Find research datasets worth reusing

opencc-by-4.0Mar 2024View details →

Data for article of validation of a two-stage process for polyhydroxyalkanoates production

The information contained in this data section corresponds to the article titled "Microrespirometric validation of a two-stage process for polyhydroxyalkanoates production from peanut oil and propionate with Cupriavidus necator," published in The Open Chemical Engineering Journal. Three Excel files are attached as data, providing information on the figures related to the growth kinetics and the results of the respirometric experiments.

opencc-by-4.0Apr 2024View details →

M1-data-format-only compositions and two-rater judgments of composition validity

The set of graph compositions produced by the implementation of M1 data-format-matching algorithm and the validity judgements of two of the authors MMW and WRH.

opencc-by-4.0Apr 2018View details →

Figs 1–4 in Validation of Eclipta dendensis Nascimento & Santos-Silva, 2017 (nomen nudum) (Coleoptera, Cerambycidae, Cerambycinae, Rhinotragini)

Figs 1–4. Eclipta dendensis sp. nov., holotype ♀, images copied from NASCIMENTO & SANTOS-SILVA (2017): 1, dorsal habitus; 2, ventral habitus; 3. lateral habitus; 4, head, frontal view. Total length: 8,55 mm.

opencc-by-sa-4.0Feb 2024View details →

IGN Train and Validation Data for ICDAR'24 MapText Competition

Data set of 2Kx2K image tiles cropped from Napoleonic Cadastre maps of the <a href="https://archives.valdemarne.fr/recherches/archives-en-ligne/cadastre-napoleonien">Val de Marne Archive</a> for the <a href="https://rrc.cvc.uab.es/?ch=28">ICDAR'24 Competition on Historical Map Text Detection, Recognition, and Linking</a>. Annotations and images follow the format described at the competition website and can be evaluated using the official <a href="https://github.com/icdar-maptext/evaluation">evaluation repository</a> script. <table> <tbody> <tr> <td> </td> <td>Train</td> <td>Validation</td> </tr> <tr> <td>Annotations</td> <td><code>ign_train.json</code></td> <td><code>ign_val.json</code></td> </tr> <tr> <td>Images</td> <td><code>train.zip</code></td> <td><code>val.zip</code></td> </tr> <tr> <td>Files</td> <td><code>ign/train/*.jpg</code></td> <td><code>ign/val/*.jpg</code></td> </tr> <tr> <td>Tiles</td> <td>80</td> <td>15</td> </tr> <tr> <td>Map Sheets</td> <td>37</td> <td>9</td> </tr> <tr> <td>Words</td> <td>8,096</td> <td>1,801</td> </tr> <tr> <td>Label Groups</td> <td>7,449</td> <td>1,661</td> </tr> <tr> <td>Illegible Words</td> <td>563</td> <td>217</td> </tr> <tr> <td>Truncated Words</td> <td>371</td> <td>91</td> </tr> <tr> <td>Valid Words</td> <td>7,533</td> <td>1,584</td> </tr> </tbody> </table> Original images available at <a href="https://archives.valdemarne.fr/recherches/archives-en-ligne/cadastre-napoleonien" target="_blank" rel="noopener">https://archives.valdemarne.fr/recherches/archives-en-ligne/cadastre-napoleonien</a> as of 1 Feb. 2024.

dryad40/100

Post-fire flood hazard model (PF2HazMo) version 1.0.0: Model scripts and parameterization and validation data

Human development at the foot of the mountains faces sediment-laden flood hazards characterized by high-velocity, erosive flows carrying mud and debris, and when flood control infrastructure that protects communities fills with sediment, it loses capacity. The estimation and management of sediment-laden floods have proven challenging because cycles of wildfire, precipitation, and infrastructure sedimentation are still poorly understood. Efforts to model compound hazards such as post-fire floods are relatively new, and existing models do not consider the role of flood control infrastructure, such as debris retention basins and flood channels, in the development of post-fire floods. Here we present data sources and calibration methods to estimate sediment-laden flood hazards downstream of infrastructure on a catchment-by-catchment basis using the Post-Fire Flood Hazard Model (PF2HazMo), a stochastic modeling approach that utilizes continuous simulation to resolve the effects of antecedent conditions and system memory. Data sources provide parameter ranges needed for stochastic modeling, and several performance measures are considered for model calibration. With application to three catchments in Southern California, we show that PF2HazMo predicts the median of the simulated distribution of peak bulked flows within the 95% confidence interval of observed flows, with an order of magnitude range in bulked flow estimates depending on the performance measure used for calibration. Using infrastructure overtopping data from a post-fire wet season, we show that PF2HazMo accurately predicts the number of flood channel exceedances. Model applications to individual watersheds reveal whether existing infrastructure is undersized to contain present-day and future overtopping hazards based on current design standards.

