I need help.

Research Question: Based on the data set how does the cost of living differ globally?

What variables would you use in order to address this question?

With those variables, how would you use the following techniques/methods to assist you:

• chi-square test
• ANOVA test
• crosstabulation
• frequency distribution
• confidence interval
• t-test
• exploratory data analysis summarizing quantitative variable
• box and whisker pot/histogram/charts/graphs

WORLDWIDE

F518 X v fx M O C D E F G H K A B Continent |Cost of Living Plus Rent Index |CLI |Rent Index |Groceries Index |Restaurant Price Index |Local Purchasing Power Index |Leverage Model 1 |Leverage Model 2 State RegioN |State Number |Country Continent City 57.61 64.01 118.22 0.008518631 0.007895129 Europe 7 69.94 22.61 Germany 46.63 Aachen 0.014159399 7 59.24 92.12 25.34 77.34 104.6 89.9 0.018448825 Aalborg Denmark Europe 0.010997582 Europe 7 57.66 82.82 31.71 70.07 94.86 102.77 0.011632089 Aberdeen United Kingdom 9.75 58.86 65.94 124.98 0.036707518 0.009399368 Abu Dhabi United Arab Emirates Asia 68.74 67.76 0.023712944 0.018246953 Africa 52.85 66.86 38.4 68.33 43.66 13.25 Accra Ghana 0.017485846 0.01666616 Asia 32.57 52.16 12.37 46.92 32.72 124.08 Ad Dammam Saudi Arabia 46.34 13.03 0.015378531 0.012577049 51.69 22.52 23.65 Addis Ababa Ethiopia Africa 37.33 105.84 0.0039046 60.14 86.08 33.39 86.53 78.04 0.004532563 Adelaide Australia Australia/Oceania 21.09 57.06 0.006285206 0.00626872 India Asia 17.97 28.95 6.65 31.25 10 Ahmedabad 53.1 84.18 21.06 96.39 66.97 77.07 0.017359334 0.012338592 Akron OH 2 35 United States North America 51.36 15.12 47.27 33.67 135.53 0.021655844 0.021188411 Al Khobar Saudi Arabia Asia 33.51 47.68 69.52 25.16 72.62 68.17 123.47 0.007525426 0.00606734 Albuquerque NM 5 31 United States North America 23.5 17.66 21.42 0.008921889 0.008777042 24.54 Alexandria Africa 5.09 Egypt 14.96 24.99 40.25 9.26 42.91 26.67 28.61 0.007458986 0.007436983 15 Algiers Algeria Africa 93.39 0.006686909 0.006454226 7 38 United States North America 59.22 83.1 34.6 90.72 70.47 16 Allentown PA 25.48 37.78 12.8 31.42 37.37 42.26 0.006635896 0.006509366 17 Almaty Kazakhstan Asia 54.76 58.22 37.1 0.007973775 0.007322941 38.85 62.03 14.96 Amman Jordan Asia 0.011341606 Europe 70.07 88.25 51.33 75.16 92.24 85.23 0.008102431 Amsterdam Netherlands 72.2 101.9 41.57 109.58 88.67 130.22 0.01274194 0.011453265 20 Anchorage AK 9 1 United States North America 25.88 43.18 8.05 39.63 32.59 52.67 0.004363711 0.00405966 21 Ankara Turkey Asia 0.016450973 North America 56.99 71.41 42.12 72.37 62.74 152.98 0.017285166 22 Ann Arbor MI 2 22 United States 29.47 50.86 0.004776578 0.004537637 24.38 6.96 36.99 Turkey Asia 41.27 23 Antalya 76.93 0.011921848 0.009333893 Europe 56.89 86.24 26.63 79.59 94.81 N N N U N N U N UT UT W U V U O N U U V V V N UI N UI V N N U H HUI NUI N W H N HN Antwerp Belgium 30.37 25.3 60.36 0.006032783 8.38 0.00603291 25 Romania Europe 21.96 35.12 0.016669083 0.015986024 Europe 59.79 87.12 31.61 67.21 99.8 102.14 26 Arhus Denmark 57.79 93.16 85.61 117.45 0.015176975 0.005290269 80.67 93.17 Arlington VA 46 United States North America 0.012418094 0.011920827 w w 59.25 81.19 36.62 95.78 69.44 129.28 28 Asheville NC 33 United States North America 0.007172677 27.99 39.45 16.19 33.98 41.37 36.81 0.007579111 Kazakhstan Asia 29 Astana 0.006609053 0.006423534 South America 23.71 36.46 10.55 32.08 26.31 31.67 30 Asuncion Paraguay North America 44.69 63.81 24.98 61.12 69.13 115.33 0.007244318 0.006708314 Athens GA 10 10 United States 52.05 62.51 46.02 0.008566221 0.007176568 Athens Greece Europe 38.37 63.17 12.8 86.13 77.17 136.03 0.008191776 0.008033597 10 United States North America 62.72 80.68 44.2 Atlanta GA 10 68.07 90.97 86.28 90.77 0.00397848 44.46 77.66 0.00463637 Auckland New Zealand Australia/Oceania 48.59 75.83 20.52 83.71 65.58 100.72 0.008964349 0.005037404 Augusta GA 10 United States North America 51.84 81.79 77.67 122.65 0.007940563 0.005137764 65.18 78.12 Austin TX 43 United States North America 33.52 15.08 0.003910056 51.41 46.83 43.7 47.2 0.003881165 37 Baghdad Iraq Asia North America 50.47 72.08 28.2 75.73 68.96 110.66 0.004476358 0.003769738 38 Bakersfield CA 1 5 United States 29.42 32.71 25.32 0.008498433 0.008274891 Asia 22.04 32.77 10.98 39 Baku Azerbaijan Asia 27 45.08 8.35 52.25 25.27 25.3 0.011908289 .011585123 40 Bali Indonesia 0.005280469 0.004768036 20 United States North America 66.93 85.65 47.62 91.75 82.5 109.07 41 Baltimore MD 3 22.46 38.74 5.67 47.12 17.24 28.7 0.012199411 0.011921068 42 Bandung Indonesia Asia 36.79 0.010948083 0.010945161 Asia 19.98 30.24 9.41 32.95 19.57 43 Bangalore India 39.64 54.15 63.28 25.35 39.66 0.016336341 0.015318349 24.69 44 Bangkok Thailand Asia World Dataset US Dataset addtional variable definitions\fF518 X v fx O E F G H J K L M N A B C D 13.75 35.2 36.28 56.7 0.00474512 0.004691945 89 Bydgoszcz Poland Europe 28.75 43.3 87.81 80.18 78.43 0.00699118 0.005554531 88.52 29.2 90 Cairns Australia Australia/Oceania 