cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/vwbfwmmbkz
title: Dataset on Informal Recyclable Waste Aggregators (‘Đồng nát’) in Hanoi, Vietnam

description: This dataset documents Informal Recyclable Waste Aggregators (IRWAs) in Hanoi, Vietnam, with a specific focus on their spatial distribution, socio-demographic characteristics, and physical/architectural attributes, and with a distinction between urban and rural contexts.
Data were collected through field surveys and on-site observations, where applicable.
The dataset comprises 975 individual IRWA facilities, each represented as a single observation. A total of 14 variables are included, organized into four main categories:
1. Identification and spatial classification
- ID_IRWA_Hanoi: Unique identifier for each IRWA facility
- Classification: Urban or rural classification of the facility location, determined based on the official status of wards (urban) and communes (rural) as defined by the 2025 administrative reorganization of Hanoi under the two-tier local government structure.
2. Socio-demographic characteristics
- Gender: Gender of the owner
- Age: Age group of the owner
- Hometown: Province or city of origin of the owner
- Residence: Whether the owner lives on-site or elsewhere
3. Temporal characteristics
- EstablishmentPeriod: Period during which the facility was established
4. Physical and architectural characteristics
- Material_Tarpaulin: Use of tarpaulin in the structure
- Material_Sheet_FibreCement: Use of sheet metal or fibre cement
- Material_Brick: Presence of brick construction
- Material_Beton: Presence of reinforced concrete
- GroundArea: Approximate ground area category of the facility
- Storage: Estimated storage surface area
- Mezzanine: Presence or absence of a mezzanine level
Values recorded as “N/A” indicate cases where the information could not be obtained through field surveys or on-site observations.
DOI: 10.17632/vwbfwmmbkz.3
title: Dataset on Informal Recyclable Waste Aggregators (‘Đồng nát’) in Hanoi, Vietnam

description: This dataset documents Informal Recyclable Waste Aggregators (IRWAs) in Hanoi, Vietnam, with a specific focus on their spatial distribution, socio-demographic characteristics, and physical/architectural attributes, and with a distinction between urban and rural contexts.
Data were collected through field surveys and on-site observations, where applicable.
The dataset comprises 975 individual IRWA facilities, each represented as a single observation. A total of 14 variables are included, organized into four main categories:
1. Identification and spatial classification
- ID_IRWA_Hanoi: Unique identifier for each IRWA facility
- Classification: Urban or rural classification of the facility location, determined based on the official status of wards (urban) and communes (rural) as defined by the 2025 administrative reorganization of Hanoi under the two-tier local government structure.
2. Socio-demographic characteristics
- Gender: Gender of the owner
- Age: Age group of the owner
- Hometown: Province or city of origin of the owner
- Residence: Whether the owner lives on-site or elsewhere
3. Temporal characteristics
- EstablishmentPeriod: Period during which the facility was established
4. Physical and architectural characteristics
- Material_Tarpaulin: Use of tarpaulin in the structure
- Material_Sheet_FibreCement: Use of sheet metal or fibre cement
- Material_Brick: Presence of brick construction
- Material_Beton: Presence of reinforced concrete
- GroundArea: Approximate ground area category of the facility
- Storage: Estimated storage surface area
- Mezzanine: Presence or absence of a mezzanine level
Values recorded as “N/A” indicate cases where the information could not be obtained through field surveys or on-site observations.
DOI: 10.15468/87gku2
title: Lysimachia nanshanensis (Primulaceae), a new species from southwest Hunan, China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Xiong, Chi, Wang, Xiao, Fu, Xiao-Ying, Luo, Kang, Huang, Ya, Zhang, Hong-Jing, Yi, Si-Rong (2025): Lysimachia nanshanensis (Primulaceae), a new species from southwest Hunan, China. PhytoKeys 262: 191-202, DOI: 10.3897/phytokeys.262.153293AbstractLysimachia nanshanensis, a new species of Lysimachia ser. Paridiformes discovered in Nanshan National Park of southwest Hunan, China, is described and illustrated. Morphologically, this new species most closely resembles L. sciadantha in having whorled leaves and terminal umbels but differs from L. sciadantha by having terminal umbels without a peduncle, subpapery leaves with obvious black glandular punctation and striation, longer pedicels, and filaments that are nearly free. Results of molecular phylogenetic analysis, based on nuclear ribosomal internal transcribed spacer (nrITS) and two chloroplast DNA fragments (matK and rbcL) of 34 Lysimachia species, showed that L. nanshanensis is closely related to L. sciadantha. According to the IUCN Red List Categories and Criteria, the new species is assigned to the Vulnerable (VU D 1) category.
DOI: 10.17632/kf7xbn3phy
title: Immunoblot raw data of ICAM1 mRNA entraps ILF2/ILF3 to inhibit transcription of EIF4E and global protein synthesis

