cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/rbm-c58-4477
title: Goat walking, harnessed to a sulky with driver

description: Goat walking, harnessed to a sulky with driver. This is plate 677, captioned "Goat walking, harnessed to a sulky" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-4479
title: Goat walking, harnessed to a sulky with driver

description: Goat walking, harnessed to a sulky with driver. This is plate 677, captioned "Goat walking, harnessed to a sulky" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-4481
title: Goat walking, harnessed to a sulky with driver

description: Goat walking, harnessed to a sulky with driver. This is plate 677, captioned "Goat walking, harnessed to a sulky" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-2287
title: Horse Middleton cantering, saddled with rider

description: Horse Middleton cantering, saddled with rider. This is plate618, captioned "'Middleton' cantering, saddled" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.18128853
title: Linked collectors and determiners for: New nomenclature notes and typification in Luehea and Lueheopsis (Malvaceae: Grewioideae).

description: Natural history specimen data linked to collectors and determiners held within, "New nomenclature notes and typification in Luehea and Lueheopsis (Malvaceae: Grewioideae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/6a51d09e-3647-4a5e-9b28-aeba3fe7acb1 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/6a51d09e-3647-4a5e-9b28-aeba3fe7acb1. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18698701
title: Linked collectors and determiners for: New nomenclature notes and typification in Luehea and Lueheopsis (Malvaceae: Grewioideae).

description: Natural history specimen data linked to collectors and determiners held within, "New nomenclature notes and typification in Luehea and Lueheopsis (Malvaceae: Grewioideae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/6a51d09e-3647-4a5e-9b28-aeba3fe7acb1 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/6a51d09e-3647-4a5e-9b28-aeba3fe7acb1. Formatted as a Frictionless Data package.
DOI: 10.17632/ypm4h4z25c
title: RoadDamageVision: Annotated Dataset of Road Damage Images

description: Research Hypothesis and Dataset Description

This dataset was developed under the hypothesis that deep learning and computer vision techniques can be effectively used to detect and classify various types of road surface defects from drone-based visual data. By providing annotated images captured in different countries and environments using aerial platforms, the RoadDamageVision dataset supports the development of scalable, low-cost, and automated road monitoring systems.

Data Overview and Collection Process

The dataset consists of annotated images of road surfaces showing visible damage. All images were captured using drones in both China and Spain, enabling aerial perspectives that provide a wide field of view and are suitable for large-scale infrastructure inspection. The imagery includes a variety of road environments, including urban, suburban, and rural settings.

Each image was manually annotated with bounding boxes and class labels for six types of road defects:

D00: Longitudinal cracks

D10: Transverse cracks

D20: Alligator cracks

D40: Potholes

Repair: Previously repaired surfaces

Block Crack: Block-type cracks

The annotations were standardized to facilitate training and evaluation of object detection models.

The dataset includes a total of 7,647 labeled instances of road damage. The most common defect is D40 (potholes), with 3,566 instances, primarily found in the Spanish dataset. In contrast, D10 and D20 appear only in the Chinese imagery. This difference in class distribution provides an opportunity to explore domain adaptation and class imbalance mitigation in model training.
DOI: 10.25549/rbm-c58-2291
title: Horse Middleton cantering, saddled with rider

description: Horse Middleton cantering, saddled with rider. This is plate618, captioned "'Middleton' cantering, saddled" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.17632/ypm4h4z25c.3
title: RoadDamageVision: Annotated Dataset of Road Damage Images

description: Research Hypothesis and Dataset Description

This dataset was developed under the hypothesis that deep learning and computer vision techniques can be effectively used to detect and classify various types of road surface defects from drone-based visual data. By providing annotated images captured in different countries and environments using aerial platforms, the RoadDamageVision dataset supports the development of scalable, low-cost, and automated road monitoring systems.

Data Overview and Collection Process

The dataset consists of annotated images of road surfaces showing visible damage. All images were captured using drones in both China and Spain, enabling aerial perspectives that provide a wide field of view and are suitable for large-scale infrastructure inspection. The imagery includes a variety of road environments, including urban, suburban, and rural settings.

Each image was manually annotated with bounding boxes and class labels for six types of road defects:

D00: Longitudinal cracks

D10: Transverse cracks

D20: Alligator cracks

D40: Potholes

Repair: Previously repaired surfaces

Block Crack: Block-type cracks

The annotations were standardized to facilitate training and evaluation of object detection models.

