cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15007607
title: Dataset: HD-sEMG and Shallow Neural Networks for Control of a Three Degree of Freedom Hand Kinematic Model in Healthy and Tetraplegic Subjects

description: This dataset contains high-density surface electromyography (HD-sEMG) signals and corresponding task performance metrics collected from a study investigating neck muscle activation for controlling virtual cursors and a 3-degree-of-freedom (DoF) hand kinematic model. EMG data were acquired from 10 tetraplegic and 8 healthy subjects using the HDE-Array in conjunction with the MEACS system. 

The dataset is structured into two parts: (1) training phase data (TrDS), where subjects performed predefined neck movements to train RTC-Net, a neural network for movement estimation, and (2) testing phase data, which includes two experimental tasks. In Part 1, subjects controlled three independent cursors in a task-based paradigm, with performance evaluated using Task Completion Score (TCS) and Normalized Distance (ND). In Part 2, subjects controlled a virtual hand kinematic model via neck muscle activation, with performance assessed using Mean Angular Distance (MAD) and Mean Distance (MD). Additionally, benchmark data (DS0) from a previous study involving forearm-based hand control are included for comparative analysis.

The dataset includes data acquired during the training phase and the results of the testing phase. All code (Matlab and Python) used for the paper is included. Readers are referred to the original paper (same title) for further details.
DOI: 10.5281/zenodo.15007608
title: Dataset: HD-sEMG and Shallow Neural Networks for Control of a Three Degree of Freedom Hand Kinematic Model in Healthy and Tetraplegic Subjects

description: This dataset contains high-density surface electromyography (HD-sEMG) signals and corresponding task performance metrics collected from a study investigating neck muscle activation for controlling virtual cursors and a 3-degree-of-freedom (DoF) hand kinematic model. EMG data were acquired from 10 tetraplegic and 8 healthy subjects using the HDE-Array in conjunction with the MEACS system. 

The dataset is structured into two parts: (1) training phase data (TrDS), where subjects performed predefined neck movements to train RTC-Net, a neural network for movement estimation, and (2) testing phase data, which includes two experimental tasks. In Part 1, subjects controlled three independent cursors in a task-based paradigm, with performance evaluated using Task Completion Score (TCS) and Normalized Distance (ND). In Part 2, subjects controlled a virtual hand kinematic model via neck muscle activation, with performance assessed using Mean Angular Distance (MAD) and Mean Distance (MD). Additionally, benchmark data (DS0) from a previous study involving forearm-based hand control are included for comparative analysis.

The dataset includes data acquired during the training phase and the results of the testing phase. All code (Matlab and Python) used for the paper is included. Readers are referred to the original paper (same title) for further details.
DOI: 10.15468/dl.zhaagk
title: Occurrence Download

description: A dataset containing 2675406 records in GBIF matching the query:
SELECT specieskey, COUNT(specieskey), countrycode
 FROM occurrence
 WHERE
 specieskey IS NOT NULL
 AND countrycode IS NOT NULL
 -- AND countrycode = 'CA'
 AND occurrencestatus = 'PRESENT'
 AND (
 basisofrecord = 'HUMAN_OBSERVATION'
 OR basisofrecord = 'MACHINE_OBSERVATION'
 OR basisofrecord = 'OCCURRENCE'
 OR basisofrecord = 'LIVING_SPECIMEN'
 OR basisofrecord = 'MATERIAL_SAMPLE'
 )
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH') AND datasetkey NOT IN ('ebd01d3e-5e9a-4e80-8ae2-1dfe9a032bf7', '6276fa08-f762-11e1-a439-00145eb45e9a', 'c8fb4ced-0374-46f7-8c03-5eb5a6b70640', '12464931-e8ea-4437-b6df-c280e063b107', 'b7ef1d60-b0a0-11dd-aa14-b8a03c50a862', '10fe7809-00b8-45ed-b743-963520ea7680', '5bc157a5-d52f-4be1-918b-c2950c5e742c', '00cbf1a4-5437-4902-84c8-17643eac3c8c', '0360c673-20fc-420a-845a-05d20f185dcf', '2ddded16-5565-45ee-8aa1-1b8118fa361f') 
 GROUP BY specieskey, countrycode