59.35 23.3 22.47 23.96 0.00864987 0.008591766 Egypt 15.83 26.19 5.14 91 Cairo Africa 76.09 31.82 76.3 70.71 117.87 0.004948421 0.004698298 North America 54.29 92 Calgary Canada 19.89 32.41 5.99 28.66 23.43 36.33 0.006455426 0.006436694 93 Cali Colombia South America 63.57 82.43 44.13 69.24 93.5 93.6 0.011583401 0.010619856 94 Cambridge United Kingdom Europe 0.00316596 South America 36.17 57.97 13.69 46.96 44.39 55.63 0.00336879 95 Campinas Brazil Australia/Oceania 63.52 82.81 43.63 82.67 80.31 118.74 0.004831617 0.004555084 96 Canberra Australia 31.65 37.58 56.32 0.005993488 0.005963411 24.14 38.03 9.82 97 Cancun Mexico North America 27.06 42.24 42.68 78.12 0.006098405 0.004312392 46.95 98 Cape Town South Africa Africa 37.15 23.45 36.75 9.74 39.15 34.73 2.96 0.013258347 0.013253688 99 Caracas Venezuela South America 57.39 70.64 95.26 0.003390738 0.00285792 100 Cardiff United Kingdom Europe 48.59 70.64 25.85 27.18 39.22 14,77 36.32 26.28 46.84 0.00550798 0.005040572 Morocco Africa 101 Casablanca 28.07 43.57 12.09 45.73 24.44 21.97 0.01002626 0.009973005 Asia 102 Cebu Philippines 17.79 28.94 6.31 30.74 19.97 64.7 0.007223577 0.007187672 103 Chandigarh ndia Asia 68.92 48.83 98.58 78.7 0.008316899 0.007839623 88.41 111.13 104 Charleston SC 10 40 United States North America 99.98 0.003189984 0.002954184 United States North America 58.66 76.42 40.3 80.07 75.86 105 Charlotte NC 72.94 27.14 80.35 65.89 116.33 0.006926527 0.005654915 106 Chattanooga TN 42 United States North America 50.39 38.13 11.22 36.53 27.48 69.81 0.00562653 0.005625908 107 Chengdu china Asia 24.88 18.1 28.78 7.09 31.45 18.75 71.99 0.008413969 0.008392621 108 Chennai India Asia 29.88 47.5 28.14 0.017444604 0.017265123 109 Chiang Mai Thailand 11.72 60.84 22.82 Asia 0.004655075 84.39 56.81 83.89 83.68 118.59 0.009123687 110 Chicago IL 2 13 United States North America 70.81 W H U O O V V V O V UI UI N V U V N V U U W J UI N N N UT UI UI N N H V O H UT W O V O U H W Europe 21.47 33.4 9.18 27.81 23.21 27.77 0.007657967 0.007367696 111 Chisinau Moldova New Zealand Australia/Oceania 58.7 85.39 31.18 83.29 80.42 76.59 0.005496149 0.00491591 112 Christchurch 53.12 73.22 32.4 72.84 70.24 108.68 .00350107 0.003463487 113 Cincinnati OH 35 United States North America N N 55.33 79.64 30.27 78 79.61 112.89 0.004981056 0.004040338 114 Cleveland OH 35 United States North America 34.83 31.6 50.24 0.004778325 0.004704992 115 Cluj-napoca Romania Europe 26.36 39.79 12.51 15.37 24.83 5.61 26.31 15.29 47.0 0.007420334 0.007388879 116 Coimbatore India Asia 40.37 64.23 0.003181753 .003040967 117 Coimbra Portugal Europe 33.4 52.59 13.62 49.84 66.43 32.74 75.55 59.93 100.41 0.004149941 .004140194 118 College Station TX 43 United States North America 50.07 71.65 27.81 65.35 59.27 111 0.008278367 .008268481 119 Cologne Germany Europe 39.21 11.3 13.32 23.41 22.62 0.00943426 0.00937242 120 Colombo Sri Lanka Asia 25.48 0.00597677 0.005603606 52.67 74.6 30.07 84.2 69.25 73.57 Columbia SC 10 40 United States North America 65.5 127.65 0.007357225 .007356969 122 Columbus OH 35 United States North America 53.68 72.48 34.29 72.85 0.020618939 Denmark Europe 73.74 97.14 49.61 78.25 113.91 93.39 0.021239539 123 Copenhagen 0.00503459 0.004044242 Argentina South America 33.72 55.79 10.96 49.35 49.92 18.99 124 Cordoba 86.58 38.99 0.007637405 0.007536684 125 Cork Ireland Europe 59.61 81.57 36.96 68.09 51.18 76.71 24.87 65.03 68.85 106.76 0.004809973 0.004141505 126 Coventry United Kingdom Europe 0.005976944 33.71 28.93 24.15 50.73 0.005999455 127 Craiova Romania Europe 20.07 0.006892215 0.006840643 Ecuador South America 27.79 44.51 10.55 46.4 28.99 33.91 128 Cuenca South America 31.81 50.86 12.16 40.9 41.68 43.74 0.004798538 0.004744257 129 Curitiba Brazil 0.024368164 0.024305971 43 United States North America 54.78 70.47 38.6 69.25 68.82 171.08 130 Dallas TX 9 51.94 25.33 0.013343764 0.00928512 Tanzania 38.84 38.81 34.51 16.12 131 Dar Es Salaam Africa 91.03 95.6 97.2 0.006163811 0.006123492 Australia/Oceania 89.91 45.41 Australia 68 132 Darwin World Dataset US Dataset addtional variable definitionsF518 X V fx M N O D E F G H J K L A B C 20.22 33.33 5.7 33.26 16.53 27.93 0.008179814 0.008147338 Asia 0.008519959 133 Davao Philippines 87.31 59.68 92.25 0.011782927 OH 2 35 United States North America 48.92 75.86 21.14 134 Dayton 27.09 44.35 9.3 38.71 31.82 38.08 0.005200959 0.005160252 Hungary Europe 135 Debrecen 32.63 25.61 67.67 0.006232459 0.006231975 21.44 32.66 9.87 136 Delhi India Asia 84.5 79.32 129.35 0.009382151 0.006282538 68.12 81.71 54.11 co 6 United States North America 137 Denver 31.89 92.55 65.1 84.89 0.010134565 .009661408 55.19 77.79 IA NAUT 138 Des Moines 15 United States North America 58.48 79.5 36.81 82.7 67.57 124.39 0.007120616 0.00711569 MI 22 United States North America 35.32 25.78 34.68 0.005978484 139 Detroit 6.63 0.006028093 140 Dhaka Bangladesh Asia 21.82 36.56 7.13 20.69 31.03 0.008159549 0.00789911 28.09 22.74 141 Dnipropetrovsk Ukraine Europe 17.77 0.032011096 0.005620879 