Assignment_4
Hina Ahmed
2024-10-09
R Markdown
This is an R Markdown document. Markdown is a simple formatting syntax for authoring HTML, PDF, and MS Word documents. For more details on using R Markdown see http://rmarkdown.rstudio.com.
When you click the Knit button a document will be generated that includes both content as well as the output of any embedded R code chunks within the document. You can embed an R code chunk like this:
library (tidyverse)## Warning: package 'tidyverse' was built under R version 4.3.3## Warning: package 'ggplot2' was built under R version 4.3.3## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.5.1 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.0
## ✔ purrr 1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorsread.csv("C:/Users/Hina/Desktop/coffee.csv")## X GEOID county hhincome pct_pov review_count
## 1 1 13063040202 Clayton County 33276 0.201342282 57.00000
## 2 2 13063040308 Clayton County 28422 0.210718002 13.00000
## 3 3 13063040407 Clayton County 49271 0.108255067 29.33333
## 4 4 13063040408 Clayton County 44551 0.180956612 20.00000
## 5 5 13063040410 Clayton County 49719 0.114680192 41.00000
## 6 6 13063040411 Clayton County 57924 0.090689421 18.00000
## 7 7 13063040412 Clayton County 46530 0.176958408 72.00000
## 8 8 13063040414 Clayton County 40313 0.263539652 31.00000
## 9 9 13063040417 Clayton County 40231 0.263494810 17.00000
## 10 10 13063040510 Clayton County 49265 0.297548387 5.00000
## 11 11 13063040512 Clayton County 41016 0.158646889 36.00000
## 12 12 13063040513 Clayton County 63980 0.141615986 14.00000
## 13 13 13063040523 Clayton County 41688 0.163203753 4.00000
## 14 14 13063040526 Clayton County 54334 0.216541566 19.00000
## 15 15 13063040606 Clayton County 45800 0.097895089 18.00000
## 16 16 13063040608 Clayton County 68047 0.112143928 55.00000
## 17 17 13063040609 Clayton County 58750 0.063359235 34.00000
## 18 18 13063040611 Clayton County 40995 0.261313869 26.00000
## 19 19 13063040612 Clayton County 34517 0.300434713 50.00000
## 20 20 13063040617 Clayton County 33359 0.273890143 43.00000
## 21 21 13063040622 Clayton County 51672 0.267144942 1.00000
## 22 22 13067030101 Cobb County 89819 0.119295132 21.50000
## 23 23 13067030103 Cobb County 89863 0.021771772 30.80000
## 24 24 13067030104 Cobb County 52119 0.202420809 58.00000
## 25 25 13067030106 Cobb County 64326 0.074100312 48.00000
## 26 26 13067030209 Cobb County 110000 0.067867398 21.00000
## 27 27 13067030214 Cobb County 90469 0.041938856 15.50000
## 28 28 13067030215 Cobb County 75463 0.059522579 22.00000
## 29 29 13067030219 Cobb County 121469 0.044018059 20.50000
## 30 30 13067030220 Cobb County 91838 0.077757685 16.00000
## 31 31 13067030223 Cobb County 76559 0.130149062 41.66667
## 32 32 13067030226 Cobb County 85264 0.092071843 36.50000
## 33 33 13067030227 Cobb County 65673 0.151819630 43.00000
## 34 34 13067030228 Cobb County 50172 0.209018063 37.83333
## 35 35 13067030229 Cobb County 67768 0.125483200 33.80000
## 36 36 13067030230 Cobb County 79243 0.047500939 29.75000
## 37 37 13067030231 Cobb County 109602 0.030015608 90.00000
## 38 38 13067030234 Cobb County 118810 0.035292336 74.00000
## 39 39 13067030235 Cobb County 105819 0.052748585 38.00000
## 40 40 13067030239 Cobb County 131750 0.017265635 101.00000
## 41 41 13067030310 Cobb County 78692 0.071967852 322.00000
## 42 42 13067030312 Cobb County 70437 0.072984108 33.00000
## 43 43 13067030313 Cobb County 94408 0.060220621 33.50000
## 44 44 13067030314 Cobb County 109192 0.058905146 31.00000
## 45 45 13067030318 Cobb County 150164 0.037794865 21.66667
## 46 46 13067030319 Cobb County 98938 0.062350641 18.00000
## 47 47 13067030326 Cobb County 156037 0.028861330 22.50000
## 