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d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] C152 [Class]
Analysis of Explosives
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] C452 [Class]
Advanced Arson Analysis
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] S902 [Class]
ADVANCED CRIME SCENE INVESTIGATION
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R220 [Class]
Advanced DNA Extraction and Quantification
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] C411 [Class]
Advanced Mass Spectra
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] M205 [Class]
Advanced Microscopy
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E203 [Class]
Advanced Ridgeology Comparison
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R604 [Class]
An Introduction to Non-Human Forensic DNA Analysis and Typing
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E253 [Class]
Analysis of Distortion in Latent Prints
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] C205 [Class]
Analysis of Synthetic Cannabinoids
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] C120 [Class]
Basic Drug Analysis
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E418 [Class]
Basic Firearms Disassembly and Reassembly
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] M101 [Class]
Basic Practical Microscopy
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R106 [Class]
Biological Fluid Identification
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] S201 [Class]
Bloodstain Pattern Interpretation
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R107 [Class]
Casework Approach I
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R107b [Class]
Casework Approach II
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] D320 [Class]
Cellular Phone Forensics/Investigations
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] C201 [Class]
Clandestine Laboratory Analysis and Synthesis
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] H106 [Class]
Clandestine Laboratory Health and Safety - Refresher
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R108 [Class]
Clothing Examination
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] D315 [Class]
Computer Crime - LAN Investigations
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] D31x [Class]
Computer Crime Advanced LAN Investigations
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] D100 [Class]
Computer Crime-High Technology Investigation
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] D200 [Class]
Computer Crime-Investigation of Internet Crimes
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] D105 [Class]
Computer Crimes Pre-Search
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] D300 [Class]
Computer Digital Evidence Recovery
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] D425 [Class]
Computer Forensics - Macintosh
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] S111 [Class]
Crime Scene Investigation I
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] S211 [Class]
Crime Scene Investigation II
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] S213 [Class]
Crime Scene Reconstruction
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E140 [Class]
Detection and Recovery of Footwear and Tire Impressions
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E104 [Class]
Digital Imaging for Firearm and Toolmark Examiners
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R104 [Class]
DNA Extraction and Quantitation
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R120 [Class]
DNA Quantitation with Real Time qPCR
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] A130 [Class]
Ethics in Forensic Science
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] C153 [Class]
Explosives, Improvised Explosive Devices, Electronic Components & Circuits
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] M202 [Class]
Fiber Identification and Comparison
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E150 [Class]
Fingerprint Pattern Recognition
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E600 [Class]
Firearms and Toolmark Examiners Academy
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E102 [Class]
Firearms and Toolmarks Introduction I
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E102a [Class]
Firearms and Toolmarks Introduction I - Lab
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E103 [Class]
Firearms and Toolmarks Introduction II
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E103a [Class]
Firearms and Toolmarks Introduction II - Lab
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E103b [Class]
Firearms and Toolmarks Introduction II - Practical Lab Extension
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E425 [Class]
Firearms Factory Tours
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E425a [Class]
Firearms Factory Tours Extension
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E101 [Class]
Firearms Safety
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E141 [Class]
Footwear Impression Evidence Comparison
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] T108 [Class]
Forensic Alcohol Interpretation
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] T109 [Class]
Forensic Alcohol Supervisor
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E115 [Class]
Forensic Pathology of Gunshot Wounds - Recognizing and Collecting Firearms Evidence
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] S105 [Class]
Forensic Photography
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] A108 [Class]
Forensic Science Overview
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] A200 [Class]
Forensic Statistics
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] T103 [Class]