69.29 69.87 68.7 59.25 72.43 97.51 Qatar Asia 142 Doha 55.27 107.42 0.006285775 0.005747527 Europe 44.36 68.2 19.77 55.23 143 Dres Germany 73.95 65.13 65.95 0.033146519 0.003249456 72.95 71.92 101.67 0.008878764 144 Dubai United Arab Emirates Asia 71.83 88.49 54.65 73.25 91.98 82.09 0.014377339 Ireland Europe 145 Dublin 15.34 39.04 40.28 83.21 0.005774563 0.00577183 Africa 30.14 44.5 146 Durban South Africa 0.015114928 0.014882127 33 United States North America 55.3 74.94 35.04 82.87 65.67 150.01 147 Durham NC 3 70.52 82.69 95.7 0.005068688 0.005066232 148 Dusseldorf Germany Europe 60.62 85.92 34.53 71.7 79.39 93.93 0.003854163 0.003801858 149 Edinburgh United Kingdom Europe 55.99 78.57 32.71 0.002910543 75.51 29.15 77.57 97.38 0.003333185 52.68 68.17 Canada North America 60.84 89.83 101.65 0.013434743 0.013369088 150 Edmonton Europe 55.21 77.8 31.9 151 Eindhoven Netherlands 94.92 67.22 108.26 0.011208862 0.009983946 North America 56.19 80.22 31.42 .007471388 152 Eugene OR 37 United States 100.36 0.007483727 North America 62.27 32.76 41.16 94.42 72.62 WA 47 United States 80.29 0.010128831 0.007113961 153 Everett 22.93 88.7 67.54 AR 4 United States North America 51.43 79.07 0.009589706 154 Fayetteville 56.54 33.56 28.68 73.49 84.31 56.89 0.009993867 taly Europe 155 Florence 4.42 41.98 42.34 34.58 0.005985494 0.005978575 South America 33.59 52.18 0.012728003 156 Florianopolis Brazil 61.98 40.78 95.23 71.33 63.35 0.012880581 82.53 157 Fort Collins CO 5 6 United States North America 65.42 77.71 52.75 79.97 78.35 102.52 0.007226297 0.003130237 158 Fort Lauderdale FL 10 9 United States North America 0.004846113 0.004815154 51.67 72.08 30.63 79.19 64.03 71.17 North America 0.00738204 159 Fort Myers FL 10 9 United States 0.011556486 14 United States North America 47.29 71.94 21.88 81.86 68.39 127.49 160 Fort Wayne IN 138.85 0.010147875 0.010139001 ON 75.47 67.27 161 Fort Worth TX 43 United States North America 54.48 73.02 35.36 60.64 84.17 36.38 74.43 79.26 98.02 0.003422064 0.003409507 162 Frankfurt Germany Europe 46.28 73.1 18.62 76.98 70.32 88.24 0.006555584 0.002615528 North America 0.012755512 163 Fredericton Canada 72.09 72.33 71.85 64.86 76.33 139.47 0.036301058 164 Fremont CA 5 United States North America 78.07 77.2 131.93 0.007906254 0.007124036 165 Fresno CA 1 5 United States North America 54.78 77.15 31.72 28.09 74.31 62.58 89.78 0.003001742 .002807649 70.31 166 Gainesville FL 10 North America 49.52 United States 55.81 78.64 32.27 0.26 78.87 98.66 0.004150157 .004084108 167 Galway Ireland Europe 18.66 80.92 96.95 0.008345359 .004006644 North America 46.23 72.96 168 Gatineau Canada 35.33 35.43 68.69 0.005129658 15.1 0.005234099 Europe 44.92 169 Gdansk Poland 30.24 0.004462231 0.004459538 28.57 43.79 12.88 63.58 $6.82 34.21 170 Gdynia Poland Europe 106.73 142.12 70.25 147.13 138.96 115.2 0.030242079 0.030231749 171 Geneva Switzerland Europe 0.009690886 0.007331982 Europe 52.13 82.35 20.97 75.05 78 57 Italy 90.47 82.14 0.00973724 0.007132993 172 Genoa 85.32 25.28 77.08 173 Gent Belgium Europe 55.76 0.007331544 52.08 75.2 28.24 64.82 32.93 99.45 0.007805661 United Kingdom Europe W N V V 0.00606142 0.006056224 174 Glasgow Asia 18.2 28.52 7.57 30.98 20.94 49.66 175 Goa India 37.71 81.07 72.99 110.96 0.003877578 0.003870849 Australia/Oceania 176 Gold Coast Australia 58.79 79.24 World Dataset US Dataset addtional variable definitionsF518 X V fx K L M N O B C D E G H 57.16 84.06 29.42 79.16 39.95 96.41 0.007107981 0.005508322 177 Gothenburg Sweden Europe 35.85 56.89 14.16 51.56 48.33 79.88 0.003549872 0.002754955 178 Granada Spain Europe 55.96 78.54 32.68 82.13 72.53 122.5 0.006124166 0.005622996 179 Grand Rapids MI 2 22 United States North America Austria Europe 49.38 74.98 22.98 72.61 62.51 96.54 0.004049087 0.002837485 180 Graz North America 52.53 78.98 25.26 90.06 61.02 133.43 0.017538233 0.014389997 181 Greensboro NC 33 United States 116.46 0.006765084 182 Greenville sc 10 40 United States North America 56.15 75.75 35.94 85.7 67.11 .006716652 51.56 74.95 27.45 64.61 83.66 90.22 0.008061615 0.007539648 183 Groningen Netherlands Europe Mexico North America 22.72 36.49 8.53 37.24 32.25 52.24 0.004452735 0.004307449 184 Guadalajara 28.8 69.15 0.00563798 0.005382757 185 Guangzhou China Asia 32.14 45.28 18.6 46.84 32.58 48.57 16.1 46.53 37.11 40.26 0.004787977 186 Guatemala City Guatemala Central America 0.00483503 Ecuador South America 32.66 51.17 13.58 47.48 37.93 31.04 0.006396689 0.006388232 187 Guayaquil 50.15 71.22 28.42 70.26 68.49 96.8 0.002695577 0.002482869 188 Guelph Canada North America India Asia 23.37 36.05 10.3 35.31 31.73 98.51 0.010871468 0.010653917 189 Gurgaon Israel Asia 52.8 82.9 21.77 69.55 90.85 114.85 0.014278219 0.009971657 190 Haifa 82.49 28.13 89.36 82.37 78.76 0.008166148 0.005995693 191 Halifax Canada North America 55.72 Europe 57.3 81.95 31.88 70.58 71.82 95.78 0.002658625 0.002648123 192 Hamburg Germany Bermuda North America 133.2 148.13 117.8 145.2 152.54 93.42 0.077443088 0.041136657 193 