% 1. Title: Glass Identification Database % % 2. Sources: % (a) Creator: B. German % -- Central Research Establishment % Home Office Forensic Science Service % Aldermaston, Reading, Berkshire RG7 4PN % (b) Donor: Vina Spiehler, Ph.D., DABFT % Diagnostic Products Corporation % (213) 776-0180 (ext 3014) % (c) Date: September, 1987 % % 3. Past Usage: % -- Rule Induction in Forensic Science % -- Ian W. Evett and Ernest J. Spiehler % -- Central Research Establishment % Home Office Forensic Science Service % Aldermaston, Reading, Berkshire RG7 4PN % -- Unknown technical note number (sorry, not listed here) % -- General Results: nearest neighbor held its own with respect to the % rule-based system % % 4. Relevant Information:n % Vina conducted a comparison test of her rule-based system, BEAGLE, the % nearest-neighbor algorithm, and discriminant analysis. BEAGLE is % a product available through VRS Consulting, Inc.; 4676 Admiralty Way, % Suite 206; Marina Del Ray, CA 90292 (213) 827-7890 and FAX: -3189. % In determining whether the glass was a type of "float" glass or not, % the following results were obtained (# incorrect answers): % % Type of Sample Beagle NN DA % Windows that were float processed (87) 10 12 21 % Windows that were not: (76) 19 16 22 % % The study of classification of types of glass was motivated by % criminological investigation. At the scene of the crime, the glass left % can be used as evidence...if it is correctly identified! % % 5. Number of Instances: 214 % % 6. Number of Attributes: 10 (including an Id#) plus the class attribute % -- all attributes are continuously valued % % 7. Attribute Information: % 1. Id number: 1 to 214 % 2. RI: refractive index % 3. Na: Sodium (unit measurement: weight percent in corresponding oxide, as % are attributes 4-10) % 4. Mg: Magnesium % 5. Al: Aluminum % 6. Si: Silicon % 7. K: Potassium % 8. Ca: Calcium % 9. Ba: Barium % 10. Fe: Iron % 11. Type of glass: (class attribute) % -- 1 building_windows_float_processed % -- 2 building_windows_non_float_processed % -- 3 vehicle_windows_float_processed % -- 4 vehicle_windows_non_float_processed (none in this database) % -- 5 containers % -- 6 tableware % -- 7 headlamps % % 8. Missing Attribute Values: None % % Summary Statistics: % Attribute: Min Max Mean SD Correlation with class % 2. RI: 1.5112 1.5339 1.5184 0.0030 -0.1642 % 3. Na: 10.73 17.38 13.4079 0.8166 0.5030 % 4. Mg: 0 4.49 2.6845 1.4424 -0.7447 % 5. Al: 0.29 3.5 1.4449 0.4993 0.5988 % 6. Si: 69.81 75.41 72.6509 0.7745 0.1515 % 7. K: 0 6.21 0.4971 0.6522 -0.0100 % 8. Ca: 5.43 16.19 8.9570 1.4232 0.0007 % 9. Ba: 0 3.15 0.1750 0.4972 0.5751 % 10. Fe: 0 0.51 0.0570 0.0974 -0.1879 % % 9. Class Distribution: (out of 214 total instances) % -- 163 Window glass (building windows and vehicle windows) % -- 87 float processed % -- 70 building windows % -- 17 vehicle windows % -- 76 non-float processed % -- 76 building windows % -- 0 vehicle windows % -- 51 Non-window glass % -- 13 containers % -- 9 tableware % -- 29 headlamps % % % % % % % % Relabeled values in attribute 'Type' % From: '1' To: 'build wind float' % From: '2' To: 'build wind non-float' % From: '3' To: 'vehic wind float' % From: '4' To: 'vehic wind non-float' % From: '5' To: containers % From: '6' To: tableware % From: '7' To: headlamps % @relation Glass @attribute 'RI' real @attribute 'Na' real @attribute 'Mg' real @attribute 'Al' real @attribute 'Si' real @attribute 'K' real @attribute 'Ca' real @attribute 'Ba' real @attribute 'Fe' real @attribute 'Type' { 'build wind float', 'build wind non-float', 'vehic wind float', 'vehic wind non-float', containers, tableware, headlamps} @data 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