cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/tkfpybx6rr.1
title: KU-MUSCLE Dataset

description: This dataset was created to study the biomechanics of hand movement to accelerate the development of robust machine learning (ML) algorithms that perform well in real-world, noisy, and variable conditions. Four types of hand movements were recorded from 28 subjects in comfortable, natural environments to introduce realistic variability. Participants performed each movement for as long as they preferred, adding subject-specific variability. The dataset can be applied to human-computer interaction systems or robotic prosthetic arm research.

EMG sensors collected signals around at 100 Hz, attached to participants’ hands. Participants were instructed to relax for 5 seconds before performing each movement. The participants performed four distinct exercises, which are 
1. Hand grip movement, 
2. Ball squeezing, 
3. Thumb movement, and
 4. Palm open and close. 
We intentionally captured subject-specific variability in movement duration to reflect real-world differences in hand biomechanics.
At the root level, the dataset is organized into two main folders: the raw data folder and the processed data folder.

The raw data folder contains 28 subfolders, each corresponding to a different subject. Within each subject folder, there are four subfolders representing the four types of hand movements. Each movement subfolder contains JSON files named emg_recording_{timestamp}.json, which store the raw EMG values under the key "values" as well as the recording start and end times under "start_time" and "end_time". 

The processed data folder contains preprocessed data in “processed_data.pickle” file and splitting information in “split_information.pickle” file. The preprocessing was performed in two stages. First, all signals were resampled to a fixed 100 Hz sampling rate, and second, the duration of each movement was fixed to 53 seconds. The split_information.pickle file contains various data split configurations, allowing researchers to use consistent splits so that their results are directly comparable with others.

The source code of the preprocessing can be found at this link https://github.com/mj-raihan/KU-MUSCLE.
DOI: 10.15468/dl.fpah47
title: Occurrence Download

description: A dataset containing 2106760 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 (Malvastrum coromandelianum, Centaurium bianoris, Malacothamnus involucratus, Dianthus tymphresteus, Selaginella ciliaris, Launaea capitata, Trisetum argenteum, Rubus loretianus, Pseudelephantopus spicatus, Clinanthus humilis, Nymania capensis, Zapoteca formosa, Dichromochlamys dentatifolia, Acalypha poiretii, Ochagavia andina, Leymus cappadocicus, Cantinoa mutabilis, Bunium elatum, Launaea mucronata, Launaea cervicornis, Pinnasa nana, Tecticornia pruinosa, Berkheya chamaepeuce, Goodenia krauseana, Biscutella calduchii, Onobrychis ptolemaica, Tridentea peculiaris, Didesmus aegyptius, Rhynchosida physocalyx, Geissorhiza inflexa, Dianthus crossopetalus, Orbivestus cinerascens, Biscutella brevicalcarata, Crassulaceae, Bunium hermonis, Rubus amiantinus, Graphephorum wolfii, Eclipta prostrata, Drimia convallarioides, Leucospermum praemorsum, Drimia albiflora, Troglophyton parvulum, Petrosedum henkii, Pharnaceum elongatum, Drimia pygmaea, Mulguraea asparagoides, Reseda tefedestica, Chamaebatia australis, Allobriquetia spicata, Melochia tomentella, Trinia leiogona, Petrosedum luteolum, Thesium fruticulosum, Aeonium velutinum, Frangula rupestris, Hesperostipa comata, Seymeria virgata, Festuca robustifolia, Ranunculus adamastus, Onychium divaricatum, Cremnothamnus thomsonii, Bensoniella oregona, Maihueniopsis camachoi, Puya alpestris, Antimima viatorum, Paronychia arabica, Chaerophyllum eriopodum, Argyrolobium harveyanum, Lithops burchellii, Ranunculus harveyi, Facelis plumosa, Teucrium kraussii, Fuirena hirsuta, Ctenodon fascicularis, Arctostaphylos viridissima, Oncosiphon grandiflorus, Cymbalaria pluttula, Ceropegia minima, Ceropegia huttonii, Wahlenbergia subpilosa, Euphorbia silenifolia, Polygonum majus, Linaria bubanii, Laser archangelica, Oncosiphon schlechteri, Rutheopsis herbanica, Tetrarrhena distichophylla, Plocama hymenostephana, Bupleurum rollii, Cymbalaria ebelii, Notobubon montanum, Plocama calycoptera, Pseudodictamnus aucheri, Inga vera, Hilliardiella oligocephala, Asystasia gangetica, Eleutherospermum cicutarium, Platanthera ephemerantha, Platanthera bifolia, Mesembryanthemum napierense)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 2106760 records from 3987 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047744-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.41prsj
title: Occurrence Download