Hamilton 58.53 90.22 25.86 84.08 86.07 122.44 0.009503306 0.005307316 194 Hamilton New Zealand Australia/Oceania North America 45.94 65.63 25.64 59.21 66.22 103.59 0.005002981 0.004852984 195 Hamilton Canada 30.33 44.77 15.45 43.69 24.2 19.51 0.010553956 0.009945966 196 Hanoi Vietnam Asia 48,17 40.49 21.74 0.008632126 0.008626329 197 Harare Zimbabwe Africa 35.05 54.52 14.98 38 United States North America 52.5 77.53 26.7 88.04 56.89 116.75 0.009952703 0.007643352 198 Harrisburg PA N N U N N N U N N U V N U U U N W N V V V U U H N UWU NUNNUOP NUVVU NUNN 63.65 83.7 42.97 86.3 36.72 101.18 0.004185296 0.004109389 199 Hartford CT 7 United States North America Germany Europe 55.78 76.57 34.35 67.21 57.16 121.62 0.006389296 0.006324786 200 Heidelberg Finland Europe 63.88 87.24 39.8 76.39 2.69 99.09 0.007225206 0.007213961 201 Helsinki 36.77 62.54 10.19 56.69 56.83 52.8 0.006507549 0.003921408 202 Heraklion Greece Europe 31 44.06 17.54 49.01 21.11 33.18 0.011015062 0.010362322 203 Ho Chi Minh City Vietnam Asia Australia Australia/Oceania 57.47 84.43 29.67 85.04 0.66 87.21 0.007710346 0.005743871 204 Hobart 74.04 0.052907416 0.008508182 205 Hong Kong Hong Kong Asia 80.93 79.24 82.67 83.4 56.3 84.93 0.027063667 0.023629938 206 Honolulu HI 11 United States North America 84.44 103.32 64.98 121.83 38.49 43 United States North America 59.8 74.95 44.18 79.6 72.1 147.15 0.012301918 .011821114 207 Houston TX 10 2 United States North America 47.71 66.34 28.5 70.03 63.59 132.14 0.009387476 .009004602 208 Huntsville AL 16.69 26.87 6.2 28.95 17.66 65.47 0.008018185 .008012274 209 Hyderabad India Asia 24.13 38.51 9.31 32.17 32.57 45.67 0.005429392 .005428499 210 lasi Romania Europe 30.57 86.66 76.61 85.5 0.005375556 0.00447531 211 Indianapolis IN 2 14 United States North America 56.1 80.87 India Asia 15.82 27.01 1.28 26.64 16.98 44.2 0.007022463 0.007021475 212 Indore 213 Irbil Iraq Asia 36 55.36 16.03 46.87 56.19 39.83 0.007531201 0.007426309 CA 1 5 United States North America 74.33 82.79 65.6 88.6 79 126.76 0.016069495 0.006254584 214 Irvine 23.75 32.41 0.00657007 0.006472153 215 Islamabad Pakistan Asia 21.77 34.06 9.1 31.86 31.65 47.42 15.39 42.43 48.69 0.004024117 0.003953469 216 Istanbul Turkey Asia Turkey Asia 25.36 41.69 3.53 38.49 29.08 13.99 0.00489611 0.004822631 217 Izmir North America 56.95 79.48 33.71 86.89 72.29 95.46 0.004790741 0.004524518 218 Jacksonville FL 10 9 United States 16.45 27.92 4.62 29.81 16.61 65.05 0.008229091 0.008147631 219 Jaipur India Asia Asia 35.8 49.44 21.74 55.49 27.68 35.1 0.011099448 0.010278527 220 Jakarta Indonesia World Dataset US Dataset addtional variable definitions +F518 X V fx M O H K B C D E F G Asia 33.98 51.93 15.47 13.53 32.99 38.53 0.00873026 0.008708413 221 Jeddah (Jiddah) Saudi Arabia 74.46 80.7 58.03 81.67 78.18 140.69 0.022161528 0.009002786 222 Jersey City NJ 7 30 United States North America NUN 73.51 Israel Asia 64.15 36.74 75.74 99.24 0.013615995 0.013566181 90.73 223 Jerusalem 48.1 19.89 12.49 44.33 104.97 0.009055625 0.009044514 224 Johannesburg South Africa Africa 34.21 Malaysia Asia 29.38 47.6 10.59 60.4 23.05 41.41 0.014934987 0.014475927 225 Johor Bahru 0.008337249 Uganda Africa 22.47 36.4 8.11 32.58 25.13 19.34 0.008391146 226 K North America 49.92 69.9 29.32 70.8 64.51 134.67 0.00990538 0.009558292 227 Kansas City MO 4 25 United States 36.01 60.51 10.75 72.9 24.31 114.38 0.03086528 0.027528326 228 Kaohsiung Taiwan Asia 21.44 35.72 0.006598275 0.006540112 229 Karachi Pakistan Asia 29.16 JUI V VNVNNUPNP 18.46 29.11 7.48 54.69 78.94 113.65 0.013427081 0.012821811 230 Karlsruhe Germany Europe 48.99 72.62 24.63 33.47 19.83 23.2 .008191021 0.008168353 231 Kathmandu Nepal Asia 19.98 34.89 4.61 26.03 40.31 11.3 33.87 30.72 74.06 0.006195289 0.006194021 232 Katowice Poland Europe 31.11 10.52 41.34 44.05 47.89 0.004887935 0.004566869 51.08 233 Kaunas Lithuania Europe 67.77 95.08 0.003078404 0.003046121 234 Kelowna Canada North America 53.31 73.2 32.8 78.56 9.94 22.03 19.26 22.54 0.009906247 0.008864942 19.03 27.85 235 Kharkiv Ukraine Europe 31.28 13.59 24.51 24.4 0.009396478 0.007936013 22.57 28.42 236 Kiev Ukraine Europe 27.9 42.06 13.31 33.99 29.58 24.21 0.0078934 0.007412831 237 Kigali Rwanda Africa North America 49.9 70.82 28.33 72.66 62.66 86.31 0.002584659 0.002485015 238 Kingston Canada 42.32 69.25 14.56 73.27 40.14 27.35 0.018806602 0.017789252 239 Kingston Jamaica North America Canada North America 45.59 64.9 25.68 61.13 61.39 110.51 0.005257937 0.00510849 240 Kitchener 0.007972385 3 42 United States North America 48.65 66.87 29.87 69.13 65.7 129.1 0.008161356 241 Knoxville TN Asia 15.93 25.4 6.18 28.26 14.41 60.04 0.008304432 .0082973 242 Koch India 17.79 28.28 6.97 29.91 22.74 47.99 0.005914547 0.005914546 243 Kolkata India Asia 30.46 51.54 0.004792642 0.004766427 244 Kosice Slovakia Europe 33.13 50.6 15.11 46.73 8.6 57.47 23.36 38.2 0.013543697 0.012898965 245 Kota Kinabalu Malaysia Asia 28.1 47.02 0.004859078 Poland Europe 30.73 44.1 16.94 36.13 35.59 67.86 0.005146009 246 