cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.18150/p4eez1
title: Effect of quality on performance of hydrophobic ZIF-67 upon high-pressure water intrusion–extrusion

description: Original datasets of transmission electron microscopy (TEM), x-ray diffraction (XRD) and intrusion-extrusion isotherms for ZIF-67 materials:1.10.31.43 CCD Acquire - raw transmission electron data of ZIF-67_HQ (Figure 2 in the main manuscript)2. 18.13.51 CCD Acquire - raw transmission electron data of ZIF-67_LQ (Figure 2 in the main manuscript)3.ZIF-67_HQ_1st cycle - raw data for PV-isotherm for the first cycle of ZIF-67_HQ sample4.ZIF-67_HQ_10thcycle - raw data for PV-isotherm for the 10th cycle of ZIF-67_HQ sample5.ZIF-67_LQ_1stcycle - raw data for PV-isotherm for the first cycle of ZIF-67_LQ sample6.ZIF-67_LQ_10thcycle - raw data for PV-isotherm for the 10th cycle of ZIF-67_LQ sample7.HQ_ZIF67 - raw X-ray diffraction pattern data for ZIF-67_HQ sample8.LQ_ZIF-67 - raw X-ray diffraction pattern data for ZIF-67_LQ sampleCombined comparison of TEM and XRD vs intrusion-extrusion isotherms for ZIF-67 allows highlighting how the quality of ZIF-67 affects the energetic performance of this material in the intrusion-extrusion cycle.
DOI: 10.15468/dl.yxtzjr
title: Occurrence Download

description: A dataset containing 383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Pakistan",
 "TaxonKey is Tringa totanus (Linnaeus, 1758)"
 ]
}

 The dataset includes 383 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007749-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60656/b0412650501f4c58
title: Custom collection of lidar data from Hyytiälä on 20 Feb 2022
DOI: 10.15468/dl.hkm72d
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iris jacquinii (Schrank)",
 "Geometry POLYGON((-4.57907617500001 39.884719509, -4.57907617500001 41.165844755, -3.05298331400002 41.165844755, -3.05298331400002 39.884719509, -4.57907617500001 39.884719509))"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007811-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72tswv
title: Occurrence Download

description: A dataset containing 788 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erythrina variegata L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 788 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007751-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3um5c
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((118.91919 27.56768,151.08081 27.56768,151.08081 40.43232,118.91919 40.43232,118.91919 27.56768))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Helicodontium doii (Sakurai) Taoda"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007752-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnhrum
title: Occurrence Download

description: A dataset containing 293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Country is one of (Australia, French Polynesia, Indonesia, Philippines, China, India, Thailand, Sri Lanka)",
 "TaxonKey is Vitex trifolia L."
 ]
}

 The dataset includes 293 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007813-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r8x92n
title: Occurrence Download

description: A dataset containing 59301555 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((83.50235 23.56362,88.50236 23.56362,93.50236 23.56362,93.50236 18.56362,98.50236 18.56362,103.50236 18.56362,103.50236 13.56362,103.50236 8.56362,103.50236 3.56362,103.50236 -1.43638,108.50236 -1.43638,113.50236 -1.43638,113.50236 3.56362,118.50236 3.56362,118.50236 8.56362,123.50236 8.56362,123.50236 13.56362,123.50236 18.56362,128.50236 18.56362,128.50236 23.56362,133.50236 23.56362,133.50236 28.56362,133.50236 33.56362,128.50236 33.56362,128.50236 38.56362,133.50236 38.56362,133.50236 43.56362,138.50236 43.56362,138.50236 48.56362,138.50236 53.56362,133.50236 53.56362,128.50236 53.56362,128.50236 58.56362,123.50236 58.56362,118.50236 58.56362,118.50236 53.56362,113.50236 53.56362,113.50236 48.56362,108.50236 48.56362,108.50236 43.56362,103.50236 43.56362,98.50236 43.56362,98.50236 48.56362,93.50236 48.56362,93.50236 53.56362,88.50236 53.56362,83.50235 53.56362,83.50235 48.56362,78.50235 48.56362,78.50235 43.56362,73.50235 43.56362,68.50235 43.56362,68.50235 38.56362,68.50235 33.56362,73.50235 33.56362,73.50235 28.56362,78.50235 28.56362,78.50235 23.56362,83.50235 23.56362)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "LastInterpreted is less than or equal to 2025-03-08",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 59301555 records from 5720 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007724-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/kcr4hndftx.1
title: Video abstract - Disease Characteristics, Comorbidities, Treatment Patterns and Quality of Life Impact in Children <12 Years Old with Atopic Dermatitis: Interim Results from the PEDISTAD Real-World Registry 