48 48 13067030328 Cobb County 136076 0.041617299 49.50000
## 49 49 13067030329 Cobb County 107072 0.010692988 37.00000
## 50 50 13067030330 Cobb County 126546 0.033322854 42.50000
## 51 51 13067030332 Cobb County 133646 0.016255080 7.00000
## 52 52 13067030334 Cobb County 123966 0.081705151 65.00000
## 53 53 13067030336 Cobb County 180536 0.011723657 69.00000
## 54 54 13067030337 Cobb County 169188 0.028552603 17.50000
## 55 55 13067030339 Cobb County 75532 0.077805721 261.50000
## 56 56 13067030340 Cobb County 160750 0.012540757 13.50000
## 57 57 13067030342 Cobb County 123281 0.032804693 49.00000
## 58 58 13067030344 Cobb County 49206 0.106493506 44.00000
## 59 59 13067030345 Cobb County 71676 0.097169641 54.33333
## 60 60 13067030405 Cobb County 49406 0.192214895 52.00000
## 61 61 13067030408 Cobb County 77577 0.070194004 15.00000
## 62 62 13067030410 Cobb County 67993 0.051359517 43.66667
## 63 63 13067030411 Cobb County 38994 0.257479601 97.00000
## 64 64 13067030412 Cobb County 46094 0.280031050 18.00000
## 65 65 13067030413 Cobb County 50325 0.266799493 31.00000
## 66 66 13067030502 Cobb County 96667 0.092006033 2.00000
## 67 67 13067030601 Cobb County 66991 0.083687017 31.50000
## 68 68 13067030602 Cobb County 92684 0.063506961 125.25000
## 69 69 13067030800 Cobb County 54205 0.174409938 17.50000
## 70 70 13067030901 Cobb County 78655 0.092106839 40.00000
## 71 71 13067030904 Cobb County 43158 0.257072233 32.66667
## 72 72 13067030905 Cobb County 69261 0.143284052 41.00000
## 73 73 13067031101 Cobb County 59093 0.238681102 11.00000
## 74 74 13067031106 Cobb County 76182 0.046067284 77.00000
## 75 75 13067031110 Cobb County 66154 0.119652821 159.00000
## 76 76 13067031111 Cobb County 86115 0.073698264 652.00000
## 77 77 13067031114 Cobb County 56370 0.148315803 56.33333
## 78 78 13067031115 Cobb County 75123 0.139914163 36.50000
## 79 79 13067031118 Cobb County 84936 0.082343234 46.00000
## 80 80 13067031205 Cobb County 87910 0.067243473 22.00000
## 81 81 13067031206 Cobb County 79192 0.076209086 53.28571
## 82 82 13067031207 Cobb County 78977 0.043450342 24.00000
## 83 83 13067031208 Cobb County 73611 0.064226290 3.00000
## 84 84 13067031211 Cobb County 82330 0.030558016 93.66667
## 85 85 13067031212 Cobb County 184000 0.027896996 72.50000
## 86 86 13067031306 Cobb County 78824 0.071239524 24.00000
## 87 87 13067031310 Cobb County 38231 0.251364217 3.00000
## 88 88 13067031312 Cobb County 86808 0.048388630 53.00000
## 89 89 13067031313 Cobb County 117366 0.020655798 16.00000
## 90 90 13067031405 Cobb County 58530 0.166975652 13.00000
## 91 91 13067031406 Cobb County 45363 0.213304775 36.00000
## 92 92 13067031408 Cobb County 57975 0.040695148 159.00000
## 93 93 13067031503 Cobb County 65530 0.117927527 120.00000
## 94 94 13067031506 Cobb County 56458 0.143701515 49.00000
## 95 95 13067031509 Cobb County 81583 0.096991701 2.00000
## 96 96 13089020300 DeKalb County 147614 0.081824279 232.00000
## 97 97 13089020400 DeKalb County 106103 0.068004459 190.00000
## 98 98 13089020500 DeKalb County 65694 0.157861436 70.75000
## 99 99 13089020700 DeKalb County 95417 0.094761171 211.00000
## 100 100 13089020801 DeKalb County 94662 0.056197688 1326.00000
## 101 101 13089020802 DeKalb County 73981 0.185834662 136.50000
## 102 102 13089020900 DeKalb County 71618 0.069406548 199.75000
## 103 103 13089021102 DeKalb County 110504 0.064269968 90.00000
## 104 104 13089021204 DeKalb County 28242 0.394843962 83.00000
## 105 105 13089021208 DeKalb County 74922 0.134057116 64.71429
## 106 106 13089021209 DeKalb County 80692 0.128640048 28.66667
## 107 107 13089021213 DeKalb County 154063 0.008508225 48.00000
## 108 108 13089021214 DeKalb County 172279 0.008927122 200.50000
## 109 