cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/webster-c100-89245
title: Supply division, activities reports, 1991/1992

description: Los Angeles Police Department, Supply division, activities reports and staff meeting agendas, 1991-1992. PART OF SERIES: The series includes records pertaining to the Webster Commission's Discovery Request, which solicited documents related to the internal operations of the Los Angeles Police Department immediately before and during the Rodney King riots. Materials fall into four categories of documents requested by the Commission for this purpose: activity reports, meeting agendas and minutes, itineraries of Department-led training sessions, and roll call deployment period reports from these training sessions. PART OF SUBSERIES: Materials pertaining to the activities of the Los Angeles Police Department's Fiscal Support Bureau and its constituent divisions between March, 1991 and July, 1992. Included are activities reports and intradepartmental correspondence, as well as agendas and minutes from FSB staff meetings and divisional supervisor meetings.
DOI: 10.5281/zenodo.13840469
title: Dataset and software for processing of hyperspectral images of different CDW materials

description: Overview

The provided scripts are designed to process hyperspectral images of construction and demolition waste (CDW) materials, extract relevant features, and train a machine-learning model for material classification. The scripts perform the following tasks:



Feature Extraction: Extract spectral features from hyperspectral data.

Background Removal and Subset Extraction: Remove backgrounds from images and extract subsets for analysis.

Data Visualization: Generate plots to visualize the extracted features and reflectance curves.

Machine Learning Model Training: Using the extracted features, train and evaluate a multilayer perceptron (MLP) classifier.




Prerequisites

Before running the scripts, ensure that you have the following:



Python 3.x installed on your system.

Required Python packages:



numpy

matplotlib

scipy

pandas

scikit-learn

seaborn

rembg (for background removal)

Pillow (PIL)



Hyperspectral data files in .mat format containing calibrated hyperspectral cubes and wavelength information.

A directory structure to organize input and output files as described in each script.




Scripts Description

1. hyperspectral_features_v2.py

Purpose

This script processes individual hyperspectral image files to extract spectral features from a central subset of the image. It generates RGB images from the hyperspectral data, plots the mean reflectance spectra, and outputs a LaTeX-formatted table containing the extracted features.

Functionality



Loading Data: Reads .mat files containing hyperspectral data from a specified input directory.

Feature Calculation:



Calculates mean reflectance within a central window of the image.

Extracts spectral features such as peak wavelength and area under the reflectance curve.

Records reflectance values at selected wavelengths, including standard RGB channels and additional wavelengths.



RGB Image Generation: Creates RGB images using specific wavelengths corresponding to the red, green, and blue channels.

Spectra Plotting: Plots the mean reflectance spectra for each sample.

LaTeX Table Generation: Produces a LaTeX-formatted table of the extracted features for inclusion in a report or paper.


Usage Instructions





Prepare Input Data:



Place your .mat files containing the hyperspectral data in the appropriate input directory (e.g., input/mortar).





Run the Script:



Modify the materials list at the end of the script to include the materials you want to process (e.g., materials = ['mortar']).

Execute the script:



bash
DOI: 10.5281/zenodo.13840470
title: Dataset and software for processing of hyperspectral images of different CDW materials

description: Overview

The provided scripts are designed to process hyperspectral images of construction and demolition waste (CDW) materials, extract relevant features, and train a machine-learning model for material classification. The scripts perform the following tasks:



Feature Extraction: Extract spectral features from hyperspectral data.

Background Removal and Subset Extraction: Remove backgrounds from images and extract subsets for analysis.

Data Visualization: Generate plots to visualize the extracted features and reflectance curves.

Machine Learning Model Training: Using the extracted features, train and evaluate a multilayer perceptron (MLP) classifier.




Prerequisites

Before running the scripts, ensure that you have the following:



Python 3.x installed on your system.

Required Python packages:



numpy

matplotlib

scipy

pandas

scikit-learn

seaborn

rembg (for background removal)

Pillow (PIL)



Hyperspectral data files in .mat format containing calibrated hyperspectral cubes and wavelength information.

A directory structure to organize input and output files as described in each script.




Scripts Description

1. hyperspectral_features_v2.py

Purpose

This script processes individual hyperspectral image files to extract spectral features from a central subset of the image. It generates RGB images from the hyperspectral data, plots the mean reflectance spectra, and outputs a LaTeX-formatted table containing the extracted features.

Functionality



Loading Data: Reads .mat files containing hyperspectral data from a specified input directory.

Feature Calculation:



Calculates mean reflectance within a central window of the image.

Extracts spectral features such as peak wavelength and area under the reflectance curve.

