University of Maryland Baltimore Create a Program Code Computer Programming Task

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University of Maryland Baltimore County

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For this assignment, you will use the county-data.csv file from chapter 5. You are going to train a machine-learning algorithm to determine whether a given region is subjected to substantial UFO appearances based on the region’s population and income. Substantial UFO appearances are defined as having more than 333 in the entire region. If appropriate, you will divide your dataset into two subsets: training and test. The training set will be used to train your algorithm and the test set to test it and determine its accuracy. You will implement, train, and test the algorithm using Python. Your code must be fully documented with comments explaining in detail each step of the algorithm, the training, the testing, and the determination of the algorithm's accuracy in predicting whether a region has or not substantial UFO appearances. In detail means you will explain your rationale so a reader not versed in programming, data science, and cybersecurity understands what is going on with the code. Explain its purpose, the functions used, describe each parameter of any functions used. Make sure to explain the names of functions used and what they do. Documentation has a significant weight on your grade. The following is a non-exhaustive list of machine learning algorithms you can use: o o o o o o Linear and nonlinear regression Logistic regression Decision trees K-nearest algorithm Your own algorithm (must be explained in detail) Other At the top of your code include a one or two-paragraph explanation of your algorithm choice. If you created your own algorithm, you will describe its strategy in this section and then in its implementation in greater detail. After the code, write a summary of the results and explain whether you can rely on the algorithm and why. Submit a .ipynb (Jupyter Notebook) file subregion abbeville acadia accomack ada adair adair adair adair adams adams adams adams adams adams adams adams adams adams adams adams addison aiken aitkin alachua alamance alameda alamosa albany albany albemarle alcona alcorn alexander alexander alfalfa alger allamakee allegan allegany allegany alleghany alleghany allegheny allen allen allen region pop income ipaddr ufo2010 south carolina 25101 34670 30330 2 louisiana 61912 37970 38203 6 virginia 33341 41595 41338 2 idaho 409061 55304 1035427 59 iowa 7481 47623 3762 0 kentucky 18675 31775 14303 1 missouri 25581 33157 75347 1 oklahoma 22286 31038 4543 0 colorado 459598 56089 3206226 115 idaho 3915 36845 1916 0 illinois 67197 45792 50969 0 indiana 34365 46549 30418 0 iowa 3911 44389 2678 0 mississippi 32122 26784 12892 0 nebraska 31459 47469 27319 0 north dakota 2311 40236 637 0 ohio 28350 34232 7657 6 pennsylvania 101482 57097 100026 4 washington 19005 41219 12294 2 wisconsin 20679 41152 19004 7 vermont 36745 57203 86406 2 south carolina 162812 43999 131261 9 minnesota 15927 41301 8493 2 florida 251417 41373 413659 29 north carolina 153920 44430 240090 10 california 1554720 70821 5394949 169 colorado 16148 38299 15963 1 new york 305455 57715 1655552 40 wyoming 37276 45760 102104 16 virginia 102251 65934 329865 15 michigan 10635 35490 2296 3 mississippi 37164 32221 17397 0 illinois 7748 27727 636 0 north carolina 36853 40658 9693 0 oklahoma 5666 42730 2807 1 michigan 9541 38231 10594 1 iowa 14237 47096 7410 0 michigan 112039 51232 112279 22 maryland 74012 39408 6186 4 new york 48357 41900 160094 5 north carolina 10927 32478 6114 0 virginia 16230 44329 11724 4 pennsylvania 1229338 49805 3764776 70 indiana 360412 49767 479007 25 kansas 13319 40275 26075 2 kentucky 20210 35357 5609 0 allen louisiana 25539 allen ohio 105141 allendale south carolina 9988 alpena michigan 29234 alpine california 1129 amador california 37035 amelia virginia 12759 amherst virginia 32384 amite mississippi 12957 anderson kansas 7917 anderson kentucky 21728 anderson south carolina 189355 anderson tennessee 75416 anderson texas 58190 andrew missouri 17417 andrews texas 16117 androscoggin maine 107609 angelina texas 87597 anne arundel maryland 550488 anoka minnesota 336414 anson north carolina 26351 antelope nebraska 6545 antrim michigan 23406 apache arizona 73195 appanoose iowa 12700 appling georgia 18368 appomattoxvirginia 15128 aransas texas 23818 arapahoe colorado 595546 archer texas 8735 archuleta colorado 12070 arenac michigan 15477 arkansas arkansas 18892 arlington virginia 221045 armstrong pennsylvania 68409 armstrong texas 1944 aroostook maine 70868 arthur nebraska 486 ascension louisiana 112286 ashe north carolina 27097 ashland ohio 52962 ashland wisconsin 15992 ashley arkansas 21524 ashtabula ohio 100389 asotin washington 21888 assumptionlouisiana 23026 atascosa texas 46446 39007 43323 22982 38081 59018 56180 51540 44383 31402 40753 52447 42854 44872 40577 54148 51598 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georgia 3366 baker oregon 15909 baldwin alabama 190790 baldwin georgia 46367 ballard kentucky 8333 baltimore maryland 817455 baltimore city maryland 621342 bamberg south carolina 15763 bandera texas 20537 banks georgia 18316 banner nebraska 760 bannock idaho 83800 baraga michigan 8683 barber kansas 4861 barbour alabama 27201 barbour west virginia 16493 barnes north dakota 11015 barnstable massachusetts215423 barnwell south carolina 22212 barren kentucky 42631 barron wisconsin 45733 barrow georgia 70169 barry michigan 58990 barry missouri 35546 bartholomew indiana 79129 barton kansas 27557 barton missouri 12337 44433 44330 33546 32814 55222 33919 29805 41567 41840 52838 51719 46205 52510 53899 37985 32321 37111 32065 41106 47041 27255 40989 51321 36429 41875 65411 40100 26697 45595 41397 27167 45347 40115 41677 34041 33158 43730 60525 34546 38616 44806 50604 52061 38321 53692 44989 39144 9232 4941 107074 2293 370037 4093 15992 10426 3331 50183 255824 127 22301 23597 79344 22594 538 9161 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dakota 3436 benningtonvermont 36697 benson north dakota 6760 bent colorado 5773 benton arkansas 232268 benton indiana 8804 benton iowa 25827 benton minnesota 38865 benton mississippi 8730 benton missouri 18962 benton oregon 86430 benton tennessee 16361 benton washington 182398 benzie michigan 17465 bergen new jersey 918888 49060 52882 38966 28776 52500 35589 48225 45962 44190 37159 40455 43897 40986 57133 45113 47386 47928 43225 41226 47959 45726 40710 39480 56021 39247 56921 25269 49466 39712 43989 31943 37508 34500 48083 32149 35667 52159 47240 55810 51159 28666 34512 47716 34152 59974 47017 83443 56000 45981 9434 2166 3152 29655 73294 183583 7438 2041 10236 1914 38306 94865 13200 3327 96949 4990 7100 27415 15484 22124 30871 57873 11489 30217 7935 318587 35329 36392 18131 8484 127 25235 3824 2054 1957565 3072 10109 26992 1295 15247 231659 10634 440014 4606 2762728 9 6 15 1 0 8 17 9 1 0 0 0 1 12 4 1 13 2 2 3 4 4 3 7 2 24 0 23 8 4 2 3 0 4 1 0 23 2 3 0 0 2 19 0 34 2 44 berkeley south carolina 189781 berkeley west virginia 107098 berks pennsylvania 413491 berkshire massachusetts130016 bernalillo new mexico 673460 berrien georgia 19041 berrien michigan 156067 bertie north carolina 20653 bexar texas 1785704 bibb alabama 22597 bibb georgia 156462 bienville louisiana 14076 big horn montana 13061 big horn wyoming 11794 big stone minnesota 5164 billings north dakota 905 bingham idaho 45474 black hawk iowa 131820 blackford indiana 12502 bladen north carolina 34915 blaine idaho 21146 blaine montana 6683 blaine nebraska 514 blaine oklahoma 9785 blair pennsylvania 127121 blanco texas 10655 bland virginia 6738 bleckley georgia 12913 bledsoe tennessee 12792 blount alabama 57826 blount tennessee 124177 blue earth minnesota 65091 boise idaho 6835 bolivar mississippi 33904 bollinger missouri 12382 bon hommesouth dakota 7029 bond illinois 17644 bonner idaho 40476 bonneville idaho 106684 boone arkansas 37327 boone illinois 53940 boone indiana 58944 boone iowa 26195 boone kentucky 123316 boone missouri 168535 boone nebraska 5417 boone west virginia 24478 51093 52504 54823 48705 48231 32512 42488 29326 48083 40506 37975 30594 37277 52597 44438 53846 46169 44567 40214 30273 62906 38721 39688 41306 43243 46457 42864 35997 35137 45404 47298 48911 47128 27173 36119 43456 50672 42989 51311 37703 61613 68284 51582 68087 47123 41691 41359 200561 65036 414882 209982 1478442 11225 290688 15198 3036661 6293 189696 3706 4983 7394 1417 765 11283 228041 3650 9148 30821 68704 0 4119 87186 22279 826 7570 3959 32048 120229 123563 1901 22595 2634 11403 14957 29725 204874 27062 31074 43749 9327 89077 553028 3950 11196 10 12 22 8 102 3 8 0 116 1 5 0 4 2 0 0 4 12 1 2 3 2 0 2 10 1 0 1 0 0 10 3 0 1 0 0 0 4 12 3 2 10 3 0 56 1 0 borden texas 616 bosque texas 18125 bossier louisiana 122197 botetourt virginia 33154 bottineau north dakota 6579 boulder colorado 305318 boundary idaho 10808 bourbon kansas 14897 bourbon kentucky 19978 bowie texas 93148 bowman north dakota 3202 box butte nebraska 11317 box elder utah 50171 boyd kentucky 49164 boyd nebraska 2054 boyle kentucky 28658 bracken kentucky 8494 bradford florida 27049 bradford pennsylvania 62792 bradley arkansas 11397 bradley tennessee 101134 branch michigan 43868 brantley georgia 18587 braxton west virginia 14468 brazoria texas 324769 brazos texas 200665 breathitt kentucky 13635 breckinridgekentucky 20071 bremer iowa 24479 brevard florida 547307 brewster texas 9316 briscoe texas 1561 bristol massachusetts551082 bristol rhode island 49144 broadwatermontana 5756 bronx new york 1408473 brooke west virginia 23853 brookings south dakota 32629 brooks georgia 15403 brooks texas 7161 broome new york 198060 broward florida 1815137 brown illinois 6914 brown indiana 15083 brown kansas 9881 brown minnesota 25425 brown nebraska 3023 59643 44744 51771 65633 44399 66479 35324 39843 42192 43210 50487 44118 55588 38848 37375 41035 39643 41397 42433 32337 40541 42505 38374 31686 67018 