Data on crime rates and other variables, from the US County and City Data Book for 2007 See http://www.census.gov/statab/www/ccdb.html The data are for cities with 100,000 population or more, and were put together from the following tables, downloaded in MS Excel format: C-1. Area and Population C-2. Crime C-3. Civilian Labor Force C-6. Government and Climate D-1. Population by Age and Sex D-2. Population by Race and Hispanic Origin D-4. Education D-5. Income and Poverty The "C" tables pertain to cities with population >= 25,000, a superset of the cities of >= 100,000. The relevant rows from the C tables were extracted and merged with the D tables. The "statecode" variable records the state in which the given city is located; it was used to construct regional dummies (based on the US Census regions). The codes are as follows: 1: ALABAMA 2: ALASKA 3: ARIZONA 4: ARKANSAS 5: CALIFORNIA 6: COLORADO 7: CONNECTICUT 8: DELAWARE 9: DISTRICT OF COLUMBIA 10: FLORIDA 11: GEORGIA 12: HAWAII 13: IDAHO 14: ILLINOIS 15: INDIANA 16: IOWA 17: KANSAS 18: KENTUCKY 19: LOUISIANA 20: MAINE 21: MARYLAND 22: MASSACHUSETTS 23: MICHIGAN 24: MINNESOTA 25: MISSISSIPPI 26: MISSOURI 27: MONTANA 28: NEBRASKA 29: NEVADA 30: NEW HAMPSHIRE 31: NEW JERSEY 32: NEW MEXICO 33: NEW YORK 34: NORTH CAROLINA 35: NORTH DAKOTA 36: OHIO 37: OKLAHOMA 38: OREGON 39: PENNSYLVANIA 40: RHODE ISLAND 41: SOUTH CAROLINA 42: SOUTH DAKOTA 43: TENNESSEE 44: TEXAS 45: UTAH 46: VERMONT 47: VIRGINIA 48: WASHINGTON 49: WEST VIRGINIA 50: WISCONSIN 51: WYOMING Not all states are represented in the sample since some states do not contain cities of 100,000. Allin Cottrell February, 2009 1470.3437338802 1160.8394913892 8067.0671140081 7012.3056076386 466050 15.2773307585 42.6 80.2 53.99 222154 -7.5519607930 5.0 5.5 293.2889555288 27020 16129 26.5991156304 28.9474040540 49.5158064629 14744 19.4231590941 32.6086027631 40177 24135 32211 9359 3245 89.4719784390 75.6119628726 0.0513157539 1.1838634461 0.5833790974 2.8844855371 149.92 242764 -4.6468998698 1 0 0 1 0 738.7357929602 687.1523500721 6971.3649052057 6073.3441230246 206611 13.2161404765 39.8 79.5 57.51 158618 3.9599264924 3.3 3.7 171.1052347944 44000 30424 9.8350087152 13.1400738871 19.4965594307 13678 11.3954774199 19.6253361947 26042 16552 20624 7156 1456 95.7787679433 29.3667805671 1.4191327592 2.7014588508 1.0200607749 2.1933197998 174.05 159586 4.2152820423 1 0 0 1 0 466.3768324806 613.1826062720 5744.2413470084 6606.4687485910 273860 13.6588037683 50.1 81.5 66.29 193332 -6.6794945247 4.6 4.9 187.7896089676 31107 20532 20.5143454810 23.9699385200 39.4804679754 13102 15.1016009852 29.0915867254 36211 19217 27335 10434 2810 85.5197627890 46.6710115242 0.2182773674 2.0446692736 0.9522479465 1.5238036124 117.90 199191 -3.8390288718 1 0 0 1 0 811.5365784906 784.8394920386 6427.5081722376 7380.4036173920 154664 18.5007500129 46.6 81.8 54.77 193042 -0.8592200925 4.1 3.7 141.8529020997 40582 25122 