Records reflectance values at selected wavelengths, including standard RGB channels and additional wavelengths.



RGB Image Generation: Creates RGB images using specific wavelengths corresponding to the red, green, and blue channels.

Spectra Plotting: Plots the mean reflectance spectra for each sample.

LaTeX Table Generation: Produces a LaTeX-formatted table of the extracted features for inclusion in a report or paper.


Usage Instructions





Prepare Input Data:



Place your .mat files containing the hyperspectral data in the appropriate input directory (e.g., input/mortar).





Run the Script:



Modify the materials list at the end of the script to include the materials you want to process (e.g., materials = ['mortar']).

Execute the script:



bash
DOI: 10.5281/zenodo.14294262
title: Dataset and software for processing of hyperspectral images of different CDW materials

description: Overview

The provided scripts are designed to process hyperspectral images of construction and demolition waste (CDW) materials, extract relevant features, and train a machine-learning model for material classification. The scripts perform the following tasks:



Feature Extraction: Extract spectral features from hyperspectral data.

Background Removal and Subset Extraction: Remove backgrounds from images and extract subsets for analysis.

Data Visualization: Generate plots to visualize the extracted features and reflectance curves.

Machine Learning Model Training: Using the extracted features, train and evaluate a multilayer perceptron (MLP) classifier.




Prerequisites

Before running the scripts, ensure that you have the following:



Python 3.x installed on your system.

Required Python packages:



numpy

matplotlib

scipy

pandas

scikit-learn

seaborn

rembg (for background removal)

Pillow (PIL)



Hyperspectral data files in .mat format containing calibrated hyperspectral cubes and wavelength information.

A directory structure to organize input and output files as described in each script.




Scripts Description

1. hyperspectral_features_v2.py

Purpose

This script processes individual hyperspectral image files to extract spectral features from a central subset of the image. It generates RGB images from the hyperspectral data, plots the mean reflectance spectra, and outputs a LaTeX-formatted table containing the extracted features.

Functionality



Loading Data: Reads .mat files containing hyperspectral data from a specified input directory.

Feature Calculation:



Calculates mean reflectance within a central window of the image.

Extracts spectral features such as peak wavelength and area under the reflectance curve.

Records reflectance values at selected wavelengths, including standard RGB channels and additional wavelengths.



RGB Image Generation: Creates RGB images using specific wavelengths corresponding to the red, green, and blue channels.

Spectra Plotting: Plots the mean reflectance spectra for each sample.

LaTeX Table Generation: Produces a LaTeX-formatted table of the extracted features for inclusion in a report or paper.


Usage Instructions





Prepare Input Data:



Place your .mat files containing the hyperspectral data in the appropriate input directory (e.g., input/mortar).





Run the Script:



Modify the materials list at the end of the script to include the materials you want to process (e.g., materials = ['mortar']).

Execute the script:



bash
DOI: 10.25549/webster-c100-38533
title: Inter-Agency Team Final Report, Los Angeles County Sheriff's Department, 1992

description: Inter-Agency Team Final Report,  Appendix: Los Angeles County Sheriff's Department Miscellaneous materials collected by the Inter-Agency team regarding the role of the Los Angeles County Sheriff's Department in the response to the 1992 riots, 1992. PART OF SERIES: In addition to analyzing the 1992 riots as a whole, the Webster Commission also divided into several smaller task forces and study groups, each of which addressed one specific aspect of the civil disturbance. The series consists of reports and appendices produced by five of these groups: the Chronology Team, the Public Officials and Community Team, the LAPD Team, the Comparisons Study Group, and the Inter-Agency Team. Also included are two copies of Webster Scope, a report that interprets the riots and their cumulative effects primarily through graphs, charts, statistics, and figures, and several research memoranda that discuss the legality of several riot-response tactics. PART OF SUBSERIES: Materials related to a final report issued by the Webster Commission's Inter-Agency Team. which evaluated the collaboration between the LAPD and other law enforcement agencies in the advent of the 1992 riots. Included is a copy of the final report and the report's appendices, which are comprised of interviews, memoranda, statistical analyses, handbooks, and other miscellaneous documents.
DOI: 10.25549/webster-c100-20130
title: Developing Neighborhood Oriented Policing, 1988

description: A booklet describing Houston Police Department's attempt to develop a better neighborhood and police relationship, 1988. PART OF SERIES: In its probe of LAPD operations, the Webster Commission surveyed the emergency procedures of other major cities in the United States, many of which had experienced similar instances of civil unrest. The series contains materials that were acquired and studied by the Commission for this purpose. Included are reference guides developed by several police departments that delineate their structure, rules, and policies; manuals that outline emergency operations plans and procedures; reports that discuss the role of community-oriented policing in the prevention of crime; and assessments of the police departments response to riots in other cities. PART OF SUBSERIES: Materials related to police plans, procedures, and operations in Houston, Texas.
DOI: 10.15468/dl.cyajfc
title: Occurrence Download