description: Original Immunoblot source images in the paper "ICAM1 mRNA entraps ILF2/ILF3 to inhibit transcription of EIF4E and global protein synthesis ". Cropped regions used in the published figure are indicated on the image.
DOI: 10.17632/kf7xbn3phy.1
title: Immunoblot raw data of ICAM1 mRNA entraps ILF2/ILF3 to inhibit transcription of EIF4E and global protein synthesis

description: Original Immunoblot source images in the paper "ICAM1 mRNA entraps ILF2/ILF3 to inhibit transcription of EIF4E and global protein synthesis ". Cropped regions used in the published figure are indicated on the image.
DOI: 10.17632/ms6sjjpzwr
title: Digitization of Old Indonesian Documents using YOLO and OCR

description: NOTE:
The Dataset For TrOCR Is Available In HuggingFace NusaAksara https://huggingface.co/datasets/NusaAksara/NusaAksara/viewer/Image%20Transcription%20(OCR)/train?f%5Bscript%5D%5Bvalue%5D=%27jawa%27&views%5B%5D=image_transcription_ocr

This data is a combination of data for TrOCR Text Transcription of Jawa Aksara from NusaAksara, and A collection data for YOLOv8 manually created and annotated from Robflow consisting of document images from NusaAksara Jawa Aksara Image Segmentation Dataset, and Single page images of historical documents from The British Public Library: Endangered Archives Program.

Link To NusaAksara (OCR Transcription): https://huggingface.co/datasets/NusaAksara/NusaAksara/viewer/Image%20Transcription%20(OCR)/train?f%5Bscript%5D%5Bvalue%5D=%27jawa%27&row=4707&views%5B%5D=image_transcription_ocr

Link To NusaAksara (OCR SEGMENTATION): https://huggingface.co/datasets/NusaAksara/NusaAksara/viewer/Image%20Segmentation/train?f%5Blanguage%5D%5Bvalue%5D=%27Jawa%27&views%5B%5D=image_segmentation

Link EAP: https://eap.bl.uk/search
DOI: 10.17632/ms6sjjpzwr.1
title: Digitization of Old Indonesian Documents using YOLO and OCR

description: NOTE:
The Dataset For TrOCR Is Available In HuggingFace NusaAksara https://huggingface.co/datasets/NusaAksara/NusaAksara/viewer/Image%20Transcription%20(OCR)/train?f%5Bscript%5D%5Bvalue%5D=%27jawa%27&views%5B%5D=image_transcription_ocr

This data is a combination of data for TrOCR Text Transcription of Jawa Aksara from NusaAksara, and A collection data for YOLOv8 manually created and annotated from Robflow consisting of document images from NusaAksara Jawa Aksara Image Segmentation Dataset, and Single page images of historical documents from The British Public Library: Endangered Archives Program.