The dataset includes a total of 7,647 labeled instances of road damage. The most common defect is D40 (potholes), with 3,566 instances, primarily found in the Spanish dataset. In contrast, D10 and D20 appear only in the Chinese imagery. This difference in class distribution provides an opportunity to explore domain adaptation and class imbalance mitigation in model training.
DOI: 10.5281/zenodo.18128855
title: Linked collectors and determiners for: Royal Ontario Museum - Ornithology.

description: Natural history specimen data linked to collectors and determiners held within, "Royal Ontario Museum - Ornithology". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/77711782-d6c0-4b82-9772-3f6f181add46 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/77711782-d6c0-4b82-9772-3f6f181add46. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18698702
title: Linked collectors and determiners for: Royal Ontario Museum - Ornithology.

description: Natural history specimen data linked to collectors and determiners held within, "Royal Ontario Museum - Ornithology". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/77711782-d6c0-4b82-9772-3f6f181add46 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/77711782-d6c0-4b82-9772-3f6f181add46. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-2336
title: Horse Middleton cantering, saddled with rider

description: Horse Middleton cantering, saddled with rider. This is plate 619, captioned "'Middleton' cantering, saddled" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.17632/f9pwy4mk5c
title: Experimental Dataset for Machine Learning Modeling of Dye Removal by Moringa Oleifera Natural Coagulant

description: This dataset comprises 85 experimental runs focused on the optimization of dye removal from wastewater using Moringa oleifera as a natural coagulant. The experimental design follows a Rotational Central Composite Design (RCCD) to evaluate the influence of key operational parameters on treatment efficiency.

The dataset includes:

Input Variables: Initial dye concentration (Conc), Slow Mixing Time (SMT), Fast Mixing Time (FMT), and Coagulant Dosage.

Output/Response Variables: Final Absorbance (Final ADS), Final Concentration, and Removal Efficiency (%).

This data is intended for statistical optimization and the development of predictive Machine Learning models. It integrates both previously published data (used for validation) and original experimental results.
DOI: 10.17632/f9pwy4mk5c.1
title: Experimental Dataset for Machine Learning Modeling of Dye Removal by Moringa Oleifera Natural Coagulant

description: This dataset comprises 85 experimental runs focused on the optimization of dye removal from wastewater using Moringa oleifera as a natural coagulant. The experimental design follows a Rotational Central Composite Design (RCCD) to evaluate the influence of key operational parameters on treatment efficiency.

The dataset includes:

Input Variables: Initial dye concentration (Conc), Slow Mixing Time (SMT), Fast Mixing Time (FMT), and Coagulant Dosage.

Output/Response Variables: Final Absorbance (Final ADS), Final Concentration, and Removal Efficiency (%).

This data is intended for statistical optimization and the development of predictive Machine Learning models. It integrates both previously published data (used for validation) and original experimental results.
DOI: 10.25549/rbm-c58-2338
title: Horse Middleton cantering, saddled with rider

description: Horse Middleton cantering, saddled with rider. This is plate 619, captioned "'Middleton' cantering, saddled" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.17632/ct2f2v5xv6
title: Trade in Appliances, Household Production, and Labor Force Participation

description: Replication folder for "Trade in Appliances, Household Production, and Labor Force Participation". February 2026.
DOI: 10.25549/rbm-c58-2329
title: Horse Middleton cantering, saddled with rider

description: Horse Middleton cantering, saddled with rider. This is plate 619, captioned "'Middleton' cantering, saddled" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.18698707
title: Linked collectors and determiners for: A new species of Neotropical Enallagma Charpentier of the cyathigerum complex from Tobago (Odonata: Coenagrionidae).

description: Natural history specimen data linked to collectors and determiners held within, "A new species of Neotropical Enallagma Charpentier of the cyathigerum complex from Tobago (Odonata: Coenagrionidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/7e3c8ba3-192e-43fa-9801-47d053013335 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/7e3c8ba3-192e-43fa-9801-47d053013335. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18698708
title: Linked collectors and determiners for: A new species of Neotropical Enallagma Charpentier of the cyathigerum complex from Tobago (Odonata: Coenagrionidae).