description: A dataset containing 61753 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Fossil",
 "Country is Italy",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 61753 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025251-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/webster-c100-9962
title: Philadelphia: Roundtable 4, 1992-08-27

description: A summary of impressions, conclusions, and opinions of an interview between district attorney and chief inspector Vincent Greene, 1992 August 27. PART OF SERIES:  Materials in the series pertain to the relationship between police officials and the communities they serve in the context of riot prevention and control. Included are interviews and roundtable discussions with law enforcement personnel from several major cities, pamphlets and newsletters produced by the School of Criminal Justice at Michigan State University, several reports and studies pertaining to civil disorder, and a series of articles about community-based policing reproduced by the Traffic Institute. PART OF SUBSERIES: Interviews with police officials from several major jurisdictions about their departments' operations.
DOI: 10.25549/webster-c100-88444
title: Operations valley bureau, Valley traffic divisional training day, meetings, 1991-06/1992-06

description: Operations valley bureau, Valley traffic divisional training day, meeting minutes and training agendas, 1991 June - 1992 June. PART OF SERIES: The series includes records pertaining to the Webster Commission's Discovery Request, which solicited documents related to the internal operations of the Los Angeles Police Department immediately before and during the Rodney King riots. Materials fall into four categories of documents requested by the Commission for this purpose: activity reports, meeting agendas and minutes, itineraries of Department-led training sessions, and roll call deployment period reports from these training sessions. PART OF SUBSERIES: Materials related to the Valley Bureau of the Los Angeles Police Department's Office of Operations between March, 1991 and June, 1992. Included are activities reports and intradepartmental correspondence, as well as minutes from the Commanding Officers' staff meetings. The series also contains records specific to each of the Bureau's constituent areas, including agendas and minutes from area supervisor meetings, supporting materials from these meetings, and materials pertaining to training sessions conducted within each area.
DOI: 10.25549/webster-c100-32213
title: Alan Deal, interview, 1992-06-21

description: Interview of Alan Deal, Captain of the Los Angeles Police Department's Rampart Division, about his recollection and impressions of the civil disturbance, as well as the Rampart Division’s preparedness to respond to the disturbance, 1992 June 21. PART OF SERIES: After the violence had subsided, the Webster Commission met of a variety of public officials, law enforcement personnel, activists, and community leaders to discuss the rioting, its root causes, and the adequacy of the LAPD's response. The series includes summaries of these meetings, including questions and comments along of the interviewers' own mental impressions, conclusions, and opinions. Materials are arranged in alphabetical order, according to the last name of the interviewee.
DOI: 10.25549/webster-c100-44997
title: Declaration of custodian records, 1992-04/1992-09

description: An affidavit regarding the provision of furnished daily worksheets for several geographic areas of the Los Angeles Police Department, 1992 April - September. PART OF SERIES: The series includes materials related to the performance of the LAPD prior to and during the 1992 Los Angeles riots. Included are reports and documents pertaining to the department's tactical planning measures for unusual occurrences and emergencies; riot-related statistics and figures; and arrest logs, incident logs, and activities reports maintained during the riots.
DOI: 10.25549/webster-c100-70554
title: West Bureau, Traffic Division, Mobilization rosters, 1992-04-29/1992-05-08

description: Mobilization rosters maintained by the Los Angeles Police Department's West Traffic Division, 1992 April 29 - May 8.  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-c100-45483
title: Statistical digest, 1991

description: Report with statistical data covering the activities of the Los Angeles Police Department, 1991. PART OF SERIES: The series includes materials related to the performance of the LAPD prior to and during the 1992 Los Angeles riots. Included are reports and documents pertaining to the department's tactical planning measures for unusual occurrences and emergencies; riot-related statistics and figures; and arrest logs, incident logs, and activities reports maintained during the riots.
DOI: 10.25549/webster-c100-10043
title: Community Policing Programs: A Twenty Year View, 1991

