cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/rp73yg93n8.6
title: Fruits-360 dataset

description: Fruits-360: A dataset of images containing fruits, vegetables, nuts and seeds

Version: 2025.04.21.0

The following fruits, vegetables, nuts and seeds are included: Apples (different varieties: Crimson Snow, Golden, Golden-Red, Granny Smith, Pink Lady, Red, Red Delicious), Apricot, Avocado, Avocado ripe, Banana (Yellow, Red, Lady Finger), Beans, Beetroot Red, Blackberry, Blueberry, Cabbage, Caju seed, Cactus fruit, Cantaloupe (2 varieties), Carambula, Carrot, Cauliflower, Cherimoya, Cherry (different varieties, Rainier), Cherry Wax (Yellow, Red, Black), Chestnut, Clementine, Cocos, Corn (with husk), Cucumber (ripened, regular), Dates, Eggplant, Fig, Ginger Root, Goosberry, Granadilla, Grape (Blue, Pink, White (different varieties)), Grapefruit (Pink, White), Guava, Hazelnut, Huckleberry, Kiwi, Kaki, Kohlrabi, Kumsquats, Lemon (normal, Meyer), Lime, Lychee, Mandarine, Mango (Green, Red), Mangostan, Maracuja, Melon Piel de Sapo, Mulberry, Nectarine (Regular, Flat), Nut (Forest, Pecan), Onion (Red, White), Orange, Papaya, Passion fruit, Peach (different varieties), Pepino, Pear (different varieties, Abate, Forelle, Kaiser, Monster, Red, Stone, Williams), Pepper (Red, Green, Orange, Yellow), Physalis (normal, with Husk), Pineapple (normal, Mini), Pistachio, Pitahaya Red, Plum (different varieties), Pomegranate, Pomelo Sweetie, Potato (Red, Sweet, White), Quince, Rambutan, Raspberry, Redcurrant, Salak, Strawberry (normal, Wedge), Tamarillo, Tangelo, Tomato (different varieties, Maroon, Cherry Red, Yellow, not ripened, Heart), Walnut, Watermelon, Zucchini (green and dark).
Dataset properties

Total number of images: 132739.

Training set size: 99508 images.

Test set size: 33231 images.

Number of classes: 194 (fruits, vegetables, nuts and seeds).

Image size: 100x100 pixels.

Filename format: image_index_100.jpg (e.g. 32_100.jpg) or r_image_index_100.jpg (e.g. r_32_100.jpg) or r2_image_index_100.jpg or r3_image_index_100.jpg. "r" stands for rotated fruit. "r2" means that the fruit was rotated around the 3rd axis. "100" comes from image size (100x100 pixels).

Different varieties of the same fruit (apple for instance) are stored as belonging to different classes.

Repository structure

Folders Training and Test contain images for training and testing purposes.

Alternate download
The Fruits-360 dataset can be downloaded from:

https://www.kaggle.com/moltean/fruits

https://github.com/fruits-360

How to cite
Mihai Oltean, Fruits-360 dataset, 2017-.

License:

C BY-SA 4.0

Copyright (c) 2017-, Mihai Oltean

You are free to: Share and Adapt.

Under the following terms: Attribution — You must give appropriate credit and ShareAlike.
DOI: 10.17632/rp73yg93n8.7
title: Fruits-360 dataset

description: Fruits-360: A dataset of images containing fruits, vegetables, nuts and seeds

