cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.psr3kw
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Mexico, Guatemala, Belize, El Salvador, Honduras, Nicaragua, Costa Rica, Panama)",
 "OccurrenceStatus is Present",
 "TaxonKey is Lellingeria apiculata (Kunze ex Klotzsch) A.R.Sm. & R.C.Moran"
 ]
}

 The dataset includes 64 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009159-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ywsbh3ndr8.5
title: Dataset of Breast mammography images with Masses

description: The dataset contains mammography with benign and malignant masses. Images in this dataset were first extracted 106 masses images from INbreast dataset, 53 masses images from MIAS dataset, and 2188 masses images DDSM dataset. Then we use data augmentation and contrast-limited adaptive histogram equalization to preprocess our images. After data augmentation, Inbreast dataset has 7632 images, MIAS dataset has 3816 images, DDSM dataset has 13128 images. In addition, we also integrate INbreast, MIAS, DDSM together. All the images were resized to 227*227 pixels.
DOI: 10.17632/dk862y2rsf.1
title: Dataset Machine Learning for Business

description: This data is sourced from Scopus and is used to analyze literature related to machine learning in a business context. This method was chosen because it provides a comprehensive overview of research developments and trends in science. The process begins with identifying keywords through brainstorming, followed by a document search using a combination of keywords "impact AND machine learning AND Business" in the Scopus database. Inclusion and exclusion criteria were applied to focus the analysis on English-language literature in Accounting, Business, and Management published between 2018 and 2023, resulting in 642 selected documents for further study resulting in 642 selected documents for further analysis.
DOI: 10.17632/srrjt9493d.1
title: JeLLyFysh-Version1.0 - a Python application for all-atom event-chain Monte Carlo

description: We present JeLLyFysh-Version1.0, an open-source Python application for event-chain Monte Carlo (ECMC), an event-driven irreversible Markov-chain Monte Carlo algorithm for classical N-body simulations in statistical mechanics, biophysics and electrochemistry. The application’s architecture mirrors the mathematical formulation of ECMC. Local potentials, long-ranged Coulomb interactions and multi-body bending potentials are covered, as well as bounding potentials and cell systems including the cell-veto algorithm. Configuration files illustrate a number of specific implementations for interacting atoms, dipoles, and water molecules.
DOI: 10.17632/w8k8x2hyt5.1
title: Comparison of asymmetric and symmetric offset ablation in myopic astigmatism patients

description: To compare differences in clinical outcomes of symmetric offset (SO) and asymmetric offset (AO) centration strategies in photorefractive keratectomy (PRK) in patients with myopia or myopic astigmatism.
DOI: 10.17632/kdkryh5rs2.2
title: WiHArD: Wikipedia based Hierarchical Arabic Dataset

description: WiHArD (Wikipedia based Hierarchical Arabic Dataset) is a hierarchical Arabic dataset of 6027 texts extracted from Wikipedia Web site. WiHArD is structured into three "level 1" classes and nine "level 2" classes:
•	"Level 1" classes are Culture (ثقافة), History (تاريخ) and Math (رياضيات). Texts in this level describe general notions related to these domains.
•	"Level 2" classes are Clothes (ملابس), Food_drinks (طعام و شراب), Tourism (سياحة), Events (أحداث), Inventions (اختراعات), Monuments (أثار), Algebra (جبر), Analysis (تحليل) and Geometry (هندسة). Texts in this level describe specific notions related to these sub-domains.

Four files are shared for the benefit of the NLP and IA communities, especially researchers working on Arabic language:
1.	WiHArD_Directory_Hierarchy.zip contains the directory hierarchy.
2.	WiHArD.csv, a CSV file of three columns: "text" column contains the Arabic texts; "category_path" and "category_code" columns contain respectively the category path and the category code.
3.	WiHArD_Level1.csv, a CSV file restricted to the texts the first level, namely Culture (ثقافة), History (تاريخ) and Math (رياضيات).
4.	WiHArD_Level2.csv, a CSV file restricted to the texts of the second level, namely Clothes (ملابس), Food_drinks (طعام و شراب), Tourism (سياحة), Events (أحداث), Inventions (اختراعات), Monuments (أثار), Algebra (جبر), Analysis (تحليل) and Geometry (هندسة).
DOI: 10.17632/kv677c2th4.3
title: Code for use in R statistics with UK Biobank Mental Health Questionnaire data