 The dataset's 2675406 records were derived from 41991 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009764-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/webster-c100-23543
title: Los Angeles fire department, incoming calls regarding fires, 1992

description: A comprehensive list of the fires that were reported to the Los Angeles Fire Department during the civil disturbance, 1992. PART OF SERIES: Materials in the series address the policies, procedures, and operations of the Los Angeles and Pasadena Fire Departments during emergency situations. Included are manuals and handbooks related to emergency planning, minutes fom several Los Angeles Board of Fire Commissioners' meetings, and incident logs maintained by the Los Angeles Fire Department during the 1992 riots. The series also contains miscellaneous reports about civil unrest in general, and emergency operations survey worksheets completed by 26 California counties after the riots.
DOI: 10.25549/webster-c100-23386
title: Los Angeles fire department, incoming calls regarding fires, 1992

description: A comprehensive list of the fires that were reported to the Los Angeles Fire Department during the civil disturbance, 1992. PART OF SERIES: Materials in the series address the policies, procedures, and operations of the Los Angeles and Pasadena Fire Departments during emergency situations. Included are manuals and handbooks related to emergency planning, minutes fom several Los Angeles Board of Fire Commissioners' meetings, and incident logs maintained by the Los Angeles Fire Department during the 1992 riots. The series also contains miscellaneous reports about civil unrest in general, and emergency operations survey worksheets completed by 26 California counties after the riots.
DOI: 10.25549/webster-c100-24341
title: Gangs, crime, and violence in Los Angeles, 1992-05

description: A report that provides an overview of gang activity in Los Angeles County and recommendations and tactics that can be employed to suppress gangs, 1992 May. PART OF SERIES: Materials in the series assess the LAPD's involvement in immigration enforcement during the 1992 riots. Included are reports issued by governmental and human rights agencies; copies of relevant laws, emergency plans, and penal codes; a copy of Mike Davis' book City of Quartz; and copies of activity logs and reports produced by the Immigration and Naturalization Service (INS).
DOI: 10.25549/webster-c100-10661
title: The Administration of Justice Under Emergency Conditions in the District of Columbia, 1973-03

description: A report produced by the Committee on the Administration of Justice Under Emergency Condition and presented to the Judicial Conference of the District of Columbia Circuit, 1973 March. PART OF SERIES: In its investigation, the Webster Commission aligned the policies and procedures of the LAPD with those adopted by several other agencies and governmental bodies. The series contains a variety of materials collected by the Commission for this purpose. Included are reports about present and future issues facing the City of Los Angeles; analyses of riots which shook Washington, D.C. in 1968; annual reports issued by the Royal Canadian Mounted Police; emergency plans; housing data; newspaper and journal articles; criminal justice statistics; and summaries and after-action reports which assessed law enforcement's response to the 1992 riots.
DOI: 10.25549/webster-c100-24391
title: Gangs, crime, and violence in Los Angeles, 1992-05

description: A report that provides an overview of gang activity in Los Angeles County and recommendations and tactics that can be employed to suppress gangs, 1992 May. PART OF SERIES: Materials in the series assess the LAPD's involvement in immigration enforcement during the 1992 riots. Included are reports issued by governmental and human rights agencies; copies of relevant laws, emergency plans, and penal codes; a copy of Mike Davis' book City of Quartz; and copies of activity logs and reports produced by the Immigration and Naturalization Service (INS).
DOI: 10.25549/webster-c100-75343
title: Watch commander's daily report, 1992-01-12/1992-01-25

description: Collection of watch commander's daily reports, 1992 January 12 - 25. PART OF SERIES: Included in the series are internal documents produced by the LAPD, which aided the Webster Commission in its assessment of the Department's operations. Materials include copies of the Watch Commander's Daily Reports between October, 1991 and May, 1992; critiques and after-action reports on the riots issued by each LAPD bureau; and correspondence regarding personnel and budget matters, crime statistics, and several Department-initiated programs. Also included are several documents, including schedules, press releases, and memoranda, that were issued by the office of Los Angeles Mayor Tom Bradley regarding the verdicts in the Rodney King case. PART OF SUBSERIES: Copies of the Watch Commander's reports maintained between November 17, 1991 and May 30, 1992.
DOI: 10.25549/webster-c100-74588
title: Watch commander's daily report, 1992-01-26/1992-02-08