Version: 2025.05.12.0

The following fruits, vegetables, nuts and seeds are included: Apples (different varieties: Crimson Snow, Golden, Golden-Red, Granny Smith, Pink Lady, Red, Red Delicious), Apricot, Avocado, Avocado ripe, Banana (Yellow, Red, Lady Finger), Beans, Beetroot Red, Blackberry, Blueberry, Cabbage, Caju seed, Cactus fruit, Cantaloupe (2 varieties), Carambula, Carrot, Cauliflower, Cherimoya, Cherry (different varieties, Rainier), Cherry Wax (Yellow, Red, Black), Chestnut, Clementine, Cocos, Corn (with husk), Cucumber (ripened, regular), Dates, Eggplant, Fig, Ginger Root, Goosberry, Granadilla, Grape (Blue, Pink, White (different varieties)), Grapefruit (Pink, White), Guava, Hazelnut, Huckleberry, Kiwi, Kaki, Kohlrabi, Kumsquats, Lemon (normal, Meyer), Lime, Lychee, Mandarine, Mango (Green, Red), Mangostan, Maracuja, Melon Piel de Sapo, Mulberry, Nectarine (Regular, Flat), Nut (Forest, Pecan), Onion (Red, White), Orange, Papaya, Passion fruit, Peach (different varieties), Pepino, Pear (different varieties, Abate, Forelle, Kaiser, Monster, Red, Stone, Williams), Pepper (Red, Green, Orange, Yellow), Physalis (normal, with Husk), Pineapple (normal, Mini), Pistachio, Pitahaya Red, Plum (different varieties), Pomegranate, Pomelo Sweetie, Potato (Red, Sweet, White), Quince, Rambutan, Raspberry, Redcurrant, Salak, Strawberry (normal, Wedge), Tamarillo, Tangelo, Tomato (different varieties, Maroon, Cherry Red, Yellow, not ripened, Heart), Walnut, Watermelon, Zucchini (green and dark).
Dataset properties

Total number of images: 136793.

Training set size: 102556 images.

Test set size: 34237 images.

Number of classes: 200 (fruits, vegetables, nuts and seeds).

Image size: 100x100 pixels.

Filename format: image_index_100.jpg (e.g. 32_100.jpg) or r_image_index_100.jpg (e.g. r_32_100.jpg) or r2_image_index_100.jpg or r3_image_index_100.jpg. "r" stands for rotated fruit. "r2" means that the fruit was rotated around the 3rd axis. "100" comes from image size (100x100 pixels).

Different varieties of the same fruit (apple for instance) are stored as belonging to different classes.

Repository structure

Folders Training and Test contain images for training and testing purposes.

Alternate download
The Fruits-360 dataset can be downloaded from:

https://www.kaggle.com/moltean/fruits

https://github.com/fruits-360

How to cite
Mihai Oltean, Fruits-360 dataset, 2017-.

License:

C BY-SA 4.0

Copyright (c) 2017-, Mihai Oltean

You are free to: Share and Adapt.

Under the following terms: Attribution — You must give appropriate credit and ShareAlike.
DOI: 10.17632/4x2jtpmtvg.1
title: Dataset of 7632 images of 53 Devanagari Alphabet Images Across 144 Spatial Positions in 5×5 Grids with 2×2 Sub grid Localization for Grid based Graphical Password Authentication.

description: The dataset is a structured image dataset designed to facilitate research in spatial localization, pattern recognition, and character classification. It contains high-resolution images of 53 distinct alphabet characters, each systematically placed within a standardized 5×5 grid layout.
Each 5×5 grid consists of 25 individual cells. Within each grid, we define 16 overlapping 2×2 sub-grids. These sub-grids serve as local regions of interest for fine-grained spatial analysis. In each 2×2 sub-grid, there are 9 specific positional locations where an alphabet image can be placed—cantered within or slightly offset relative to the subgrid to provide a range of spatial variation. This results in a total of 144 unique placement positions for each character across the entire 5×5 grid.
For every alphabet character, the dataset includes an image placed in each of these 144 locations, leading to a comprehensive total of 7,632 labeled samples (53 characters × 144 positions). All samples are consistent in size and format, and the position of each character is precisely annotated to facilitate supervised learning tasks.
The Devanagari 53 Alphabet dataset is ideal for training and evaluating models on tasks such as character localization, grid-based graphical password , and few-shot learning under positional variation. The structured spatial layout and extensive position coverage also make it suitable for research in visual attention models, object detection benchmarks, and spatially-aware neural architectures.
DOI: 10.17632/g9hkc2tkm4.1
title: Environmental Debt and Public Debt

description: Data file with code
DOI: 10.17632/hpwwhdzs97.1
title: Dataset of comparative analysis of guidelines on first aid and emergency medical dispatch pre-arrival instructions on first aid for generalised seizures (2025)

description: This dataset contains results of a structured comparative analysis of provisions of English-language international/national guidelines on first aid and emergency medical dispatch pre-arrival instructions on first aid for generalised seizures.
The analysis was done in May 2025.
DOI: 10.15468/dl.s6jxhk
title: Occurrence Download

description: A dataset containing 401 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Brunei Darussalam, Singapore)",
 "TaxonKey is Memecylon L."
 ]
}