Forensic Toxicology - Pharmacology
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] T102a [Class]
Forensic Toxicology Instrumentation - GC and GCMS
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] T102b [Class]
Forensic Toxicology Instrumentation - LCMSMS
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E419 [Class]
Fundamental Manufacturing Processes
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R210 [Class]
Genetic Typing Methods in Forensic Science
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R605 [Class]
Genetics, The Law, and Society
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] M211 [Class]
Glass Examination and Comparison
[]
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Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] M201 [Class]
Hair Examination and Comparison
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
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Hair Examination for the DNA Analyst
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] M115 [Class]
Headlamp Examination
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] M207 [Class]
Identification of Animal Hairs
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] M212 [Class]
Identification of Building Materials
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] M206 [Class]
Identification of Soils and Minerals
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] C251 [Class]
Intermediate Analysis of Ignitable Liquids and Fire Debris
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R254 [Class]
Interpretation of Complex STR Data
[]
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Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] C131 [Class]
Interpretation of Infrared Spectra
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] C151 [Class]
Intro to Ignitable Liquids and Fire Debris
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CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] T101 [Class]
Introduction to Forensic Toxicology
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R500 [Class]
Kinship Analysis
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Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] H102 [Class]
Laboratory Safety Officer
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Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E152 [Class]
Latent Print Comparisons
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Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E252 [Class]
Latent Print Photography
[]
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Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E151 [Class]
Latent Print Techniques
[]
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Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] C111 [Class]
Mass Spectra: Theory and Interpretation
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] C401 [Class]
MDMA and Associated Compounds
[]
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Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] M403 [Class]
Microscopy of Explosives
[]
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Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R123 [Class]
Microscopy of Sexual Assault Evidence
[]
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Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R602 [Class]
Mitochondrial DNA Analysis
[]
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Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] T103d [Class]
Neurobiology and Pharmacokinetics of Cannabinoids
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] M204 [Class]
Paint Examination and Comparison
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CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] S115 [Class]
Pathology of Wounds
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CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] D400 [Class]
PC Forensics - Advanced Computer Investigations, Build-a-Box
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] D250 [Class]
PC Forensics - Basic Data Collection
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] D310 [Class]
PC Forensics - Specialized Investigative Tools
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] T103a [Class]
Pharmacokinetic Processes
[]
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Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] T103b [Class]
Pharmacology and Pharmacokinetics of Amphetamines and Cocaine
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] T103e [Class]
Pharmacology of MDMA
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] S106 [Class]
Photoshop for Forensic Examiners
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R103 [Class]
Population Genetics in Forensic DNA Analysis
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] A103 [Class]
Presentation of Courtroom Evidence
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] A109 [Class]
Presentation of DNA Evidence in Court
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] E111 [Class]
Serial Number Restoration
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] S202 [Class]
Shooting Incident Reconstruction
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R251 [Class]
Short Tandem Repeat (STR) I Analysis and Typing
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json
d421d4e2_ala_D__Harris_Attorney_General__Class
[Class Code] R252 [Class]
Short Tandem Repeat (STR) II Analysis and Typing
[]
CCI All Courses | State of California - Department of Justice - Kamala D. Harris Attorney General
Class
https://www.oag.ca.gov/cci/all-courses?order=title&sort=asc
39/1438042989126.22_20150728002309-00292-ip-10-236-191-2_913022365_0.json

