cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.udsgk4
title: Occurrence Download

description: A dataset containing 9712 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Heliopsis helianthoides (L.) Sweet)"
 ]
}

 The dataset includes 9712 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001715-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40173
title: Claims analysis part 6 (1985-1990), [1991?]

description: Claims analysis. Part 6. Officer table of organization and deployment reports; legend of abbreviations for deplyment report; population, side, and police cost tables; crime, arrest,a nd traffic rates per 1000 population; etc. (1985-1990), [1991?]. 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-c69-43485
title: Disposition summaries - City Attorney's Office, 1986

description: Christopher Commission - Collection of City Attorney's case disposition reports, 1986. 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.g0fbcd
title: Occurrence Download

description: A dataset containing 3937 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asphodelus aestivus Brot."
 ]
}

 The dataset includes 3937 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002108-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y992w8
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arisaema clavatum Buchet"
 ]
}

 The dataset includes 46 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012417-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25505/fiz.icsd.cc2fdsxk
title: CSD 2246629: Experimental Crystal Structure Determination

description: Related Article: J. Sánchez-Martín, R. Turnbull, J. Ibáñez-Insa, R. Oliva, C. Popescu, D. Errandonea|2023|ICSD Communication|||
description: Related Article: Daniel Errandonea, Robin Turnbull, Josu Sánchez-Martín, Robert Oliva, Alfonso Muñoz, Silvana Radescu, Andres Mujica, Lewis Blackburn, Neil C. Hyatt, Catalin Popescu, Jordi Ibáñez-Insa|2024|Results in Physics|61|107704|doi:10.1016/j.rinp.2024.107704
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25549/independent-c69-40174
title: Claims analysis part 6 (1985-1990), [1991?]

description: Claims analysis. Part 6. Officer table of organization and deployment reports; legend of abbreviations for deplyment report; population, side, and police cost tables; crime, arrest,a nd traffic rates per 1000 population; etc. (1985-1990), [1991?]. 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.adb9by
title: Occurrence Download

description: A dataset containing 678952 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2023-09-13",
 "EventDate is less than or equal to 2023-10-13",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 678952 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052235-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmripg
title: Occurrence Download

description: A dataset containing 1877 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleocharis montevidensis Kunth"
 ]
}

 The dataset includes 1877 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002103-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40170
title: Claims analysis part 6 (1985-1990), [1991?]

description: Claims analysis. Part 6. Officer table of organization and deployment reports; legend of abbreviations for deplyment report; population, side, and police cost tables; crime, arrest,a nd traffic rates per 1000 population; etc. (1985-1990), [1991?]. 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: 10.25505/fiz.icsd.cc2g48jf
title: CSD 2268224: Experimental Crystal Structure Determination

description: Related Article: Daniel Errandonea, Josu Sanchez-Martin|2023|ICSD Communication|||
description: Related Article: Daniel Errandonea, Robin Turnbull, Josu Sánchez-Martín, Robert Oliva, Alfonso Muñoz, Silvana Radescu, Andres Mujica, Lewis Blackburn, Neil C. Hyatt, Catalin Popescu, Jordi Ibáñez-Insa|2024|Results in Physics|61|107704|doi:10.1016/j.rinp.2024.107704
description: Related Article: Daniel Errandonea, Josu Sanchez-Martin, Robin Turnbull, Jordi Ibanyez-Insa, Robert Oliva, Catalin Popescu|2023|ICSD Communication|||
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25549/independent-c69-32532
title: Claims (1983-1991), 1991-06-04

description: Detailed reports - claims filed against LAPD - name, date filed, year, amount paid, nature of case (1983 May 13 - 1991 April 15), 1991 June 4. 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.rdqe09
title: Occurrence Download

description: A dataset containing 31290 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phascolarctos cinereus (Goldfuss, 1817)"
 ]
}

 The dataset includes 31290 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002103-150330110031120/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6csktx
title: Occurrence Download

description: A dataset containing 309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COD",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Whitfieldia elongata (Beauverd) De Wild. & T.Durand"
 ]
}

 The dataset includes 309 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009178-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40697
title: Claims (1984-1991), 1991-06-04

description: Detailed reports - claims filed against LAPD - name, date filed, year, amount paid, nature of case (1984 September 11 - 1991 April 11), 1991 June 4. 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.cdnkmf
title: Occurrence Download

description: A dataset containing 1971 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calotropis procera (Aiton) W.T.Aiton"
 ]
}

 The dataset includes 1971 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002103-150422101436696/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fu8ta
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1090.0",
 "Geometry POLYGON((-4.35016 40.24487,-3.05185 40.24487,-3.05185 41.33542,-4.35016 41.33542,-4.35016 40.24487))",
 "HasGeospatialIssue is false",
 "TaxonKey is Pinus uncinata Ramond ex DC."
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052330-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38034
title: Claims (GX 17033 - GX 17639), 1990

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1990. 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.kmutuj
title: Occurrence Download

description: A dataset containing 7901 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.73752 -33.02432,22.07274 -33.02432,22.07274 62.37034,-74.73752 62.37034,-74.73752 -33.02432))",
 "HasGeospatialIssue is false",
 "TaxonKey is Helicolenus dactylopterus (Delaroche, 1809)",
 "Year 2013-2023"
 ]
}

 The dataset includes 7901 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006503-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9mrq4
title: Occurrence Download

description: A dataset containing 41860 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthropoda",
 "Country is Kenya"
 ]
}