16.0419532325 16.9869717817 24.1838248040 11684 16.8736992183 25.7567067075 36871 18928 24682 7471 2631 87.0833939042 52.9895048746 0.1636949472 1.3411589188 1.0184312222 1.4825789206 155.38 201716 -0.7877411807 1 0 0 1 0 735.5790647896 584.1318512840 4116.1280508785 4347.2594863932 1042376 13.1817117815 15.8 58.4 16.08 266281 5.2557384519 5.4 4.9 527.8984797299 61217 29581 6.6951713970 9.4592654714 12.5357067287 16626 8.3117719153 23.8192802407 55955 27544 33111 4644 1734 99.9917383924 6.2141121597 5.9722623845 6.9528054949 8.2104994348 6.9790935140 1697.20 260283 5.6707506829 2 0 0 0 1 356.6293774529 245.1561010814 3593.4943202670 4327.9692811142 222391 18.2633290016 54.3 91.3 9.23 225725 14.6624206295 3.1 2.5 229.4728159231 62010 30120 5.7669388263 7.4916539605 9.4024346967 15481 10.9949977713 17.4936499289 47870 18807 38403 4248 1118 102.3604611550 4.8691992469 1.1939306678 6.9345442463 3.1020046517 18.3028020822 57.89 176997 32.7361480703 3 0 0 0 1 132.5058395015 117.3832132462 2745.6442557178 3476.6426492342 120841 12.7911884211 54.3 91.3 9.23 178539 14.4772803555 2.3 1.9 140.4403012869 76171 28759 3.1178186318 4.0775472688 4.7837910908 12926 4.6878617177 17.0769349487 43699 10786 28053 3157 248 100.8832431338 3.2894773691 0.4284778116 4.8023120999 2.2544094007 12.1665294417 42.96 110061 58.0841533332 3 0 0 0 1 578.3882302716 604.6905121840 5095.4812649831 6108.3912366106 236655 14.8566478629 52.5 90.6 7.78 229913 14.9081382924 4.2 3.4 160.6886591528 46713 20699 12.3282442748 15.3754266212 22.3892881814 17612 16.6923104970 26.3426550479 46947 23368 34361 5097 1483 100.4577397248 4.5138813377 1.4635970998 2.0951403357 3.0555036035 30.4341207326 55.68 218802 9.4299869288 3 0 0 0 1 504.0456293938 604.2883513509 5321.4396250608 5841.3698886120 480439 25.6359288068 54.3 91.3 9.23 442445 14.7980524938 3.7 3.0 309.6387359532 44861 22325 8.8646656804 11.8564753247 18.3175999520 28357 15.3419094218 25.9500484250 82665 44764 63547 22346 5593 102.8838305560 2.4477618687 2.2188068573 1.9991185345 2.3089875578 24.0312355208 124.99 397770 11.3155843829 3 0 0 0 1 210.9566042556 262.0830160316 4368.0426292930 4633.4299249355 135927 11.3104828327 54.7 93.5 9.03 141941 14.6091019395 2.9 2.3 141.1248496866 60417 25658 NA 5.4093743571 7.0190580606 7785 11.4420652757 28.1294561882 33616 10431 16456 6128 1982 92.9831001618 4.5695042306 0.3670539168 3.9453012167 1.6866162701 18.6063223452 138.22 108939 26.8599858636 3 0 0 0 1 729.1160857017 749.8543188503 6364.8813063665 6745.4600526143 1981816 15.2071635308 54.2 92.8 8.29 1377980 15.0386722011 4.8 3.9 228.0355955194 42353 22471 13.5208468682 16.4035567745 24.0222791909 77079 21.3885608636 25.5761913282 275000 143159 239444 35235 9211 101.7516632309 5.0571851551 2.1080857487 2.0119305070 2.0959665597 41.7593869287 474.86 1321627 10.5890693819 3 0 0 0 1 202.7566179324 265.9710738990 3371.8643580028 4067.3544961222 320344 15.4090602602 54.2 92.8 8.29 