description: Author video for the article: 
Paller AS, et al. Disease Characteristics, Comorbidities, Treatment Patterns and Quality of Life Impact in Children <12 Years Old with Atopic Dermatitis: Interim Results from the PEDISTAD Real-World. J Am Acad Dermatol. 2022 Jan 23;S0190-9622(22)00092-5. doi: 10.1016/j.jaad.2022.01.018.
DOI: 10.17632/ffgp73gfsr.1
title: Cherry Tomato Datasets

description: We collected five types of cherry tomatoes images in the greenhouse and labeled them as object detection dataset 1 and keypoint detection dataset 2.
DOI: 10.17632/mkzknbhhn3.1
title: Supplementary Material

description: Supplementary Material belonging to the JAAD article "Cumulative incidence and disease-specific survival of metastatic cutaneous squamous cell carcinoma: a nationwide cancer registry study".
DOI: 10.17632/rpwk3jgrh4.1
title: PROJETO DO PERFIL GEOMÉTRICO DA TUBEIRA DE UM MOTOR DE FOGUETE LÍQUIDO UTILIZANDO O MÉTODO DAS CARACTERÍSTICAS

description: Anais do II Simpósio Gaúcho de Engenharia Aeroespacial e Mecânica, UFSM
Santa Maria, RS, 24 a 26 de outubro de 2023
DOI: 10.17632/ssnc74xm6r.1
title: CIC-DDoS2019 Dataset

description: Distributed Denial of Service (DDoS) attack is a menace to network security that aims at exhausting the target networks with malicious traffic. Although many statistical methods have been designed for DDoS attack detection, designing a real-time detector with low computational overhead is still one of the main concerns. On the other hand, the evaluation of new detection algorithms and techniques heavily relies on the existence of well-designed datasets. In this paper, first, we review the existing datasets comprehensively and propose a new taxonomy for DDoS attacks. Secondly, we generate a new dataset, namely CICDDoS2019, which remedies all current shortcomings. Thirdly, using the generated dataset, we propose a new detection and family classification approach based on a set of network flow features. Finally, we provide the most important feature sets to detect different types of DDoS attacks with their corresponding weights.

The dataset offers an extended set of Distributed Denial of Service attacks, most of which employ some form of amplification through reflection. The dataset shares its feature set with the other CIC NIDS datasets, IDS2017, IDS2018 and DoS2017

original paper link: https://ieeexplore.ieee.org/abstract/document/8888419
kaggle dataset link: https://www.kaggle.com/datasets/dhoogla/cicddos2019
DOI: 10.17632/4fg7sp5rj8.1
title: Data for: High iodine effects proliferation, apoptosis and migration of papillary thyroid carcinoma cells through autophagy induced by BRAF kinase
DOI: 10.17632/363csnhzmd.2
title: Brain_Stroke CT-Images

description: The data set has three categories of brain CT images named: train data, label data, and predict/output data.
DOI: 10.17632/zvp3986f5b.1
title: A Systematic Mapping Study on Software Quality Control Techniques for Assessing Privacy

description: This repo contains the data used in a systematic mapping study on SQC techniques for detecting privacy-related anomalies in information systems throughout their development process. Please read the associated paper for a full understanding of this data.
DOI: 10.17632/hszkjpk84w.1
title: Dataset of MEMG coordination and trading submission

description: Dataset of MEMG coordination and trading submission
DOI: 10.17632/r67bzxhxn5.2
title: Adult auditory brain responses to nestling begging calls in seasonal songbirds: an fMRI study in non-parenting male and female starlings (Sturnus vulgaris)

description: fMRI experiment in 11 male and 9 female European starlings (Sturnus vulgaris) once in the breeding and once in the non-breeding season. Stimulus used were begging calls, conspecific warble motifs and artificial pure tones. fMRI timeseries was acquired using a randomized block design on a 7T MRI scanner. fMRI data are provided in the nifti format.
DOI: 10.15468/dl.vpdy88
title: Occurrence Download

description: A dataset containing 162631 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cicadellidae",
 "Year 1970-2000"
 ]
}