description: A dataset containing 8090 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Antrozous pallidus (LeConte, 1856)"
 ]
}

 The dataset includes 8090 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002618-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-33973
title: Police officer summary info for 83 cases I-Q (3 of 3), 1991

description: Folder / binder 5. Police officer summary info for "83 Cases" I-Q (3 of 3) (1953-1991), 1991 May 30 - June 18. 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.ph2kog
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quisqueya Dod"
 ]
}

 The dataset includes 30 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002618-150912100344238/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qfr78w
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alloeochaete ulugurensis Kabuye"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000262-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-41397
title: Police officer summary info for 83 cases A-E (2 of 2), [1991]

description: Folder / binder 3. Police officer summary info for "83 Cases" A-E (2 of 2) (1966-1991), [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.hix3k9
title: Occurrence Download

description: A dataset containing 13936 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heuchera L."
 ]
}

 The dataset includes 13936 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002618-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nca4p4
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alectryon affinis Radlk."
 ]
}

 The dataset includes 25 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000264-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-44219
title: Prospective testifiers before the Christopher Commission from the gay and lesbian community, 1991-04-22

description: Memo - re: prospective testifiers before the Christopher Commission from the gay and lesbian community - A memorandum that identifies those members of Los Angeles' gay and lesbian community who are most qualified to testify on the relationship between the LAPD and the gay and lesbian community, 1991 April 22. PART OF A SERIES: O'Melveny & Myers, the firm for which Commission Chairman Warren Christopher worked, conducted research pertaining to the structure and organization of the LAPD. Included in the series are materials related to the firm's research and work product, including excerpts from city charter revisions, summaries of dissertations and books about organizational control of the police, memoranda on various structural issues facing both the LAPD and the Commission's investigation, an excerpt from the Manual of the Los Angeles Police Department, and a transcript of court proceedings in Collins v. City of Los Angeles, a civil case in which a female African-American police recruit filed a lawsuit against the city on the grounds of racial and gender discrimination.
DOI: 10.25549/independent-c69-36116
title: List of individuals contacted for the Independent Commission on the LAPD and statements of contacted individuals, 1991-06-10

description: Memo - re: list of individuals contacted for the Independent Commission on the Los Angeles Police Department and statements of contacted individuals - from: Chuck Michel; to: Larry Gotlieb, 1991 June 10. PART OF A SERIES: O'Melveny & Myers, the firm for which Commission Chairman Warren Christopher worked, conducted research pertaining to the structure and organization of the LAPD. Included in the series are materials related to the firm's research and work product, including excerpts from city charter revisions, summaries of dissertations and books about organizational control of the police, memoranda on various structural issues facing both the LAPD and the Commission's investigation, an excerpt from the Manual of the Los Angeles Police Department, and a transcript of court proceedings in Collins v. City of Los Angeles, a civil case in which a female African-American police recruit filed a lawsuit against the city on the grounds of racial and gender discrimination.
DOI: 10.15468/dl.5zf4vb
title: Occurrence Download

description: A dataset containing 70865 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Penaeus duorarum Burkenroad, 1939"
 ]
}