opencc-zeroApr 2024View details →

opencc-by-4.0Jan 2021View details →

Data for the Article: Cross-validation of a semantic segmentation network for natural history collection specimens

This deposit contains six datasets which were used for testing and validating a semantic segmentation network. The purpose was to evaluate the suitability of the segmentation network for use in the processing of images from Natural History Collections.

opencc-by-4.0Nov 2021View details →

AIoTes DS Validation Profile

This dataset contains the demographic information of the AIoTes validation interviews participants

opencc-by-4.0Nov 2021View details →

Code to generate figures 3 and 4 of: "A comprehensive LFQ benchmark dataset to validate data analysis pipelines on modern day acquisition strategies in proteomics."

Code to generate figures 3 and 4 of the manuscript titled "A comprehensive LFQ benchmark dataset to validate data analysis pipelines on modern day acquisition strategies in proteomics."

Fig. 5 in Validity of Epigonus megalops (Perciformes: Epigonidae), Redescription of E. atherinoides, and First Record of E. draco from the Central South Pacific

Fig. 5. Position of uppermost margin of pectoral-fin base in two similar species. A: E. megalops, USNM 147374, paratype, 116.0 mm SL; B: E. ctenolepis, FUMT-P 1567, holotype, 98.0 mm SL.

Fig. 1 in Validity of Epigonus megalops (Perciformes: Epigonidae), Redescription of E. atherinoides, and First Record of E. draco from the Central South Pacific

Fig. 1. Epigonus megalops (A–B) and E. atherinoides (C–E). A: E. megalops, USNM 70255, holotype, 125.3 mm SL, Philippines; B: E. megalops, USNM 147374, paratype, 116.0 mm SL, Philippines; C: E. atherinoides, USNM 51601, holotype, 93.9 mm SL, Hawaiian Islands; D: E. atherinoides, CSIRO H 2603-01, 122.2 mm SL, Western Australia; E: E. atherinoides, MNHN 2014-0854, 101.0 mm SL, Society Islands.

Fig. 3 in Validity of Epigonus megalops (Perciformes: Epigonidae), Redescription of E. atherinoides, and First Record of E. draco from the Central South Pacific

Fig. 3. Distributional records of Epigonus megalops (open stars), E. atherinoides (open circles = previous studies; solid circles = present study), and E. draco (open triangles = previous studies; solid triangles = present study).

Fig. 2 in Validity of Epigonus megalops (Perciformes: Epigonidae), Redescription of E. atherinoides, and First Record of E. draco from the Central South Pacific

Fig. 2. Dorsal view of snout of Epigonus megalops, USNM 70255, holotype, 125.3 mm SL (arrows point to maxillary mustache-like processes).

Fig. 6 in The Validity of Helcogramma ishigakiensis (Aoyagi, 1954) and a Synopsis of Species of Helcogramma from the Ryukyu Islands, Southern Japan (Perciformes: Tripterygiidae)

Fig. 6. Mandibular sensory pore system of species of Helcogramma in the Ryukyu Islands. A, Helcogramma aquila (HMNH-P 9148, male, 34.4 mm SL); B, H. fuscipectoris (KAUM–I. 24444, male, 28.7 mm SL); C, H. inclinata (KAUM–I. 6522, male, 50.9 mm SL); D. H. ishigakiensis (KAUM–I. 17519, male, 50.0 mm SL); E, H. rhinoceros (KAUM–I. 32332, male, 26.9 mm SL); F, H. striata (KAUM–I. 30110, male, 37.1 mm SL). Scale bars 2 mm.