Krakow (Cracow) Malaysia Asia 32.23 46.67 17.35 49.88 28.78 68.39 0.005931065 .005878739 247 Kuala Lumpur INHNVM 29.28 39.86 18.37 41.47 20.83 19.04 .01205915 0.010246754 248 Lagos Nigeria Africa Pakistan Asia 19.35 32.29 28.98 28.36 45.85 0.00598976 0.00593949 249 Lahore Spain Europe 33.81 50.18 16.93 14.24 49.45 72.51 0.004023673 0.00398138 250 Las Palmas 70.97 137.36 0.010614271 0.010006419 251 Las Vegas NV 1 28 United States North America 52.77 74.03 30.8 77.69 56 131.38 54.56 136.95 127.87 112.33 0.02535024 0.023312771 Lausanne Switzerland Europe United Kingdom Europe 50.52 72.34 28.02 63.62 80.12 92.16 0.006668864 0.00638905 253 Leeds 43.39 66.65 19.4 51.09 50.34 84.79 0.004754721 0.004443076 254 Leipzig Germany Europe 51.44 96.37 0.007247904 0.00558911 255 Lethbridge AE Canada North America 52.97 80.81 24.26 32.39 Belgium Europe 56.54 84.43 27.78 85.53 8.74 72.27 0.007343855 0.005875922 256 Leuven 77.85 64.7 104.85 0.00462005 0.003978376 257 Lexington KY 3 17 United States North America 50.78 73.01 27.86 50.61 76.74 23.66 67.3 72.73 83.01 0.004034492 0.003107805 258 Lille France Europe South America 32.56 46.2 18.5 43.24 34.7 35.35 0.006032268 0.005438821 259 Lima Peru Asia 41.74 62.63 20.2 52.97 66.19 92.17 0.006394966 0.005828528 U V VVNO VU 260 Limassol Cyprus Ireland Europe 58.5 91.28 24.7 90.69 80.66 80.06 0.009924642 0.006161758 261 Limerick 58.8 88.39 28.3 86.61 84.92 81.61 0.007359649 0.005293581 262 Linz Austria Europe 0.003537269 Portugal Europe 40.75 55.94 25.08 16.75 48.16 55.22 0.004441423 263 Lisbon 25.58 0.010850133 0.007940051 AR North America 78.2 90.26 66.91 111.23 264 Little Rock 5 4 United States 52.29 World Dataset US Dataset addtional variable definitions\fF518 X V fx K M N O A B C D E F G H 40.86 58.43 22.74 47.02 46.86 33.68 0.007086724 0.006349038 397 Rio De Janeiro Brazil South America 0.012516259 0.01248762 Saudi Arabia Asia 33.92 50.38 16.94 44.23 34.94 113.64 Riyadh 52.32 74.12 29.85 80.49 73.53 121.55 0.00626494 0.005197696 399 Rochester NY 32 United States North America W V 80.39 98.81 61.4 97.2 71.68 135.58 0.018392024 0.012779408 400 Rockville MD 20 United States North America 59.7 40.21 81.95 0.008236809 101 Rome Italy Europe 78.6 71.13 59.82 0.00925072 54.6 77.47 31.02 61.07 85.16 97.14 0.010253887 0.010206775 402 Rotterdam Netherlands Europe 43.53 37.64 75.56 121.89 .006061073 0.005885544 403 Sacramento CA 5 United States North America 63.45 82.76 53.24 75.57 79.36 71.65 138.13 0.010200786 0.009127626 404 Saint Louis MO 25 United States North America ONAH 23 United States North America 60.22 81.64 73.01 0.005289177 0.005287537 38.14 88.63 88.16 405 Saint Paul MN 59.99 78.32 41.09 82.17 79.2 133.67 0.007196558 0.007184098 406 Saint Petersburg FL 9 United States North America 33.2 39.01 46.68 0.005819103 407 Saint Petersburg Russia Europe 19.33 0.006202048 46.66 46.63 37 United States North America 51.89 73.33 29.8 76.12 73.66 90.58 0.00293984 0.00258217 408 Salem OR 70.54 71.5 137.74 0.009950575 0.009928791 409 Salt Lake City UT 44 United States North America 53.67 70.3 36.53 North America 50.28 64.53 35.59 64.35 64.45 151.28 0.016943377 0.016826296 410 San Antonio TX H H Q U1 00 43 United States 60.79 83.15 78.95 129.95 0.01365351 0.006396062 CA 5 United States North America 70.49 79.89 411 San Diego 110.65 101.94 119.63 116.73 93.57 104.4 0.093795698 0.01450106 412 San Francisco CA 5 United States North America 84.39 85.13 83.63 90.68 84.04 140.74 0.035161793 0.008582257 413 San Jose CA 5 United States North America Costa Rica Central America 41.43 62.82 19.37 66.54 49.73 39.41 0.008252563 0.008020688 414 San Jose 51.4 73.99 28.12 74.15 67.26 39.06 0.002672291 0.002367567 415 San Juan Puerto Rico North America 51.25 37.85 24.94 0.008576758 0.008398753 416 San Salvador El Salvador Central America 31.78 51.19 11.77 5 United States North America 75.91 81.14 70.52 80.42 86.66 176.22 0.034293499 0.022334851 417 Santa Barbara CA 1 35.93 54.6 16.62 46.85 55.47 31.53 0.005032916 0.004680844 418 Santa Cruz De Tenerife Spain Europe 78.7 116.21 0.009799535 0.007508941 419 Santa Rosa CA 1 5 United States North America 73.76 91.92 55.04 97.22 South America 36.17 55.01 16.75 49.17 51.38 46.27 0.00472420 0.004664007 420 Santiago Chile 49.69 22.4 0.009802026 0.009619511 421 Santo Domingo Dominican Republic North America 33.88 54.17 12.95 47.65 46.75 48.63 36.68 0.006257837 0.006075953 422 Sao Paulo Brazil South America 39.29 58.07 19.93 0.004926861 25.75 41.89 9.1 36.48 30.47 42.32 0.004946581 423 Sarajevo Bosnia And Herzegovina Europe Canada North America 56.21 83.15 28.44 90.72 71.67 83.67 0.00830783 0.006778241 424 Saskatoon 86.72 121.29 0.013270418 0.006628336 425 Seattle WA 47 United States North America 79.6 93.31 65.46 98.17 Malaysia Asia 27.72 44.81 10.11 51.21 20.33 84.16 0.012648076 0.012185526 426 Selangor 60.05 85.89 33.41 107.03 47.48 84.05 0.03637437 0.036049131 127 Seoul South Korea Asia Europe 38.5 56.49 19.96 50.08 52.62 73.77 0.002960243 0.002941538 428 Sevilla Spain 47.02 55.96 