cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.yjvtmf
title: Occurrence Download

description: A dataset containing 6761 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Naviculaceae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6761 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019219-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.37nd2v
title: Occurrence Download

description: A dataset containing 1468 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elatine macropoda Guss."
 ]
}

 The dataset includes 1468 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019220-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bdr5v
title: Occurrence Download

description: A dataset containing 945 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helarctos malayanus (Raffles, 1822)"
 ]
}

 The dataset includes 945 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019222-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9548ac
title: Occurrence Download

description: A dataset containing 705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhaphoneidaceae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 705 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019221-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5r7uyq
title: Occurrence Download

description: A dataset containing 6877 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elatine triandra Schkuhr"
 ]
}

 The dataset includes 6877 records from 338 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019223-241107131044228/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.27823944.v1
title: Supplementary Material for: Rising Prevalence of Multiple Sclerosis in Switzerland - Results from the Swiss Multiple Sclerosis Registry

description: Introduction: Understanding the prevalence of multiple sclerosis (MS) provides information for healthcare planning and helps identify trends and patterns of disease occurrence. For Switzerland, the number of persons with MS (pwMS) was last estimated at approximately 15,000 in 2016. The study’s objectives are to update estimates of MS prevalence and characterise the change in MS prevalence in Switzerland between 2016 and 2021, the last year with complete administrative data.

Methods: The Swiss MS Registry (SMSR) is an ongoing, longitudinal study in Switzerland. It has previously established a methodology to assess the epidemiology of MS in Switzerland by integrating SMSR data with administrative data on reimbursement approvals for disease-modifying therapies (DMTs). Subsequently, the benchmark-multiplier method is applied to the combined data. Using the same methodology, we calculated overall and sex- and age-specific prevalence rates for 2021. Furthermore, we descriptively analysed changes since 2016 by comparing the prevalence figures and demographic and clinical characteristics of pwMS in both years.

Results: We estimated the population of pwMS in Switzerland at 18,140 [95% simulation interval 17,550-18,750], corresponding to a period prevalence of 200.8-214.5/100,000 inhabitants. Peak prevalence was observed in the 50 to 55-year age group. Compared to 2016, the 2021 estimate corresponds to a 20% increase (n=3,000). Extrapolating from Swiss population growth, we estimated that one-fifth of the observed prevalence increase may be attributed to a rising population.
The proportion of pwMS in the age range from 50 to 64 (32.5% vs. 35.9%) and above 65 (8.0% vs. 11.1%) years increased. Consequently, the median [interquartile range] age increased from 47 [37-55] to 49 [38-57] years. The median age at diagnosis (36 [28-45] years) and the female-to-male ratio (2.7:1) remained stable since 2016. The proportion of pwMS treated with DMTs increased from 62.1% to 69.0%, with the largest change observed in infusion therapies (15.7% vs. 23.3%).

Conclusion: The estimated MS prevalence in Switzerland has increased since the previous estimate in 2016, with a shift in peak prevalence towards older ages. Population growth explained around one-fifth of this increase, thus leaving room for contributions by additional factors, which require further investigation. The rising MS prevalence has several implications for healthcare, research and society.
DOI: 10.60893/figshare.apl.27613170
title: supplementary material

description: extra information to support out data.
DOI: 10.60893/figshare.apl.27613170.v1
title: supplementary material

description: extra information to support out data.
DOI: 10.15468/dl.aujkzg
title: Occurrence Download

description: A dataset containing 510 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elatine brochonii Clavaud"
 ]
}

 The dataset includes 510 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019225-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6my4z
title: Occurrence Download

description: A dataset containing 513 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Catenulaceae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 513 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019224-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.apl.27680142
title: Supplementary material

description: detailed supplementary material
DOI: 10.60893/figshare.apl.27453015
title: Supplement Number 1

description: Additional information on Lattice constants, formation energy of enthalpy, bandgaps, and band structures
DOI: 10.60893/figshare.apl.27453015.v1
title: Supplement Number 1

description: Additional information on Lattice constants, formation energy of enthalpy, bandgaps, and band structures
DOI: 10.15468/dl.x43cpf
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cladopus doianus (Koidz.) Kôriba"
 ]
}

 The dataset includes 41 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019226-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.reu6dw
title: Occurrence Download

description: A dataset containing 1287 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnanthaceae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1287 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019227-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsc326
title: Occurrence Download

description: A dataset containing 1461 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ursus thibetanus G"
 ]
}

