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Table 4 Confusion matrix for official crime types by topics

From: Crime topic modeling

Formal crime classification ‘window’ ‘punch’ ‘door’ ‘card’ ‘direct’ ‘approach’ ‘store’ ‘entri’ ‘verbal’ ‘vehicl’ ‘kill’
‘smash’ ‘face’ ‘open’ ‘credit’ ‘unknown’ ‘demand’ ‘pai’ ‘gain’ ‘involv’ ‘park’ ‘state’
‘passeng’ ‘time’ ‘front’ ‘info’ ‘fled’ ‘monei’ ‘exit’ ‘properti’ ‘disput’ ‘unlock’ ‘threaten’
‘side’ ‘fist’ ‘pri’ ‘account’ ‘tool’ ‘foot’ ‘conceal’ ‘remov’ ‘argument’ ‘driver’ ‘fear’
‘rear’ ‘struck’ ‘pry’ ‘permiss’ ‘mean’ ‘point’ ‘merchandis’ ‘forc’ ‘push’ ‘kei’ ‘im’
‘front’ ‘head’ ‘rear’ ‘obtain’ ‘properti’ ‘grab’ ‘select’ ‘access’ ‘engag’ ‘unknown’ ‘call’
‘driver’ ‘kick’ ‘unlock’ ‘purchas’ ‘broke’ ‘handgun’ ‘enter’ ‘unknown’ ‘angri’ ‘scratch’ ‘life’
‘broke’ ‘close’ ‘tool’ ‘person’ ‘remov’ ‘gun’ ‘walk’ ‘made’ ‘grab’ ‘tire’ ‘told’
‘unknown’ ‘hit’ ‘side’ ‘make’ ‘pry’ ‘fled’ ‘attempt’ ‘tool’ ‘alterc’ ‘insid’ ‘safeti’
‘remov’ ‘multipl’ ‘driver’ ‘ident’ ‘prop’ ‘hand’ ‘regist’ ‘locat’ ‘hand’ ‘drove’ ‘knife’
T1 T2 T3 T4 T5 T6 T7 T8 T9 T10 T11
Burglary from vehicle 29,497 148 6495 267 4499 36 22 12,663 7 9735 25
Burglary 4879 51 19,294 128 3032 77 914 11604 16 148 89
Battery 183 28,972 893 197 1565 5147 610 172 26,721 1427 1512
Petty theft 115 172 1726 1872 5943 1423 9969 699 330 1110 574
Identity theft 12 36 242 45,672 195 84 193 1561 17 156 535
Grand theft 84 138 1241 1435 4946 1543 1526 1310 178 1173 561
Robbery 79 4928 442 77 746 23,112 1949 139 639 1231 1406
Vandalism ($400 and over) 5419 362 1589 84 2925 310 168 320 962 7712 159
Assault with deadly weapon 393 7689 421 82 1783 8041 331 74 8038 5537 2655
Vandalism (less than $400) 6534 375 1834 85 2845 318 142 428 1184 4454 210
Criminal threats 53 497 216 64 168 925 131 55 3434 242 25,035
Theft from vehicle-petty 362 9 1640 235 2241 76 24 1331 17 7280 27
Shoplifting 1 14 72 41 80 48 12,353 10 7 39 6
Theft from vehicle-grand 184 3 1038 68 1825 36 8 891 6 4899 13
Forged or stolen document 4 11 8 1265 53 66 118 57 12 61 51
Other miscellaneous crime 77 343 303 1249 211 625 1280 220 648 1000 1350
Annoying/lewd/obscene phone calls/letters 4 730 28 171 35 102 27 13 202 35 3713
Violation of court order 35 324 205 85 85 275 69 38 160 186 1446
Attempted burglary 771 10 2174 4 262 21 19 1861 3 17 14
Attempted robbery 28 749 67 11 69 3820 172 30 61 166 263
Theft from person 17 42 39 61 245 2979 66 5 125 223 50
Trespassing/loitering on private property 129 214 640 294 162 129 107 283 96 96 200
Violation of restraining order 42 128 225 57 77 202 38 47 162 161 612
Brandishing weapon 25 62 71 3 82 1249 49 10 761 266 524
Child endangering/neglect 8 195 51 27 15 79 118 19 362 194 905
Bicycle-stolen 6 4 43 12 156 31 31 19 2 11 3
Embezzlement-grand theft 0 3 0 43 1 18 16 0 2 1802 16
Felony battery on police officer 12 822 33 12 9 97 66 26 163 73 95
Bunco-grand theft 0 5 3 228 33 462 61 10 14 90 142
Shots fired 29 57 28 13 411 446 9 3 56 325 51
Total 50,313 48,937 42,787 56,078 36,159 56,162 33,729 35,189 45,923 55,982 46,582