37.81 63.59 39.6 62.84 .010548355 0.006045999 429 Shanghai China Asia United Arab Emirates Asia 46.32 62.75 29.39 55.77 43.26 112.18 0.00923071 0.008603029 430 Sharjah 24.02 55.84 82.37 104.15 0.013279755 .012445375 431 Sheffield United Kingdom Europe 48.41 72.06 56.04 32.73 72.73 .006652841 0.00609982 432 Shenzhen China Asia 38.06 51.44 24.25 57.61 66.12 0.008308679 0.006662348 433 Shreveport LA 9 18 United States North America 49.83 75.01 23.88 83.48 Romania Europe 23.62 38.79 7.97 33.21 32.16 39.29 0.005652178 0.005620107 434 Sibiu Singapore Asia 77.69 88.07 66.99 81.34 61.4 88.14 0.024670721 0.005079733 435 Singapore Macedonia Europe 23.01 8.26 30.52 27.99 37.51 0.006058865 0.006049883 37.33 436 Skopje Malta Europe 53.23 75.21 30.56 58.97 78.48 67.89 0.005826677 0.005804622 437 Sliema 32.5 51.44 0.004326571 0.004326264 438 Sofia Bulgaria Europe 26.89 41.76 11.55 $7.17 31.26 61.49 76.78 95.25 0.006051596 0.006049683 Europe 52.33 72.77 439 Southampton United Kingdom 35.47 57.26 13 50.68 51.48 47.32 0.005012916 0.004359606 440 Split Croatia Europe World Dataset US Dataset addtional variable definitions +H137 X V fx Q K M N O P A B C D E F G H Rent Index Groceries Index Restaurant Price Index Local Purchasing Power Index Leverage Model 1 Leverage Model 2 Continent_1 City State Region State Number Country Continent Cost of Living Plus Rent Index CLI 53.1 84.18 21.06 96.39 66.97 77.07 0.017359334 0.012338592 Akron OH 35 United States North America 0.007525426 0.00606734 47.68 69.52 25.16 72.62 68.17 123.47 3 Albuquerque NM 31 United States North America 0.006686909 0.006454226 38 United States North America 59.22 83.1 34.6 90.72 70.47 93.39 Allentown PA 1 United States North America 72.2 101.9 41.57 109.58 88.67 130.22 0.01274194 0.011453265 5 Anchorage AK W W NO VUIN 62.74 152.98 0.017285166 0.016450973 6 Ann Arbor MI 22 United States North America 56.99 71.4 42.12 72.37 80.67 93.17 67.79 93.16 85.61 117.45 0.015176975 0.005290269 Arlington VA 46 United States North America 0.011920827 33 United States North America 59.25 81.19 36.62 95.78 69.44 129.28 0.012418094 Asheville NC 44.69 63.81 24.98 61.12 69.13 115.33 0.007244318 0.006708314 9 Athens GA 10 10 United States North America 62.72 80.68 44.2 36.13 77.17 136.03 0.008191776 0.008033597 10 Atlanta GA 10 10 United States North America 83.71 100.72 0.008964349 0.005037404 48.59 75.83 20.52 65.58 11 Augusta GA 10 10 United States North America $5.18 78.12 $1.84 81.79 77.67 122.65 0.007940563 0.005137764 12 Austin TX 43 United States North America 0.003769738 50.47 72.08 28.2 75.73 68.96 110.66 0.004476358 13 Bakersfield CA 5 United States North America 47.62 91.75 82.5 109.07 0.005280469 0.004768036 North America 56.93 35.65 14 Baltimore MD 20 United States 79.75 91.18 67.97 97.99 80.55 138.68 0.0188986 0.010320385 15 Bellevue WA 47 United States North America 35.24 93.86 76.36 109.86 81.71 87.37 0.031159394 0.015316651 16 Berkeley CA 5 United States North America 78.05 74.72 130.74 0.008549907 0.006932446 17 Birmingham AL 10 2 United States North America 52.1 75.32 8.16 67.43 67.32 0.004102839 0.003806959 47.31 6.58 27.45 108.08 18 Boise ID 12 United States North America 84.41 93.76 112.94 0.025326903 0.005096768 0.23 78.41 87.59 19 Boston MA 21 United States North America 54.96 90.71 79.07 130.31 0.009836441 0.007194445 NU OUT 6 United States North America 70.38 85.34 20 Boulder CO 77.52 105.51 106.84 82.64 0.026610192 0.013229384 21 Brooklyn NY 32 United States North America 89.47 101.06 76.25 29.56 76.76 74.27 93.86 0.003117674 0.002627215 22 Buffalo NY 32 United States North America 53.27 0.006906435 0.006858498 6 45 United States North America 64.52 37.21 41.14 7.28 82.09 95.31 23 Burlington VT 68.92 88.41 18.83 98.58 78.7 111.13 0.008316899 0.007839623 24 Charleston SC 10 40 United States North America 58.66 40.35 80.07 75.86 99.98 0.003189984 0.002954184 25 Charlotte NC 33 United States North America 30.35 65.89 116.33 0.006926527 50.39 27.14 0.005654915 72.94 26 Chattanooga TN 42 United States North America 0.004655075 70.81 0.009123687 13 United States North America 84.39 56.81 83.89 83.68 118.59 27 Chicago IL 53.12 73.22 32.4 72.84 70.24 108.68 0.00350107 0.003463487 OH NN NW 28 Cincinnati 35 United States North America 55.33 79.64 30.27 78 79.61 112.89 0.004981056 0.004040338 29 Cleveland OH 35 United States North America 75.55 59.93 100.41 0.004149941 0.004140194 30 College Station TX 43 United States North America 49.84 66.43 32.74 30.07 84.2 59.25 73.57 0.00597677 0.005603606 10 North America 52.67 74.6 31 Columbia SC 40 United States 0.007356969 OH 35 United States North America 53.68 72.48 34.29 72.85 65.5 127.65 0.007357225 32 Columbus 0.024305971 TX 43 United States North America 54.78 70.47 38.6 69.25 68.82 171.08 0.024368164 33 Dallas 21.14 37.31 59.68 92.25 0.011782927 0.008519959 OH 35 United States North America 48.92 75.86 34 Dayton 81.71 54.11 84.5 79.32 129.35 0.009382151 0.006282538 35 Denver Co 6 United States North America 58.12 55.19 77.79 