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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 | [] | 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] 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 | [Class Code] M213 [Class] | 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 | [] | 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] 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 | [] | 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 | [] | 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] H102 [Class] | Laboratory Safety Officer | [] | 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] E152 [Class] | Latent Print Comparisons | [] | 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] E252 [Class] | Latent Print 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] E151 [Class] | Latent Print Techniques | [] | 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] 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 | [] | 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] M403 [Class] | Microscopy 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] R123 [Class] | Microscopy of Sexual Assault 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] R602 [Class] | Mitochondrial 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] 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 | [] | 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 | [] | 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 | [] | 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] 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:
UnpredicTable-full: Starting from the initial WTC corpus of 50M tables, we apply our tables-to-tasks procedure to produce our resulting dataset, UnpredicTable-full, which comprises 413,299 tasks from 23,744 unique websites.
UnpredicTable-unique: This is the same as UnpredicTable-full but filtered to have a maximum of one task per website. UnpredicTable-unique contains exactly 23,744 tasks from 23,744 websites.
UnpredicTable-5k: This dataset contains 5k random tables from the full dataset.
UnpredicTable data subsets based on a manual human quality rating (please see our publication for details of the ratings):
UnpredicTable data subsets based on the website of origin:
- UnpredicTable-baseball-fantasysports-yahoo-com
- UnpredicTable-bulbapedia-bulbagarden-net
- UnpredicTable-cappex-com
- UnpredicTable-cram-com
- UnpredicTable-dividend-com
- UnpredicTable-dummies-com
- UnpredicTable-en-wikipedia-org
- UnpredicTable-ensembl-org
- UnpredicTable-gamefaqs-com
- UnpredicTable-mgoblog-com
- UnpredicTable-mmo-champion-com
- UnpredicTable-msdn-microsoft-com
- UnpredicTable-phonearena-com
- UnpredicTable-sittercity-com
- UnpredicTable-sporcle-com
- UnpredicTable-studystack-com
- UnpredicTable-support-google-com
- UnpredicTable-w3-org
- UnpredicTable-wiki-openmoko-org
- UnpredicTable-wkdu-org
UnpredicTable data subsets based on clustering (for the clustering details please see our publication):
- UnpredicTable-cluster00
- UnpredicTable-cluster01
- UnpredicTable-cluster02
- UnpredicTable-cluster03
- UnpredicTable-cluster04
- UnpredicTable-cluster05
- UnpredicTable-cluster06
- UnpredicTable-cluster07
- UnpredicTable-cluster08
- UnpredicTable-cluster09
- UnpredicTable-cluster10
- UnpredicTable-cluster11
- UnpredicTable-cluster12
- UnpredicTable-cluster13
- UnpredicTable-cluster14
- UnpredicTable-cluster15
- UnpredicTable-cluster16
- UnpredicTable-cluster17
- UnpredicTable-cluster18
- UnpredicTable-cluster19
- UnpredicTable-cluster20
- UnpredicTable-cluster21
- UnpredicTable-cluster22
- UnpredicTable-cluster23
- UnpredicTable-cluster24
- UnpredicTable-cluster25
- UnpredicTable-cluster26
- UnpredicTable-cluster27
- UnpredicTable-cluster28
- UnpredicTable-cluster29
- UnpredicTable-cluster-noise
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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