlantic Rainforest streams employing otolith shape

description: TABLE 1 | Locations, number of females and males of Scleromystax barbatus, total length (mean ± SD) of individuals and vouchers of samplings conducted in the coastal Atlantic Rainforest biome.
RegionLocationMunicipality/StateStreamCoordinatesFemalesMalesTL (mean ± SD)VoucherARAngra dos Reis/RJAriró22°54’07.33”S 44°20’46.56”W3955.0 ± 0.61MHNCI 12735Southeastern (Se)PMCaraguatatuba/SPPereque-Mirim23°43’33.51”S 45°26’14.10”W4850.5 ± 0.40MHNCI 12827AEItariri/SPAerado24°17’51.31”S 47°08’47.83”W6752.2 ± 0.59MHNCI 12734VRJacupiranga/SPUnamed25°05’57.35”S 48°11’40.67”W7549.7 ± 0.30MHNCI 12828GRGuaraqueçaba/PRGuaraqueçaba25°15’49.11”S 48°18’35.24”W4852.0 ± 0.81MHNCI 12829Southern (S)DMParanaguá/PRDo Meio25°24’11.27”S 48°52'23.54”W7349.9 ± 0.62MHNCI 12830CUJoinville/SCCubatão Norte26°13’21.76”S 48°53’49.48”W8452.8 ± 0.33MHNCI 12831PEBarra do Sul/SCPernambuco26°23’19.60”S 48°40’55.94”W8247.4 ± 0.51MHNCI 12736
description: Published as part of Dalcin, Roger Henrique & Abilhoa, Vinícius, 2024, Discriminating Scleromystax barbatus (Siluriformes: Callichthyidae) populations from Atlantic Rainforest streams employing otolith shape, pp. 5 in Neotropical Ichthyology (e 230129) 22 (1) on page 5, DOI: 10.1590/1982-0224-2023-0129, http://zenodo.org/record/13361714
DOI: 10.17632/vnwm5jcz4y.1
title: Revolutionizing Water Treatment: Optimizing Moringa and Date Seed Extracts for Enhanced Alum Coagulation in Surface Water

description: Due to the increasing dependency on chemical coagulants in water treatment in Jordan, which carries environmental and health risks, this study seeks to enhance the coagulation process using eco-friendly alternative coagulants, specifically Moringa oleifera seeds (MOS), which is well-known as a natural coagulant, and Date SeedExtract (DSE), which has few studies in water turbidity reduction, in comparison to the conventional coagulant (Alum) and substituting that either wholly at different dosages or partly in ratios (70%, 50%, 30%). Utilizing response surface methodology (RSM), the study examines various factors influencing turbidity removal, including pH, coagulant type and dosage, and settling conditions. The findings indicate that combining natural coagulants with Alum enhances turbidity removal efficiency. A mixture of 30% Moringa and 70% Alum achieved a turbidity removal of 97.7%, outperforming MOS alone, which reached 94% at a 60-minute settling time. DSE, although showing a lower initial performance with 91.56% turbidity removal at optimal dosage, demonstrated significant improvement when combined with Alum. Specifically, a combination of 30% DSE and 70% Alum achieved 98% turbidity removal, while 50% DSE and 50% Alum reached 96.5% at 90 minutes. Additionally, the best results from the naturalcoagulants alone were observed with a combination of 70% MOS and 30% DSE, yielding a turbidity removal of 93.23%, followed by 50% MOS and 50% DSE at 92.57%. The study concludes that the strategic combination of natural and chemical coagulants not only enhances removal efficiency but also allows for a 30% reduction in chemical coagulant usage, thereby minimizing economic, operational, and environmental impacts.
DOI: 10.17632/wffx4pn4wk
title: Prevalence and predictors of self-medication among university students in Dodoma city, Central Tanzania.

description: Prevalence and predictors of self-medication among university students in Dodoma city, Central Tanzania.
DOI: 10.17632/wffx4pn4wk.1
title: Prevalence and predictors of self-medication among university students in Dodoma city, Central Tanzania.

description: Prevalence and predictors of self-medication among university students in Dodoma city, Central Tanzania.
DOI: 10.17632/wvsj763ncy.1
title: Simulation Data for SAM 100 Adoption in Jordan’s Construction Sector

description: This dataset includes Python scripts, simulation parameters, and cost models for evaluating the SAM 100 robotic bricklaying system in Jordan’s post-pandemic construction sector. Data supports findings on time efficiency, labor safety, and cost analysis.
Keywords: Robotic bricklaying, construction automation, Jordan, SAM 100, pandemic resilience
DOI: 10.17632/pn6srmyjf9
title: Supplementary data for "Dilemma in Inflamed Seborrheic keratosis

description: Supplementary figures and tables dedicated for an original research paper "Dilemma in Inflamed Seborrheic keratosis".
DOI: 10.17632/pn6srmyjf9.1
title: Supplementary data for "Dilemma in Inflamed Seborrheic keratosis