31.89 92.55 65.1 84.89 0.010134565 0.009661408 36 Des Moines IA 15 United States North America 58.48 79.5 36.81 82.7 67.57 124.39 0.007120616 0.00711569 UT UT DO DO W N D UI N CO N 37 Detroit MI 22 United States North America 55.3 $5.04 0.015114928 38 Durham NC North America 82.87 65.67 150.01 0.014882127 33 United States 74.94 0.009983946 37 United States North America 56.19 30.22 31.42 34.92 67.22 108.26 0.011208862 39 Eugene OR North America 62.27 82.76 $1.16 94.42 72.62 100.36 0.007483727 0.007471388 40 Everett WA 17 United States 30.29 0.010128831 0.007113961 41 Fayetteville AR 4 United States North America 51.43 79.07 2.93 88.7 67.54 0.012728003 6 United States North America 51.98 82.53 40.78 95.23 71.33 63.35 0.012880581 42 Fort Collins Co 65.42 52.75 79.97 0.007226297 0.003130237 77.71 78.35 102.52 43 Fort Lauderdale FL 10 9 United States North America 0.004815154 9 United States North America 51.67 72.08 30.63 79.19 64.03 71.17 0.004846113 44 Fort Myers FL 10 World Dataset US Dataset addtional variable definitions +H137 X V fx K M IN O B C D F G H 71.94 21.88 81.86 68.39 127.49 0.011556486 0.00738204 45 Fort Wayne IN 14 United States North America 47.29 54.48 73.02 35.36 15.47 67.27 138.85 0.010147875 0.010139001 46 Fort Worth TX 43 United States North America 72.09 0.012755512 47 Fremont CA 5 United States North America 72.33 71.85 64.86 76.33 139.47 0.036301058 54.78 77.15 31.72 78.07 77.2 131.93 0.007906254 0.007124036 48 Fresno CA 5 United States North America Gainesville FL 9 United States 49.52 OWNOH HO North America 70.31 28.09 74.31 62.58 89.78 0.003001742 0.00280764 MI 22 United States North America 55.96 78.54 32.68 82.13 72.53 122.5 0.006124166 0.005622996 50 Grand Rapids 33 United States North America 52.53 78.98 25.26 90.06 61.02 133.43 0.017538233 0.014389997 51 Greensboro NC SC 40 United States North America 56.15 75.75 35.94 85.7 67.11 116.46 0.006765084 0.006716652 52 Greenville 52.5 77.53 26.7 38.04 66.89 116.75 0.009952703 0.007643352 53 Harrisburg PA 38 United States North America 83.7 42.97 86.3 86.72 101.18 0.004185296 0.004109389 54 Hartford CT 7 United States North America 63.65 HI 11 United States North America 84.44 103.32 64.98 121.83 88.49 84.93 0.027063667 0.023629938 55 Honolulu 59 .8 74.95 44.18 79.6 72.1 147.15 0.012301918 0.011821114 56 Houston TX 9 43 United States North America 10 2 United States North America 17.71 66.34 28.5 70.03 63.59 132.14 0.009387476 0.009004602 57 Huntsville AL 56.1 80.87 30.57 86.66 76.61 85.5 0.005375556 0.00447531 58 Indianapolis IN 2 14 United States North America 38.68 79 126.76 0.016069495 0.006254584 59 Irvine CA 5 United States North America 74.33 82.79 65.6 10 9 United States North America 56.95 79.48 33.71 86.89 72.29 95.46 0.004790741 0.004524518 60 Jacksonville FL 74.46 80.7 68.03 81.67 78.18 140.69 0.022161528 0.009002786 61 Jersey City NJ 30 United States North America 134.67 0.00990538 0.009558292 62 Kansas City MO 4 25 United States North America 49.92 9.9 29.32 70.8 64.51 North America 48.65 66.87 29.87 69.13 65.7 129.1 0.008161356 0.00797238 63 Knoxville TN 42 United States 52.77 74.03 30.85 70.97 77.69 137.36 0.010614271 0.010006419 64 Las Vegas NV 28 United States North America 17 United States North America 50.78 73.01 27.86 7.85 64.7 104.85 0.00462005 0.003978376 65 Lexington KY AR 4 United States North America 52.29 78.2 25.58 66.91 111.23 0.010850133 0.007940051 66 Little Rock 74.94 82.1 7.55 82.06 84.13 118.09 0.017587387 0.004731657 67 Los Angeles CA 5 United States North America KY 17 United States North America 51.97 74.89 28.35 87.46 64.14 106.05 0.008542981 0.007308455 68 Louisville 54.26 70.79 37.22 70.54 69.64 120.06 0.005678482 0.005480797 Madison WI ON W 49 United States North America 67.9 102.95 0.003961893 0.003901927 70 Manchester NH 29 United States North America 53.93 73.64 33.62 81.09 FL 10 9 United States North America 59.47 87.34 30.73 104.43 81.84 136.52 0.017009189 0.012075757 Melbourne 54.19 78.8 28.82 84.63 73.14 125.81 0.008283786 0.006439166 72 Memphis TN 3 12 United States North America 98.47 89.18 0.013855 0.00788708 73 Miami FL 10 9 United States North America 77.27 90.68 63.46 93.95 WI 2 19 United States North America 56.93 79.4 33.67 81.2 75.73 127.22 0.006504996 0.00605522 74 Milwaukee 96.04 78.89 115.28 0.006936506 0.006932072 75 Minneapolis MN 2 23 United States North America 64.81 85.38 43.62 47.37 69.53 24.51 74.84 66.25 123.62 0.008071711 0.00630539 76 Mobile AL 10 2 United States North America 74.48 116.83 0.005826238 0.004727999 Nashville TN 3 42 United States North America 52.69 78.28 46.63 83.87 7 United States North America 70.95 94.1 47.09 112.78 91.54 114.53 .012088156 0.011859274 78 New Haven CT LA 9 18 United States North America 62.01 82.33 41.07 85.51 84.97 101.33 0.003871751 0.003860881 79 New Orleans 100 0.054614485 0.007620946 80 New York NY 32 United States North America 100 100 100 100 100 56.73 75.82 37.05 68.82 85.79 96.8 0.006896835 0.006832728 81 Newark NJ 7 30 United States