 The dataset includes 41860 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002103-150504100648427/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40678
title: Claims (1984-1991), 1991-06-04

description: Detailed reports - claims filed against LAPD - name, date filed, year, amount paid, nature of case (1984 September 11 - 1991 April 11), 1991 June 4. 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: 10.6084/m9.figshare.25594335
title: Supplementary files

description: This study focuses on medical knowledge competencies within ACGME core competencies, specifically investigative and analytical approaches. It aims to assess the effectiveness of the flipped classroom method in the learning process and to transition educators, particularly in surgical disciplines, toward a more student-centered, active, and practical approach to medical education within the Southeast Asian context.
DOI: 10.6084/m9.figshare.25594335.v3
title: Supplementary files

description: This study focuses on medical knowledge competencies within ACGME core competencies, specifically investigative and analytical approaches. It aims to assess the effectiveness of the flipped classroom method in the learning process and to transition educators, particularly in surgical disciplines, toward a more student-centered, active, and practical approach to medical education within the Southeast Asian context.
DOI: 10.15468/dl.7bs735
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Peru",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Locality is Alto Cahuapanas Camp (RI26)"
 ]
}

 The dataset includes 251 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001716-240506114902167/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.25594335.v2
title: Supplementary files

description: This study focuses on medical knowledge competencies within ACGME core competencies, specifically investigative and analytical approaches. It aims to assess the effectiveness of the flipped classroom method in the learning process and to transition educators, particularly in surgical disciplines, toward a more student-centered, active, and practical approach to medical education within the Southeast Asian context.
DOI: 10.15468/dl.qq4mag
title: Occurrence Download

description: A dataset containing 24474 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cola Schott & Endl."
 ]
}

 The dataset includes 24474 records from 319 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012401-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxx8gp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucobacter triazinivorans",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010985-241126133413365/datasets/export for details.
DOI: 10.15468/dl.7evsbh
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Coreopsis integrifolia Poir.)"
 ]
}

 The dataset includes 61 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010986-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/9bd7-a793
title: PAL-DET

description: The dataset used in the experiment consisted of four datasets: "Package and label detection", "Cardboard3 Computer Vision Project", "Packages on Conveyor", and "0628huashu_gongbaotai_product2". We removed some of the poorer quality images from the original "Package and label detection" dataset and added images from the courier sorting site and some images from the "Packages on Conveyor", "Cardboard3 Computer Vision Project" and "0628huashu_gongbaotai_product2". For these new images, we used the Make Sense tool to re-label and augment the data. The final fused PAL-DET dataset contains 13,047 images, which are divided into two categories: package and label. In order to ensure the generalization ability of the model in practical applications, we divide the dataset into a training set, a validation set, and a test set at a ratio of 8:1:1.
DOI: 10.5281/zenodo.13690834
title: Code and Data for "Global Surface Eddy Mixing Ellipses: Spatio-temporal Variability and Machine Learning Prediction" By Jing et al. Submitted to Frontiers in Marine Science.

description: This repository contains the code and data for the study of "Global Surface Eddy Mixing Ellipses: Spatio-temporal Variability and Machine Learning Prediction" By Jing et al. Submitted to Frontiers in Marine Science.

Specifically, this repository contains the following items: 

(1) The codes needed for assessing the representation and  prediction skills of Random Forest (RF) and Convolutional Neural Network (CNN) models. 

(2) Original and normalized data to run these codes.

(3)  Code here is built on early work from our laboratory (Guan et al., 2022; Zhang et al., 2023), though great modifications have been made tailored to our scientific question.

[1] Guan, W., Chen, R., Zhang, H., Yang, Y., & Wei, H. (2022). Seasonal surface eddy mixing in the Kuroshio Extension: Estimation and machine learning prediction. Journal of Geophysical Research: Oceans, 127 (3), e2021JC017967.

[2] Zhang, G., Chen, R., Li, X., Li, L., Wei, H., & Guan, W. (2023). Temporal variability of global surface eddy diffusivities: Estimates and machine learning prediction. Journal of Physical Oceanography, 53 (7), 1711–1730.
DOI: 10.5281/zenodo.13690833
title: Code and Data for "Global Surface Eddy Mixing Ellipses: Spatio-temporal Variability and Machine Learning Prediction" By Jing et al. Submitted to Frontiers in Marine Science.

description: This repository contains the code and data for the study of "Global Surface Eddy Mixing Ellipses: Spatio-temporal Variability and Machine Learning Prediction" By Jing et al. Submitted to Frontiers in Marine Science.

Specifically, this repository contains the following items: 

(1) The codes needed for assessing the representation and  prediction skills of Random Forest (RF), Convolutional Neural Network (CNN) and Spatial Transformer Networks (STN) models. 

(2) Original and normalized data to run these codes.

(3)  Code here is built on early work from our laboratory (Jaderberg et al., 2015; Guan et al., 2022; Zhang et al., 2023), though great modifications have been made tailored to our scientific question.

[1] Jaderberg, M., Simonyan, K., Zisserman, A., et al. (2015). Spatial transformer networks. Advances in neural information processing systems, 28.

[2] Guan, W., Chen, R., Zhang, H., Yang, Y., & Wei, H. (2022). Seasonal surface eddy mixing in the Kuroshio Extension: Estimation and machine learning prediction. Journal of Geophysical Research: Oceans, 127 (3), e2021JC017967.

[3] Zhang, G., Chen, R., Li, X., Li, L., Wei, H., & Guan, W. (2023). Temporal variability of global surface eddy diffusivities: Estimates and machine learning prediction. Journal of Physical Oceanography, 53 (7), 1711–1730.