37161 22304 38325 58372 50068 39615 34130 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burke georgia 23125 burke north carolina 90505 burke north dakota 2171 burleigh north dakota 85774 burleson texas 17291 burlington new jersey 451336 burnet texas 43448 burnett wisconsin 15382 burt nebraska 6659 butler alabama 20307 butler iowa 14986 butler kansas 65827 butler kentucky 12840 butler missouri 43053 butler nebraska 8295 butler ohio 370589 butler pennsylvania 184970 butte california 221539 butte idaho 2740 butte south dakota 10228 butts georgia 23524 cabarrus north carolina 184498 cabell west virginia 96974 cache utah 115520 46046 47327 39965 53353 48170 45132 34170 64651 36661 54879 43386 30606 36378 76019 46145 49851 28493 46073 51857 33902 31955 44321 48046 32188 37440 54402 56231 42679 77798 48291 40686 45813 31273 50052 57573 32508 34080 48804 55497 57474 42971 37821 41145 49339 54280 35691 48338 16659 33081 29449 434200 4025 65670 8733 22500 18928 7927 155900 7878 3337 566955 81502 99719 382 9292 46231 116314 2487 315333 13760 7583 44539 0 168710 12067 706042 32454 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pennsylvania 4939 cameron texas 415557 camp texas 12449 campbell kentucky 90908 campbell south dakota 1396 campbell tennessee 40420 campbell virginia 55163 campbell wyoming 47874 canadian oklahoma 122560 candler georgia 11117 cannon tennessee 13811 canyon idaho 193888 cape girardeau missouri 76950 cape may new jersey 96304 39086 37835 55256 43614 37078 38606 40522 37845 43136 44433 39467 30625 31142 32986 48958 44331 42287 29893 37318 44433 26099 45933 50669 39316 63395 92981 41184 41202 51061 44961 61824 63998 61679 40449 32156 36998 53018 40385 31337 45992 78356 62355 37315 36742 42943 45795 55315 206447 15456 35565 110291 7936 5493 3188 41499 19995 18368 366026 4375 9579 2170 3948 4717 164769 5235 2936 9717 6246 4526 159016 40744 21787 66004 764 145213 104390 25835 683993 2494 509 1532 124958 6282 42066 255 32256 229323 85197 59971 10860 3575 73564 112268 50715 13 3 9 26 0 0 1 1 2 0 9 1 0 0 0 0 11 1 0 0 0 0 3 2 3 4 0 11 4 3 14 2 1 0 6 0 52 0 0 10 7 11 0 2 13 6 8 carbon carbon carbon 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10292 north carolina 154339 46194 49056 43659 58655 49740 35699 53553 61021 58707 36031 45752 45433 49232 48038 42063 83325 28793 44015 50555 43323 36455 35841 60028 54235 35637 26689 35121 39722 32148 47403 82710 44074 27327 41139 42679 41444 45432 43042 60807 63608 49429 35592 39551 36893 37926 37115 43733 8992 123754 81111 14795 3914 1911 22195 26945 30663 18504 155120 9600 13936 9815 4006 144717 1961 5018 42839 23396 8439 5350 9451 155406 18633 1019 255 28187 12924 42582 145312 73372 3567 9246 18988 8996 44720 21615 77507 21834 242403 10489 8941 5325 6770 1025 152894 0 7 0 6 0 0 3 6 1 4 4 1 1 3 1 12 0 3 6 3 1 2 1 3 0 2 0 4 12 7 7 18 0 3 9 2 7 4 12 3 9 3 3 0 0 0 15 catoosa georgia 65046 catron new mexico 3658 cattaraugusnew york 79458 cavalier north dakota 3948 cayuga new york 79552 cecil maryland 101696 cedar iowa 18416 cedar missouri 13799 cedar nebraska 8746 centre pennsylvania 155171 cerro gordoiowa 43788 chaffee colorado 18150 chambers alabama 34064 chambers texas 36196 champaign illinois 203276 champaign ohio 39565 chariton missouri 7649 charles maryland 150592 charles city virginia 7157 charles mixsouth dakota 9216 charleston south carolina 365162 charlevoix michigan 26023 charlotte florida 162449 charlotte virginia 12404 charlton georgia 13295 chase kansas 2757 chase nebraska 4064 chatham georgia 276434 chatham north carolina 65976 chattahoochee georgia 13037 chattooga georgia 25725 chautauquakansas 3571 chautauquanew york 133539 chaves new mexico 65784 cheatham tennessee 39271 cheboygan michigan 25835 chelan washington 73687 chemung new york 88911 chenango new york 49933 cherokee alabama 26021 cherokee georgia 221315 cherokee iowa 11946 cherokee kansas 21226 cherokee north carolina 26992 cherokee oklahoma 48150 cherokee south carolina 55662 cherokee texas 51206 46549 37857 42754 49293 50140 66903 57004 31353 42857 48262 45973 43684 32186 72850 44462 48335 40958 92135 47093 36757 50133 48745 45112 37173 42307 39095 40465 45985 56935 49969 32224 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choctaw mississippi 8346 choctaw oklahoma 15182 chouteau montana 5904 chowan north carolina 14772 christian illinois 34638 christian kentucky 75427 christian missouri 79824 churchill nevada 24375 cibola new mexico 27334 cimarron oklahoma 2385 citrus florida 139360 clackamas oregon 383857 claiborne louisiana 16828 claiborne mississippi 9349 claiborne tennessee 31736 clallam washington 71863 clare michigan 30753 clarendon south carolina 34357 clarion pennsylvania 39646 clark arkansas 22936 clark idaho 869 clark illinois 16209 clark indiana 111951 clark kansas 2181 clark kentucky 35787 clark missouri 6969 41929 55241 86264 32112 39776 32304 72886 47188 36364 50143 42098 30395 23954 47605 40418 41108 44712 50239 67075 62260 32188 29832 28039 40825 34565 43964 37958 51961 52589 36020 35440 38189 63790 32972 21924 33178 46212 34431 33355 41557 32998 39792 47933 49130 42011 45726 40333 2563 138329 1090492 13272 7647 21285 442276 766 892 15016 5516 4598 2779 2197 11551 28487 7540 20051 47010 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8703 cleburne alabama 14832 cleburne arkansas 25808 clermont ohio 199085 cleveland arkansas 8627 cleveland north carolina 97474 cleveland oklahoma 265638 clinch georgia 6718 clinton illinois 38061 clinton indiana 33022 clinton iowa 48717 clinton kentucky 10285 clinton michigan 76001 55961 44037 45844 59051 42756 29668 34151 45610 31059 77048 43670 35410 31135 59994 24750 38905 46916 45462 41829 20206 52108 32919 60507 45590 36711 39118 28682 52868 29105 42936 46644 62756 39391 42043 39143 38785 38510 60219 34292 38352 53759 33143 57246 48352 48063 27654 58244 2614908 210201 1402 458825 8407 9473 1603050 7654 2723 9750 12381 9387 1953 1713392 1278 10901 17239 11539 3833 15806 99283 10742 258558 4133 4461 28451 2936 3839 1782 148413 6118 6094 64421 5747 4726 4251 13042 108054 4727 143593 200923 1146 27229 15262 37606 2808 60886 244 9 0 93 4 1 9 1 0 2 3 0 2 5 0 1 0 5 1 1 0 0 9 2 1 0 3 0 0 5 0 2 7 0 0 0 4 17 0 6 16 0 3 9 1 0 3 clinton missouri 20508 clinton new york 81654 clinton ohio 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1 2 5 0 0 1 3 0 0 11 0 0 0 24 3 16 9 3 0 2 10 1 13 0 3 1 1 2 0 50 161 2 0 0 35 1 2 0 0 0 4 2 163 50 1 0 darke darlington dauphin davidson davidson davie daviess daviess daviess davis davis davison dawes dawson dawson dawson dawson day de baca de kalb de kalb de kalb de kalb de kalb de kalb de soto de soto de soto de witt de witt deaf smith dearborn decatur decatur decatur decatur decatur deer lodge defiance del norte delaware delaware delaware delaware delaware delaware delta ohio 52507 south carolina 68139 pennsylvania 269665 north carolina 163260 tennessee 648295 north carolina 41433 indiana 32064 kentucky 97847 missouri 8239 iowa 8689 utah 315809 south dakota 19769 nebraska 9152 georgia 22422 montana 9249 nebraska 24220 texas 13640 south dakota 5613 new mexico 1927 alabama 71080 georgia 707089 illinois 104704 indiana 42321 missouri 12940 tennessee 18901 florida 34712 louisiana 26963 mississippi 166234 illinois 16434 texas 20465 texas 19360 indiana 49831 georgia 27509 indiana 26042 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49003 43651 44201 26067 26730 50583 47545 34243 44840 32063 33829 66216 44744 53589 44077 37223 45000 44300 30830 48680 46683 54875 32364 101193 54763 47921 47063 48436 32300 52929 60383 22396 636 3069 711868 3369302 32151 132192 3237 127 4208 2180 7799 766 6369 11246 20892 6261 25115 16343 8304 7199 19729 255 18538 2296 1016 7283 13327 22678 49610 1028 186864 9355 2168 5875 35380 38795 71284 80560 191697 94024 18547 283027 31298 4803 1650238 56641 2 0 3 55 0 2 16 0 0 0 0 0 2 0 0 2 1 3 3 2 0 0 0 0 0 0 1 0 2 8 2 27 0 0 0 2 0 13 2 19 5 2 0 1 2 6 2 douglas oregon 107164 douglas south dakota 2970 douglas washington 39350 douglas wisconsin 43785 drew arkansas 18743 du page illinois 927987 dubois indiana 42071 dubuque iowa 95097 duchesne utah 19244 dukes massachusetts 17041 dundy nebraska 2021 dunklin missouri 31826 dunn north dakota 3967 dunn wisconsin 44072 duplin north carolina 60033 durham north carolina 279641 dutchess new york 297322 duval florida 879602 duval texas 11717 dyer tennessee 38255 eagle colorado 51874 early georgia 10594 east baton rouge louisiana 444526 east carroll louisiana 7526 east feliciana louisiana 20008 eastland texas 18421 eaton michigan 108008 eau claire wisconsin 100677 echols georgia 3988 ector texas 144325 eddy new mexico 54419 eddy north dakota 2368 edgar illinois 18191 edgecombenorth carolina 55954 edgefield south carolina 26347 edmonson kentucky 12071 edmunds south dakota 4026 edwards illinois 6684 edwards kansas 2979 edwards texas 1968 effingham georgia 53293 effingham illinois 34353 el dorado california 180561 el paso colorado 644964 el paso texas 827398 elbert colorado 23383 elbert georgia 19684 40501 82143 45957 1027 49707 43160 44140 85696 32038 13800 77598 7360588 53997 95245 49663 64584 55790 19698 69760 16546 40278 3193 30806 10873 52861 1162 48342 84654 34264 85829 50078 20189619 71125 493706 49964 1380551 35144 637 38909 27653 70914 56624 27645 2421 46838 952740 25267 2821 37403 7239 34531 12146 54170 252872 46826 296571 29476 4850 50056 85215 47725 21487 40096 4217 42947 15332 34198 18921 44090 8093 35217 3564 48039 7 39071 4205 41406 765 43095 2042 58935 20586 50938 19812 68815 290594 57079 1193051 38259 648203 79367 9375 32634 16698 15 0 2 6 0 108 1 9 2 0 0 1 0 0 6 19 30 72 2 4 9 0 25 0 2 9 12 7 0 9 7 0 0 0 0 1 0 0 0 0 4 1 11 13 57 4 0 elk kansas 2720 elk pennsylvania 31550 elkhart indiana 199619 elko nevada 51216 elliott kentucky 7780 ellis kansas 29053 ellis oklahoma 4104 ellis texas 153969 ellsworth kansas 6494 elmore alabama 80629 elmore idaho 26223 emanuel georgia 22898 emery utah 10933 emmet iowa 10120 emmet michigan 32915 emmons north dakota 3491 erath texas 39321 