description: For use with UK Biobank data. v2: Change to scoring for AUDIT questionnaire. v3: Change to coding for exercise and cannabis use to accompany revised paper
DOI: 10.17632/mbpn8f2cbd.1
title: Hurricane Harvey

description: Twitter dataset about Hurricane Harvey
DOI: 10.17632/hfrmfkd8jn
title: Data for ：Discontinuity of the soil freeze process across China

description: Data for characterizing soil freeze discontinuity, and the effects of multiple environmental variables on freeze discontinuity.
DOI: 10.17632/tyghd6gxw2.1
title: Alphonso Mango Ripening Stage Classification Dataset

description: The dataset consists of images of mangoes that follow the progressive stage of ripening .Three categories are included unripe, ripe and partially ripe stage .The dataset will provide a highly comprehensive representation to capture the texture variations. As a
result, the dataset will be beneficial during the training process compared to datasets collected through a random set at various stages of ripening. Additionally, the datasets provide insights into the natural variation that occurs during mango ripening stages. Each category has 250 images . The total images collected are 750. 

Please cite the following work for dataset usage : 
Prabhu, A., Rani, N. S., & Nandi, C. S. (2024). Towards importance of comprehensive color features analysis using iterative golden ratio proportions for Alphonso mango ripening stage classification by adapting to natural progressive ripening method. Journal of Food Composition and Analysis, 126, 105873.
DOI: 10.17632/wfyxyhjzwx.1
title: PyXtal: A Python library for crystal structure generation and symmetry analysis

description: We present PyXtal, a new package based on the Python programming language, used to generate structures with specific symmetry and chemical compositions for both atomic and molecular systems. This software provides support for various systems described by point, rod, layer, and space group symmetries. With only the inputs of chemical composition and symmetry group information, PyXtal can automatically find a suitable combination of Wyckoff positions with a step-wise merging scheme. Further, when the molecular geometry is given, PyXtal can generate different dimensional organic crystals with molecules occupying both general and special Wyckoff positions. Optionally, PyXtal also accepts user-defined parameters (e.g., cell parameters, minimum distances and Wyckoff positions). In general, PyXtal serves three purposes: (1) to generate custom structures, (2) to modulate the structure by symmetry relations, (3) to interface the existing structure prediction codes that require the generation of random symmetric structures. In addition, we provide several utilities that facilitate the analysis of structures, including symmetry analysis, geometry optimization, and simulations of powder X-ray diffraction (XRD). Full documentation of PyXtal is available at https://pyxtal.readthedocs.io.
DOI: 10.17632/h7fvhycmmn.1
title: Breast cancer-related VOCs

description: This dataset was collected to evaluate the diagnostic performance of breath-omics to differentiate between benign and malignant breast lesions and assess the diagnostic performance of a multi-omics approach combining breath-omics, ultrasound radiomics, and clinic-omics via a nested cohort study. This dataset includes three parts data all finally enroll 238 participants: 1) breath-omics data: the mass spectrum of participants breath samples on high-pressure photon ionization time-of-flight mass spectrometry (HPPI-TOF-MS); 2) basic clinic data: the basic clinical characteristics of all enrolled participant; 3) ultrasound radiomics data: the radiomics features calculated based the delineated lesion via Pyradiomics package.
DOI: 10.17632/6568wtst43.1
title: Fog type classification script

description: The Fog and Low Clouds Classification Algorithm is a Python-based script designed for analyzing satellite imagery data from GOES-16. Utilizing data downloaded via the Google Earth Engine API for Python, this algorithm efficiently detects fog and low clouds, alongside classifying fog types.
DOI: 10.17632/62gg6pz6z7.1
title: RapidSim: An application for the fast simulation of heavy-quark hadron decays