 The dataset includes 162631 records from 251 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009289-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/jydmnwgkkz.1
title: Supporting datasets for 3D Vs model of eastern North China

description: The datasets include the Rayleigh wave phase velocity and the Z/H ratio used for inverting S wave velocity in our study. The final 3D S wave model is also provided in the folder. The detailed instructions for the files are described in the readme file.
DOI: 10.17632/vv3zgwwpk3.1
title: data on foot and plantar pressure and gait cycle

description: Although the foot is involved in load bearing and shock absorption, foot pressure (FP), ground contact area (CA), and gait cycle (GC) in flatfeet (FF) have not been examined in detail. We aimed to analyze the influence of FF on FP, CA, and GC. We included 20 and 21 women with FF and normal feet (NF), respectively. A Footscan plantar pressure plate (RSscan International, Belgium) was used to analyze FP, CA, and GC. FP was applied to the unit area of 10 total foot regions. GC analysis was performed using phase-time measurements by dividing the GC into four phases. In the analysis, FP and CA between the FF and NF groups were compared. A comparison of GC was similarly carried out between the two groups. The FF group showed significantly higher FP values of toe and midfoot measurements than those seen in the NF group (p &lt; 0.05). We also observed significantly higher CA values of toe, metatarsal, and midfoot measurements in the women with FF than in those with NF (p &lt; 0.05). GC did not differ significantly between the groups.
DOI: 10.17632/k59vgvhhkg.1
title: Data for: Momentum Turning Points

description: Data and programs for "Momentum Turning Points" by Goulding, Harvey, and Mazzoleni.
DOI: 10.17632/tpy7pk8sbc.1
title: Dataset for HP PCM, MF PCM and HP MF PCM 

description: Dataset for HP PCM, MF PCM, and HP MF PCM
DOI: 10.17632/shny5k9f4b.1
title: A Comprehensive Dataset of Complete Kurdish Handwritten Characters and Digits

description: The Kurdish language is written using two different styles of writing. Currently, it is written in Latin in Turkey and Syria, and Arabic in Iraq and Iran. Our dataset solely looks at Sorani (Central Kurdish) and mostly written with 34 characters and distributed over 4 different forms using a modified Arabic script. Since the Sorani script is written in a cursive way, the shape of each letter changes depending on its position within a word whether isolated, initial, medial, or final. Hopefully, our dataset has all the character forms.
This work introduces two comprehensive datasets: one encompassing the full set of Kurdish characters in the Central Kurdish script and another dedicated to handwritten digits. To collect handwritten samples systematically, each character set was printed on A4 sheets arranged in a grid of 12 × 14 cells, for each letter and digit, 84 copies of the sets have been prepared, guaranteeing a comprehensive and varied set of data and providing clear instructions for volunteers. Once the sheets were filled out, they underwent a thorough review to ensure accuracy. The forms were then scanned using high-quality equipment to capture the handwriting details effectively. Following the scanning process, Python programming was employed to segment, extract, and resize each character for further analysis. A total of 123,984 samples were collected, primarily from volunteer students and staff from various universities in Erbil, contributing to the diversity of the dataset.
The dataset includes handwritten images of Central Kurdish characters in their isolated, initial, medial, and final forms, along with digits from 0 to 9. Each character and digit have 1,008 samples. During the processing phase, every letter or digit was cropped into a separate image and saved in a dedicated folder, with each image assigned a unique ID. All images across the dataset were standardized in size.
Assigning Labels and Arrangements
The labeling process involved assigning three numbers to each image, separated by underscores. The first number represents the letter’s ID based on its alphabetical order. The second number corresponds to the form set, with 84 sets representing different groups of writers. The third number indicates the character’s or digit’s position in the form, ranging from 1 to 12, following a left-to-right order. For example, an image labeled "37_13_5.jpg" signifies that the character is the initial form of Pe (پـ), and the image occupies the fifth position in the form. Each letter was stored in a corresponding folder with 1,008 images for that specific letter or digit.
DOI: 10.17632/jvpbh5bygv.1
title: Supporting information for "Peri-Siberian Ordovician to Devonian tectonic switching in the Olkhon Terrane (southern Siberia): structural and geochronological constraints"

description: This supporting material contains two supplemental tables (Table S1 to S2) and a supplemental figure (Figure S1). Table S1 shows the LA-ICP-MS monazite and zircon U-Pb data for the key samples of the Olkhon Terrane. Table S2 displays the biotite 40Ar/39Ar stepwise heating data of the Olkhon Terrane. Figure S1 shows the BSE images of monazite grains and CL images of zircon grains of LA-ICP-MS analyzed.
DOI: 10.17632/6dvpywm2m2.1
title: MLD24: An image dataset for mango leaf disease detection

description: This dataset contains images of Mango leaf disease. Images were collected from different mango orchards of Kushtia, Dhaka, Bangladesh. The following (.zip) folder contains eight classes. Among them, seven are the diseased classes, and one healthy class. The diseased classes are Anthracnose, Bacterial Canker, Cutting Weevil, Die Back, Gall Midge, Powdery Mildew, and Sooty Mould. This is a balanced dataset, each of the classes contains 800 images. The images are compressed from 3024 × 4032 pixels to 240 × 240 pixels to compress the large memory size of the data. This dataset is a significant addition to the plant pathology and data science community.