erie new york 919086 erie ohio 76398 erie pennsylvania 280646 escambia alabama 37994 escambia florida 302715 esmeralda nevada 775 essex massachusetts755618 essex new jersey 787744 essex new york 38961 essex vermont 6226 essex virginia 11233 estill kentucky 14493 etowah alabama 104392 eureka nevada 2001 evangeline louisiana 33710 evans georgia 10689 fairfax virginia 1118602 fairfield connecticut 933835 fairfield ohio 147474 fairfield south carolina 23363 fall river south dakota 6971 fallon montana 3024 falls texas 17610 fannin georgia 23492 fannin texas 33831 faribault minnesota 14263 faulk south dakota 2377 faulkner arkansas 118704 fauquier virginia 66542 fayette alabama 16983 34246 2042 42854 25016 47308 146847 69459 55386 25769 1149 43713 42390 45017 437 62639 182997 43125 6000 54831 67040 43691 22347 30427 9939 50800 19689 44357 7625 50269 20147 36903 1786 40096 29898 48805 1545847 47466 41156 44503 242442 31638 28660 43707 165447 29438 0 65785 1245845 55876 18577782 46629 28368 37679 2443 44581 9332 28148 7567 37772 66760 61908 382 34848 14221 38000 5256 108439 25625820 82558 36859317 58249 94171 34117 7654 34948 4622 49573 1787 31543 11629 34554 15023 44136 14150 43214 27303 40125 1147 47649 230526 87958 73676 33378 7916 0 2 10 14 1 1 2 15 0 5 2 0 7 2 1 2 12 75 1 22 1 2 0 59 25 5 1 0 0 9 2 0 1 60 50 13 0 0 0 0 4 4 1 0 1 5 1 fayette georgia 107524 fayette illinois 22014 fayette indiana 24029 fayette iowa 20793 fayette kentucky 305489 fayette ohio 28880 fayette pennsylvania 135660 fayette tennessee 38659 fayette texas 24695 fayette west virginia 45869 fentress tennessee 17940 fergus montana 11435 ferry washington 7705 fillmore minnesota 20834 fillmore nebraska 5771 finney kansas 37200 fisher texas 3844 flagler florida 98359 flathead montana 91633 fleming kentucky 14560 florence south carolina 137948 florence wisconsin 4482 floyd georgia 96177 floyd indiana 75283 floyd iowa 16056 floyd kentucky 38949 floyd texas 6367 floyd virginia 15390 fluvanna virginia 25967 foard texas 1307 fond du lac wisconsin 101843 ford illinois 14008 ford kansas 34752 forest pennsylvania 7667 forest wisconsin 9206 forrest mississippi 76894 forsyth georgia 187928 forsyth north carolina 358137 fort bend texas 627293 foster north dakota 3392 fountain indiana 17119 franklin alabama 31761 franklin arkansas 18045 franklin florida 11686 franklin georgia 21894 franklin idaho 12786 franklin illinois 39407 81498 43081 35802 42108 48306 39263 36605 57437 47285 32940 29245 37601 35684 47940 44031 51179 43724 48708 45588 31979 41325 43000 43129 52803 42247 28221 35967 40761 68615 31006 52717 50332 49061 36006 38176 35805 88262 46417 82571 47500 44802 35831 34819 37017 33086 46344 36383 82864 9562 9560 12451 750333 13341 61493 14464 11354 13197 8938 3966 3325 9945 3313 19132 1807 109471 69451 3946 73077 254 55793 112320 8310 15690 9446 8069 15429 766 130409 11245 55658 3570 4849 117893 101926 899048 556463 5044 14851 9413 9197 5481 8306 6634 21810 8 0 0 1 33 4 5 1 2 4 0 0 4 0 2 5 0 21 12 0 12 0 11 8 1 0 0 0 0 0 8 0 0 0 0 0 10 7 5 0 2 0 2 1 4 0 2 franklin franklin franklin franklin franklin franklin franklin franklin franklin franklin franklin franklin franklin franklin franklin franklin franklin franklin franklin frederick frederick freeborn freestone fremont fremont fremont fremont fresno frio frontier fulton fulton fulton fulton fulton fulton fulton fulton furnas gadsden gage gaines gallatin gallatin gallatin gallia galveston indiana 22969 iowa 10554 kansas 25906 kentucky 49804 louisiana 20561 maine 30630 massachusetts 71540 mississippi 7918 missouri 101412 nebraska 3188 new york 51795 north carolina 61475 ohio 1195537 pennsylvania 151275 tennessee 40772 texas 10640 vermont 48214 virginia 56411 washington 85845 maryland 239582 virginia 80317 minnesota 31054 texas 19515 colorado 46788 idaho 12957 iowa 7147 wyoming 41110 california 947895 texas 17702 nebraska 2741 arkansas 12318 georgia 977773 illinois 36651 indiana 20737 kentucky 6525 new york 54925 ohio 42513 pennsylvania 14772 nebraska 4907 florida 46528 nebraska 21806 texas 18413 illinois 5430 kentucky 8479 montana 92614 ohio 30708 texas 300484 52234 15002 46461 10349 50231 19311 47062 444513 34105 5092 40502 17591 52246 115704 33250 3594 50098 66676 40556 891 43673 22637 44598 21128 50045 2.23E+08 51171 108351 41726 77317 47500 6131 55181 14422 47606 20960 50731 48351 82668 367516 66440 89720 43447 13418 45816 5623 38979 20688 42178 6197 49934 2690 48788 90095 46903 553119 37769 12781 47552 12477 33281 4591 57582 7597379 42963 9235 42330 4719 34545 1021 45289 48229 51851 19330 45960 6556 38650 510 33453 33509 45573 13741 47157 3507 38577 10352 45400 1304 51391 210281 36918 10240 59645 242834 3 0 1 3 0 1 8 0 3 0 0 5 82 1 4 0 0 5 4 10 6 4 5 1 0 0 6 100 0 1 1 25 1 4 0 2 3 0 0 3 3 0 0 1 12 0 16 garden nebraska 1953 garfield colorado 56953 garfield montana 1261 garfield nebraska 2007 garfield oklahoma 61189 garfield utah 5095 garfield washington 2228 garland arkansas 96903 garrard kentucky 16913 garrett maryland 29854 garvin oklahoma 27297 garza texas 6412 gasconade missouri 14972 gaston north carolina 208049 gates north carolina 11869 geary kansas 38013 geauga ohio 93680 gem idaho 16673 genesee michigan 418408 genesee new york 59977 geneva alabama 26931 gentry missouri 6777 george mississippi 22930 georgetownsouth carolina 60189 gibson indiana 33458 gibson tennessee 49626 gila arizona 53144 gilchrist florida 16815 giles tennessee 29072 giles virginia 16928 gillespie texas 25153 gilliam oregon 1953 gilmer georgia 28190 gilmer west virginia 8732 gilpin colorado 5491 glacier montana 13711 glades florida 13107 gladwin michigan 25484 glascock georgia 3142 glasscock texas 1259 glenn california 27992 gloucester new jersey 289586 gloucester virginia 36886 glynn georgia 81022 gogebic michigan 16084 golden valley montana 839 golden valley north dakota 1804 35861 63929 37500 38973 41688 46029 47379 38210 40137 45280 39171 42883 40788 43052 45183 45649 66229 44442 43418 50861 35237 36307 45365 42677 48171 37577 37905 38467 37981 43012 54843 42260 37091 33309 59394 40109 39611 38160 36275 72188 43239 74830 62067 49828 34917 36250 35402 766 19340 765 700 30757 6769 1276 80060 4585 34420 8552 1657 5438 140323 1034 25281 77592 4730 354620 41082 9419 2806 5634 91525 6684 20986 18097 14657 15979 14563 16231 3222 20667 2822 4227 3960 6792 19554 3836 2808 6147 206579 41423 30945 77280 382 1529 0 0 0 0 3 2 0 10 4 3 5 2 1 18 3 2 6 2 34 8 0 0 0 4 8 4 12 0 2 0 0 0 0 0 0 2 2 2 0 0 0 7 1 0 4 0 0 goliad texas 7351 gonzales texas 20045 goochland virginia 21347 goodhue minnesota 46336 gooding idaho 15291 gordon georgia 55766 goshen wyoming 13636 gosper nebraska 2029 gove kansas 2729 grady georgia 25440 grady oklahoma 53118 grafton new hampshire 89181 graham arizona 37416 graham kansas 2578 graham north carolina 8700 grainger tennessee 22706 grand colorado 14195 grand utah 9328 grand forksnorth dakota 67472 grand isle vermont 6983 grand traverse michigan 89112 granite montana 3109 grant arkansas 17986 grant indiana 69330 grant kansas 7923 grant kentucky 24485 grant louisiana 22068 grant minnesota 5944 grant nebraska 629 grant new mexico 29388 grant north dakota 2333 grant oklahoma 4516 grant oregon 7317 grant south dakota 7259 grant washington 91723 grant west virginia 11816 grant wisconsin 51087 granville north carolina 60436 gratiot michigan 42063 graves kentucky 37544 gray kansas 6030 gray texas 22978 grays harborwashington 71692 grayson kentucky 25964 grayson texas 121935 grayson virginia 15183 greeley kansas 1298 51389 38623 81288 56099 40854 41336 42126 42875 41853 32091 47456 53000 43083 41008 32255 31711 64281 42004 46050 59566 50629 38179 50927 39377 59127 43755 39988 43777 39531 36925 41821 42227 34367 44444 44237 40008 45022 49090 39867 35514 55559 42845 42729 32919 46993 31599 58971 382 10133 30252 34228 1593 26711 11395 3187 381 7318 20765 237453 27279 1276 2841 9306 15110 0 44626 1310 99845 424 11115 74308 15218 6972 4465 4882 254 9134 762 1125 4353 3191 73601 7648 86697 24977 27774 32381 3956 16861 16291 14662 82722 10564 892 0 1 0 4 4 5 1 0 0 0 5 17 7 0 0 2 4 0 5 1 9 0 0 14 0 3 0 0 0 2 0 0 0 0 11 1 4 2 1 1 1 2 0 1 13 1 0 greeley nebraska 2458 green kentucky 11315 green wisconsin 36909 green lake wisconsin 19039 greenbrier west virginia 35820 greene alabama 8876 greene arkansas 43163 greene georgia 16092 greene illinois 13576 greene indiana 32940 greene iowa 9153 greene mississippi 14311 greene missouri 280626 greene new york 48673 greene north carolina 21429 greene ohio 163587 greene pennsylvania 38085 greene tennessee 68819 greene virginia 18771 greenlee arizona 8802 greensville virginia 11851 greenup kentucky 36707 greenville south carolina 467605 greenwoodkansas 6454 greenwoodsouth carolina 69756 greer oklahoma 6082 gregg texas 122658 gregory south dakota 4265 grenada mississippi 21682 griggs north dakota 2362 grimes texas 26783 grundy illinois 50281 grundy iowa 12448 grundy missouri 10338 grundy tennessee 13650 guadalupe new mexico 4603 guadalupe texas 139841 guernsey ohio 39817 guilford north carolina 500879 gulf florida 15718 gunnison colorado 15475 guthrie iowa 10777 gwinnett georgia 842046 haakon south dakota 1939 habersham georgia 43520 hale alabama 15388 hale texas 36385 42396 35313 53933 48937 35180 23004 39090 38209 42193 43869 44981 40404 41622 47033 41073 57553 42565 36310 58550 49390 42000 41902 48518 37543 39366 38882 44608 35975 33123 43000 40509 64592 55848 36590 25890 26152 61608 38179 46288 41291 50073 50000 63076 49432 41222 29236 39335 892 5481 21712 7270 13009 1880 22923 9938 4967 10364 5750 1145 309679 30956 10726 376834 22995 38106 6776 3741 17486 13116 1179393 3765 27358 382 81006 2296 18806 636 7528 21114 8822 6618 8682 1533 96314 15210 916116 11620 13943 8290 4553101 509 14204 2672 8861 1 1 3 6 2 0 2 1 1 0 0 0 40 16 0 17 4 12 1 0 0 5 29 3 2 0 6 1 0 0 0 4 0 2 1 0 5 2 42 2 1 1 42 0 4 0 1 halifax halifax hall hall hall hamblen hamilton hamilton hamilton hamilton hamilton hamilton hamilton hamilton hamilton hamilton hamlin hampden hampshire