description: Collection of watch commander's daily reports, 1992 January 26 - February 8. PART OF SERIES: Included in the series are internal documents produced by the LAPD, which aided the Webster Commission in its assessment of the Department's operations. Materials include copies of the Watch Commander's Daily Reports between October, 1991 and May, 1992; critiques and after-action reports on the riots issued by each LAPD bureau; and correspondence regarding personnel and budget matters, crime statistics, and several Department-initiated programs. Also included are several documents, including schedules, press releases, and memoranda, that were issued by the office of Los Angeles Mayor Tom Bradley regarding the verdicts in the Rodney King case. PART OF SUBSERIES: Copies of the Watch Commander's reports maintained between November 17, 1991 and May 30, 1992.
DOI: 10.25549/webster-c100-69435
title: West Bureau, Pacific Area, Standing Plans and Mobilization Rosters, 1992-03-01/1992-05-16

description: Standing plans and mobilization rosters maintained by the Los Angeles Police Department's Pacific Division, 1992 March 1 - May 16. PART OF SERIES: This series consists of materials related to the LAPD's emergency and disaster planning measures. Included are standing plans, mobilization records, and rally points from several of the LAPD's geographic divisions, as well as manuals, lesson plans, and curricula developed by the LAPD for emergency procedures. PART OF SUBSERIES: Materials related to emergency and disaster planning measures. Included are standing plans, mobilization records, and rally points collected from the LAPD's West Bureau; copies of the city's Earthquake Prediction Response Plan and Emergency Operations Master Plan; and standards and procedures developed by the LAPD's Anti-Terrorist Division.
DOI: 10.25549/webster-c100-24323
title: Gangs, crime, and violence in Los Angeles, 1992-05

description: A report that provides an overview of gang activity in Los Angeles County and recommendations and tactics that can be employed to suppress gangs, 1992 May. PART OF SERIES: Materials in the series assess the LAPD's involvement in immigration enforcement during the 1992 riots. Included are reports issued by governmental and human rights agencies; copies of relevant laws, emergency plans, and penal codes; a copy of Mike Davis' book City of Quartz; and copies of activity logs and reports produced by the Immigration and Naturalization Service (INS).
DOI: 10.25549/webster-c100-69440
title: West Bureau, Pacific Area, Standing Plans and Mobilization Rosters, 1992-03-01/1992-05-16

description: Standing plans and mobilization rosters maintained by the Los Angeles Police Department's Pacific Division, 1992 March 1 - May 16. PART OF SERIES: This series consists of materials related to the LAPD's emergency and disaster planning measures. Included are standing plans, mobilization records, and rally points from several of the LAPD's geographic divisions, as well as manuals, lesson plans, and curricula developed by the LAPD for emergency procedures. PART OF SUBSERIES: Materials related to emergency and disaster planning measures. Included are standing plans, mobilization records, and rally points collected from the LAPD's West Bureau; copies of the city's Earthquake Prediction Response Plan and Emergency Operations Master Plan; and standards and procedures developed by the LAPD's Anti-Terrorist Division.
DOI: 10.25549/webster-c100-24345
title: Gangs, crime, and violence in Los Angeles, 1992-05

description: A report that provides an overview of gang activity in Los Angeles County and recommendations and tactics that can be employed to suppress gangs, 1992 May. PART OF SERIES: Materials in the series assess the LAPD's involvement in immigration enforcement during the 1992 riots. Included are reports issued by governmental and human rights agencies; copies of relevant laws, emergency plans, and penal codes; a copy of Mike Davis' book City of Quartz; and copies of activity logs and reports produced by the Immigration and Naturalization Service (INS).
DOI: 10.25549/webster-c100-24426
title: Gangs, crime, and violence in Los Angeles, 1992-05

description: A report that provides an overview of gang activity in Los Angeles County and recommendations and tactics that can be employed to suppress gangs, 1992 May. PART OF SERIES: Materials in the series assess the LAPD's involvement in immigration enforcement during the 1992 riots. Included are reports issued by governmental and human rights agencies; copies of relevant laws, emergency plans, and penal codes; a copy of Mike Davis' book City of Quartz; and copies of activity logs and reports produced by the Immigration and Naturalization Service (INS).
DOI: 10.25549/webster-c100-24785
title: Los Angeles fire department, earthquake emergency operational plan, 1987