Link To NusaAksara (OCR Transcription): https://huggingface.co/datasets/NusaAksara/NusaAksara/viewer/Image%20Transcription%20(OCR)/train?f%5Bscript%5D%5Bvalue%5D=%27jawa%27&row=4707&views%5B%5D=image_transcription_ocr

Link To NusaAksara (OCR SEGMENTATION): https://huggingface.co/datasets/NusaAksara/NusaAksara/viewer/Image%20Segmentation/train?f%5Blanguage%5D%5Bvalue%5D=%27Jawa%27&views%5B%5D=image_segmentation

Link EAP: https://eap.bl.uk/search
DOI: 10.17632/6d4y69dv9x
title: A Comprehensive Real-World Dataset of Jackfruit Leaf Diseases and Growth Stages for Intelligent Crop Health Monitoring

description: This dataset contains a high-quality and visually diverse collection of jackfruit (Artocarpus heterophyllus) leaf images captured from real agricultural fields in Savar and Rajbari, Bangladesh. It includes eight well-defined classes—Blight, Dried, Fungal_Spot, Healthy, Leaf_Miner, Pest_Damage, Senescence, and Young—covering major disease conditions and leaf growth stages.To increase data diversity and reduce class imbalance, various image augmentation techniques were applied consistently across all classes. These include horizontal flipping, rotation, zooming, random cropping, and brightness adjustment with random combinations per image.The dataset also provides a CSV metadata file with image names and labels details.It is suitable for machine learning and deep learning tasks such as disease detection, growth-stage classification, and intelligent crop health monitoring, supporting precision agriculture and sustainable jackfruit cultivation.


Dataset Classes and Image Counts:
Blight:1000 images
Dried:1000 images
Fungal_Spot:1000 images
Healthy:1000 images
Leaf_Miner:1000 images
Pest_Damage:1000 images
Senescence:1000 images
Young:1000 images
Total: 8,000 images


Image Details:
Original image resolution:3072 x 4096 
Resized image resolution:512 x 512
Image format: JPG
Color mode: RGB
Collection device: Smartphone camera
Location: Savar and Rajbari districts, Bangladesh
DOI: 10.17632/6d4y69dv9x.2
title: A Comprehensive Real-World Dataset of Jackfruit Leaf Diseases and Growth Stages for Intelligent Crop Health Monitoring

description: This dataset contains a high-quality and visually diverse collection of jackfruit (Artocarpus heterophyllus) leaf images captured from real agricultural fields in Savar and Rajbari, Bangladesh. It includes eight well-defined classes—Blight, Dried, Fungal_Spot, Healthy, Leaf_Miner, Pest_Damage, Senescence, and Young—covering major disease conditions and leaf growth stages.To increase data diversity and reduce class imbalance, various image augmentation techniques were applied consistently across all classes. These include horizontal flipping, rotation, zooming, random cropping, and brightness adjustment with random combinations per image.The dataset also provides a CSV metadata file with image names and labels details.It is suitable for machine learning and deep learning tasks such as disease detection, growth-stage classification, and intelligent crop health monitoring, supporting precision agriculture and sustainable jackfruit cultivation.


Dataset Classes and Image Counts:
Blight:1000 images
Dried:1000 images
Fungal_Spot:1000 images
Healthy:1000 images
Leaf_Miner:1000 images
Pest_Damage:1000 images
Senescence:1000 images
Young:1000 images
Total: 8,000 images


Image Details:
Original image resolution:3072 x 4096 
Resized image resolution:512 x 512
Image format: JPG
Color mode: RGB
Collection device: Smartphone camera
Location: Savar and Rajbari districts, Bangladesh
DOI: 10.17632/hz2d6gz7pc.1
title: SpaPhish: A Spanish Dataset for Phishing and Psychological Pattern Detection

description: The SpaPhish dataset is a Spanish-language email corpus created under the hypothesis that phishing detection in Spanish benefits from (i) native-language message content and (ii) explicit, human-validated psychological annotations that make social-engineering tactics measurable and interpretable. The data provides both the linguistic surface (email subject and body) and message-level technical indicators commonly associated with email abuse, enabling joint analysis of what the message says and how it is technically packaged.

SpaPhish contains 1,463 hashed message records; 1,457 of them include a valid binary class label encoded as 000/001 (distribution: 001 = 780, 000 = 677). Each record includes: (a) a unique hash, (b) subject, body, and date when available (dates span 2014-06-07 to 2025-10-27 in the current file), and (c) extracted technical fields such as url_count (plus the URL list), hops_count, and attachment descriptors (attachments_count, types, and sizes). Notable corpus-level observations from the labeled subset are that 85.6% of messages contain at least one URL (url_count&gt;0), attachments are present in 18.4% of messages (attachments_count&gt;0), and hop counts are typically small (median hops_count = 3).