hampshire hampton hampton hancock hancock hancock hancock hancock hancock hancock hancock hancock hancock hand hanover hansford hanson haralson hardee hardeman hardeman hardin hardin hardin hardin hardin hardin harding north carolina 54006 virginia 35849 georgia 185416 nebraska 60345 texas 3293 tennessee 62746 florida 14708 illinois 8370 indiana 289495 iowa 15344 kansas 2639 nebraska 9011 new york 4778 ohio 802038 tennessee 345545 texas 8307 south dakota 5918 massachusetts465923 massachusetts159795 west virginia 23709 south carolina 20726 virginia 136836 georgia 8996 illinois 18891 indiana 70933 iowa 11134 kentucky 8677 maine 54558 mississippi 45255 ohio 75671 tennessee 6720 west virginia 30305 south dakota 3388 virginia 100668 texas 5521 south dakota 3377 georgia 28400 florida 27514 tennessee 26533 texas 4082 illinois 4258 iowa 17302 kentucky 107025 ohio 31627 tennessee 25950 texas 55190 new mexico 707 31370 34889 52050 47469 32059 39604 36683 39000 84449 46603 41351 54980 51142 49218 45826 40757 47771 48866 60331 29001 35914 51083 24483 43567 62184 48996 47895 47421 42591 49888 22052 38369 44375 77506 52610 47700 38664 38046 32601 36568 30875 46930 48743 39945 32131 54588 30208 17770 12854 147269 22924 1276 38541 1908 2420 395328 3760 1277 9191 7267 5784889 549616 5486 3573 445940 379375 12106 3483 168730 14841 11997 39100 7400 2904 25351 47486 55989 1914 16146 1149 101836 5364 388 19741 13541 7938 2612 1243 11905 99827 79322 16146 27322 1789 2 2 14 6 3 8 1 0 35 4 0 0 0 1 24 2 0 17 8 5 1 0 0 2 1 0 0 3 0 8 0 5 0 5 0 0 2 2 1 1 0 1 5 1 5 9 0 harding south dakota 1316 hardy west virginia 13866 harford maryland 248622 harlan kentucky 28543 harlan nebraska 3410 harmon oklahoma 2906 harnett north carolina 122135 harney oregon 7212 harper kansas 5911 harper oklahoma 3676 harris georgia 32550 harris texas 4253700 harrison indiana 39134 harrison iowa 14548 harrison kentucky 18624 harrison mississippi 194029 harrison missouri 8728 harrison ohio 15714 harrison texas 67450 harrison west virginia 69141 hart georgia 25518 hart kentucky 18366 hartford connecticut 897259 hartley texas 6144 harvey kansas 34852 haskell kansas 4256 haskell oklahoma 12938 haskell texas 5901 hawkins tennessee 56587 hayes nebraska 953 hays texas 168990 haywood north carolina 58908 haywood tennessee 18240 heard georgia 11633 hemphill texas 4080 hempsteadarkansas 22373 henderson illinois 7043 henderson kentucky 46513 henderson north carolina 108266 henderson tennessee 28023 henderson texas 79094 hendricks indiana 150434 hendry florida 37447 hennepin minnesota 1184576 henrico virginia 314932 henry alabama 17287 henry georgia 209053 46797 255 33060 9315 79953 253314 26914 16430 45396 1526 31211 254 42965 247070 38702 729 42021 3308 44850 1531 67299 45253 52675 27583956 52263 12414 53750 7402 38690 12945 44550 134951 35915 4994 36920 9255 45357 77729 40556 149845 35685 19804 31858 8162 64007 2196830 69414 1021 48880 27746 49760 2415 37326 3571 39578 5621 36795 14504 45536 510 58247 212350 41768 43952 33504 12277 39167 5749 54360 4664 34885 9593 47944 3956 41473 24632 47371 61714 37627 7399 41242 44725 68192 107771 37989 8426 62966 5514390 61206 1847077 39948 10325 64251 201387 0 0 26 0 0 1 8 2 2 0 4 227 7 2 0 0 0 5 5 6 3 0 57 0 2 0 0 0 4 0 18 0 1 1 2 3 0 5 13 2 5 5 0 76 51 2 17 henry illinois 50155 henry indiana 49345 henry iowa 20236 henry kentucky 15318 henry missouri 22153 henry ohio 28045 henry tennessee 32341 henry virginia 52969 herkimer new york 64508 hernando florida 173422 hertford north carolina 24438 hettinger north dakota 2553 hickman kentucky 4754 hickman tennessee 24170 hickory missouri 9391 hidalgo new mexico 4794 hidalgo texas 806552 highland ohio 42998 highland virginia 2245 highlands florida 98128 hill montana 16366 hill texas 35115 hillsboroughflorida 1277746 hillsboroughnew hampshire402922 hillsdale michigan 46229 hinds mississippi 248643 hinsdale colorado 810 hitchcock nebraska 2887 hocking ohio 29273 hockley texas 23072 hodgeman kansas 1963 hoke north carolina 50536 holmes florida 19804 holmes mississippi 18796 holmes ohio 43025 holt missouri 4655 holt nebraska 10396 hood texas 52044 hood river oregon 22584 hooker nebraska 727 hopkins kentucky 46718 hopkins texas 35469 horry south carolina 282285 hot spring arkansas 33394 hot springs wyoming 4822 houghton michigan 36520 houston alabama 103402 50698 40519 43510 42506 36944 48932 36463 33695 42680 42700 31969 41179 37535 43935 28850 35532 32479 40423 43045 34913 46724 39944 50195 70591 43139 39290 77321 36920 42227 48201 44176 46540 33510 22259 44746 41737 46292 54002 54109 39125 39187 42844 42877 38188 43063 34625 41766 33145 19463 17643 2913 8718 21910 20979 38591 259057 145721 75456 254 780 8442 5367 1528 575124 19412 3706 49882 16985 19663 1524995 787843 33142 345111 269 4725 18495 23610 1147 26978 6822 3355 34872 2294 7057 41645 23811 0 47037 9667 202040 25580 3575 90151 64957 5 1 0 0 11 0 3 0 8 7 0 0 0 1 6 1 9 1 0 14 11 2 107 29 6 11 0 0 1 1 1 5 3 1 1 0 1 4 4 0 7 0 84 0 0 2 9 houston georgia 146136 houston minnesota 18837 houston tennessee 8413 houston texas 23161 howard arkansas 13735 howard indiana 82849 howard iowa 9563 howard maryland 299430 howard missouri 10169 howard nebraska 6336 howard texas 35408 howell missouri 40629 hubbard minnesota 20347 hudson new jersey 652302 hudspeth texas 3337 huerfano colorado 6596 hughes oklahoma 13836 hughes south dakota 17450 humboldt california 134827 humboldt iowa 9729 humboldt nevada 17048 humphreysmississippi 9189 humphreystennessee 18275 hunt texas 87079 hunterdon new jersey 127050 huntingdonpennsylvania 45943 huntington indiana 36987 huron michigan 32463 huron ohio 59280 hutchinson south dakota 7187 hutchinson texas 21922 hyde north carolina 5859 hyde south dakota 1437 iberia louisiana 73999 iberville louisiana 33228 ida iowa 7108 idaho idaho 16308 imperial california 176948 independence arkansas 37025 indian riverflorida 140567 indiana pennsylvania 88218 ingham michigan 281723 inyo california 18495 ionia michigan 63941 iosco michigan 25357 iowa iowa 16189 iowa wisconsin 23807 55738 53017 34942 32437 37146 45022 45682 105692 46991 46358 41887 35625 45733 57660 22634 29737 33895 58082 40376 48075 54943 25730 41810 45253 103879 43026 47137 40200 48358 42386 44120 40753 43906 42989 43195 43918 36706 39402 34878 46363 41424 45758 49571 46958 36445 57476 55625 110876 11630 5715 6625 1660 122735 5641 418673 4186 1273 21343 16911 9296 1436811 11131 938 3965 54 139897 5497 8706 11371 6723 54815 187484 65122 11949 17014 37905 2811 9764 10997 2042 45430 19438 4082 13280 118326 14312 90601 101611 1372594 4701 41093 13673 20189 10333 10 1 2 1 3 31 0 14 1 0 3 0 1 7 1 4 1 0 39 0 0 1 3 4 21 3 0 5 0 0 3 0 1 4 0 2 6 13 7 15 10 32 10 3 2 0 1 iredell north carolina 162708 irion texas 1573 iron michigan 11587 iron missouri 10374 iron utah 46750 iron wisconsin 5934 iroquois illinois 29240 irwin georgia 9600 isabella michigan 70617 isanti minnesota 38248 island washington 79177 isle of wightvirginia 35399 issaquena mississippi 1386 itasca minnesota 45221 itawamba mississippi 23340 izard arkansas 13474 jack texas 8983 jackson alabama 53019 jackson arkansas 17600 jackson colorado 1348 jackson florida 48968 jackson georgia 60571 jackson illinois 60071 jackson indiana 43083 jackson iowa 19712 jackson kansas 13449 jackson kentucky 13331 jackson louisiana 16216 jackson michigan 160309 jackson minnesota 10281 jackson mississippi 140298 jackson missouri 677377 jackson north carolina 40448 jackson ohio 32954 jackson oklahoma 26237 jackson oregon 206412 jackson south dakota 3191 jackson tennessee 11441 jackson texas 14255 jackson west virginia 29234 jackson wisconsin 20485 james city virginia 68967 jasper georgia 13630 jasper illinois 9614 jasper indiana 33456 jasper iowa 36602 jasper mississippi 16523 51139 45250 35390 32029 42226 37413 48248 40379 36815 58721 59328 64925 22396 47106 37769 31865 46136 36383 31352 48571 39869 52883 32896 45666 45042 54440 21448 39809 47169 47455 49620 46874 36826 37243 41391 43386 38581 32846 50010 43191 44106 75938 44404 47731 55509 48881 28914 204639 637 8302 945 105972 763 23972 3948 182814 29256 95136 25451 0 26053 7984 12523 3442 18571 6261 262 37045 65495 135149 29866 14957 12124 9183 7024 131980 10420 67093 1854150 87456 18200 12412 186611 127 5372 6526 13529 11914 123815 6825 3181 91279 23858 6462 17 0 0 5 4 1 4 2 5 5 7 3 0 6 0 1 1 4 0 0 2 6 1 0 2 2 0 1 22 0 2 94 4 4 2 43 0 0 0 4 1 13 4 1 4 0 1 jasper missouri 115258 jasper south carolina 25833 jasper texas 35923 jay indiana 21366 jeff davis georgia 15156 jeff davis texas 2307 jefferson alabama 660009 jefferson arkansas 74723 jefferson colorado 545358 jefferson florida 14256 jefferson georgia 16432 jefferson idaho 26684 jefferson illinois 38720 jefferson indiana 32554 jefferson iowa 16867 jefferson kansas 18945 jefferson kentucky 750828 jefferson louisiana 433676 jefferson mississippi 7638 jefferson missouri 220209 jefferson montana 11401 jefferson nebraska 7521 jefferson new york 120262 jefferson ohio 68389 jefferson oklahoma 6377 jefferson oregon 21749 jefferson pennsylvania 44764 jefferson tennessee 52191 jefferson texas 251813 jefferson washington 29854 jefferson west virginia 54504 jefferson wisconsin 84498 jefferson davis louisiana 31432 jefferson davis mississippi 12032 jenkins georgia 9213 jennings indiana 28161 jerauld south dakota 2047 jerome idaho 22499 jersey illinois 22742 jessamine kentucky 49635 jewell kansas 3046 jim hogg texas 5249 jim wells texas 41754 jo daviess illinois 22549 johnson arkansas 25901 johnson georgia 9897 johnson illinois 12760 39522 36696 40099 40144 35336 49149 45750 37682 67827 42096 29178 52799 42679 43635 47784 58083 46298 48374 20375 56400 59284 42979 45559 39453 34256 42867 40058 38015 42883 46887 65285 55615 43585 25842 25467 44815 43705 39232 54469 48547 39713 36752 37413 52487 31400 31301 42172 69663 4364 22863 6758 4983 2934 1185426 111250 975920 5877 10180 7147 34834 20590 31182 5606 1254075 415610 1210 127608 18710 5866 91159 37829 1785 12149 24700 26800 205054 8207 47166 50724 