215933 14.6351550451 3.0 2.4 243.6125848239 60057 41737 NA 7.0827525205 9.9777488930 12727 4.2588073814 17.0047277718 30175 13174 28386 11613 4448 102.5732914302 1.5731731602 0.6858608920 2.8601464343 1.8260293702 7.9093978225 184.20 202625 11.5425046268 3 0 0 0 1 638.0007704160 543.0105437323 7463.4052388290 7900.8589338560 223429 20.8495763755 54.1 89.9 9.36 166171 14.7574089968 3.5 2.9 293.6737588653 45644 24857 7.1742005290 13.4598892483 12.1164460799 28035 9.7899334443 20.8943427621 28125 33390 29419 4100 1384 104.6718151474 2.9547875381 2.3090671658 4.5705929434 1.8547159252 21.9653248762 40.06 158625 1.5873916470 3 0 0 0 1 953.4476538728 906.6013030148 5911.6398808568 7980.7661599387 543243 18.5916799664 54.0 88.5 12.00 507362 6.5788035482 5.1 4.1 207.2446787333 34241 18813 16.3148331682 20.0129545225 27.8877418948 46330 17.0985973794 25.0007164350 86576 64080 81313 23109 7368 95.8503180779 3.7702863045 2.9265100658 2.5193057423 3.0581714831 40.7909934130 194.67 487337 5.7842930046 3 0 0 0 1 1771.8113583170 1022.4317295189 8782.1150897205 8487.2128305158 240515 17.0459222917 40.1 82.4 50.93 176924 6.0015637877 4.8 3.9 223.8248621493 39882 27122 11.5132897022 14.9875544139 20.8249255309 13079 8.9435971879 23.6481639336 28947 15851 26845 7008 3026 92.4697844935 43.6181637313 0.3153896588 1.2547760620 1.5588614320 2.4535958943 116.20 183170 0.7610416553 4 0 0 1 0 480.9638324722 459.9010545502 2831.0197861854 2765.2649394610 430080 16.4057849702 56.9 73.2 11.23 329483 8.2765384591 4.9 4.6 215.1125745029 52158 20794 9.5824605502 11.7128548192 16.1636533160 23615 29.3652509001 23.1147566909 69071 38699 47942 9727 2611 99.4545740714 2.5925465047 0.5423648565 12.5766731516 1.8371205798 53.2403796250 48.94 328005 1.1582140516 5 0 0 0 1 596.8770664157 315.1047855439 5751.1519447486 4208.5852851346 172860 22.8682170543 47.8 83.1 6.49 286316 11.7602530697 5.7 5.7 162.5324304213 45174 20937 14.5604854001 18.1415913652 25.9598352670 18045 23.0413079650 26.6066218139 64385 28319 44764 10077 3677 95.4455472579 8.3676776708 1.0956425767 4.5865407452 3.5328099023 40.9460176868 113.10 243213 21.5132414797 5 0 0 0 1 557.7790607783 681.1632171863 7804.9926118738 6264.1720795353 231268 14.5199508795 50.0 62.8 25.40 90432 -2.8140889031 4.9 3.4 326.8349181940 48123 36954 NA 20.5224378951 10.3806530470 20344 7.9881703846 7.7528500787 7974 15501 14254 3885 1324 98.0725424917 12.0245046001 0.1349079972 13.9784589526 4.3236907289 9.3617303609 10.46 102743 -1.9456313325 5 0 0 0 1 234.7216258766 293.4492639067 2643.9578264396 2840.6283964035 167184 17.3018949182 54.8 75.5 17.49 100053 3.0923045154 4.3 4.3 288.3488177364 51516 30654 NA 10.1166379414 9.9080001696 7317 15.2157883322 19.3262488253 16891 7044 14997 4204 1266 94.6177786423 2.5516476268 0.5657001789 8.9982309376 3.6910437468 23.7664038060 17.35 100316 3.7800550261 5 0 0 0 1 449.4785176422 501.9907553003 3631.2239683086 3680.0787994944 202057 19.4459979115 