description: Guidelines dictating the Los Angeles Fire Department's emergency operations plan in detail, 1987. PART OF SERIES: Materials in the series address the policies, procedures, and operations of the Los Angeles and Pasadena Fire Departments during emergency situations. Included are manuals and handbooks related to emergency planning, minutes fom several Los Angeles Board of Fire Commissioners' meetings, and incident logs maintained by the Los Angeles Fire Department during the 1992 riots. The series also contains miscellaneous reports about civil unrest in general, and emergency operations survey worksheets completed by 26 California counties after the riots.
DOI: 10.25549/webster-c100-23028
title: Los Angeles fire department, southern California earthquake response plan, 1990-06

description: California's protocol for responding to an earthquake, 1990 June. PART OF SERIES: Materials in the series address the policies, procedures, and operations of the Los Angeles and Pasadena Fire Departments during emergency situations. Included are manuals and handbooks related to emergency planning, minutes fom several Los Angeles Board of Fire Commissioners' meetings, and incident logs maintained by the Los Angeles Fire Department during the 1992 riots. The series also contains miscellaneous reports about civil unrest in general, and emergency operations survey worksheets completed by 26 California counties after the riots.
DOI: 10.25549/webster-c100-69262
title: West Bureau, Pacific Area, Standing Plans and Mobilization Rosters, 1992-03-01/1992-05-16

description: Standing plans and mobilization rosters maintained by the Los Angeles Police Department's Pacific Division, 1992 March 1 - May 16. PART OF SERIES: This series consists of materials related to the LAPD's emergency and disaster planning measures. Included are standing plans, mobilization records, and rally points from several of the LAPD's geographic divisions, as well as manuals, lesson plans, and curricula developed by the LAPD for emergency procedures. PART OF SUBSERIES: Materials related to emergency and disaster planning measures. Included are standing plans, mobilization records, and rally points collected from the LAPD's West Bureau; copies of the city's Earthquake Prediction Response Plan and Emergency Operations Master Plan; and standards and procedures developed by the LAPD's Anti-Terrorist Division.
DOI: 10.25549/webster-c100-75268
title: Watch commander's daily report, 1992-01-12/1992-01-25

description: Collection of watch commander's daily reports, 1992 January 12 - 25. PART OF SERIES: Included in the series are internal documents produced by the LAPD, which aided the Webster Commission in its assessment of the Department's operations. Materials include copies of the Watch Commander's Daily Reports between October, 1991 and May, 1992; critiques and after-action reports on the riots issued by each LAPD bureau; and correspondence regarding personnel and budget matters, crime statistics, and several Department-initiated programs. Also included are several documents, including schedules, press releases, and memoranda, that were issued by the office of Los Angeles Mayor Tom Bradley regarding the verdicts in the Rodney King case. PART OF SUBSERIES: Copies of the Watch Commander's reports maintained between November 17, 1991 and May 30, 1992.
DOI: 10.25549/webster-c100-23890
title: Law enforcement mutual aid plan, 1989-03

description: A manual that provides general guidelines as to how mutual aid should be distributed in the event of a disaster or emergency, 1989 March. PART OF SERIES: Materials in the series assess the LAPD's involvement in immigration enforcement during the 1992 riots. Included are reports issued by governmental and human rights agencies; copies of relevant laws, emergency plans, and penal codes; a copy of Mike Davis' book City of Quartz; and copies of activity logs and reports produced by the Immigration and Naturalization Service (INS).
DOI: 10.25549/webster-ouc11403298
title: Watch commander's daily report, 1992-04-05/1992-04-18

description: Collection of watch commander's daily reports, 1992 April 5 - 18. PART OF SERIES: Included in the series are internal documents produced by the LAPD, which aided the Webster Commission in its assessment of the Department's operations. Materials include copies of the Watch Commander's Daily Reports between October, 1991 and May, 1992; critiques and after-action reports on the riots issued by each LAPD bureau; and correspondence regarding personnel and budget matters, crime statistics, and several Department-initiated programs. Also included are several documents, including schedules, press releases, and memoranda, that were issued by the office of Los Angeles Mayor Tom Bradley regarding the verdicts in the Rodney King case. PART OF SUBSERIES: Copies of the Watch Commander's reports maintained between November 17, 1991 and May 30, 1992.
DOI: 10.25549/webster-c100-13195
title: Sourcebook of Criminal Justice Statistics, 1990, 1991