description: RapidSim is a lightweight application for the fast simulation of phase space decays of beauty and charm quark hadrons, allowing for quick studies of the properties of signal and background decays in particle physics analyses. Based upon the TGenPhaseSpace class from the ROOT application it uses externally provided fixed-order next-to-leading-logarithm calculations to boost the initial beauty and charm hadrons to the appropriate energy for the production environment of interest. User-defined momentum resolution functions can be used to mimic the effect of imperfect track reconstruction. User-defined efficiency shapes can be applied during generation to reproduce the effects of geometric and kinematic requirements on final state particles as well as the dynamics of the decay. The effect of mis-identification of the final state particles is simple to configure via configuration files, while the framework can easily be extended to include additional particle types. This paper describes the RapidSim framework, features and some example use cases.
DOI: 10.17632/p724jxkzmd.1
title: Wheat data for reproduction of the MGIDI index

description: GEN = GENOTYPE FACTOR BLOCK = BLOCK FACTOR FLO = FLOWERING DIS = DISEASE GY = GRAIN YIELD HW = HECTOLITER WEIGHT FLH = FLAG LEAF HEIGHT EH = EAR HEIGHT PH = PLANT HEIGHT NSE = NUMBER OF SPIKLETS PER EAR NGS = NUMBER OF GRAINS PER SPIKLETS EL = EAR LENGTH EW = EAR WEIGHT NGE = NUMBER OF GRAINS PER EAR GME = GRAIN MASS PER EAR HIE = HARVEST INDEX OF THE EAR
DOI: 10.15468/dl.vfbkje
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phoenix rupicola T.Anderson",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 16 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009160-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.us8ef9
title: Occurrence Download

description: A dataset containing 1679224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Repatriated is TRUE",
 "Country is Norway",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is null",
 "CoordinateUncertaintyInMeters is less than or equal to 10000"
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is EBCC Atlas of European Breeding Birds"
 ]
 }
 }
 ]
}

 The dataset includes 1679224 records from 1520 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009147-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38505
title: Card files (closed). A-L claims (GX 16283 - GX 16696), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.8uybdd
title: Occurrence Download

description: A dataset containing 45171 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Riodinidae"
 ]
}

 The dataset includes 45171 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002176-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38725
title: Card files (closed). A-L claims (GX 16283 - GX 16696), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.wcs9y6
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hypnodendron reinwardtii (Schwägr.) Lindb. ex A.Jaeger & Sauerb."
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005992-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38532
title: Card files (closed). A-L claims (GX 16283 - GX 16696), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.mfyccf
title: Occurrence Download

description: A dataset containing 673 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "Geometry POLYGON((-109.70508 25.80384,-106.4707 18.38372,-93.67383 14.74513,-92.35986 14.12912,-90.74768 15.23949,-91.06348 17.24364,-88.56299 18.28047,-86.92382 17.84911,-85.93945 22.85718,-94.93945 19.18253,-96.48633 25.16915,-109.70508 25.80384))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mus musculus Linnaeus, 1758"
 ]
}

 The dataset includes 673 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270731-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9jrhp
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mnium heterophyllum (Hook.) Schwägr."
 ]
}

 The dataset includes 50 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005990-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38543
title: Card files (closed). A-L claims (GX 16283 - GX 16696), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.25549/independent-c69-44030
title: Claims (GX 15572 - GX 15906), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.25549/independent-c69-44047
title: Claims (GX 15572 - GX 15906), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.25549/independent-c69-44059
title: Claims (GX 15572 - GX 15906), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.szobqe
title: Occurrence Download

description: A dataset containing 469075 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trifolium repens L."
 ]
}

 The dataset includes 469075 records from 914 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002176-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7agd8
title: Occurrence Download

description: A dataset containing 112199 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Camelidae"
 ]
}

 The dataset includes 112199 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012137-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.43eqc2
title: Occurrence Download

description: A dataset containing 269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Thomasomys aureus (Tomes, 1860)",
 "Year 1916-2023"
 ]
}

 The dataset includes 269 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051973-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztyvod
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ocotea leucoxylon (Sw.) Laness.",
 "Country is Costa Rica",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 240 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002176-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-44156
title: Claims (GX 15572 - GX 15906), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.snkmxd
title: Occurrence Download

description: A dataset containing 2903 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lama G.Cuvier, 1800"
 ]
}

 The dataset includes 2903 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002176-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-44048
title: Claims (GX 15572 - GX 15906), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.