 The dataset includes 1461 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019228-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.acb8z7
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cladopus fukienensis (H.C.Chao) H.C.Chao"
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019229-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vw2cac
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhabdonemataceae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 34 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019230-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z9bgjr
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrobryum floribundum Koidz."
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019231-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyhn2c
title: Occurrence Download

description: A dataset containing 12808 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thalassiosiraceae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12808 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019232-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qaq6a4
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrobryum griffithii (Wall. ex Griff.) Tul."
 ]
}

 The dataset includes 27 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019233-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wyyf53
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrobryum japonicum Imamura"
 ]
}

 The dataset includes 79 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019235-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14177136
title: 1238_2023_03_19_starve_twice_glu_2_0_2_0_ura7ha_ura7hr_ura8_ura8ha_ura8hr_00 (part 1)

description: High throughput time lapse experiment. Details can be found on the 'txt' files inside.
DOI: 10.5281/zenodo.14177137
title: 1238_2023_03_19_starve_twice_glu_2_0_2_0_ura7ha_ura7hr_ura8_ura8ha_ura8hr_00 (part 1)

description: High throughput time lapse experiment. Details can be found on the 'txt' files inside.
DOI: 10.15468/dl.c9rbrr
title: Occurrence Download

description: A dataset containing 35314 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetocerotaceae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35314 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019234-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.jvb.27462060
title: Supplementary Material

description: Details on contrast calculation, PAA latent image characterization, and varying develop time at different bake temperatures.
DOI: 10.60893/figshare.jvb.27462060.v1
title: Supplementary Material

description: Details on contrast calculation, PAA latent image characterization, and varying develop time at different bake temperatures.
DOI: 10.15468/dl.gk6tvb
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrobryum koribanum Imamura ex Nakay. & Minamit."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019236-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.rsi.27407838
title: Supporting Data

description: Data herein may be used to re-create plotted graphs.
DOI: 10.60893/figshare.rsi.27407838.v1
title: Supporting Data

description: Data herein may be used to re-create plotted graphs.
DOI: 10.15468/dl.m98btq
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Capricornis milneedwardsii David, 1869"
 ]
}

 The dataset includes 62 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019238-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnxtwp
title: Occurrence Download

description: A dataset containing 6152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((69.27749 0.66682,159.71024 0.66682,159.71024 58.66852,69.27749 58.66852,69.27749 0.66682))",
 "TaxonKey is Viburnum dilatatum Thunb."
 ]
}

 The dataset includes 6152 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019237-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bg52h7
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrobryum puncticulatum Koidz."
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019240-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.sss.27320310
title: 01972-01

description: Survey
DOI: 10.60893/figshare.sss.27320313
title: 01972-02

description: O KLL
DOI: 10.60893/figshare.sss.27320313.v1
title: 01972-02

description: O KLL
DOI: 10.60893/figshare.sss.27320316
title: 01972-03

description: O 1s
DOI: 10.15468/dl.ucac6u
title: Occurrence Download

description: A dataset containing 9611 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coscinodiscaceae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9611 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019239-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.sss.27320316.v1
title: 01972-03

description: O 1s
DOI: 10.60893/figshare.sss.27320319
title: 01972-04

description: C 1s
DOI: 10.60893/figshare.sss.27320319.v1
title: 01972-04

description: C 1s
DOI: 10.60893/figshare.sss.27320322
title: 01972-05

description: B 1s
DOI: 10.60893/figshare.sss.27320322.v1
title: 01972-05

description: B 1s
DOI: 10.60893/figshare.sss.27320325
title: 01972-06

description: Li 1s
DOI: 10.60893/figshare.sss.27320325.v1
title: 01972-06

description: Li 1s
DOI: 10.60893/figshare.sss.27320328
title: 01972-07

description: O 2s
DOI: 10.60893/figshare.sss.27320328.v1
title: 01972-07

description: O 2s
DOI: 10.15468/dl.5ds5vz
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bubalus mindorensis Heude, 1888"
 ]
}

 The dataset includes 77 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019241-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9yvqg
title: Occurrence Download

description: A dataset containing 2904 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Echinocactus platyacanthus Link & Otto"
 ]
}

