cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/tdn9cw7mrm.1
title: Ornamental fish dataset from an underwater environment

description: In underwater environments, there are more than 33,000 species of fish, which are identified by different visual characteristics, such as the shape, color, and shape of the head. These characteristics are difficult to identify for ordinary people, therefore scientists and aquaculturists are using photographic and video cameras as tools to quantify the species and identify the state and shape. Providing these tools with computer vision algorithms and deep learning techniques, since recorded images of fish can be time-consuming and expensive to process and analyze manually, it is an interesting problem for researchers. However, the use of these techniques depends on the visual characteristics extracted by the set of images with which it has been trained. This article presents an image data set of 3 different fish species, Goldenfish (Carassius auratus), Molly (Poecilia sphenops), and Zebra (Danio rerio), obtaining a different number of images per species. The data were obtained by means of a camera in a natural environment where the species, housed in the environment protected by the aquaculturist.
DOI: 10.17632/wzd9p9ghk4.1
title: Coordination Between Two Branches of The Unfolded Protein Response Determines Apoptotic Cell Fate. Chang et al.

description: Raw data from "Coordination Between Two Branches of The Unfolded Protein Response Determines Apoptotic Cell Fate". Chang et al., 2018.
DOI: 10.17632/y6fby48ys6.1
title: Quartz reactivity

description: Including the improved code, model input files, and figure data
DOI: 10.17632/d6x6hw8gyh.1
title: Motorcycle Crime Gangs in CCTV Video Footage

description: The dataset includes two classes of videos: those capturing normal motorcycle movements and those capturing motorcycle gang movements. The filename indicates the type of movement, with "normal" or "gang" serving as the respective labels. The normal motorcycle movements were recorded from public closed-circuit television (CCTV) cameras in urban areas at different times, while the gang activities were sourced from YouTube and mostly recorded at night. The dataset comprises 20 gang videos and 94 normal videos. The normal videos' duration is relatively shorter than the gang videos to balance the dataset.
DOI: 10.17632/r89vgzrkvt.1
title: MASLD data from UK biobank

description: Beyond body weight: Diversified presentation of MASLD in lean, overweight, and obese participants
DOI: 10.17632/nk2vnssfj6.1
title: What were they thinking?

description: Journal entries by Indian middle school students about a thinking routines class
DOI: 10.17632/5ssmfpgrpc.1
title: Photovoltaic module dataset for automated fault detection and analysis in large photovoltaic systems using photovoltaic module fault detection

description: The PVMD dataset has 3-category of 1000 images, which includes both permanent and temporal anomalies in solar cells of PV module such as hotspots, cracks, and shadings. The dataset was collected on September 5, 2024 at the Soshanguve South Campus, Tshwane University of Technology, South Africa using DJI Mavic 3 Thermal’s high-resolution thermal and visual imaging capabilities. The PVMD dataset comprises three folders, namely Hotspots, Cracks, and Shadings. The folder name is the name of the particular anomaly in it. The Hotspots folder comprises 350 thermal generated images; the Cracks folder comprises 350 thermal generated images; and the Shadings folder comprises 300 thermal generated images. The dataset collection aims to provide supervised and publicly available dataset good enough to support research method in providing a comprehensive and efficient approach to monitoring and maintaining large PV systems.
DOI: 10.17632/8dpt85jrhp.2
title: NCC-2 Dataset: Simultaneous Botnet Dataset

description: This dataset simulates botnet assaults by utilizing botnet activity from CTU-13 [1] and NCC [2]. The simulation extracts all scenarios from the two datasets to determine attack activity, attack phases, and the time difference between attacks and normal activities [3]. The output of the dataset is stored as bidirectional network flow (binetflow) files. The proposed dataset contains 18 features that are used to identify network traffic as network headers. This dataset contains simultaneous botnet activity compared to the case of multiple attack activity carried out in short time intervals. Simultaneous attack activity is a more advanced analytical characteristic compared to sporadic attacks on CTU-13 and periodic attacks on NCC. Sporadic botnets carry out attack activities that peak at random periods. Periodic botnets have organized assault arrival times to identify attack activity in each time segment [4]. Botnet attacks with simultaneous characteristics are significantly more intense than sporadic and periodic attacks. The characteristics of simultaneous attacks will compel a security system with limited resources to deal with many attacks at the same time in a very short time period. Different sensor detection methods can identify the same type of bot or attack behavior in parallel with simultaneous activities.
DOI: 10.17632/vjvsw59x59.1
title: Labor mobility in a monetary union