description: Natural history specimen data linked to collectors and determiners held within, "A new species of Neotropical Enallagma Charpentier of the cyathigerum complex from Tobago (Odonata: Coenagrionidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/7e3c8ba3-192e-43fa-9801-47d053013335 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/7e3c8ba3-192e-43fa-9801-47d053013335. Formatted as a Frictionless Data package.
DOI: 10.17632/ct2f2v5xv6.1
title: Trade in Appliances, Household Production, and Labor Force Participation

description: Replication folder for "Trade in Appliances, Household Production, and Labor Force Participation". February 2026.
DOI: 10.5281/zenodo.18698711
title: Linked collectors and determiners for: A new required combination and the synonymization of Pomatosace with Androsace.

description: Natural history specimen data linked to collectors and determiners held within, "A new required combination and the synonymization of Pomatosace with Androsace". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/a636713f-230a-4b4b-a019-26e253b64671 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/a636713f-230a-4b4b-a019-26e253b64671. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-4662
title: Goat galloping

description: Goat galloping. This is plate 679, captioned "Goat galloping" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.18698710
title: Linked collectors and determiners for: A new required combination and the synonymization of Pomatosace with Androsace.

description: Natural history specimen data linked to collectors and determiners held within, "A new required combination and the synonymization of Pomatosace with Androsace". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/a636713f-230a-4b4b-a019-26e253b64671 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/a636713f-230a-4b4b-a019-26e253b64671. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-4643
title: Goat galloping

description: Goat galloping. This is plate 679, captioned "Goat galloping" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-4702
title: Oryx galloping

description: Oryx galloping. This is plate 680, captioned "Oryx galloping" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.17632/gjbbkwc7p5
title: HELIOS-R

description: HELIOS - R represents a systematic effort to inventory and preserve the seismological heritage of Romania. At this point the inventory is covering a seismic network consisting of six key stations: Timișoara (TIM), Șușara (SSR), Gura Zlata (GZR), Buziaș (BZS), Banloc (BANR) și Șiria (SIRR).
The inventory includes over 45,000 records, rigorously organized by chronological criteria and the types of instruments used, providing a unique perspective on regional seismic activity between 1977 and 2007.
The structure of the inventory is designed to facilitate advanced research, including essential technical details: the type of instruments used, recording parameters, and an assessment of the physical preservation state of the records.
This inventory serves as a fundamental resource for future digitization projects. In this regard, the authors of this catalogue can provide scanned seismograms upon request to interested parties. The files are organised for each instrument that was in function for every station. 
Authors: Rău Adina, Mărășescu Denisa, Petrescu Tabita
DOI: 10.6084/m9.figshare.30445874
title: Enhanced cleavage of genomic <i>CCR5</i> using CasX2<sup>Max</sup>

description: Development of novel CRISPR/Cas systems enhances opportunities for gene editing to treat infectious diseases, cancer, and genetic disorders. CasX2 (<i>Plm</i>Cas12e) belongs to the class II CRISPR system derived from <i>Planctomycetes</i>, a non-pathogenic bacterium present in aquatic and terrestrial soils and offers several advantages as a potential therapeutic CRISPR system over <i>Streptococcus pyogenes</i> Cas9 (<i>Sp</i>Cas9) and <i>Staphylococcus aureus</i> Cas9 (<i>Sa</i>Cas9). These advantages include its smaller size, distinct protospacer adjacent motif (PAM) requirements, staggered cleavage cuts that promote homology-directed repair, and the absence of pre-existing immunity in humans. We compared the cleavage efficiency and double-stranded break repair characteristics between CasX2 and CasX2<sup>Max</sup>, a recently generated CasX2 variant with three amino acid substitutions, for targeting <i>CCR5</i>, a gene that encodes the CCR5 receptor important for HIV-1 infection. Two single guide RNAs (sgRNAs) were designed that flank the 32 bases deleted in the natural <i>CCR5 ∆32</i> mutation. Nanopore sequencing demonstrated that CasX2 using sgRNAs with spacers of 17 nucleotides (nt), 20 nt or 23 nt in length were ineffective at cleaving genomic <i>CCR5</i>. In contrast, CasX2<sup>Max</sup> using sgRNAs with 20 nt and 23 nt spacer lengths, enabled cleavage of genomic <i>CCR5</i>. Structural modelling indicated that two of the CasX2<sup>Max</sup> amino acid substitutions enhanced sgRNA-DNA duplex stability, while the third improved DNA strand alignment within the catalytic site. These structural changes likely underlie the increased activity of CasX2<sup>Max</sup> in cellular gene excision. In sum, CasX2<sup>Max</sup> consistently outperformed native CasX2 across all assays and represents a superior gene-editing platform for therapeutic applications.
DOI: 10.25549/rbm-c58-4708
title: Oryx galloping