10403 5495 1025 14027 636 4962 23587 59347 891 1020 13552 13963 14745 1528 8085 2 0 1 0 0 5 40 2 18 0 0 1 0 0 1 0 68 12 0 11 3 0 5 2 1 6 2 6 8 6 5 6 4 1 0 1 0 0 1 2 1 0 1 3 8 0 0 johnson indiana 143191 johnson iowa 136317 johnson kansas 559913 johnson kentucky 23383 johnson missouri 54397 johnson nebraska 5140 johnson tennessee 18095 johnson texas 153441 johnson wyoming 8615 johnston north carolina 174938 johnston oklahoma 11003 jones georgia 28577 jones iowa 20639 jones mississippi 68641 jones north carolina 10275 jones south dakota 1013 jones texas 19973 josephine oregon 82930 juab utah 10341 judith basinmontana 2024 juneau wisconsin 26631 juniata pennsylvania 24904 kalamazoo michigan 254580 kalkaska michigan 17099 kanabec minnesota 16005 kanawha west virginia 192179 kandiyohi minnesota 42379 kane illinois 522487 kane utah 7221 kankakee illinois 113040 karnes texas 15233 kaufman texas 106753 kay oklahoma 45831 kearney nebraska 6485 kearny kansas 3968 keith nebraska 8220 kemper mississippi 10335 kendall illinois 118105 kendall texas 35956 kenedy texas 431 kennebec maine 121853 kenosha wisconsin 167936 kent delaware 167626 kent maryland 20191 kent michigan 614462 kent rhode island 164843 kent texas 839 62754 53703 74761 32421 47268 43643 32159 55970 55094 49888 35789 51265 50745 37643 40687 50795 37872 37824 54000 40046 45507 45496 46019 39130 46863 44265 49915 69496 45439 49266 39297 60575 40164 54611 50612 42705 25584 82649 72092 45625 46904 54846 54783 53480 50801 61279 43750 94896 383947 1067354 12749 95950 2812 7577 103207 7482 124433 3436 11352 12337 29827 10940 255 21039 60174 13020 374 17449 7510 361967 7514 4093 178199 27367 800512 7150 53779 6041 66618 25002 1401 1148 5114 2330 74475 22513 0 192532 172597 301541 25162 988022 154116 0 13 16 57 0 9 0 1 14 1 7 0 1 1 4 1 0 0 23 1 0 1 0 12 0 0 11 3 27 1 9 0 8 1 0 0 2 0 3 2 0 19 14 19 3 20 11 1 kenton kentucky 161711 keokuk iowa 10374 kern california 856158 kerr texas 49786 kershaw south carolina 62343 kewaunee wisconsin 20624 keweenaw michigan 2215 keya paha nebraska 804 kidder north dakota 2426 kimball nebraska 3783 kimble texas 4560 king texas 276 king washington 2007440 king and queen virginia 7046 king georgevirginia 24500 king williamvirginia 15981 kingfisher oklahoma 15005 kingman kansas 7863 kings california 151364 kings new york 2565635 kingsbury south dakota 5220 kinney texas 3603 kiowa colorado 1444 kiowa kansas 2496 kiowa oklahoma 9310 kit carson colorado 8094 kitsap washington 254991 kittitas washington 41672 kittson minnesota 4493 klamath oregon 65912 kleberg texas 32025 klickitat washington 20699 knott kentucky 16124 knox illinois 52247 knox indiana 38122 knox kentucky 31735 knox maine 39668 knox missouri 4082 knox nebraska 8573 knox ohio 60705 knox tennessee 441311 knox texas 3789 koochichingminnesota 13208 kootenai idaho 142357 kosciusko indiana 77609 kossuth iowa 15346 la crosse wisconsin 116461 53375 42030 48021 44529 43509 54783 39821 38125 37105 43191 43653 61250 70567 48170 82173 64982 52130 45817 48838 44593 47152 25703 41542 39496 33068 43194 61112 42769 50049 41787 37222 38774 31735 40112 40391 22364 46845 34596 38965 48734 47277 32646 41135 48075 51141 49548 50510 163576 3569 557822 61999 53938 10987 429 382 892 4124 1529 0 5107300 3826 30727 25360 20236 3944 76101 1670704 3686 255 445 11253 2040 1937 110505 46493 7756 38361 81719 11657 28728 41594 83328 8678 38521 1911 3590 187842 775204 1401 13164 102354 66226 9057 430486 6 0 67 3 3 1 0 2 1 0 5 0 218 1 2 1 3 6 19 0 0 1 0 0 1 2 17 12 0 16 4 21 3 13 2 0 6 0 1 3 37 0 3 7 8 2 15 la moure north dakota 4114 la plata colorado 52401 la porte indiana 111246 la salle illinois 112973 la salle louisiana 14927 la salle texas 7109 labette kansas 21284 lac qui parleminnesota 7109 lackawannapennsylvania 214477 laclede missouri 35417 lafayette arkansas 7447 lafayette florida 8804 lafayette louisiana 227055 lafayette mississippi 49495 lafayette missouri 33080 lafayette wisconsin 16853 lafourche louisiana 97029 lagrange indiana 37521 lake california 63983 lake colorado 7338 lake florida 303186 lake illinois 702120 lake indiana 493618 lake michigan 11498 lake minnesota 10818 lake montana 28986 lake ohio 229582 lake oregon 7771 lake south dakota 11771 lake tennessee 7690 lake of the woods minnesota 3973 lamar alabama 14259 lamar georgia 18057 lamar mississippi 57786 lamar texas 49811 lamb texas 14008 lamoille vermont 24958 lampasas texas 20107 lancaster nebraska 293407 lancaster pennsylvania 526823 lancaster south carolina 79089 lancaster virginia 11236 lander nevada 5941 lane kansas 1704 lane oregon 354542 langlade wisconsin 19646 lanier georgia 10400 49922 56910 46934 52469 42066 25313 40587 48269 45185 39697 30152 49713 48591 41166 50000 49850 49262 47057 39525 40543 47509 79666 49443 30639 47450 38268 55968 36583 46412 26797 43523 34711 39684 50075 40050 35589 53368 48760 51059 55816 40034 46625 69814 41536 42621 42045 40878 3189 66304 125538 58888 7193 1786 10263 10859 466948 21637 2553 2171 362916 95680 19900 7591 46954 10087 28713 4603 234106 1510252 423231 2150 15312 20166 228720 4214 70130 516 1402 2288 11919 27038 25560 4854 24892 15986 602944 631773 118962 5081 2333 1912 753240 21798 3348 0 2 2 1 0 2 3 0 12 2 1 0 10 0 4 0 4 0 16 0 24 34 170 2 4 6 6 6 0 0 0 0 0 5 9 1 2 1 47 36 3 1 1 0 93 3 0 lapeer michigan 88173 laramie wyoming 94483 larimer colorado 310487 larue kentucky 14151 las animas colorado 14945 lassen california 33658 latah idaho 38184 latimer oklahoma 11019 lauderdale alabama 92542 lauderdale mississippi 80220 lauderdale tennessee 27718 laurel kentucky 59462 laurens georgia 48041 laurens south carolina 66223 lavaca texas 19468 lawrence alabama 33838 lawrence arkansas 17012 lawrence illinois 16604 lawrence indiana 46078 lawrence kentucky 15848 lawrence mississippi 12551 lawrence missouri 38467 lawrence ohio 62109 lawrence pennsylvania 89871 lawrence south dakota 24397 lawrence tennessee 42086 le flore oklahoma 49873 le sueur minnesota 27677 lea new mexico 66338 leake mississippi 23297 leavenworthkansas 77739 lebanon pennsylvania 135251 lee alabama 147257 lee arkansas 10216 lee florida 645293 lee georgia 28746 lee illinois 35037 lee iowa 35617 lee kentucky 7706 lee mississippi 85042 lee north carolina 59715 lee south carolina 18654 lee texas 16601 lee virginia 25474 leelanau michigan 21607 leflore mississippi 30948 lehigh pennsylvania 355245 54240 54156 57215 37920 40617 52484 39578 42610 39702 35420 34078 37286 37640 38713 43570 40009 32337 38326 43195 32279 37000 39829 38639 43821 45137 35737 36815 58074 46781 32537 62853 53474 42320 25270 49444 58252 49451 42437 24674 41150 44836 27011 45754 32588 55247 22353 54312 76375 635108 2158326 6381 6322 37438 164671 3482 43300 40896 22593 35109 20909 23418 4674 8557 4511 8570 30019 9048 1798 5586 24587 52996 30713 24680 24923 19388 52599 6955 90329 134102 169312 1679 501247 14449 33154 16738 3067 42354 58083 2180 4180 8522 15962 24244 677664 7 16 66 1 0 1 5 0 5 2 0 5 4 5 0 4 1 1 0 1 0 0 7 0 4 1 9 0 6 1 9 7 10 0 39 6 4 7 0 4 0 0 0 0 3 0 24 lemhi idaho 7758 lenawee michigan 98987 lenoir north carolina 59227 leon florida 283769 leon texas 16803 leslie kentucky 11170 letcher kentucky 23952 levy florida 40025 lewis idaho 3889 lewis kentucky 13835 lewis missouri 10174 lewis new york 27224 lewis tennessee 11896 lewis washington 75621 lewis west virginia 16371 lewis and clark montana 64876 lexington south carolina 270406 liberty florida 8276 liberty georgia 65471 liberty montana 2392 liberty texas 76571 licking ohio 167537 limestone alabama 87654 limestone texas 23585 lincoln arkansas 14101 lincoln colorado 5453 lincoln georgia 7737 lincoln idaho 5277 lincoln kansas 3174 lincoln kentucky 24461 lincoln louisiana 46953 lincoln maine 34180 lincoln minnesota 5818 lincoln mississippi 34900 lincoln missouri 53354 lincoln montana 19491 lincoln nebraska 36099 lincoln nevada 5405 lincoln new mexico 20309 lincoln north carolina 79313 lincoln oklahoma 34189 lincoln oregon 46151 lincoln south dakota 48296 lincoln tennessee 33503 lincoln washington 10437 lincoln west virginia 21627 lincoln wisconsin 28392 40270 48595 33749 45827 42150 29050 29564 35920 35344 27181 40579 44281 32337 44373 34617 53053 52857 40893 44146 42674 47460 54699 47199 42851 31480 43375 36741 45077 41050 33398 34152 48862 46270 38438 53726 32012 49521 42662 44557 50279 41763 41764 70043 41454 46765 31880 47426 4262 91818 24912 1531593 13007 5991 7876 28140 0 6233 5756 13025 3950 39811 7528 137278 253276 2167 61579 637 40497 173447 35388 7484 641 2694 3327 1657 134 14684 97103 20452 4208 10801 31231 15576 27616 2296 14673 65799 18773 31402 22240 16600 6614 4466 10807 1 14 3 25 3 1 3 6 0 1 1 2 0 17 0 11 11 0 4 0 3 10 20 0 0 1 0 0 0 3 0 5 1 0 0 6 8 0 1 1 1 7 1 0 9 2 0 lincoln wyoming 17961 linn iowa 215295 linn kansas 9441 linn missouri 12484 linn oregon 118360 lipscomb texas 3480 litchfield connecticut 187530 little river arkansas 12919 live oak texas 11664 livingston illinois 38647 livingston kentucky 9423 livingston louisiana 131942 livingston michigan 182838 livingston missouri 15037 livingston new york 64810 llano texas 19085 logan arkansas 21983 logan colorado 22631 logan illinois 30013 logan kansas 2784 logan kentucky 26646 logan nebraska 765 logan north dakota 1924 logan ohio 45474 logan oklahoma 43666 logan west virginia 36168 long georgia 16048 lonoke arkansas 69839 lorain ohio 301478 los alamos new mexico 18159 los angeles california 9962789 loudon tennessee 49793 loudoun virginia 336898 louisa iowa 11278 louisa virginia 33430 loup nebraska 589 love oklahoma 9558 loving texas 71 lowndes alabama 10857 lowndes georgia 114552 lowndes mississippi 59670 lubbock texas 285760 lucas iowa 8760 lucas ohio 437998 luce michigan 6522 lumpkin georgia 30611 luna new mexico 25041 60543 13300 55666 731488 44408 4727 38211 8097 46872 64591 55457 3952 71497 106192 38564 2955 45276 2321 52835 13466 40248 5108 57254 60238 71694 143013 42260 6134 53231 98914 41837 11365 38447 8792 42324 19060 48714 14352 41289 1858 35973 14190 45625 510 42069 2805 47378 