description: Replication files for 'Labor mobility in a monetary union' by Daniela Hauser and Martin Seneca
DOI: 10.17632/2rfkjhx3cn.1
title: Use Case Points Benchmark Dataset

description: This dataset was gathered by us from three software houses. This is real-life dataset. Use Case points method as originated by Karner was used for counting a steps or number of actors. Attributes are used as follows: Project_No - only project ID for identification purposes Simple Actors - Number of actor classify according UCP - simple actors. Average Actors - Number of actor classify according UCP - average actors. Complex Actors - Number of actor classify according UCP - complex actors. UAW - Unadjusted Actor weight, computed by using UCP equation. Simple UC - Number of use cases classified as simple - UCP number of steps is used. Average UC - Number of use cases classified as average - UCP number of steps is used. Complex UC - Number of use cases classified as complex - UCP number of steps is used. UUCW - Unadjusted UseCase Weight - computed by using UCP equation. TCF - Technical Complexity Factor ECF - Enviromental Complexity Factors Real_P20 - Real_P20 - Real Effort in Person hours, decided by productivity factor (PF = 20). Real_Effort_Person_Hours - Real Effort (development time) in person-hours. Sector - Problem domain of project Language - Programming language used for project. Methodology - Development methodology used for project development. ApplicationType - Classification of project type - provided by donator. DataDonator - anonymized acronym for data donator.
DOI: 10.17632/r3tb5mzn4d.2
title: Eggplant Disease Recognition Dataset

description: 1. Eggplant contains a significant amount of nutritious fiber, which is an essential component in a healthy diet as it helps our digestive process run smoothly. Adequate fiber in our diet can also assist in controlling blood sugar, preventing spikes, and providing resistance to spikes and crashes. 2. Per 100 grams of eggplant, it contains approximately 2.9 grams of fat, 0.8 grams of minerals, 13 grams of carbohydrates, 42 kilocalories of energy, 1.8 grams of protein, 28 milligrams of calcium, 0.9 milligrams of iron, 850 micrograms of carotene, 0.12 milligrams of vitamin B1, 0.08 milligrams of vitamin B2, and 22 grams of sugar, among other nutrients. 3. Eggplant can help reduce the risk of heart diseases and many other cardiovascular problems as it is known to decrease damage caused by free radicals. 4. Eggplant is indeed a highly popular vegetable in Bangladesh, and its cultivation has become economically significant for many farmers. When it comes to cultivating eggplants, it's essential for farmers to be aware of the various challenges, including pest attacks. 5. Protecting eggplants from pests is crucial for a successful harvest. There are various pests that can attack eggplant plants, and farmers need to take measures to safeguard their crops. This may involve using pesticides, implementing integrated pest management techniques, or adopting organic farming methods to minimize the use of chemicals and ensure healthy eggplant yields. 6. Diseases in crops are a widespread problem in agricultural production, and they have an adverse impact on the quality and productivity of the crops. Due to non-biological environmental factors, eggplant diseases adversely affect the yield and quality of eggplants, causing significant economic losses to farmers. The traditional identification of crop diseases is often time-consuming, labor-intensive, ineffective, and subjective. 7. In recent times, computer vision has shown great promise in conducting the classification and identification tasks of this kind. 8. Seven distinct kinds of eggplant classes are shown in this large dataset, which can be used to develop machine vision-based techniques: Healthy Leaf, Insect Pest Disease, Leaf Spot Disease, Mosaic Virus Disease, Small Leaf Disease, White Mold Disease, and Wilt Disease. 9. In reality, 1400 images of eggplants were initially collected from the field. Subsequently, to increase the quantity of data points, various image processing techniques were applied, such as shifting, flipping, zooming, shearing, brightness enhancement, and rotation, resulting in a total of 9800 augmented images derived from the original images.
DOI: 10.17632/cvr6vv2zps.1
title: Laser absorption spectroscopy of iodine between 915 and 985 nm