A distinctive component of SpaPhish is its psychological layer: for each message, three independent annotators (_A, _B, _C) provide binary presence labels (000/001) for five persuasion principles reflected in the schema: authority, social_proof, liking/similarity deception, commitment/integrity/reciprocation, and distraction, along with free-text justifications (justif_*) documenting the rationale for each judgment. In addition, consolidated (non-suffixed) columns provide an aggregated label per principle intended for benchmarking and downstream modeling. To use the dataset correctly, consumers should treat the per-annotator labels as the primary evidence, use the consolidated labels as a convenience layer, and filter out the small fraction of records that contain non-binary placeholders in some annotation fields.
DOI: 10.15468/ufs4t5
title: Eugenia nordestina (Myrteae, Myrtaceae), a new endemic species from the Septentrional Northeast of Brazil

description: This dataset contains the digitized treatments in Plazi based on the original journal article Lima, Igor G., Santos, Lainy R. V., Costa, Itayguara R., Bünger, Mariana (2022): Eugenia nordestina (Myrteae, Myrtaceae), a new endemic species from the Septentrional Northeast of Brazil. Phytotaxa 545 (1): 115-120, DOI: 10.11646/phytotaxa.545.1.11, URL: http://dx.doi.org/10.11646/phytotaxa.545.1.11AbstractHere we describe Eugenia nordestina (Myrtaceae), a new species endemic from northeastern Brazil; it was registered predominantly in stepic-savanna vegetation (“Caatinga”) from the states of Ceará and Piauí, frequently associated with the sedimentary basin of Ibiapaba Complex. The new species is morphologically close to E. dysenterica, differing by the bark longitudinally cleft with a stiff-exfoliating periderm (vs. bark cleft in both orientations, with a very thick and non-exfoliating periderm), bracteoles 4,5– 6 mm long (vs. 0.9–3.2 mm), calyx lobes 5–6.5 mm long (vs. 3.1–4.3 mm long), petals without glandular dots (vs. with sparse glandular dots) and fruits 1.3–2.3 × 1–2 cm (vs. 1.8–3 × 2.5–3.5 cm). A distribution map and field photographs are also provided.
DOI: 10.15468/w2r99p
title: Advertisement calls of Melanophryniscus dorsalis (MERTENS, 1933) and M. montevidensis (PHILIPPI, 1902), two parapatric species from southern Brazil and Uruguay, with comments on morphological variation in the Melanophryniscus stelzneri group (Anura: Bufonidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Kwet, Axel, Maneyro, Raúl, Zillikens, Anne, Mebs, Dietrich (2005): Advertisement calls of Melanophryniscus dorsalis (MERTENS, 1933) and M. montevidensis (PHILIPPI, 1902), two parapatric species from southern Brazil and Uruguay, with comments on morphological variation in the Melanophryniscus stelzneri group (Anura: Bufonidae). Salamandra 41 (1 / 2): 3-20, DOI: 10.5281/zenodo.15535980Abstract. The advertisement calls of Melanophryniscus montevidensis and M. dorsalis, two red-bellied toads of the M. stelzneri group, are described for the first time. Melanophryniscus dorsalis is endemic to the coastal zone of southern Brazil (southern Santa Catarina and northern Rio Grande do Sul), whereas M. montevidensis has a parapatric distribution in the coastal regions of Uruguay and extreme southern Rio Grande do Sul. The calls of both species are similar to the published calls of M. atroluteus and M. stelzneri. The advertisement call of Melanophryniscus dorsalis differs from those of the other three species by a relatively high dominant frequency, long pulse duration and low pulse repetition rate. Although Melanophryniscus montevidensis and M. atroluteus are bioacoustically not well distinguishable, they are considered distinct species because of geographical separation and morphological differences, such as colouration and skin structure. All taxa are closely related and show great intraspecific variation in advertisement call and body pattern. Remarks on the taxonomy of the M. stelzneri group are presented and a key for the identification of all known species is provided.
DOI: 10.15468/xjspb9
title: Wiederentdeckung von Dichrorampha rejectana (DE LA HARPE, 1858) stat. rev., bona species in der Schweiz (Lepidoptera, Tortricidae: Olethreutinae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Bryner, Rudolf, Huemer, Peter, Wittland, Wolfgang (2015): Wiederentdeckung von Dichrorampha rejectana (DE LA HARPE, 1858) stat. rev., bona species in der Schweiz (Lepidoptera, Tortricidae: Olethreutinae). Contributions to Natural History 28: 1-21, DOI: 10.5169/seals-787076Résumé: Redécouverte de Dichrorampha rejectana (DE LA HARPE, 1858) stat. rev., bona species en Suisse (Lepidoptera, Tortricidae: Olethreutinae). – La collecte de matériel récent a permis de clarifier le statut jusqu'ici controversé de Dichrorampha rejectana (DE LA HARPE, 1858) et de considérer ce taxon comme bona species. Sur la base de critères morphologiques et de barcoding moléculaire, l’espèce est redécrite en détails et distinguée des espèces proches du groupe Dichrorampha plumbana (ScOPOLI, 1763).Keywords: Switzerland, Lepidoptera, Tortricidae, Olethreutinae, Dichrorampha rejectana, new record, revised taxonomy, distribution
DOI: 10.15468/45ke8x
title: Spiranthes bightensis (Orchidaceae), a New and Rare Cryptic Hybrid Species Endemic to the U. S. Mid-Atlantic Coast