43003 50249 16198 36562 16060 38785 3700 51096 9581 52194 232868 104914 405779 56266 15529242 50458 38515 120096 13634897 50982 2545 56502 23716 36250 0 41163 2940 78125 0 27905 4552 38535 105929 37626 19544 43983 403579 43184 6508 41949 711280 42083 2563 43704 16971 30921 4972 2 27 1 2 21 0 30 2 2 2 3 8 37 0 8 0 1 1 3 1 1 0 2 2 1 2 0 6 13 0 815 4 12 1 4 0 1 0 1 6 3 16 0 41 2 2 10 lunenburg virginia 12588 luzerne pennsylvania 321027 lycoming pennsylvania 117168 lyman south dakota 3789 lynn texas 5783 lyon iowa 11757 lyon kansas 33748 lyon kentucky 8351 lyon minnesota 25543 lyon nevada 51327 mackinac michigan 11137 macomb michigan 847383 macon alabama 20535 macon georgia 14263 macon illinois 110122 macon missouri 15573 macon north carolina 33869 macon tennessee 22498 macoupin illinois 47231 madera california 152218 madison alabama 343080 madison arkansas 15645 madison florida 18907 madison georgia 27922 madison idaho 37456 madison illinois 267883 madison indiana 130348 madison iowa 15654 madison kentucky 84786 madison louisiana 12154 madison mississippi 98468 madison missouri 12448 madison montana 7733 madison nebraska 35031 madison new york 72382 madison north carolina 20742 madison ohio 43053 madison tennessee 98656 madison texas 13677 madison virginia 13200 magoffin kentucky 13041 mahaska iowa 22443 mahnomenminnesota 5536 mahoning ohio 235145 major oklahoma 7683 malheur oregon 30630 manatee florida 333895 35210 43296 43788 41389 46456 49938 37954 40546 47254 46598 39055 54087 29355 28726 45987 37889 38653 34747 48739 47724 57453 35579 36557 41407 33791 53143 44035 56333 41876 26178 59730 35141 45242 45077 53473 38063 54366 40667 37437 59734 25410 46477 39385 40570 48012 39013 48181 4764 339786 158217 3591 2683 4927 27123 9991 22109 13941 1135 686424 15253 2800 120974 6253 31892 8737 40051 67761 3883554 12539 14609 6382 78183 464558 87165 5910 141477 10220 218388 5377 3886 31483 185710 12249 18316 109540 7413 5116 6616 9710 3712 242158 4763 12731 223315 0 10 0 0 0 1 3 2 1 1 1 58 0 1 11 1 1 0 0 9 25 2 0 1 0 18 10 4 11 0 4 0 0 0 5 6 2 13 0 8 0 0 0 21 0 4 56 manistee michigan 24672 manitowoc wisconsin 80671 marathon wisconsin 134735 marengo alabama 20401 maricopa arizona 3942169 maries missouri 9014 marin california 256069 marinette wisconsin 41563 marion alabama 30327 marion arkansas 16568 marion florida 335125 marion georgia 8711 marion illinois 38894 marion indiana 918977 marion iowa 33419 marion kansas 12347 marion kentucky 20090 marion mississippi 26442 marion missouri 28745 marion ohio 66238 marion oregon 319985 marion south carolina 32457 marion tennessee 28291 marion texas 10324 marion west virginia 56678 mariposa california 17905 marlboro south carolina 28145 marquette michigan 67906 marquette wisconsin 15205 marshall alabama 94776 marshall illinois 12327 marshall indiana 47024 marshall iowa 40857 marshall kansas 10022 marshall kentucky 31344 marshall minnesota 9449 marshall mississippi 36612 marshall oklahoma 15957 marshall south dakota 4671 marshall tennessee 30883 marshall west virginia 32674 martin florida 148817 martin indiana 10260 martin kentucky 12743 martin minnesota 20475 martin north carolina 23961 martin texas 5017 41169 9049 50181 45203 54316 111932 35165 9016 55099 7206185 42018 4975 89605 588838 41574 30175 31799 21897 34063 6796 40103 223809 32610 2439 40097 8050 43197 10234761 53730 33051 45941 7399 38202 9430 32117 9733 40915 4411 41337 42249 46191 486521 31762 13224 39857 19013 31903 6893 39870 43424 49174 13556 28511 8151 45495 75473 45046 11120 38563 43755 51642 20810 48536 26156 47691 156979 42464 6894 45605 16605 49636 5610 33279 11608 39473 3717 41731 4341 41620 20635 37313 10586 53612 143246 43592 11005 23920 3686 44791 19921 36345 7016 42050 127 2 9 9 0 713 4 38 2 1 1 32 0 4 71 3 0 1 4 1 3 64 0 0 3 3 7 1 6 0 6 1 1 3 2 4 0 2 3 0 4 4 18 0 0 3 0 0 mason illinois 14327 mason kentucky 17512 mason michigan 28680 mason texas 4003 mason washington 60832 mason west virginia 27179 massac illinois 15234 matagorda texas 36547 mathews virginia 8884 maury tennessee 81990 maverick texas 55365 mayes oklahoma 41168 mcclain oklahoma 35613 mccone montana 1701 mccook south dakota 5610 mccormick south carolina 9943 mccracken kentucky 65549 mccreary kentucky 18069 mcculloch texas 8313 mccurtain oklahoma 33203 mcdonald missouri 22876 mcdonoughillinois 32537 mcdowell north carolina 44998 mcdowell west virginia 21326 mcduffie georgia 21663 mchenry illinois 308145 mchenry north dakota 5789 mcintosh georgia 13839 mcintosh north dakota 2751 mcintosh oklahoma 20584 mckean pennsylvania 43127 mckenzie north dakota 7987 mckinley new mexico 73016 mclean illinois 172281 mclean kentucky 9506 mclean north dakota 9309 mclennan texas 238707 mcleod minnesota 36053 mcminn tennessee 52416 mcmullen texas 726 mcnairy tennessee 26180 mcpherson kansas 29356 mcpherson nebraska 509 mcpherson south dakota 2439 meade kansas 4396 meade kentucky 29237 meade south dakota 26052 42929 40678 40683 41462 48912 36468 40885 43962 54118 46552 29504 42425 56128 50774 46964 36243 44054 24292 37861 31328 37701 34186 35230 21967 36841 76909 41989 37194 35757 32305 40721 53902 31947 59410 40183 52996 41656 57323 38604 29500 34953 53332 57917 35065 49551 45007 47504 9440 11127 23377 3575 46672 12085 2803 83903 5615 54932 20293 17935 12028 382 2039 3572 62852 5101 3857 19422 7397 68292 28753 11361 16569 250157 1719 12394 382 8680 21615 4971 23292 204112 3065 2124 288652 31516 29058 511 8263 23272 127 1146 1658 23424 13536 1 0 4 1 6 3 0 3 0 12 3 0 1 0 0 0 10 0 2 3 4 4 4 0 2 19 0 0 0 0 5 0 11 16 1 2 20 1 2 0 0 3 0 0 0 5 0 meagher montana 1924 mecklenburg north carolina 969031 mecklenburg virginia 31749 mecosta michigan 43318 medina ohio 173684 medina texas 46765 meeker minnesota 23061 meigs ohio 23593 meigs tennessee 11698 mellette south dakota 2101 menard illinois 12722 menard texas 2240 mendocinocalifornia 87428 menifee kentucky 6220 menomineemichigan 23815 merced california 262305 mercer illinois 16219 mercer kentucky 21261 mercer missouri 3729 mercer new jersey 368303 mercer north dakota 8486 mercer ohio 40875 mercer pennsylvania 115655 mercer west virginia 62523 meriwethergeorgia 21273 merrick nebraska 7780 merrimack new hampshire146761 mesa colorado 147848 metcalfe kentucky 9969 miami indiana 36486 miami kansas 32612 miami ohio 103060 middlesex connecticut 165602 middlesex massachusetts 1537215 middlesex new jersey 823041 middlesex virginia 10822 midland michigan 83822 midland texas 146645 mifflin pennsylvania 46773 milam texas 24157 millard utah 12569 mille lacs minnesota 25740 miller arkansas 43634 miller georgia 5969 miller missouri 24817 mills iowa 14837 mills texas 4828 33846 756 55994 2441449 36069 14431 37677 83785 65578 141009 50101 10942 51929 16514 33708 7645 34942 3152 34013 255 56943 12142 41923 254 44527 59305 28279 2296 42014 9905 43945 225112 51216 8400 47690 8848 34440 1417 73883 1553628 62578 10860 51236 20840 43504 86990 33704 50736 37028 13795 49262 15451 65722 204125 52986 102086 35199 5612 39746 10236 59668 30957 51438 133285 77095 349775 79691 32795378 78622 15951197 53615 11281 52465 425461 57807 107236 38892 20053 39751 15884 47062 25695 46100 32675 40200 71697 33248 637 36411 7633 61796 10834 38138 2680 2 94 3 3 8 3 2 2 0 0 0 0 24 0 2 16 0 1 0 12 1 1 17 2 3 1 19 2 0 10 6 10 17 81 40 0 8 9 0 0 1 1 5 0 0 2 0 milwaukee wisconsin 955205 miner south dakota 2326 mineral colorado 709 mineral montana 4167 mineral nevada 4653 mineral west virginia 27956 mingo west virginia 26103 minidoka idaho 20037 minnehahasouth dakota 175037 missaukee michigan 15031 mississippi arkansas 45562 mississippi missouri 14322 missoula montana 110977 mitchell georgia 23144 mitchell iowa 10725 mitchell kansas 6355 mitchell north carolina 15368 mitchell texas 9336 mobile alabama 413936 modoc california 9327 moffat colorado 13200 mohave arizona 203334 moniteau missouri 15625 monmouth new jersey 629384 mono california 14348 monona iowa 9124 monongaliawest virginia 100332 monroe alabama 22602 monroe arkansas 7828 monroe florida 74809 monroe georgia 26637 monroe illinois 33357 monroe indiana 141019 monroe iowa 8063 monroe kentucky 10821 monroe michigan 151048 monroe mississippi 36421 monroe missouri 8703 monroe new york 747813 monroe ohio 14549 monroe pennsylvania 168798 monroe tennessee 45133 monroe west virginia 13463 monroe wisconsin 45100 montague texas 19565 montcalm michigan 63097 monterey california 426762 43397 42361 54375 36261 31108 34691 32794 43194 52758 39735 34267 28474 43895 37597 49389 45237 36165 41281 42187 35402 50758 40573 50887 83842 60469 42283 41325 29849 28306 53889 48632 69291 38524 43913 28548 55826 35102 39495 52260 38811 57700 35096 39047 48306 43509 40068 59737 1954958 1531 220 1264 895 26910 8546 11117 267113 5961 11434 2167 306013 9988 9455 14329 6622 5499 221263 5998 10800 166115 2200 5408900 18757 5029 191444 16150 3074 0 10903 21349 660735 6541 4205 161950 10165 2296 4720935 4279 101099 20600 3189 42406 11259 48230 245895 47 0 0 1 0 2 1 0 16 4 2 1 25 1 0 2 5 0 10 6 5 69 4 44 6 2 15 0 0 0 1 2 0 2 0 8 2 0 63 0 12 4 0 2 1 7 17 montezumacolorado 25431 montgomery alabama 230149 montgomery arkansas 9340 montgomery georgia 8913 montgomery illinois 29620 montgomery indiana 38254 montgomery iowa 10566 montgomery kansas 34459 montgomery kentucky 26902 montgomery maryland 1004709 montgomery mississippi 10614 montgomery missouri 11996 montgomery new york 49941 montgomery north carolina 27668 montgomery ohio 534325 montgomery pennsylvania 808460 montgomery tennessee 184468 montgomery texas 485047 montgomery virginia 95194 montmorency michigan 9476 montour pennsylvania 18356 montrose colorado 40725 moody south dakota 6446 moore north carolina 90302 moore tennessee 6339 moore texas 22313 mora new mexico 4705 morehouselouisiana 27559 morgan alabama 120395 morgan colorado 28472 morgan georgia 17881 morgan illinois 35272 morgan indiana 69356 morgan kentucky 13668 morgan missouri 20117 morgan ohio 14911 morgan tennessee 21931 morgan utah 9821 morgan west virginia 17471 morrill nebraska 