 The dataset includes 401 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028045-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/sr4rttnk3v.1
title: LINF_170022200

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/ycmp4ctb9v.1
title: LINF_170021600

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/znc8hfdjw6.1
title: LINF_170021300

description: Inositol-1-monophosphatase; Leishmania infantum (strain JPCM5)
DOI: 10.17632/2mhgmmyy6n.1
title: LINF_170021100

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/8cc8xpn7hv.1
title: Effectiveness of digital anesthesia in the management of pain and anxiety in pediatric patients attending the Dr. René Puig Bentz Dental Clinic of the Universidad Nacional Pedro Henríquez Ureña (UNPHU).

description: Anxiety is one of the emotions that are often reflected in children when they go to the pediatric

dentist's office, especially at the time of anesthesia placement, due to the pain it causes,
because with the traditional anesthesia technique, the pressure exerted on the tissues is not
so easy to control, nor the flow of the anesthetic solution.
In order to reduce the patient's sensation of pain and promote greater comfort, professionals
have developed a method of digital anesthesia, whose main characteristics are the precise
administration of the amount of anesthetic by injection without excessive pressure, creating a
painless procedure.
In the area of pediatric dentistry at the Dr. René Puig Bentz Clinic, the children who are
treated show anxiety before and during the procedures, even more so when the use of
conventional anesthesia is necessary. Currently, digital anesthesia is not used in pediatric
dentistry; therefore, it is important to know the benefits of using this anesthesia in terms of
children's emotional health, reduction of pain and work time.
The objective of this research was to determine the effectiveness of digital anesthesia in the
management of pain and anxiety in pediatric patients attending the Dr. René Puig Bentz
Dental Clinic of the Universidad Nacional Pedro Henríquez Ureña. To achieve this objective, a
sample of 50 children was analyzed (25 conventional and 25 digital); dental anxiety was
assessed before anesthesia using the VENHAM scale. Pain was assessed using the Wong
and Baker facial scale, and the VENHAM scale was used again to assess anxiety after
placement. Results showed that with the conventional technique (56%) had mild pain, (16%)
moderate and severe pain, while with the digital technique (52%) had no pain, (28%) very mild
pain, and (0%) moderate or severe pain. Forty-four percent reported mild anxiety after being
anesthetized with the conventional technique and (8%) reported no anxiety. Those
anesthetized with the digital technique (64%) had no anxiety, (36%) had mild anxiety, and
(0%) had moderate or severe anxiety. It was concluded that there is a difference in terms of
pain and anxiety in the application of both anesthesia techniques in pediatric patients.
DOI: 10.17632/299vhs3ww2.1
title: Contemporary Pain Neuroscience Knowledge and Attitudes Toward Pain Among University Students

description: Purpose: Healthcare education programs often inadequately address contemporary pain neuroscience, leaving future professionals ill-prepared to address the pervasive and biopsychosocial problem of chronic pain. Exploration of the level of understanding of contemporary pain neuroscience and the attitudes toward people in pain among university students may help educators identify appropriate roles for students in pain related interprofessional education events. This study assessed and compared knowledge of contemporary pain neuroscience and attitudes and beliefs toward individuals experiencing pain among university students.
Design: Cross-sectional observational study
Methods: 284 undergraduate and graduate, healthcare and non-healthcare students completed the revised Neurophysiology of Pain Questionnaire and the Health Care Providers’ Pain and Impairment Relationship Scale.
Results: Findings revealed a widespread lack of contemporary pain neuroscience knowledge and misinformed attitudes and beliefs about individuals in pain across most groups. Physical Therapy students demonstrated significantly greater contemporary pain neuroscience knowledge and more informed attitudes and beliefs compared to all non-physical therapy healthcare and non-healthcare students. Surprisingly, non-healthcare students displayed comparable contemporary pain neuroscience to healthcare undergraduate and non-physical therapy graduate students, further highlighting gaps in healthcare curricula. Attitudes and beliefs toward individuals in pain were deficient among non-physical therapy healthcare majors and non-healthcare students alike. 
Conclusions: These results underscore the need for comprehensive, contemporary pain neuroscience education across healthcare disciplines.
DOI: 10.17632/7pwmwrff22.1
title: Herbal Mixture Supplementation Enhances Survival in Broiler Chickens Challenged with Newcastle Disease Virus and Infectious Bronchitis Virus