description: "Community Policing Programs: A Twenty Year View", by the National Neighborhood Foot Patrol Center, School of Criminal Justice, Michigan State University, Community Policing Series No. 10. A pamphlet analyzing cities that have implemented community-based policing programs, 1991. PART OF SERIES:  Materials in the series pertain to the relationship between police officials and the communities they serve in the context of riot prevention and control. Included are interviews and roundtable discussions with law enforcement personnel from several major cities, pamphlets and newsletters produced by the School of Criminal Justice at Michigan State University, several reports and studies pertaining to civil disorder, and a series of articles about community-based policing reproduced by the Traffic Institute. PART OF SUBSERIES: Pamphlets and newsletters about community-based policing published by Michigan State University's School of Criminal Justice.
DOI: 10.25549/webster-c100-31007
title: Lee Allen, interview, 1992-06-22

description: Interview of Sergeant I Lee Allen, Foothill Division Los Angeles police department, 1992 June 22. PART OF SERIES: After the violence had subsided, the Webster Commission met with a variety of public officials, law enforcement personnel, activists, and community leaders to discuss the rioting, its root causes, and the adequacy of the LAPD's response. The series includes summaries of these meetings, including questions and comments along with the interviewers' own mental impressions, conclusions, and opinions. Materials are arranged in alphabetical order, according to the last name of the interviewee.
DOI: 10.25549/webster-c100-24600
title: Law Enforcement Mutual Aid Plan: Coroner's Annex, 1990-05

description: A supplement to the Law Enforcement Mutual Aid Plan by State of California Governor's Office of Emergency Services, Law Enforcement Division which describes the statewide coroner's and medical examiner's organization, mobilization, and functions in the event of a disaster or emergency, 1990 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-c100-7359
title: Footprints 1: The Community Policing Newsletter, 1992-01/1992-05

description: "Footprints #1: The Community Policing Newsletter", vol. IV, No. 1, by Michigan State University. A newsletter which features the prevention of individual and systemic corruption and discusses other community-based policing issues, 1992 January-May. PART OF SERIES:  Materials in the series pertain to the relationship between police officials and the communities they serve in the context of riot prevention and control. Included are interviews and roundtable discussions with law enforcement personnel from several major cities, pamphlets and newsletters produced by the School of Criminal Justice at Michigan State University, several reports and studies pertaining to civil disorder, and a series of articles about community-based policing reproduced by the Traffic Institute. PART OF SUBSERIES: Pamphlets and newsletters about community-based policing published by Michigan State University's School of Criminal Justice.
DOI: 10.25549/webster-c100-65545
title: Central Traffic, A/B watch roster, 1992-04-19/1992-05-16

description: Personnel roster maintained by the Los Angeles Police Department's Central Traffic Division between, 1992 April 19 - May 16. PART OF SERIES: Materials in the series fall into two categories: standing plans for Unusual Occurrences developed by several LAPD divisions, and personnel rosters for deployment periods falling immediately before, during, and immediately after the 1992 riots. Included are plans and rosters maintained by the Central, Northeast, Rampart, and Newton Street areas, and mobilization rosters maintained by the Central Traffic and Community Resources Against Street Hoodlums (CRASH) sections. Materials are organized by geographic division.
DOI: 10.25549/webster-c100-71279
title: Watch commander's daily report, 1991-06-15/1991-06-29

description: Collection of watch commander's daily reports, 1991 June 15 - 29. PART OF SERIES: Included in the series are copies of the LAPD Watch Commander's Daily Reports from June to September, 1991.
DOI: 10.25549/webster-c100-30532
title: Newport News operating budget, 1993

description: City of Newport News, 1993 operating budget, 1993. PART OF SERIES: During its investigation, the Webster Commission evaluated the policies and procedures of other cities' police departments to better assess the LAPD's performance during the 1992 riots. These evaluations were conducted primarily through the distribution of questionnaires, which addressed each department's structure and internal operations. The series consists of questionnaires that were completed by the police departments of 72 major cities and returned to the Webster Commission for review. Items are arranged in alphabetical order according to city name.
DOI: 10.25549/webster-c100-71301
title: Watch commander's daily report, 1991-06-15/1991-06-29

description: Collection of watch commander's daily reports, 1991 June 15 - 29. PART OF SERIES: Included in the series are copies of the LAPD Watch Commander's Daily Reports from June to September, 1991.
DOI: 10.25549/webster-c100-29853
title: Norfolk, Virginia, approved operating budget, 1992-1993

description: Approved operating budget, city of Norfolk, Virginia, 1992-1993. PART OF SERIES: During its investigation, the Webster Commission evaluated the policies and procedures of other cities' police departments to better assess the LAPD's performance during the 1992 riots. These evaluations were conducted primarily through the distribution of questionnaires, which addressed each department's structure and internal operations. The series consists of questionnaires that were completed by the police departments of 72 major cities and returned to the Webster Commission for review. Items are arranged in alphabetical order according to city name.