 The dataset includes 70865 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046286-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9qs8fp
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diadasia opuntiae Cockerell, 1901"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003687-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-31176
title: Police misconduct, 1990 Jan. 9 - 1991 Mar. 31

description: Police misconduct, 1990 January 9 - 1991 March 31. 11.2. Compilation of articles from Lexis Nexis on the topics of Commissions, General articles, Justice Department, Settlements and awards (Los Angeles, California (excluding Los Angeles), Nationally). Independent Commission on Los Angeles Police Department / general counsel - 1991 April 16-17 meetings (2-3 of 3), 1990 January 9 - 1991 March 31. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.15468/dl.e4fjrx
title: Occurrence Download

description: A dataset containing 83947 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Country is Guatemala",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 83947 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002618-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8x9w2g
title: Occurrence Download

description: A dataset containing 86935 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xenops minutus (Sparrman, 1788)"
 ]
}

 The dataset includes 86935 records from 215 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056216-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-31175
title: Police misconduct, 1990 Jan. 9 - 1991 Mar. 31

description: Police misconduct, 1990 January 9 - 1991 March 31. 11.2. Compilation of articles from Lexis Nexis on the topics of Commissions, General articles, Justice Department, Settlements and awards (Los Angeles, California (excluding Los Angeles), Nationally). Independent Commission on Los Angeles Police Department / general counsel - 1991 April 16-17 meetings (2-3 of 3), 1990 January 9 - 1991 March 31. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.15468/dl.8q7gmh
title: Occurrence Download

description: A dataset containing 43382 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mozambique",
 {
 "or" : [
 "DatasetKey is Tropicos MO Specimen Data",
 "DatasetKey is Royal Botanic Gardens, Kew - Herbarium Specimens",
 "DatasetKey is IICT Herbário LISC",
 "DatasetKey is Naturalis Biodiversity Center (NL) - Botany"
 ]
 }
 ]
}

 The dataset includes 43382 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002618-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vm6539
title: Occurrence Download

description: A dataset containing 50344 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Artportalen (Swedish Species Observation System)",
 "Month is February",
 "Year 2024-2024"
 ]
}

 The dataset includes 50344 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014934-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-31287
title: 11.4. IC on LAPD / general counsel - 1991 May 1 meeting (3 of 4), 1991 May 1

description: 11.4. Independent Commission on Los Angeles Police Department / general counsel - 1991 May 1 meeting (3 of 4), 1991 May 1. A need for change: confronting the problems of the LAPD - testimony of Ramona Ripston, executive director ACLU of Southern California, before the special Independent Commission on the LAPD. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.15468/dl.jqkpgq
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Microzooplankton abundance and biomass at station TT043_19-2"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002618-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-32018
title: 11.13. IC on LAPD / general counsel - 1991 June 19 meeting, 1991 May - June 19

description: 11.13. Independent Commission on Los Angeles Police Department / general counsel - 1991 June 19 meeting, 1991 May - June 19. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.15468/dl.5ttahc
title: Occurrence Download

description: A dataset containing 6565978 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-86.44281 34.67386,-72.5556 34.67386,-72.5556 41.40802,-86.44281 41.40802,-86.44281 34.67386))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cardinalis cardinalis (Linnaeus, 1758)"
 ]
}

 The dataset includes 6565978 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010454-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-31820
title: 13.1. IC on LAPD / general counsel - civil suits, 1986 Apr. 14 - 1991 June 12

description: 13.1. Independent Commission on Los Angeles Police Department / general counsel - civil suits, 1986 April 14 - 1991 June 12. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.15468/dl.f6t3j5
title: Occurrence Download

description: A dataset containing 29345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Megaptera novaeangliae (Borowski, 1781)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 29345 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002618-170925132151566/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zp7amx
title: Occurrence Download

description: A dataset containing 2843 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chloephaga rubidiceps P.L.Sclater, 1861"
 ]
}

 The dataset includes 2843 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006825-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5uxbnt
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Naturalis Biodiversity Center (NL) - Botany",
 "TaxonKey is Gaga Pryer, Fay W.Li & Windham"
 ]
}

 The dataset includes 56 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002618-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.