description: Raw data of transmission spectrum between 915 and 985nm + atlas of identified iodines lines.
DOI: 10.15468/dl.crmqmc
title: Occurrence Download

description: A dataset containing 2632 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus emarginata (Douglas ex Hook.) Eaton",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 2632 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009321-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mz49mz
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Areca dransfieldii Heatubun"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012768-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1y61wq
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "TaxonKey is Apodemus agrarius (Pallas, 1771)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 2 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012924-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jydmjp
title: Occurrence Download

description: A dataset containing 4067 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Benthic communities and environmental parameters in three Mediterranean ports (Sardinia, Crete, Tunisia)"
 ]
}

 The dataset includes 4067 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110495-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gy3e4d
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Attalea maracaibensis Mart."
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0344053-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2dzaq
title: Occurrence Download

description: A dataset containing 1031 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sphenarium purpurascens Charpentier, 1845"
 ]
}

 The dataset includes 1031 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067291-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ebneyk
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aedes koreicus (Edwards, 1917)"
 ]
}

 The dataset includes 139 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012928-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b52faa
title: Occurrence Download

description: A dataset containing 11126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 11.5173247315772",
 "DecimalLongitude is less than 11.5203842847616",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 11126 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012705-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8b8g32
title: Occurrence Download

description: A dataset containing 318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Ecuador",
 "TaxonKey is Microlophus albemarlensis (Baur, 1890)"
 ]
}

 The dataset includes 318 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124378-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzwavq
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "TaxonKey is Microtus fortis Büchner, 1889",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 29 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012932-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzkuhu
title: Occurrence Download

description: A dataset containing 1453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 11.5265033911304",
 "DecimalLongitude is less than 11.5295629443148",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1453 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012719-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnx86j
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lagopoecus colchicus Emerson, 1949)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042252-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmq59j
title: Occurrence Download

description: A dataset containing 2502 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Ecuador",
 "TaxonKey is Phoebastria irrorata (Salvin, 1883)"
 ]
}

 The dataset includes 2502 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124379-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oiob0s
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parnassius simo Gray, 1853"
 ]
}

 The dataset includes 173 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012934-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5k3p7
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhodobium porosum (Sanderson, 1900))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 95 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042253-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8qfu8
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aristolochia chlamydophylla C.Y.Wu ex S.M.Hwang"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012786-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2s1ny
title: Occurrence Download

description: A dataset containing 1013 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepus alleni Mearns, 1890"
 ]
}

 The dataset includes 1013 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026403-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uthhqb
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parnassius staudingeri shigarensis O.Bang-Haas, 1935"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012933-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.89u7um
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alvaradoia disjecta (Rothschild, 1920)"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091527-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qodk6v
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parnassius simo avinoffi Verity, 1911"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012935-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqmdrh
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aquilegia kozakii Masam."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012803-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gvn6a
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-86.19228 0.36851,-65.80772 0.36851,-65.80772 14.63149,-86.19228 14.63149,-86.19228 0.36851))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Unonopsis aviceps Maas"
 ]
}

 The dataset includes 99 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100913-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uajj3p
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parnassius stoliczkanus Felder & Felder, 1865"
 ]
}

 The dataset includes 122 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012950-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ehjsa3
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Astylosternus rheophilus Amiet, 1978"
 ]
}

 The dataset includes 31 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020622-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqs3k8
title: Occurrence Download

description: A dataset containing 6022 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Desmodus rotundus (E.Geoffroy, 1810)"
 ]
}

 The dataset includes 6022 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0344057-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yp56ea
title: Occurrence Download

description: A dataset containing 1104085 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Elevation 0.0-6032.0m",
 "Country is Mexico",
 "Year 1985-2019",
 "HasCoordinate is true",
 "TaxonKey is Tracheophyta",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1104085 records from 371 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012913-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.