description: The effectiveness of vaccines has decreased due to more virulent antigens. Therefore, this study aimed to evaluate the effects of a herbal mixture (HM) on performance, carcass composition, liver enzymes, intestinal morphology, and mortality rates in broiler chickens infected with Newcastle Disease Virus (NDV) and Infectious Bronchitis Virus (IBV) during the starter and finisher phases. 300 chicks based on a completely random design were divided into five treatment groups with six replicates of 10 chicks each. T1 received a basal diet, while T2, T3, T4, and T5 were supplemented with 1.5%, 3%, 4.5%, and 6% HM, respectively. On the 7th and 25th day of age, all chicks were infected with NDV and IBV, respectively. Supplementing the diet with HM resulted in improved (P&lt;0.05) average weight gain (AWG) and feed intake (AFI) in the starter phase without affecting (P&gt;0.05) AWG, AFI, or feed conversion ratio (FCR) during the grower phase, as well as FCR during the starter phase. Adding HM increased AWG and reduced mortality rates in NDV-infected chicks from 1 to 25 days old. However, in the finisher phase, HM did not significantly affect AWG, AFI, or FCR in IBV-infected chickens. Still, it significantly reduced the mortality rate compared to the control group. Over the total rearing period, supplementing HM at a 4.5% level significantly decreased mortality rates among chickens infected with NDV and IBV. Adding HM to the diets, there were no significant changes in liver enzymes, serum total protein, uric acid levels, or antibody titers for NDV and IBV. In conclusion, incorporating 4.5% HM into the diet of broiler chickens does not negatively impact their performance while positively affecting the immune system, enhancing the chickens' tolerance to NDV and IBV and reducing mortality rates.
DOI: 10.15468/dl.4k7tsh
title: Occurrence Download

description: A dataset containing 4018 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Alepocephalus australis Barnard, 1923"
 ]
}

 The dataset includes 4018 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028048-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/m3fsdjprmt.1
title: The original data on the molecule docking of GAGases and the results of Dali server

description: This dataset contains:

Molecular docking results between GAGase II and three glycosaminoglycan substrates (HA hexasaccharide, 4-O-tri-sulfated CS, and non-sulfated CS) obtained using AutoDock Vina

Tertiary structure similarity analysis of GAGase II against structurally characterized proteins performed using the Dali server

Utility:
The dataset supports the study titled 'Crystal Structure and Catalytic Mechanism of PL35 Family Glycosaminoglycan Lyases with an Ultra-Broad Substrate Spectrum,' published in eLife.
DOI: 10.15468/dl.y6y2je
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Mongolia)",
 "TaxonKey is Biebersteinia odora Stephan"
 ]
}

 The dataset includes 42 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028047-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8mnmjh27f6
title: Experimental constraints on the mechanism of ilmenite dissolution and exsolution in felsic melts

description: Data for manuscript "Experimental constraints on the mechanism of ilmenite dissolution and exsolution in felsic melts"
DOI: 10.17632/8mnmjh27f6.1
title: Experimental constraints on the mechanism of ilmenite dissolution and exsolution in felsic melts

description: Data for manuscript "Experimental constraints on the mechanism of ilmenite dissolution and exsolution in felsic melts"
DOI: 10.15468/dl.8aauxp
title: Occurrence Download

description: A dataset containing 609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ambrosia artemisiifolia L.",
 "Country is Slovakia",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 609 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028050-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29046368
title: Dataset_Development and evaluation of a Public and Patient Involvement Panel in stroke rehabilitation research.docx

description: This datset reflects anonomyous qualitative data from transcripts of interviews and focus group held among varied stakeholder participants.
DOI: 10.6084/m9.figshare.29046368.v1
title: Dataset_Development and evaluation of a Public and Patient Involvement Panel in stroke rehabilitation research.docx