Formal crime classification ‘item’ ‘damag’ ‘lock’ ‘check’ ‘phone’ ‘object’ ‘left’ ‘properti’ ‘resid’ Total  
‘busi’ ‘caus’ ‘secur’ ‘cash’ ‘cell’ ‘hard’ ‘purs’ ‘locat’ ‘ransack’  
‘select’ ‘paint’ ‘cut’ ‘forg’ ‘call’ ‘unknown’ ‘return’ ‘remov’ ‘enter’  
‘pai’ ‘threw’ ‘bike’ ‘account’ ‘hand’ ‘sharp’ ‘miss’ ‘enter’ ‘rear’  
‘conceal’ ‘sprai’ ‘bicycl’ ‘bank’ ‘order’ ‘scratch’ ‘wallet’ ‘fled’ ‘window’  
‘enter’ ‘injuri’ ‘tool’ ‘monei’ ‘violat’ ‘break’ ‘insid’ ‘unknown’ ‘bedroom’  
‘locat’ ‘wall’ ‘park’ ‘busi’ ‘ask’ ‘smash’ ‘discov’ ‘unlock’ ‘poe’  
‘purchas’ ‘kick’ ‘return’ ‘order’ ‘grab’ ‘type’ ‘unattend’ ‘poe’ ‘screen’  
‘bag’ ‘visibl’ ‘garag’ ‘deposit’ ‘text’ ‘windshield’ ‘observ’ ‘busi’ ‘insid’  
‘shelf’ ‘scratch’ ‘miss’ ‘attempt’ ‘messag’ ‘fled’ ‘shop’ ‘ent’ ‘exit’  
T12 T13 T14 T15 T16 T17 T18 T19 T20  
Burglary from vehicle 1239 243 7872 81 371 7547 594 8138 73 89,552  
Burglary 2050 246 4482 308 251 1704 584 16,463 16,705 83,025  
Battery 241 5384 415 103 959 517 2196 717 1276 79,207  
Petty theft 4131 170 5378 1258 4914 102 10,521 14737 2259 67,403  
Identity theft 598 43 950 5087 1251 5 554 103 104 57,398  
Grand theft 1666 144 3773 1821 1099 108 5581 13289 3081 44,697  
Robbery 669 483 277 451 2593 577 1407 2718 435 44,358  
Vandalism ($400 and over) 321 12,595 788 87 149 6852 444 998 927 43,171  
Assault with deadly weapon 91 3136 445 34 157 1332 1088 469 883 42,679  
Vandalism (less than $400) 300 8318 1186 83 247 5423 486 820 1103 36,375  
Criminal threats 62 182 68 58 1234 53 223 61 595 33,356  
Theft from vehicle-petty 376 69 478 50 278 91 787 4980 70 20,421  
Shoplifting 3405 9 70 46 143 5 227 1103 6 17,685  
Theft from vehicle-grand 312 53 452 28 96 77 501 3625 58 14,173  
Forged or stolen document 151 4 7 9099 26 0 45 65 32 11,135  
Other miscellaneous crime 125 377 376 721 345 45 393 347 487 10,522  
Annoying/lewd/obscene phone calls/letters 19 301 12 39 3212 4 107 14 147 8915  
Violation of court order 15 56 21 2592 1102 5 288 225 1165 8377  
Attempted burglary 37 111 274 14 10 213 33 250 945 7043  
Attempted robbery 49 79 45 64 304 85 243 206 26 6537  
Theft from person 45 22 43 37 1181 9 762 548 28 6527  
Trespassing/loitering on private property 119 92 332 76 23 17 417 1558 975 5959  
Violation of restraining order 10 32 10 1007 875 10 111 164 1268 5238  
Brandishing weapon 8 38 31 3 21 19 70 37 115 3444  
Child endangering/neglect 10 264 19 49 21 10 413 76 402 3237  
Bicycle-stolen 3 3 1365 1 1 8 151 401 58 2309  
Embezzlement-grand theft 0 1 0 10 31 0 279 1 1 2224  
Felony battery on police officer 3 381 6 30 8 10 137 19 5 2007  
Bunco-grand theft 19 6 7 575 123 0 33 64 44 1919  
Shots fired 3 91 6 5 0 7 44 117 75 1776  
Total 17,012 34,995 30,147 25,571 22,355 25416 30,630 74,287 35441   
  1. Dominant words in each topic are shown across the top. Row totals reflect the total number of crimes formally classified under each crime type. Column total reflect the total number of crimes clustered within each topic. Italic numbers are column maxima