 The dataset includes 2904 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019242-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.sss.27409089
title: 01973-01

description: Survey
DOI: 10.60893/figshare.sss.27409089.v1
title: 01973-01

description: Survey
DOI: 10.60893/figshare.sss.27409098
title: 01973-02

description: O KLL
DOI: 10.60893/figshare.sss.27409098.v1
title: 01973-02

description: O KLL
DOI: 10.60893/figshare.sss.27409107
title: 01973-03

description: O 1s
DOI: 10.60893/figshare.sss.27409107.v1
title: 01973-03

description: O 1s
DOI: 10.60893/figshare.sss.27409116
title: 01973-04

description: C 1s
DOI: 10.60893/figshare.sss.27409116.v1
title: 01973-04

description: C 1s
DOI: 10.60893/figshare.sss.27409128
title: 01973-05

description: B 1s
DOI: 10.60893/figshare.sss.27409128.v1
title: 01973-05

description: B 1s
DOI: 10.60893/figshare.sss.27409137
title: 01973-06

description: Li 1s
DOI: 10.60893/figshare.sss.27409137.v1
title: 01973-06

description: Li 1s
DOI: 10.60893/figshare.sss.27409143
title: 01973-07

description: O 2s
DOI: 10.15468/dl.g7upu6
title: Occurrence Download

description: A dataset containing 6402 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ammannia auriculata Willd."
 ]
}

 The dataset includes 6402 records from 281 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019243-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14849188
title: Fruits Dataset for Classification

description: About Dataset

(strawberries, peaches, pomegranates) Photo requirements:1-White background2-.jpg3- Image size 300*300The number of photos required is 250 photos of each fruit when it is fresh and 250 photos of each fruit dataset for classification when it is rotten.Total 1500 images









Diverse Collection

With a diverse collection of Product images, the files provides an excellent foundation for developing and testing machine learning models designed for image recognition and allocation. Each image is captured under different lighting conditions and backgrounds, offering a realistic challenge for algorithms to overcome.

Real-World Applications

The variability in the dataset ensures that models trained on it can generalize well to real-world scenarios, making them robust and reliable. The dataset includes common fruits such as apples, bananas, oranges, and strawberries, among others, allowing for comprehensive training and evaluation.

Industry Use Cases

One of the significant advantages of using the Fruits Dataset for Classification is its applicability in various fields such as agriculture, retail, and the food industry. In agriculture, it can help automate the process of fruit sorting and grading, enhancing efficiency and reducing labor costs. In retail, it can be used to develop automated checkout systems that accurately identify fruits, streamlining the purchasing process.

Educational Value

The dataset is also valuable for educational purposes, providing students and educators with a practical tool to learn and teach machine learning concepts. By working with this dataset, learners can gain hands-on experience in data preprocessing, model training, and evaluation.

Conclusion













The Fruits Dataset for Classification is a versatile and indispensable resource for advancing the field of image classification. Its diverse and high-quality images, coupled with practical applications, make it a go-to dataset for researchers, developers, and educators aiming to improve and innovate in machine learning and computer vision.This dataset is sourced from Kaggle.
DOI: 10.5281/zenodo.14849189
title: Fruits Dataset for Classification

description: About Dataset

(strawberries, peaches, pomegranates) Photo requirements:1-White background2-.jpg3- Image size 300*300The number of photos required is 250 photos of each fruit when it is fresh and 250 photos of each fruit dataset for classification when it is rotten.Total 1500 images









Diverse Collection

With a diverse collection of Product images, the files provides an excellent foundation for developing and testing machine learning models designed for image recognition and allocation. Each image is captured under different lighting conditions and backgrounds, offering a realistic challenge for algorithms to overcome.

Real-World Applications

The variability in the dataset ensures that models trained on it can generalize well to real-world scenarios, making them robust and reliable. The dataset includes common fruits such as apples, bananas, oranges, and strawberries, among others, allowing for comprehensive training and evaluation.

Industry Use Cases

One of the significant advantages of using the Fruits Dataset for Classification is its applicability in various fields such as agriculture, retail, and the food industry. In agriculture, it can help automate the process of fruit sorting and grading, enhancing efficiency and reducing labor costs. In retail, it can be used to develop automated checkout systems that accurately identify fruits, streamlining the purchasing process.

Educational Value

The dataset is also valuable for educational purposes, providing students and educators with a practical tool to learn and teach machine learning concepts. By working with this dataset, learners can gain hands-on experience in data preprocessing, model training, and evaluation.

Conclusion













The Fruits Dataset for Classification is a versatile and indispensable resource for advancing the field of image classification. Its diverse and high-quality images, coupled with practical applications, make it a go-to dataset for researchers, developers, and educators aiming to improve and innovate in machine learning and computer vision.This dataset is sourced from Kaggle.
DOI: 10.5519/qd.5nd6pgyg
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (35 records)