Dataset Card for "UnpredicTable-cluster17" - Dataset of Few-shot Tasks from Tables

Dataset Summary

The UnpredicTable dataset consists of web tables formatted as few-shot tasks for fine-tuning language models to improve their few-shot performance.

There are several dataset versions available:

Supported Tasks and Leaderboards

Since the tables come from the web, the distribution of tasks and topics is very broad. The shape of our dataset is very wide, i.e., we have 1000's of tasks, while each task has only a few examples, compared to most current NLP datasets which are very deep, i.e., 10s of tasks with many examples. This implies that our dataset covers a broad range of potential tasks, e.g., multiple-choice, question-answering, table-question-answering, text-classification, etc.

The intended use of this dataset is to improve few-shot performance by fine-tuning/pre-training on our dataset.

Languages

English

Dataset Structure

Data Instances

Each task is represented as a jsonline file and consists of several few-shot examples. Each example is a dictionary containing a field 'task', which identifies the task, followed by an 'input', 'options', and 'output' field. The 'input' field contains several column elements of the same row in the table, while the 'output' field is a target which represents an individual column of the same row. Each task contains several such examples which can be concatenated as a few-shot task. In the case of multiple choice classification, the 'options' field contains the possible classes that a model needs to choose from.

There are also additional meta-data fields such as 'pageTitle', 'title', 'outputColName', 'url', 'wdcFile'.

Data Fields

'task': task identifier

'input': column elements of a specific row in the table.

'options': for multiple choice classification, it provides the options to choose from.

'output': target column element of the same row as input.

'pageTitle': the title of the page containing the table.

'outputColName': output column name

'url': url to the website containing the table

'wdcFile': WDC Web Table Corpus file

Data Splits

The UnpredicTable datasets do not come with additional data splits.

Dataset Creation

Curation Rationale

Few-shot training on multi-task datasets has been demonstrated to improve language models' few-shot learning (FSL) performance on new tasks, but it is unclear which training tasks lead to effective downstream task adaptation. Few-shot learning datasets are typically produced with expensive human curation, limiting the scale and diversity of the training tasks available to study. As an alternative source of few-shot data, we automatically extract 413,299 tasks from diverse internet tables. We provide this as a research resource to investigate the relationship between training data and few-shot learning.

Source Data

Initial Data Collection and Normalization

We use internet tables from the English-language Relational Subset of the WDC Web Table Corpus 2015 (WTC). The WTC dataset tables were extracted from the July 2015 Common Crawl web corpus (http://webdatacommons.org/webtables/2015/EnglishStatistics.html). The dataset contains 50,820,165 tables from 323,160 web domains. We then convert the tables into few-shot learning tasks. Please see our publication for more details on the data collection and conversion pipeline.

Who are the source language producers?

The dataset is extracted from WDC Web Table Corpora.

Annotations

Annotation process

Manual annotation was only carried out for the UnpredicTable-rated-low, UnpredicTable-rated-medium, and UnpredicTable-rated-high data subsets to rate task quality. Detailed instructions of the annotation instructions can be found in our publication.

Who are the annotators?

Annotations were carried out by a lab assistant.

Personal and Sensitive Information

The data was extracted from WDC Web Table Corpora, which in turn extracted tables from the Common Crawl. We did not filter the data in any way. Thus any user identities or otherwise sensitive information (e.g., data that reveals racial or ethnic origins, sexual orientations, religious beliefs, political opinions or union memberships, or locations; financial or health data; biometric or genetic data; forms of government identification, such as social security numbers; criminal history, etc.) might be contained in our dataset.

Considerations for Using the Data

Social Impact of Dataset

This dataset is intended for use as a research resource to investigate the relationship between training data and few-shot learning. As such, it contains high- and low-quality data, as well as diverse content that may be untruthful or inappropriate. Without careful investigation, it should not be used for training models that will be deployed for use in decision-critical or user-facing situations.

Discussion of Biases

Since our dataset contains tables that are scraped from the web, it will also contain many toxic, racist, sexist, and otherwise harmful biases and texts. We have not run any analysis on the biases prevalent in our datasets. Neither have we explicitly filtered the content. This implies that a model trained on our dataset may potentially reflect harmful biases and toxic text that exist in our dataset.

Other Known Limitations

No additional known limitations.

Additional Information

Dataset Curators

Jun Shern Chan, Michael Pieler, Jonathan Jao, Jérémy Scheurer, Ethan Perez

Licensing Information

Apache 2.0

Citation Information

@misc{chan2022few,
  author = {Chan, Jun Shern and Pieler, Michael and Jao, Jonathan and Scheurer, Jérémy and Perez, Ethan},
  title = {Few-shot Adaptation Works with UnpredicTable Data},
  publisher={arXiv},
  year = {2022},
  url = {https://arxiv.org/abs/2208.01009}
}
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