57.3 70.1 9.95 212954 9.4960271850 5.1 4.6 226.3950908936 55610 24742 7.8027791230 9.0515591553 11.4220595987 14202 21.5304630133 23.1231001294 47553 16522 32017 9119 1737 96.9662495260 3.4730505180 0.5226480836 13.7536745025 3.7933074749 55.7890436432 48.88 173555 21.2854714644 5 0 0 0 1 405.8999312847 391.7825274953 4992.2495485562 3716.1236771114 109765 24.4932355487 46.3 71.2 19.58 116782 2.3447134908 5.2 3.9 220.5948717951 60458 27830 NA 9.3818870523 12.5955643025 8428 13.2327066157 25.7766941484 18884 10170 17305 4253 948 93.7936642273 2.6211231183 0.1464266753 11.9744481170 5.1771677142 26.3499511911 30.14 121875 1.1298461538 5 0 0 0 1 219.3177237417 266.7430348157 3039.0194243081 2688.7043325287 149088 15.9657383559 54.7 75.9 12.00 162410 24.8318157639 3.6 3.9 186.2986037196 68049 25499 6.3311985361 7.2341241372 9.3989648252 12694 21.7469369434 20.9471246544 36624 16334 29114 2530 1325 99.6091637579 4.6770519057 0.3392648236 10.5676990333 1.8828889847 45.5279847300 35.15 127768 16.9205121783 5 0 0 0 1 275.3185057223 259.0893245777 3457.6765277478 3002.6097361058 83785 36.8645939011 55.9 67.3 11.65 105333 8.1632322447 3.4 3.1 282.0988218105 53361 26762 NA 11.9322401874 16.1335364306 10435 18.0636297903 19.5647143890 15831 12234 20650 3411 629 98.4718872475 1.2493710423 0.8791167061 6.1243864696 1.8038031766 36.3732163709 15.63 109490 0.3105306421 5 0 0 0 1 282.3631624674 323.5320227656 2130.5584077087 1775.4806127381 84476 18.9888252285 50.6 57.3 19.77 93513 -8.2435564047 5.4 3.6 154.7985524731 59199 22946 NA 6.7274421793 9.2873477388 8044 17.7972121805 18.5628364406 15573 8575 13406 5116 1142 102.4572950270 3.0744388481 0.0705784223 56.5514955140 2.0243174746 23.1315432079 7.56 103625 -3.1710494572 5 0 0 0 1 403.4182492729 352.2221071170 3180.5206616780 2837.4598570393 63894 30.0356841018 57.0 73.8 12.94 111391 3.0907374222 4.2 4.3 178.8153517886 42191 20898 NA 10.2513114444 9.1180954615 9904 21.5320661506 31.4200078320 25755 10635 17816 4903 1008 108.1880198112 2.4939178210 0.1256834035 8.7897585981 2.6196012245 NA 12.42 107323 2.2315813013 5 0 0 0 1 578.3591195276 927.5392470462 2836.4813639839 2252.0999661925 68878 31.3656029501 56.3 75.6 18.56 108913 3.0522662311 6.7 6.8 186.2975897898 36630 13382 20.5735926131 23.6582359429 31.5844667599 5733 37.6861840637 29.6257718920 24110 9226 20267 3053 1290 116.9149571798 1.3056292637 0.7170861146 27.0243221654 1.5994417563 NA 9.55 115965 5.6465312810 5 0 0 0 1 507.4727563397 534.2170406452 3601.4432173186 3537.4910165296 118199 21.5450215315 55.5 75.1 15.10 133017 9.4401224732 4.5 4.1 190.3174698076 51857 21851 6.8772552137 9.4793531380 11.7328519856 8641 24.9207034866 24.3554458500 27841 13142 17898 4693 1862 100.2906101307 1.8554019411 1.2472090034 5.5812414954 1.9486231083 44.5311501537 36.28 133808 0.2070130336 5 0 0 0 1 459.4132779200 765.7580919932 2303.9513297323 2698.4667802385 127604 15.3694241560 56.6 78.3 14.77 158235 