North America CA 1 5 United States North America 84.8 90.73 78.69 97.63 84.79 91.15 0.028698929 0.007072885 82 Oakland OK 9 36 United States North America 17.39 67.35 26.8 72.88 61.47 127.31 0.008792697 0.008064432 83 Oklahoma City 47 United States North America 58.13 84.07 31.38 2.66 73.7 171.26 0.02499205 0.021911866 84 Olympia WA 5 0O 9 United States North America 61.32 81.87 40.14 89.93 77.83 117.11 0.005436212 0.005417834 85 Orlando FL 64.15 116.64 0.006015504 0.005387259 86 Pensacola FL 10 9 United States North America 49.78 70.9 28 75.85 38 United States North America 68.83 87.74 49.34 91.14 80.9 115.92 0.006060009 0.005160971 87 Philadelphia PA 52.04 71.45 32.02 67.59 77.01 122.68 0.007514666 0.007395549 88 Phoenix A7 3 United States North America World Datase US Dataset addtional variable definitionsH137 X V fx M N O D E F G H K L A B C 39.28 0.007306285 61.09 84.36 74.44 131.51 0.007302357 82.25 89 Pittsburgh PA 38 United States North America 149.09 0.013809785 90 Plano 43 United States North America 59.68 78.55 40.22 78.1 66.46 0.013947336 TX 40.28 91.22 89.26 98.86 0.004993879 0.004891435 91 Portland ME 19 United States North America 62.74 84.53 71.25 122.71 0.009432492 0.006517336 92 Portland OR 37 United States North America 67.06 81.72 51.94 85.72 0.004831451 74.5 88.5 0.015336961 93 Queens 32 United States North America 84.7 63.98 80.22 98.73 NY 57.23 75.81 38.07 87.07 71.67 137.76 0.009947357 0.009852887 94 Raleigh NC 33 United States North America 55.85 57.85 97.3 0.005958331 0.005614012 95 Reno NV 28 United States North America 47.6 62.75 31.98 76.27 36.48 88.48 110.98 0.007570436 0.007539481 56.68 65.84 96 Richmond VA 46 United States North America 52.32 74.12 29.85 30.49 73.53 121.55 0.00626494 0.005197696 97 Rochester NY 32 United States North America 0.012779408 80.39 98.81 61.4 97.2 71.68 135.58 0.018392024 98 Rockville MD 20 United States North America 87.64 75.56 121.89 0.006061073 0.005885544 CA 5 United States 63.45 82.76 43.53 99 Sacramento North America 0.009127626 53.24 75.57 30.21 79.36 71.65 138.13 0.010200786 100 Saint Louis MO 25 United States North America 0.005287537 23 United States North America 60.22 81.64 38.14 88.63 73.01 88.16 0.005289177 101 Saint Paul MN 82.17 79.2 133.67 0.007196558 0.007184098 102 Saint Petersburg FL 9 United States North America 59.99 78.32 41.09 V D OO 0 00 H H H H H 6 UT OO O N A H W V W H W V DO 1 6 51.89 73.33 29.8 76.12 73.66 90.58 0.002939846 0.00258217 103 OR 37 United States North America 71.5 137.74 0.009950575 0.009928791 104 Salt Lake City UT 44 United States North America 53.67 70.3 36.53 70.54 50.28 64.53 35.59 64.35 64.45 151.28 0.016943377 0.016826296 5 San Antonio TX 43 United States North America 0.006396062 CA 5 United States North America 70.49 79.89 60.79 83.15 78.95 129.95 0.01365351 106 San Diego 110.65 101.94 119.63 116.73 93.57 104.4 0.093795698 0.01450106 107 San Francisco CA 5 United States North America 85.13 83.63 90.68 84.04 140.74 0.035161793 0.008582257 108 San Jose CA 5 United States North America 84.39 0.034293499 0.022334851 CA 5 United States North America 75.91 81.14 70.52 80.42 86.66 176.22 9 Santa Barbara 73.76 91.92 55.04 37.22 78.7 116.21 0.009799535 0.007508941 110 Santa Rosa CA 5 United States North America 0.006628336 79.6 93.31 65.46 98.17 86.72 121.29 0.013270418 111 Seattle WA 47 United States North America 0.006662348 18 United States North America 19.83 75.01 23.88 83.4 67.61 66.12 0.008308679 112 Shreveport LA 73.72 77.5 67.93 108.18 0.004764872 0.003734625 113 Spokane WA 47 United States North America 50.73 27.02 North America 41.46 63.53 18.71 70.79 59.02 75 0.004538468 0.002839966 114 Springfield MO 25 United States North America 53.09 76.96 28.49 81.82 65.68 84.89 0.004856566 0.004329383 115 Syracuse NY 32 United States 8 47 United States North America 62.26 86.78 36.99 91.42 75.32 110.13 0.006002225 0.005774754 116 Tacoma WA 52.42 74.38 29.79 86.14 59.97 89.04 0.008148507 0.007780743 117 Tallahassee FL 10 9 United States North America 61.98 78.92 44.51 85.17 80.01 102.73 0.004030042 0.003551458 118 Tampa FL 10 9 United States North America 0.007326156 70.34 21.16 65.31 59.33 122.39 0.00874699 119 Toledo OH 2 35 United States North America 46.13 44.98 65.37 23.96 66.41 65.65 133.7 0.011055088 0.009753212 120 Tucson AZ 3 United States North America 79.06 65.4 108.64 0.005013519 0.004469604 121 Tulsa OK 36 United States North America 51.43 73.08 29.11 0.004572778 WA 47 United States North America 52.19 71.41 32.38 69.54 67.33 114.44 0.004574181 122 Vancouver W DO 6 72.88 37.05 75.53 69.37 126.81 0.006617158 0.006587063 123 Virginia Beach VA 46 United States North America 55.24 85.31 95.96 74.32 96.97 BL'06 107.86 0.020076006 0.00569121 124 Washington DC United States North America 79.61 44.16 85.54 78.17 108.9 0.004283592 0.003890036 125 West Palm Beach LO 9 United States North America 62.16 FL 49.08 72.56 24.87 78.53 68.65 94.16 0.004449953 0.002928254 126 Wichita KS 16 United States North America 127 128