description: Supplementary figures and tables dedicated for an original research paper "Dilemma in Inflamed Seborrheic keratosis".
DOI: 10.17632/srcp6sk63z.1
title: Supplementary Figure 1, Materials, and Appendix

description: This is supplementary Figure 1, Materials, and Appendix for manuscript titled "A Systematic Review of Neutrophilic Alopecias of the Scalp in the Pediatric Population"
DOI: 10.17632/8n9ks93vn7
title: Data and Code for DoE Report 2025

description: R Code and data files for updated figures in 2025 DoE Report
DOI: 10.17632/8n9ks93vn7.1
title: Data and Code for DoE Report 2025

description: R Code and data files for updated figures in 2025 DoE Report
DOI: 10.15468/dl.hmyy5y
title: Occurrence Download

description: A dataset containing 2785 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gobiomorus dormitor Lacepède, 1800"
 ]
}

 The dataset includes 2785 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003760-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/66h-32b-pyy
title: Pycnodonte Fischer von Waldheim, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k9q-kxa-tjq
title: †Retzia King, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c4k-te2-x4h
title: Cythere (Cythere) Müller, 1785

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4bh-5ah-nb4
title: †Gavelinella tumida Brotzen, 1942

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/92b-n7f-n7a
title: †Pachyseris curvata Martin, 1880

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d5x-lgm-v6e
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rfy-l7y-0nk
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5v1-x4y-qj5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tzz-42r-a87
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zhm-dlw-enm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2en-ggy-tat
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q78-55e-qlr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/33c-dz1-feb
title: †Morozovella angulata (White, 1928)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fmr-ez6-385
title: †Coryphostoma incrassatum (Reuss, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b25-12h-kh8
title: Diaphus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w2g-prc-cmr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/53s-5y1-j8f
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v2w-6q9-b92
title: Cladiscites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a2w-se2-sb3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g6q-sx5-h5z
title: Sus scrofa Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nm6-gj6-qrv
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mw2-jkh-g8s
title: Amarassites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yz7-dtw-wnk
title: †Eggerellina intermedia (Reuss, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8xj-32x-fbk
title: Pomatoschistus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v26-tna-x2h
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/88l-w9j-0kp
title: Ammodiscus incertus (d'Orbigny, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9t3-jvg-102
title: Astacolus Montfort, 1808

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gg4-xcg-nxv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y4l-9qt-fly
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hq6-6pt-eh9
title: Discorbis Lamarck, 1804

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8d4-2qa-98n
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cvp-xtc-1cr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5b2-vqs-gkq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bt9-kn9-53s
title: Trochammina hadai Uchio, 1962

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5m6-htk-m17
title: Sus scrofa Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lhe-w4m-s41
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z6c-csq-m5w
title: †Textularia subconica Franke, 1928

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xmr-b40-wga
title: Discorbis Lamarck, 1804

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8ga-l76-1r7
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rlh-he7-2r2
title: Operculina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qtx-csz-rn3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x1z-h0b-f0w
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/477-j35-8yp
title: Haplophragmoides Cushman, 1910

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7fr-7p7-x6p
title: Trisopterus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dfx-zcl-cg5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jvv-kcv-qhx
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xmn-tpg-syr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vnp-mza-pfa
title: †Modiomorpha J. Hall, 1869

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mj9-kbe-w0f
title: †Catopygus L. Agassiz, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v3l-f1d-s3d
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cq9-5c3-6na
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xnl-jkd-znc
title: Vertebralina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ysx-hlj-qrh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b5r-blb-77m
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rl6-7l8-rbv
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yys-6hx-xrk
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nff-11l-5mw
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wz6-cra-d91
title: Bryozoa

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

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Saissetia coffeae"
 ]
}

 The dataset includes 39 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085827-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29764757.v1
title: <b>GIS code and data_Procedural grassland scene construction</b>

description: Realistically modelling grasslands presents a persistent challenge because of their inherent structural complexity, extensive spatial coverage, and high component density. Previous research prioritized surface appearances through texture tilling, fundamentally neglecting the internal organizational principles that govern species compositions and component distributions. This work introduces a procedural framework for generating geographically plausible grassland scenes. We first integrate parametric scene modelling with visual perception theory to ensure visual realism and faithful reproductions of the observed colour distributions at the individual component level. Moreover, a deep neural network is developed to learn the underlying spatial distribution patterns of grassland components. This network enables the generation of new grassland imagery that preserves the learned statistical properties of colour and spatial attributes derived from reference samples. By coupling the framework with prepared 3D models, it can achieve a geographically consistent generation process across arbitrary spatial extents, effectively mitigating visual repetition and randomness. Validations demonstrate significant visual realism improvements across diverse grasslands. Our core findings establish that explicit modelling of component-level attributes and their spatial distribution patterns is essential for producing high-fidelity grassland scenes, providing novel insights for advancing toward the theory and practice of virtual geographical environments.
DOI: 10.15468/dl.3mbhan
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Caiman yacare)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078047-250717081556266/datasets/export for details.