description: This datset reflects anonomyous qualitative data from transcripts of interviews and focus group held among varied stakeholder participants.
DOI: 10.17632/hgmbty46cp.1
title: Skid Resistance Research Data

description: Road sections within the boundaries of Amman, Jordan. 
Measurements of BPN and surface roughness. 
Historical Records of Traffic crashes . 
This research focuses on sites that are characterized as roadways with severe crash experience. They are mostly road sections with low skid resistance levels and pavement roughness. The skid resistance is measured in BPN and the pavement roughness in mm using a sand patch method. The crash statistics on these sections are obtained from the local traffic agencies including fatal and personal injury crashes. Crash severity index were calculated n terms of property damage only crashes per million vehicle- kilometers of travel. 
A prediction equation is derived using regression analysis to predict crash severity rates as a function of pavement roughness and skid resistance. Road maintenance agencies can predict severe crash experiences through periodic measurements of skid resistance and pavement roughness. The scheduling of corrective maintenance can be accomplished without running the risk of endangering the driving public. The 
prediction model can also be used to establish threshold values of BPN and surface roughness hat can be adopted by maintenance agencies to signal the need for immediate intervention.
DOI: 10.17632/65x8s7d3hh.1
title: LINF_180006400

description: CBS domain-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/hxj9wrk2gz.1
title: LINF_180006200

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/wd3ty7f2z9.1
title: LINF_180005700

description: Double zinc ribbon-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.15468/dl.w9fh8j
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Living Specimen, Occurrence evidence)",
 "Continent is Europe",
 "Country is Portugal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (February, March, April, May, June, July, August, September, October, November, December, January)",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer negundo L.",
 "Year 2019-2024"
 ]
}

 The dataset includes 117 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028052-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/399ystp6v6.1
title: LINF_180005600

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.34740/kaggle/dsv/11794487
title: Full TMDB Movies Dataset 2024 (1M Movies)
DOI: 10.17632/fjsnkcjp2v.1
title: Stacked greyscale TIFF images for notched specimens

description: Stacked greyscale TIFF images for notched specimens presented in Fig. 6 and Fig. 7 of a research paper titled "Fatigue Criticality Assessment of Volumetric Defects in Notched Specimens: A Non-destructive Approach".
DOI: 10.17632/dpvv6n2g57.1
title: Determination of the pH of beverages consumed by Dental students using pH test strips and the Mettler Toledo SevenExcellence S470 multiparameter pH meter, and its relationship to salivary pH changes.

description: The present investigation was developed with the hypothesis that the Mettler Toledo SevenExcellence S470 multiparameter pH meter
is more accurate than the Hydrion pH test strips in the
measurement of the pH of beverages consumed by dental students at the Universidad
Nacional Pedro Henríquez Ureña. The null hypothesis established that both methods offer the
same level of precision.
The objective of the study was to determine the pH of the beverages most consumed by the
students, to analyze the accuracy of both methods and to evaluate the potential impact of these
beverages on oral health. The methodology was based on an observational, descriptive and
cross-sectional study. Three most commonly consumed beverages (coffee, juices and soft drinks) were selected by means of
a survey of preclinical and clinical students of the dental school. Thirty samples of each beverage were collected (totaling 90 samples) and their pH was measured with both
methods.
The results showed that soft drinks were the most acidic beverages, with an average pH
of 3.00 measured with test strips and 2.54 measured with the multiparameter. Juices presented
values of 5.00 (strips) and 4.72 (multiparameter), while coffee had a pH of 5.00 (strips) and
5.30 (multiparameter).

Statistical analysis, using the Mann-Whitney U test, showed no significant
differences between the two methods, leading to acceptance of the null hypothesis, concluding that the
test strips and the multiparameter offer comparable accuracy. This indicates that
test strips, in addition to being an accessible and low-cost alternative, can be used
reliably to measure pH in clinical and academic settings.
The data obtained confirm that soft drinks and juices are highly acidic, which
can favor the demineralization of tooth enamel and increase the risk of dental erosion.
In this sense, it is recommended to promote the reduction of the consumption of these beverages and to encourage
preventive habits such as rinsing the mouth with water after consumption to protect oral health
.
This study provides key information to guide educational actions and promote changes
in beverage consumption patterns among students, highlighting the importance of
pH monitoring as a preventive tool in dental practice.