description: This dataset contains the digitized treatments in Plazi based on the original journal article Pace, Matthew C. (2021): Spiranthes bightensis (Orchidaceae), a New and Rare Cryptic Hybrid Species Endemic to the U. S. Mid-Atlantic Coast. Phytotaxa 498 (3): 159-176, DOI: 10.11646/phytotaxa.498.3.2, URL: http://dx.doi.org/10.11646/phytotaxa.498.3.2AbstractRecognizing species diversity is challenging in genera that display interspecific similarity and intraspecific variation; hybridization and the evolution of cryptic hybrid species amplifies these challenges. Recent molecular and morphological research focused on the systematics of Spiranthes (Orchidaceae) support hybrid speciation as an important driver of species diversity, particularly within the S. cernua species complex. Working under an integrated history-bound phylogenetic species concept, new molecular and morphometric data provide evidence for a new and rare cryptic hybrid species resulting from the ancient hybridization of S. cernua × S. odorata, here described as S. bightensis. Although S. bightensis is regionally sympatric with S. cernua it does not co-occur with that species, and it is allopatric with respect to S. odorata. Endemic to a narrow region extending from the Delmarva Peninsula to Long Island, New York, this new species occurs in the shadow of the Northeast megalopolis and appears to have undergone a major population decline over the last 200 years. By recognizing this distinct evolutionary lineage as a new species, this research is the first step towards developing conservation protocols for this rare species and highlights the importance of the North American Geologic Coastal Plain for biodiversity conservation and evolution.
DOI: 10.15468/54qy8n
title: New Limaiinae (Neuroptera: Chrysopidae) from the early Eocene Fur Formation, Denmark, including an unexpected finding of a Mesozoic genus