16.8088337302 5.2 5.0 151.8579603090 58481 17627 10.8288888234 14.5004252510 20.6802892398 10604 31.2155692944 25.1293030864 42358 18822 26847 1323 413 106.1989340492 11.7938509179 0.5561348627 5.7351407716 2.5215660252 64.0686320978 36.12 129147 26.8786731399 5 0 0 0 1 255.7469430632 181.5256598481 2357.6824712714 2308.7061957944 186550 23.3497721790 49.8 68.0 14.85 210387 -3.1989564569 3.7 2.6 214.1406891395 81582 33706 4.7070378905 6.6254357897 8.1395556031 14891 9.6921355407 20.1173500129 38243 13857 33887 5440 1064 98.8384621201 2.0989890060 0.4396659489 49.8129637287 2.5172658006 13.8896414702 76.69 203413 -1.4477934055 5 0 0 0 1 845.7802143425 930.5084745763 5544.3421492410 7027.8450363196 433060 21.3700180114 46.0 81.4 11.23 477251 5.6697256663 8.4 9.7 215.7502710142 37800 17586 20.1480984090 24.2868971097 34.7509026670 33364 29.0231446268 21.8961582992 113181 52945 75637 14924 4063 98.6336034495 8.2547757888 1.0179130059 12.3144844118 2.4800367102 43.8945125311 104.36 428945 7.5000291413 5 0 0 0 1 290.3405918481 247.7291494633 3412.6186487996 3006.0979482945 90927 29.2828312822 56.9 73.2 11.23 142064 8.2303520965 4.3 4.0 210.8489071901 58228 28111 5.1527860995 7.8028224780 9.5361551034 13681 14.3731460141 16.7308095233 27899 15267 19806 4912 1257 98.1062877383 2.5213988062 0.1344464467 22.5461763712 2.8043698615 32.1341085708 22.20 126280 5.1528349699 5 0 0 0 1 442.2467321231 462.7180542897 2674.2570848520 2813.2747818660 30441 39.0098879800 58.0 72.9 13.84 192345 8.2663132294 4.8 4.5 71.8760403111 52229 18506 11.5516442798 13.0698154090 17.7958082153 16606 30.2695018455 25.3975730275 40353 18157 27185 5330 1421 109.1115653063 2.5594634641 0.7075827290 33.7466531493 1.4567573891 40.1606488341 18.02 165215 0.5205338498 5 0 0 0 1 172.7004929366 380.1047120419 1870.0996235129 2190.0523560209 151128 22.3419882484 54.8 75.5 17.49 194620 3.0848892208 4.6 4.7 173.1778246221 49750 27536 7.3301131203 8.1547560831 10.5555555556 17483 18.9831829007 23.2102431423 32954 15915 24235 7804 2869 101.9654846777 1.8667146234 0.5585243038 14.8463672798 1.4155790772 18.5787688830 30.65 194973 2.6116436635 5 0 0 0 1 452.2683976575 577.9310962770 3861.5677697030 3653.5101473948 114456 29.0976445097 49.7 64.6 26.30 135474 -2.5339058713 5.8 4.1 237.8330512531 55649 22168 8.4443327469 12.4697649991 15.9482398776 11845 19.3271108148 31.0598123720 23966 15260 19758 4404 1192 106.2574221248 17.0106441088 0.8606817544 21.7466082053 4.1483974785 36.0534124629 44.33 140031 0.1871014275 5 0 0 0 1 237.0270902636 185.2995676343 2086.9574063336 2033.3931390139 205268 21.5946957149 55.9 67.3 11.65 189451 8.1411006768 3.1 2.9 233.7589056414 72141 37125 3.5286891322 6.2695428040 10.0978047221 14453 7.1951201190 17.0465301462 29903 13983 27989 7531 1784 97.9965302454 0.6693023526 0.5864313200 10.8756353886 4.3441312002 16.7964275723 26.39 189627 2.5471056337 5 0 0 0 1 910.5867555716 1185.2158109167 2662.8416854039 