Image Size: 240 × 240 pixels
Data Format: .jpg
Number of images: 6400 (each class contains 800 images)
Number of classes: 8
Name of the classes: Anthracnose, Bacterial Canker, Cutting Weevil, Die Back, Gall Midge, Powdery Mildew, Sooty Mould and Healthy
Device Details: Images captured by iPhone-SE
DOI: 10.17632/vxbdycvcj9.1
title: EFFECT OF SUBOCCIPITAL MYOFASCIAL RELEASE ON HAMSTRING MUSCLE LENGTH, PAIN AND DISABILITY IN PATIENTS WITH ANTEROLISTHESIS

description: ABSTRACT BACKGROUND- Anterolisthesis presents with tightness of hamstring muscle which is a major contributing factor for low back pain and disability. Sub occipital myofascial release decreases tension in the fascia and helps to amend the muscle imbalance. Purpose- The purpose of the study is to find out the effect of suboccipital myofascial release on hamstring tightness along with pain and disability associated with Anterolisthesis Methods- Patients (32) who were already diagnosed by medical practitioners with Grade 1 and 2 anterolisthesis taken in the study and sequentialy allocated into suboccipital myofascial release group and conventional group on the basis of selection criteria. Modified Oswestry disability Index(MODI) was used to measure the patients functional disability, muscle tightness was measured by Popliteal Angle( PA). Numeric Pain Rating Scale was used for to measure the intensity of pain. The experimental group received suboccipital myofascial release along with core strengthening exercises for 4 times a week for 4 weeks. The Control group received conventional physiotherapy with included hydrocollator pack for 15 minutes and passive static stretching of muscles for 5 repititions with 30 secs hold. Pre and post assessments were taken for all the outcome measures and the assessments were taken at baseline, 2 weeks and after 4 weeks. Resuls- Both the groups showed improvement, however the effect size of Group 1 was larger for all the three variables in comparison to Group 2. The mean change scores also better in Experimental group was as compared to the control group. CONCUSION- The present study provides an evidence that for Grade 1 and 2 Anterolisthesis, suboccipitalis myofascial release along with core strengthening excercises can be applied to reduce pain and improve functional abilities. Keywords- Hamstring muscles, low back pain, pain measurement.
DOI: 10.17632/5mb3j5953f.1
title: Development Aid Contracts Database: World Bank, Inter-American Development Bank, and EuropeAid

description: The Development Aid Contracts Database presents government contracts funded by the World Bank, Inter-American Development Bank and EuropeAid, principally from the years 2000-2017. The contract-level data were directly collected from the official contract publication sites of these organisations using webscraping methods. While the source publication formats are diverse both over time and across publishers, we standardized and harmonized the datasets so that they can be analysed jointly. The datasets contain key information on the contracting parties (e.g. buyer and supplier names) the contract’s content (e.g. contract value and product description) and details of the contracting process (e.g. contract award date or the procedure followed). In addition, it also contains information on the development aid projects of the contracts (e.g. project title and value). The data has wide reuse potential for researchers looking for detailed micro-level information on how major development aid spending takes place and what impacts it has. This database underlies the research article “Anti-corruption in aid-funded procurement: Is corruption reduced or merely displaced?” (Dávid-Barrett, Elizabeth, and Mihály Fazekas, 2020) which develops corruption risk indicators using the dataset presented.
DOI: 10.17632/tzydswhhb5.4
title: Multi-omics resolves a sharp disease-state shift between mild and moderate COVID-19. Su et al

description: We present an integrated analysis of the clinical measurements, immune cells and plasma multi-omics of 139 COVID-19 patients representing all levels of disease severity, from serial blood draws collected during the first week of infection following diagnosis. We identify a major shift between mild and moderate disease, at which point elevated inflammatory signaling is accompanied by the loss of specific classes of metabolites and metabolic processes. Within this stressed plasma environment at moderate disease, multiple unusual immune cell phenotypes emerge and amplify with increasing disease severity. We condensed over 120,000 immune features into a single axis to capture how different immune cell classes coordinate in response to SARS-CoV-2. This immune-response axis independently aligns with the major plasma composition changes, with clinical metrics of blood clotting, and with the sharp transition between mild and moderate disease. This study suggests that moderate disease may provide the most effective setting for therapeutic intervention.
DOI: 10.17632/z78ghz96bn.1
title: fragmented rocks by blasting

description: 226 images of fragmented rocks from various blasts, carried out at Gole-Gohar iron ore mine, Iran were used to prepare a data set. The rock type and number of images for each type are presented in Table Number of Images Rock Type 75 Hematite 4 Hematite and magnetite 56 Magnetite 13 Amphibole 52 Quartz schist 18 Gneiss 8 Sand and gravel