Fig. 3 in The Validity of Helcogramma ishigakiensis (Aoyagi, 1954) and a Synopsis of Species of Helcogramma from the Ryukyu Islands, Southern Japan (Perciformes: Tripterygiidae)

Fig. 3. Underwater photographs of Helcogramma ishigakiensis. A, male; B, female; C, female (left) and male (right); D, female (front) and male (back), north of Ho-Syuu, Onna, Okinawa-jima island, Ryukyu Islands, 3–7 m, 13 (A), 19 (C–D) May 2013. Photos by T. Katano.

Fig. 2 in The Validity of Helcogramma ishigakiensis (Aoyagi, 1954) and a Synopsis of Species of Helcogramma from the Ryukyu Islands, Southern Japan (Perciformes: Tripterygiidae)

Fig. 2. Color photographs of fresh and preserved specimens of Helcogramma ishigakiensis. A–B, KAUM–I. 40381, male, 43.3 mm SL, Yoron-jima island; C–D, KAUM–I. 17519, male, 50.0 mm SL, Amami-oshima island; E–F, KAUM–I. 17520, female, 51.9 mm SL, Amamioshima island; G, preserved specimen, same as A–B; H, preserved specimen, same as E–F.

Fig. 5 in The Validity of Helcogramma ishigakiensis (Aoyagi, 1954) and a Synopsis of Species of Helcogramma from the Ryukyu Islands, Southern Japan (Perciformes: Tripterygiidae)

Fig. 5. Color photographs of fresh (A, C–J) and preserved (B) specimens of Helcogramma in the Ryukyu Islands. Helcogramma aquila, A, HMNH-P 9144, male, 35.0 mm SL, B, HMNH-P 4409, female, 32.5 mm SL; H. fuscipectoris, C, KAUM–I. 63398, male, 22.6 mm SL, D, KAUM–I. 63399, female, 24.2 mm SL; H. inclinata, E, KAUM–I. 29669, male, 42.5 mm SL, F, KAUM–I. 30625, female, 49.2 mm SL; H. rhinoceros, G, KAUM–I. 51381, male, 27.2 mm SL; H, KAUM–I. 63467, female, 29.4 mm SL; H. striata, I, KAUM–I. 37748, male, 38.5 mm SL, J, KAUM–I. 29515, female, 33.5 mm SL.

Fig. 6 in The Australian Sinistral Flounder Arnoglossus aspilos praeteritus (Actinopterygii: Pleuronectiformes: Bothidae) Reassigned as a Valid Species of Engyprosopon

Fig. 6. Radiographs of caudal skeletons of Engyprosopon praeteritus (A, holotype, AMS IA. 4142, male, 57 mm SL; B, CSIRO A 1336, 69.0 mm SL) and Arnoglossus aspilos (C, HUMZ 185346, 96.5 mm SL). The hypural bones are split in A and B, and fused in C.

Fig. 5 in The Australian Sinistral Flounder Arnoglossus aspilos praeteritus (Actinopterygii: Pleuronectiformes: Bothidae) Reassigned as a Valid Species of Engyprosopon

Fig. 5. Lateral line scale on ocular side (A), CSIRO A 1334,73.2 mm SL and first gill arch (B), CSIRO A 1332, 73.1 mm SL of Engyprosopon praeteritus.

Fig. 4 in The Australian Sinistral Flounder Arnoglossus aspilos praeteritus (Actinopterygii: Pleuronectiformes: Bothidae) Reassigned as a Valid Species of Engyprosopon

Fig. 4. Relationships between body depth in SL and SL (A) and between interorbital width in head length and SL (B). Engyprosopon praeteritus: holotype (△), paratypes(▲) and present specimens (■); Arnoglossus aspilos (●).

Fig. 1 in The Australian Sinistral Flounder Arnoglossus aspilos praeteritus (Actinopterygii: Pleuronectiformes: Bothidae) Reassigned as a Valid Species of Engyprosopon

Fig. 1. Collection localities of type series and present specimens of Engyprosopon praeteritus. H, holotype; P, paratypes. Numerals refers to number of specimens.