4889 morris kansas 5854 morris new jersey 497999 morris texas 12787 morrison minnesota 33052 morrow ohio 34938 morrow oregon 11244 morton kansas 3169 45623 11805 44587 14726707 34934 2675 34933 0 41925 13439 47929 92967 38072 9514 40925 15952 37393 19600 95660 2392009 33087 3917 40175 1701 43254 35738 32946 5482 44585 1202935 78446 2470794 49695 165711 66657 539659 44231 206102 34490 3316 46421 79865 47479 25573 49016 3742 48348 129333 45950 3704 48394 8804 39792 2300 31269 9636 45564 84604 42792 10992 46918 18629 44731 20363 56315 49226 29872 10084 36928 7534 35855 2296 37130 9107 76472 5751 36703 12646 42075 766 44070 15217 98148 1832576 39698 2300 46054 26886 50252 29619 46110 267617 44263 6650 0 11 0 0 2 2 1 4 3 46 0 0 2 1 11 50 15 26 3 0 2 0 2 7 0 0 0 3 1 3 3 0 2 0 5 0 0 0 1 0 0 42 0 2 2 2 0 morton north dakota 28101 motley texas 1202 moultrie illinois 14933 mountrail north dakota 8734 mower minnesota 39372 muhlenbergkentucky 31181 multnomahoregon 759256 murray georgia 39392 murray minnesota 8577 murray oklahoma 13663 muscatine iowa 42879 muscogee georgia 198413 muskegon michigan 170182 muskingumohio 85950 muskogee oklahoma 70596 musselshellmontana 4665 nacogdoches texas 66034 nance nebraska 3715 nantucket massachusetts 10298 napa california 139045 nash north carolina 95708 nassau florida 74629 nassau new york 1349233 natchitoches louisiana 39436 natrona wyoming 78621 navajo arizona 107094 navarro texas 47979 nelson kentucky 44319 nelson north dakota 3080 nelson virginia 14827 nemaha kansas 10132 nemaha nebraska 7154 neosho kansas 16406 neshoba mississippi 29785 ness kansas 3068 nevada arkansas 8925 nevada california 98292 new castle delaware 546076 new hanover north carolina 209234 new haven connecticut 862813 new kent virginia 19169 new londonconnecticut 274170 new madridmissouri 18488 new york new york 1619090 newaygo michigan 47959 newberry south carolina 37576 newport rhode island 82036 55196 8966 33281 0 48982 16097 56593 12773 45596 14901 37440 14665 50726 3405017 37004 15417 47833 6374 41403 13550 51134 5354 41088 194437 40298 88633 40590 115238 37990 30006 38669 2039 35378 86045 43399 1530 84979 8731 68641 100317 45052 56378 58933 41775 95823 2459993 31830 24429 53519 89718 38975 61587 41074 26341 45149 24534 41961 2166 47426 9176 47476 7140 41424 16625 38883 9404 36128 11373 46417 1399 38006 8 58077 75142 64158 18953788 48893 338399 62497 877686 71198 15334 67010 354141 34772 1398 67204 12977872 43864 37235 42866 15492 69369 148043 1 0 0 0 1 3 187 2 0 2 6 18 0 3 3 0 9 0 0 30 7 5 49 0 9 16 4 4 1 3 1 0 1 0 0 1 10 41 0 88 0 17 0 6 3 0 7 newport news virginia 180726 newton arkansas 8086 newton georgia 101505 newton indiana 14044 newton mississippi 21601 newton missouri 59069 newton texas 14200 nez perce idaho 39531 niagara new york 215124 nicholas kentucky 7000 nicholas west virginia 26229 nicollet minnesota 32929 niobrara wyoming 2456 noble indiana 47582 noble ohio 14579 noble oklahoma 11522 nobles minnesota 21487 nodaway missouri 23419 nolan texas 14924 norfolk massachusetts681845 norfolk virginia 245782 norman minnesota 6634 northampton north carolina 21428 northampton pennsylvania 299267 northampton virginia 12226 northumberland pennsylvania 94428 northumberland virginia 12346 norton kansas 5612 nottoway virginia 15830 nowata oklahoma 10611 noxubee mississippi 11218 nuckolls nebraska 4438 nueces texas 347691 nye nevada 42963 oakland michigan 1220657 obion tennessee 31340 obrien iowa 14172 ocean new jersey 580470 oceana michigan 26310 ochiltree texas 10728 oconee georgia 33619 oconee south carolina 74627 oconto wisconsin 37442 ogemaw michigan 21437 ogle illinois 52848 oglethorpe georgia 14618 ohio indiana 6079 50942 29702 51691 48108 37386 41873 38409 44540 46599 39586 39636 59877 44875 47768 40239 43324 45552 38680 37177 83733 43914 43333 32090 60540 36965 39605 51256 37656 37507 38459 21798 32444 44815 39740 66456 39671 45995 60712 40422 49794 75136 42641 49396 35988 57094 43255 50795 300626 1529 60097 3752 7621 35059 2936 35930 123211 1533 12348 79241 6400 37455 2933 4122 11360 7723 49750 1588701 704715 11755 4977 755518 15089 54956 13283 5099 5882 766 1953 1403 78385 20936 2766217 14663 3823 312153 9179 8431 24553 50309 35881 7689 34156 6506 1531 17 3 4 0 1 15 2 5 6 0 3 0 0 2 2 0 0 2 0 42 26 2 1 19 0 1 4 0 2 0 1 0 1 1 67 0 2 44 5 0 1 3 4 7 4 0 1 ohio kentucky 24075 ohio west virginia 44075 okaloosa florida 190083 okanogan washington 41275 okeechobeeflorida 39467 okfuskee oklahoma 12358 oklahoma oklahoma 741781 okmulgee oklahoma 39625 oktibbeha mississippi 48192 oldham kentucky 61412 oldham texas 2060 oliver north dakota 1838 olmsted minnesota 147066 oneida idaho 4215 oneida new york 233556 oneida wisconsin 35714 onondaga new york 466852 onslow north carolina 183263 ontario new york 108519 ontonagon michigan 6413 orange california 3090132 orange florida 1202234 orange indiana 19690 orange new york 374512 orange north carolina 137941 orange texas 82977 orange vermont 28924 orange virginia 34246 orangeburgsouth carolina 91476 oregon missouri 10997 orleans louisiana 369250 orleans new york 42836 orleans vermont 27109 osage kansas 16142 osage missouri 13858 osage oklahoma 47917 osborne kansas 3806 osceola florida 287416 osceola iowa 6193 osceola michigan 23276 oscoda michigan 8592 oswego new york 121700 otero colorado 18698 otero new mexico 66041 otoe nebraska 15747 otsego michigan 24020 otsego new york 61709 38252 41188 54140 40537 36929 34418 44413 39324 29013 82578 57054 61131 66202 44435 48382 45184 52636 45457 57069 34786 75762 49731 37618 70294 56055 48833 52407 56837 33162 27885 37325 47788 40929 51878 47836 42847 36489 46479 45696 39035 32838 47036 31246 38588 50000 46303 45334 4536 109144 80991 19175 13943 1527 1156716 21044 98309 59232 382 254 214155 2809 272434 45970 972889 96092 98711 2292 6481303 1929237 5800 417476 358186 50437 14018 16012 39687 1321 791598 17642 10169 8433 6235 23044 2039 265393 2554 13650 16753 140356 14850 94962 8805 19365 174056 1 1 6 12 0 0 72 0 0 1 0 0 9 0 22 3 9 17 15 2 265 125 0 23 8 4 8 1 4 2 23 4 0 6 0 1 0 18 0 5 1 3 0 8 1 8 7 ottawa kansas 6072 ottawa michigan 269099 ottawa ohio 41339 ottawa oklahoma 32236 otter tail minnesota 57288 ouachita arkansas 25396 ouachita louisiana 155363 ouray colorado 4530 outagamie wisconsin 178816 overton tennessee 22190 owen indiana 21380 owen kentucky 10765 owsley kentucky 4722 owyhee idaho 11439 oxford maine 57481 ozark missouri 9601 ozaukee wisconsin 86823 pacific washington 20575 page iowa 15713 page virginia 23895 palm beachflorida 1356545 palo alto iowa 9275 palo pinto texas 27856 pamlico north carolina 13074 panola mississippi 34473 panola texas 24020 park colorado 16029 park montana 15567 park wyoming 28702 parke indiana 17069 parker texas 119712 parmer texas 10183 pasco florida 470391 pasquotanknorth carolina 40591 passaic new jersey 502885 patrick virginia 18451 paulding georgia 144800 paulding ohio 19295 pawnee kansas 6928 pawnee nebraska 2765 pawnee oklahoma 16474 payette idaho 22639 payne oklahoma 78399 peach georgia 27622 pearl river mississippi 55295 pecos texas 15619 pembina north dakota 7271 53287 55661 53614 36931 45494 33008 39724 61935 57190 34108 43553 45551 19344 32169 40889 31992 75634 40599 41503 43435 52951 44063 40385 43658 34592 48088 61284 41232 50105 42441 63725 40926 44103 45298 56299 36057 63023 43683 43676 44477 41832 44943 35716 41333 42971 40925 52270 7314 339513 32077 11405 62556 16079 174618 2680 236875 11128 8205 4261 0 2335 50346 5240 64241 14438 6693 17193 1787007 10924 9580 2419 9571 20149 5886 18875 32951 4151 81677 2812 298085 20080 864311 10215 68516 7175 897 382 9663 20326 114105 23986 16628 10983 2424 1 9 2 0 3 1 0 2 7 2 0 0 0 4 10 1 7 0 1 9 104 1 3 3 2 3 8 4 7 0 14 0 46 0 9 2 13 0 0 0 2 4 2 0 4 1 0 pemiscot missouri 18111 pend oreillewashington 12980 pender north carolina 54195 pendleton kentucky 14604 pendleton west virginia 7566 penningtonminnesota 14074 penningtonsouth dakota 104347 penobscot maine 153746 peoria illinois 187254 pepin wisconsin 7390 perkins nebraska 2931 perkins south dakota 3037 perquimansnorth carolina 13563 perry alabama 10181 perry arkansas 10339 perry illinois 22058 perry indiana 19462 perry kentucky 28241 perry mississippi 12086 perry missouri 19018 perry ohio 36015 perry pennsylvania 45701 perry tennessee 7860 pershing nevada 6749 person north carolina 39268 petroleum montana 511 pettis missouri 42319 phelps missouri 44987 phelps nebraska 9215 philadelphiapennsylvania 1547607 phillips arkansas 20784 phillips colorado 4367 phillips kansas 5519 phillips montana 4128 piatt illinois 16504 pickaway ohio 56399 pickens alabama 19405 pickens georgia 29268 pickens south carolina 119670 pickett tennessee 5100 pierce georgia 18844 pierce nebraska 7166 pierce north dakota 4457 pierce washington 811681 pierce wisconsin 40814 pike alabama 33182 pike arkansas 11247 28798 38922 44568 48354 32989 45007 48378 43601 50689 48717 52266 36042 37862 27222 42514 41333 45808 32538 39070 44383 42860 54626 31857 56473 43271 38162 38669 40675 44570 36957 28225 44717 43476 38958 58837 51418 29096 50582 42241 31157 37489 51205 40139 58824 61443 31179 32457 6886 14570 22846 3531 3703 8183 153999 259275 344151 542 1405 1275 3697 7788 2837 12708 9300 14916 7900 11263 8313 26793 5738 1281 18630 0 31087 92107 2164 4222223 8592 3578 2802 1020 14948 26503 2689 15257 88572 1912 6761 2809 6138 1042395 93498 16372 5858 2 3 2 0 1 0 16 21 14 0 0 0 1 0 3 0 0 0 0 1 3 0 1 1 1 0 4 3 0 1 1 0 3 2 0 14 0 0 13 0 3 0 0 139 1 1 0 pike georgia 17810 pike illinois 16308 pike indiana 12766 pike kentucky 64178 pike mississippi 40100 pike missouri 18565 pike ohio 28480 pike pennsylvania 56899 pima arizona 992394 pinal arizona 387365 pine minnesota 29218 pinellas florida 921319 pipestone minnesota 9345 piscataquis maine 17290 pitkin colorado 17263 pitt north carolina 172554 pittsburg oklahoma 45048 pittsylvaniavirginia 62807 piute utah 1524 placer california 361682 plaquemines louisiana 23921 platte missouri 92054 platte nebraska 32681 platte wyoming 8756 pleasants