description: A collection of statistics and data pertinent to the criminal justice and law enforcement communities issued by the United States Department of Justice's Bureau of Justice Statistics (BJS), 1991. PART OF SERIES: In its investigation, the Webster Commission aligned the policies and procedures of the LAPD with those adopted by several other agencies and governmental bodies. The series contains a variety of materials collected by the Commission for this purpose. Included are reports about present and future issues facing the City of Los Angeles; analyses of riots which shook Washington, D.C. in 1968; annual reports issued by the Royal Canadian Mounted Police; emergency plans; housing data; newspaper and journal articles; criminal justice statistics; and summaries and after-action reports which assessed law enforcement's response to the 1992 riots.
DOI: 10.25549/webster-ouc11403240
title: Watch commander's daily report, 1992-04-05/1992-04-18

description: Collection of watch commander's daily reports, 1992 April 5 - 18. PART OF SERIES: Included in the series are internal documents produced by the LAPD, which aided the Webster Commission in its assessment of the Department's operations. Materials include copies of the Watch Commander's Daily Reports between October, 1991 and May, 1992; critiques and after-action reports on the riots issued by each LAPD bureau; and correspondence regarding personnel and budget matters, crime statistics, and several Department-initiated programs. Also included are several documents, including schedules, press releases, and memoranda, that were issued by the office of Los Angeles Mayor Tom Bradley regarding the verdicts in the Rodney King case. PART OF SUBSERIES: Copies of the Watch Commander's reports maintained between November 17, 1991 and May 30, 1992.
DOI: 10.25549/webster-c100-13655
title: Sourcebook of Criminal Justice Statistics, 1990, 1991

description: A collection of statistics and data pertinent to the criminal justice and law enforcement communities issued by the United States Department of Justice's Bureau of Justice Statistics (BJS), 1991. PART OF SERIES: In its investigation, the Webster Commission aligned the policies and procedures of the LAPD with those adopted by several other agencies and governmental bodies. The series contains a variety of materials collected by the Commission for this purpose. Included are reports about present and future issues facing the City of Los Angeles; analyses of riots which shook Washington, D.C. in 1968; annual reports issued by the Royal Canadian Mounted Police; emergency plans; housing data; newspaper and journal articles; criminal justice statistics; and summaries and after-action reports which assessed law enforcement's response to the 1992 riots.
DOI: 10.25549/webster-c100-11093
title: Justice Expenditure and Employment in the United States, 1988, 1991-08

description: A report issued by the United States Department of Justice's Bureau of Justice Statistics (BJS). The report presents public expenditure and employment data on civil and criminal justice activities in the United States during fiscal years 1971-1979, 1985, and 1988, 1991 August. PART OF SERIES: In its investigation, the Webster Commission aligned the policies and procedures of the LAPD with those adopted by several other agencies and governmental bodies. The series contains a variety of materials collected by the Commission for this purpose. Included are reports about present and future issues facing the City of Los Angeles; analyses of riots which shook Washington, D.C. in 1968; annual reports issued by the Royal Canadian Mounted Police; emergency plans; housing data; newspaper and journal articles; criminal justice statistics; and summaries and after-action reports which assessed law enforcement's response to the 1992 riots.
DOI: 10.25549/webster-c100-24177
title: Structure and history of Los Angeles City government

description: A memorandum which discusses the history of the Los Angeles city government with an emphasis on the Mayor, City Council, the Chief of Police, and the Police Commission. PART OF SERIES: Materials in the series address the policies, procedures, and operations of the Los Angeles and Pasadena Fire Departments during emergency situations. Included are manuals and handbooks related to emergency planning, minutes fom several Los Angeles Board of Fire Commissioners' meetings, and incident logs maintained by the Los Angeles Fire Department during the 1992 riots. The series also contains miscellaneous reports about civil unrest in general, and emergency operations survey worksheets completed by 26 California counties after the riots.