description: This dataset contains the digitized treatments in Plazi based on the original journal article Makarkin, Vladimir N., Perkovsky, Evgeny E. (2023): New Limaiinae (Neuroptera: Chrysopidae) from the early Eocene Fur Formation, Denmark, including an unexpected finding of a Mesozoic genus. Zootaxa 5383 (1): 57-66, DOI: 10.11646/zootaxa.5383.1.4, URL: https://www.mapress.com/zt/article/download/zootaxa.5383.1.4/52439AbstractTwo species of Limaiinae (Chrysopidae) are described from the early Eocene Fur Formation of Denmark: Mesypochrysa nielseni sp. nov. and Limaiinae gen. et sp. A. All forewing character states of M. nielseni sp. nov. are similar to those of the widely distributed Mesozoic genus Mes y pochrysa Martynov, 1927, which was formerly known from the Middle Jurassic to mid-Cretaceous. Limaiinae gen. et sp. A is represented by an incomplete forewing. Although it differs from other species known from the formation, we refrained to name it pending a more complete specimen. The relatively high diversity of Limaiinae in the early Eocene of Denmark, with at least by two genera and four or five species is surprising. This diversity in the Fur Formation is nearly equal to that of Nothochrysinae.
DOI: 10.15468/qf5rfm
title: A new genus and new species of Sphaeromatidae (Crustacea: Isopoda) from the Great Barrier Reef, Australia

description: This dataset contains the digitized treatments in Plazi based on the original journal article Bruce, Niel L. (2009): A new genus and new species of Sphaeromatidae (Crustacea: Isopoda) from the Great Barrier Reef, Australia. Memoirs of Museum Victoria 66 (1): 35-42, DOI: 10.24199/j.mmv.2009.66.5, URL: https://museumsvictoria.com.au/collections-research/journals/memoirs-of-museum-victoria/volume-66-issue-1-2009/pages-35-42/Abstract Bruce, N. L. 2009. A new genus and new species of Sphaeromatidae (Crustacea: Isopoda) from the Great Barrier Reef, Australia. Memoirs of Museum Victoria 66: 35–42.Pooredoce garyi gen. nov., sp. nov., is described from Lizard Island, northern Great Barrier Reef, Australia. The genus is related to the group of sphaeromatid genera characterised by having long ‘finger-like’ extensions to the articles of the maxilliped palp, stout robust setae on the inferior margins of pereopods 1 –3 and the uropodal endopod round in section, with the exopod about half as long as the endopod; similar genera are Cymodoce Leach, 1814 (Indo-Pacific species), Koremasphaera Bruce, 2003 and Oxinasphaera Bruce, 1997. Pooredoce gen. nov. is characterized by the adult male having a dorsally recessed dorsum to the pleotelson, the posterior margin of which has three enclosed foramens, two visible dorsally, the third visible only from the interior of the posterior margin, the two foramens are formed by the pleotelson posterolateral and median margin lobes coming into contact posteriorly; and the posterior margin of the pleon forms an irregular posteriorly directed ridge. Pooredoce garyi was collected from the reef crest and is known from the type locality, Lizard Island and at Hicks Reef.
DOI: 10.15468/x63qen
title: A review of the Afrotropical genus Dogonia Oldroyd, 1970, with new synonymy (Diptera: Asilidae: Stenopogoninae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Londt, Jason G. H. (2008): A review of the Afrotropical genus Dogonia Oldroyd, 1970, with new synonymy (Diptera: Asilidae: Stenopogoninae). African Invertebrates 49 (1): 123, DOI: 10.5733/afin.049.0104, URL: http://www.bioone.org/doi/abs/10.5733/afin.049.0104ABSTRACTThe genus Dogonia Oldroyd, 1970, one of eight Afrotropical genera of Stenopogoninae possessing setose anatergites, is revised. D. nigra Oldroyd, 1970 is synonymised with D. saegeri Oldroyd, 1970 and D. saegeri is redescribed with illustrations of both the male and female genitalia being presented. This monotypic genus is confined to the Garamba National Park in the Democratic Republic of the Congo. KEY WORDS: Asilidae, Stenopogoninae, Dogonia, Afrotropical, Congo, revision, new synonymy.
DOI: 10.6084/m9.figshare.30947816
title: Daniel Phillipe Gonçalves Menezes LGBTQIA+

description: LGBTQIA+ Software Full Stack Daniel Phillipe Gonçalves Menezes
DOI: 10.6084/m9.figshare.30947816.v1
title: Daniel Phillipe Gonçalves Menezes LGBTQIA+

description: LGBTQIA+ Software Full Stack Daniel Phillipe Gonçalves Menezes