west virginia 7595 plumas california 19399 plymouth iowa 24907 plymouth massachusetts499759 pocahontasiowa 7150 pocahontaswest virginia 8692 poinsett arkansas 24307 pointe coupee louisiana 22726 polk arkansas 20471 polk florida 616158 polk georgia 41188 polk iowa 443710 polk minnesota 31416 polk missouri 31017 polk nebraska 5320 polk north carolina 20271 polk oregon 76353 polk tennessee 16686 polk texas 45656 polk wisconsin 43610 pondera montana 6165 pontotoc mississippi 30594 pontotoc oklahoma 37958 56433 40668 40525 33148 32751 42276 39669 58672 46341 51212 44463 45891 42217 35123 68242 39824 41317 40333 36667 74645 55301 66487 51273 46171 39052 44151 56387 74698 42545 33816 31939 43030 32395 44398 38514 57473 49257 38423 50298 43332 52865 36204 36073 49527 38852 38574 40641 8816 8146 3023 29708 14507 3077 15535 33657 1465763 206930 9835 1377012 6498 11743 27071 146382 16927 45670 3414 458975 15467 56646 89703 13385 4719 17947 15147 380860 7525 5616 10632 10853 13461 654518 15795 1517360 57446 31894 636 12794 47319 16037 20092 26554 2312 7069 27622 2 1 0 1 0 1 5 8 178 53 0 43 0 2 5 9 0 16 0 43 1 5 2 2 1 3 1 35 3 0 4 1 0 46 2 35 3 7 1 2 12 3 1 3 3 0 4 pope arkansas pope illinois pope minnesota portage ohio portage wisconsin porter indiana posey indiana pottawatomie kansas pottawatomie oklahoma pottawattamie iowa potter pennsylvania potter south dakota potter texas powder river montana powell kentucky powell montana power idaho poweshiek iowa powhatan virginia prairie arkansas prairie montana pratt kansas preble ohio prentiss mississippi presidio texas presque islemichigan preston west virginia price wisconsin prince edward virginia prince george virginia prince georges maryland prince william virginia providence rhode island prowers colorado pueblo colorado pulaski arkansas pulaski georgia pulaski illinois pulaski indiana pulaski kentucky pulaski missouri pulaski virginia pushmatahaoklahoma putnam florida putnam georgia putnam illinois putnam indiana 62765 4272 10892 161451 70433 165682 25599 22302 70760 92913 17577 2359 122335 1763 12483 7096 7778 18736 28123 8458 1157 9728 41886 25390 7525 13129 33832 13869 23238 36941 881138 430289 628323 12389 160852 388953 11720 5998 13124 63593 53259 34736 11205 73263 21198 5886 37750 40325 38651 49599 51441 51887 62394 57757 54309 41332 49924 40000 45682 37766 39091 28382 41347 41797 52413 76235 36194 34440 42825 48874 32518 28724 39240 43434 41458 36789 62924 73447 95531 49411 34513 41273 45897 32424 31712 45029 33282 46919 40987 29053 34174 41756 52409 50165 42038 7119 9067 294397 164386 179513 3582 17245 42785 68338 36170 2300 130131 638 13947 3051 5007 78054 13303 1548 1148 5493 29014 6636 4084 4658 9894 4539 96106 143260 1739198 485287 986532 3464 205978 999186 7249 2181 13810 42495 78257 86311 5484 53645 17384 2244 97381 16 0 1 14 2 3 0 0 4 1 0 0 20 0 2 2 0 0 1 3 0 0 5 0 3 2 1 0 1 4 18 23 46 0 19 31 0 0 0 1 5 4 0 7 1 0 0 putnam missouri 4931 putnam new york 99607 putnam ohio 34198 putnam tennessee 73229 putnam west virginia 56435 quay new mexico 8769 queen annes maryland 48595 queens new york 2272771 quitman georgia 2404 quitman mississippi 7798 rabun georgia 16297 racine wisconsin 194797 rains texas 10943 raleigh west virginia 79021 ralls missouri 10277 ramsey minnesota 520152 ramsey north dakota 11536 randall texas 125082 randolph alabama 22675 randolph arkansas 17930 randolph georgia 7327 randolph illinois 32956 randolph indiana 25815 randolph missouri 25330 randolph north carolina 142466 randolph west virginia 29384 rankin mississippi 145165 ransom north dakota 5444 rapides louisiana 132373 rappahannock virginia 7456 ravalli montana 40617 rawlins kansas 2560 ray missouri 23064 reagan texas 3475 real texas 3369 red lake minnesota 4087 red river louisiana 8983 red river texas 12694 red willow nebraska 10975 redwood minnesota 15847 reeves texas 13798 refugio texas 7259 reno kansas 64438 rensselaer new york 159835 renville minnesota 15369 renville north dakota 2559 republic kansas 4858 34556 92711 59378 34305 53640 29772 84483 56406 32656 24545 33533 54356 45168 38596 47286 52713 44452 57121 35823 33072 29071 46148 41544 36484 40602 35560 56159 47922 40470 64113 43512 40625 54670 58491 25870 47719 37159 36969 42627 45177 35552 42470 42207 56271 48442 50093 40538 2806 51978 23022 133204 32332 3160 23454 1412251 510 2055 19291 430634 7275 33879 84708 3011339 18660 85885 9304 5535 7163 28768 6313 12529 69259 18613 135550 2808 108880 6402 36856 1029 11268 636 2422 1785 2325 2931 9464 15154 4626 1048 30941 594417 15630 1647 3829 0 6 1 6 1 1 4 31 0 0 3 12 3 12 0 10 0 4 0 5 0 3 0 3 6 3 7 0 0 0 7 0 3 0 3 0 0 5 0 0 2 0 9 3 0 0 0 reynolds missouri 6667 rhea tennessee 32247 rice kansas 9985 rice minnesota 64854 rich utah 2267 richardson nebraska 8290 richland illinois 16176 richland louisiana 20921 richland montana 10810 richland north dakota 16217 richland ohio 122673 richland south carolina 393830 richland wisconsin 17818 richmond georgia 202587 richmond new york 470728 richmond north carolina 46627 richmond virginia 9059 riley kansas 75508 ringgold iowa 5096 rio arriba new mexico 40318 rio blanco colorado 6857 rio grande colorado 11943 ripley indiana 28583 ripley missouri 14036 ritchie west virginia 10236 riverside california 2268783 roane tennessee 53469 roane west virginia 14684 roanoke virginia 92901 roberts south dakota 10303 roberts texas 854 robertson kentucky 2188 robertson tennessee 66931 robertson texas 16545 robeson north carolina 135496 rock minnesota 9553 rock nebraska 1376 rock wisconsin 160418 rock island illinois 147457 rockbridge virginia 22394 rockcastle kentucky 17006 rockdale georgia 85820 rockinghamnew hampshire297820 rockinghamnorth carolina 92720 rockinghamvirginia 77391 rockland new york 317757 rockwall texas 83021 33382 36934 46155 59533 53924 39512 42305 38469 57413 48908 43098 48485 44326 39090 72752 31847 46456 41427 42213 40232 63125 37885 49358 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28445 rutherford north carolina 67323 rutherford tennessee 274454 rutland vermont 60869 sabine louisiana 24325 sabine texas 10433 sac iowa 10153 sacramentocalifornia 1450121 sagadahoc maine 35191 saginaw michigan 198353 saguache colorado 6304 salem new jersey 65774 saline arkansas 111845 saline illinois 24946 saline kansas 55988 saline missouri 23339 saline nebraska 14557 salt lake utah 1063842 saluda south carolina 19893 sampson north carolina 63949 san augustine texas 8818 san benito california 56884 san bernardino california 2081313 san diego california 3177063 san francisco california 825863 san jacinto texas 27126 54352 1796 58434 37461 27662 5742 40000 2039 37807 5224 35841 9979 33286 23111 48612 10240 44449 3868 44577 36435 64230 28564 32763 78552 43121 121918 38556 4118 47102 29058 40036 765 46438 36540 38821 4742 33754 105713 38168 6777 31087 10122 32555 8772 37128 51178 54433 248438 48190 99541 36959 12563 33109 5871 44392 5376 56553 4212259 56865 81104 43258 129631 33672 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3073 shiawasseemichigan 69232 shoshone idaho 12702 sibley minnesota 15123 sierra california 3086 sierra new mexico 11895 silver bow montana 34403 simpson kentucky 17538 simpson mississippi 27374 sioux iowa 34268 sioux nebraska 1315 sioux north dakota 4347 siskiyou california 44154 skagit washington 118222 skamania washington 11187 slope north dakota 758 smith kansas 3765 smith mississippi 16345 smith tennessee 19102 smith texas 214821 smyth virginia 31718 snohomish washington 733036 snyder pennsylvania 39672 socorro new mexico 17603 solano california 420757 somerset maine 51910 somerset maryland 26253 somerset new jersey 327707 somerset pennsylvania 76957 somervell texas 8598 sonoma california 491829 southampton virginia 18409 spalding georgia 63865 spartanburgsouth carolina 288745 spencer indiana 20837 spencer kentucky 17416 spink south dakota 6611 spokane washington 475735 spotsylvaniavirginia 125684 st bernard louisiana 41635 42148 34588 38235 51667 43012 41250 46453 49135 47552 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louisiana 83662 st lawrencenew york 112232 st louis minnesota 200319 st louis missouri 1000438 st louis city missouri 318172 st lucie florida 283866 st martin louisiana 52726 st mary louisiana 53697 st marys maryland 108987 st tammanylouisiana 239453 stafford kansas 4358 stafford virginia 134352 stanislaus california 521726 stanley south dakota 2969 stanly north carolina 60576 stanton kansas 2175 stanton nebraska 6089 stark illinois 5946 stark north dakota 26771 stark ohio 374868 starke indiana 23213 starr texas 61615 ste genevieve missouri 17740 stearns minnesota 151606 steele minnesota 36322 steele north dakota 1989 stephens georgia 25891 stephens oklahoma 44779 stephens texas 9464 stephensonillinois 46959 sterling texas 1191 steuben indiana 34124 60207 28171 71458 763519 49200 68710 50109 213371 48869 62705 32553 5110 68513 66451 26360 7674 37630 28976 29632 15720 52887 17063 49671 32478 64153 157253 45183 586632 44433 32729 34350 32099 43390 274470 45399 231790 58630 10124310 34402 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sullivan new york 76793 sullivan pennsylvania 6461 sullivan tennessee 156786 sully south dakota 1427 summers west virginia 13737 summit colorado 28044 summit ohio 540811 summit u...
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Explanation & Answer

Please view explanation and answer below.I have used Linear Regression Machine Learning model and also wrote comments for each step.In the last is the result showing how the model is able to predict test_data and answer accordingly.I have attached Jupyter notebook file(having complete python code) in the zip file.With this, the assignment has been completed. Feel free to reach me in case of any doubt, I'll be there to assist you.PS: Kindly consider giving tip, if you feel happy, for prioritizin...


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Really helpful material, saved me a great deal of time.

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