description: Oryx galloping. This is plate 680, captioned "Oryx galloping" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.6084/m9.figshare.30445874.v2
title: Enhanced cleavage of genomic <i>CCR5</i> using CasX2<sup>Max</sup>

description: Development of novel CRISPR/Cas systems enhances opportunities for gene editing to treat infectious diseases, cancer, and genetic disorders. CasX2 (<i>Plm</i>Cas12e) belongs to the class II CRISPR system derived from <i>Planctomycetes</i>, a non-pathogenic bacterium present in aquatic and terrestrial soils and offers several advantages as a potential therapeutic CRISPR system over <i>Streptococcus pyogenes</i> Cas9 (<i>Sp</i>Cas9) and <i>Staphylococcus aureus</i> Cas9 (<i>Sa</i>Cas9). These advantages include its smaller size, distinct protospacer adjacent motif (PAM) requirements, staggered cleavage cuts that promote homology-directed repair, and the absence of pre-existing immunity in humans. We compared the cleavage efficiency and double-stranded break repair characteristics between CasX2 and CasX2<sup>Max</sup>, a recently generated CasX2 variant with three amino acid substitutions, for targeting <i>CCR5</i>, a gene that encodes the CCR5 receptor important for HIV-1 infection. Two single guide RNAs (sgRNAs) were designed that flank the 32 bases deleted in the natural <i>CCR5 ∆32</i> mutation. Nanopore sequencing demonstrated that CasX2 using sgRNAs with spacers of 17 nucleotides (nt), 20 nt or 23 nt in length were ineffective at cleaving genomic <i>CCR5</i>. In contrast, CasX2<sup>Max</sup> using sgRNAs with 20 nt and 23 nt spacer lengths, enabled cleavage of genomic <i>CCR5</i>. Structural modelling indicated that two of the CasX2<sup>Max</sup> amino acid substitutions enhanced sgRNA-DNA duplex stability, while the third improved DNA strand alignment within the catalytic site. These structural changes likely underlie the increased activity of CasX2<sup>Max</sup> in cellular gene excision. In sum, CasX2<sup>Max</sup> consistently outperformed native CasX2 across all assays and represents a superior gene-editing platform for therapeutic applications.
DOI: 10.6084/m9.figshare.30445874.v3
title: Enhanced cleavage of genomic <i>CCR5</i> using CasX2<sup>Max</sup>

description: Development of novel CRISPR/Cas systems enhances opportunities for gene editing to treat infectious diseases, cancer, and genetic disorders. CasX2 (<i>Plm</i>Cas12e) belongs to the class II CRISPR system derived from <i>Planctomycetes</i>, a non-pathogenic bacterium present in aquatic and terrestrial soils and offers several advantages as a potential therapeutic CRISPR system over <i>Streptococcus pyogenes</i> Cas9 (<i>Sp</i>Cas9) and <i>Staphylococcus aureus</i> Cas9 (<i>Sa</i>Cas9). These advantages include its smaller size, distinct protospacer adjacent motif (PAM) requirements, staggered cleavage cuts that promote homology-directed repair, and the absence of pre-existing immunity in humans. We compared the cleavage efficiency and double-stranded break repair characteristics between CasX2 and CasX2<sup>Max</sup>, a recently generated CasX2 variant with three amino acid substitutions, for targeting <i>CCR5</i>, a gene that encodes the CCR5 receptor important for HIV-1 infection. Two single guide RNAs (sgRNAs) were designed that flank the 32 bases deleted in the natural <i>CCR5 ∆32</i> mutation. Nanopore sequencing demonstrated that CasX2 using sgRNAs with spacers of 17 nucleotides (nt), 20 nt or 23 nt in length were ineffective at cleaving genomic <i>CCR5</i>. In contrast, CasX2<sup>Max</sup> using sgRNAs with 20 nt and 23 nt spacer lengths, enabled cleavage of genomic <i>CCR5</i>. Structural modelling indicated that two of the CasX2<sup>Max</sup> amino acid substitutions enhanced sgRNA-DNA duplex stability, while the third improved DNA strand alignment within the catalytic site. These structural changes likely underlie the increased activity of CasX2<sup>Max</sup> in cellular gene excision. In sum, CasX2<sup>Max</sup> consistently outperformed native CasX2 across all assays and represents a superior gene-editing platform for therapeutic applications.