2835.5599197223 123265 26.1282602523 57.1 69.3 13.15 120204 3.0523739599 6.8 6.9 286.1013395871 34962 15814 17.6796830787 18.0686792263 25.1400782324 5776 33.3655817715 20.5475496000 26988 12393 14914 2809 1269 88.7418154411 39.2532694419 NA 0.2678779408 1.2653489069 56.9714818142 9.14 112572 1.6833670895 5 0 0 0 1 84.1220940273 151.5016486944 1796.6473724380 2047.6716047521 203360 17.9460070810 54.5 72.1 13.87 172182 8.1232528915 2.8 2.6 254.9263406417 82827 42211 5.3099678765 10.5488127570 7.4145206665 24220 3.7642684192 9.8650985818 25759 19345 26089 5053 1345 102.2173417736 0.8258703000 0.2439279367 36.6536571767 2.6797226191 8.5705822908 46.18 143159 30.5206099512 5 0 0 0 1 913.8260494360 928.3306625408 3626.7952906367 2484.2317984828 99528 13.0958122337 43.9 80.8 7.40 135225 3.0394847168 7.7 7.8 109.7895854037 44277 18522 15.1675485009 20.0884031896 30.2425229240 8558 18.8790876357 29.3747573855 35387 13680 17153 3525 1611 92.2120195588 20.1870955814 0.8178960991 3.2020706230 5.8924015530 31.9637640969 94.00 118718 12.8994760693 5 0 0 0 1 708.5250214183 723.4070311744 2815.3394937559 3250.6079003426 936210 15.9271958215 57.0 73.8 12.94 463956 3.0654162489 5.9 6.0 323.0875234560 43746 23266 16.4085395637 19.2387459355 27.6069109178 40088 24.1253148245 21.6606148967 89644 50060 66977 14183 4794 97.3071819821 13.0820595056 0.4754761227 14.1858279664 3.8156635543 39.7291984585 50.44 461522 2.7066965388 5 0 0 0 1 820.6243378781 1353.0239645291 3029.7769845446 3508.9859578083 6503119 17.3405099922 58.3 74.2 15.14 3731437 3.0652452597 5.9 6.0 305.2317996233 42667 24587 16.7497592674 20.1108444417 29.1749356314 272268 28.0092427318 20.5755755245 712862 378361 594344 129504 37401 100.0314673600 9.8812066236 0.4041874484 11.1391938280 2.3563308184 48.8919684293 469.07 3694484 4.0694451512 5 0 0 0 1 632.2606681977 502.6536160392 6267.8363809322 5040.0511490339 151140 25.5504829959 47.2 77.7 13.12 202971 10.4535747087 7.1 6.6 204.4092737667 45769 21669 10.7039537126 13.4047751470 18.5781824549 15732 19.4352832263 29.6906125755 42162 23285 26021 7281 3066 91.3502964939 4.9962802568 1.1297180385 7.2020140808 2.8309462928 29.6017657695 35.79 188920 9.5760110100 5 0 0 0 1 452.2264836255 743.9586222307 3739.6800363215 3397.7615520607 75694 26.2306127302 54.2 77.4 10.67 162987 24.6573430910 5.9 6.3 139.4517449905 56111 19207 10.6713426854 13.2446911107 17.1813734643 10450 30.0557140015 23.7005593509 42007 16701 26079 4043 1107 102.7806808002 17.5253241056 0.8258327351 5.8458650076 3.2505659961 48.6198285753 51.23 142379 25.2761994395 5 0 0 0 1 440.4465923588 647.8901273885 2636.1613170564 2427.3487261147 62048 16.2664388860 57.0 73.8 12.94 103844 3.0681138364 5.6 5.7 96.7476012000 51137 16617 8.8662664230 10.1006285653 13.0325572408 7996 30.5016102274 25.5798445073 23976 10716 14806 3488 421 98.9424882179 5.4649281615 0.2137822118 15.2055005585 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