109 13089021215 DeKalb County 100348 0.079541985 53.57143
## 110 110 13089021216 DeKalb County 86828 0.009530976 400.20000
## 111 111 13089021218 DeKalb County 60254 0.110152621 39.00000
## 112 112 13089021301 DeKalb County 46667 0.227633669 237.14286
## 113 113 13089021303 DeKalb County 43309 0.259791346 162.60000
## 114 114 13089021306 DeKalb County 50118 0.236152178 33.50000
## 115 115 13089021307 DeKalb County 50362 0.213859020 21.50000
## 116 116 13089021410 DeKalb County 62951 0.182068712 19.50000
## 117 117 13089021412 DeKalb County 115759 0.048884166 11.00000
## 118 118 13089021414 DeKalb County 53222 0.254812320 27.00000
## 119 119 13089021415 DeKalb County 111827 0.088974855 270.50000
## 120 120 13089021502 DeKalb County 72537 0.077263207 39.33333
## 121 121 13089021503 DeKalb County 57381 0.192579044 49.50000
## 122 122 13089021504 DeKalb County 77708 0.128012339 132.40000
## 123 123 13089021603 DeKalb County 66425 0.098118551 51.50000
## 124 124 13089021605 DeKalb County 82454 0.106638871 130.00000
## 125 125 13089021704 DeKalb County 105033 0.078614257 25.66667
## 126 126 13089021705 DeKalb County 42679 0.232253914 50.75000
## 127 127 13089021805 DeKalb County 76066 0.053429027 23.50000
## 128 128 13089021806 DeKalb County 68216 0.095662687 40.25000
## 129 129 13089021809 DeKalb County 99337 0.045899172 40.00000
## 130 130 13089021810 DeKalb County 74539 0.067831805 28.50000
## 131 131 13089021906 DeKalb County 46448 0.144268775 132.00000
## 132 132 13089021907 DeKalb County 55048 0.081860151 2.00000
## 133 133 13089021908 DeKalb County 36250 0.277777778 32.00000
## 134 134 13089021910 DeKalb County 42305 0.166833167 1.00000
## 135 135 13089022001 DeKalb County 66638 0.107260364 123.00000
## 136 136 13089022005 DeKalb County 39266 0.263167760 2.00000
## 137 137 13089022007 DeKalb County 39216 0.323709322 53.00000
## 138 138 13089022009 DeKalb County 41042 0.382089017 5.00000
## 139 139 13089022100 DeKalb County 44135 0.235023041 18.00000
## 140 140 13089022203 DeKalb County 66731 0.160563380 25.50000
## 141 141 13089022301 DeKalb County 73819 0.162937179 101.50000
## 142 142 13089022302 DeKalb County 89146 0.117431193 34.00000
## 143 143 13089022402 DeKalb County 32083 0.444924406 21.00000
## 144 144 13089022403 DeKalb County 174531 0.036368197 15.00000
## 145 145 13089022500 DeKalb County 90648 0.164402943 255.00000
## 146 146 13089022600 DeKalb County 82131 0.046666667 62.50000
## 147 147 13089022700 DeKalb County 136324 0.039673500 394.00000
## 148 148 13089023000 DeKalb County 83021 0.042553191 109.00000
## 149 149 13089023102 DeKalb County 39961 0.128839845 34.00000
## 150 150 13089023111 DeKalb County 62969 0.141436963 2.00000
## 151 151 13089023112 DeKalb County 29786 0.304695510 10.00000
## 152 152 13089023113 DeKalb County 40542 0.239568345 33.00000
## 153 153 13089023210 DeKalb County 33682 0.353364788 26.00000
## 154 154 13089023211 DeKalb County 49980 0.079310345 6.00000
## 155 155 13089023212 DeKalb County 60033 0.148683093 12.00000
## 156 156 13089023214 DeKalb County 48150 0.182319546 16.00000
## 157 157 13089023303 DeKalb County 48638 0.206643110 6.50000
## 158 158 13089023310 DeKalb County 40830 0.227683985 33.00000
## 159 159 13089023312 DeKalb County 72651 0.065713474 23.00000
## 160 160 13089023316 DeKalb County 69120 0.117453473 28.00000
## 161 161 13089023410 DeKalb County 34132 0.212737127 51.00000
## 162 162 13089023412 DeKalb County 52180 0.121292902 25.00000
## 163 163 13089023414 DeKalb County 69542 0.037684243 38.00000
## 164 164 13089023418 DeKalb County 51555 0.084901586 46.00000
## 165 165 13089023425 DeKalb County 73652 0.117831763 16.00000
## 166 166 13089023428 DeKalb County 39408 0.215919216 15.50000
## 167 167 13089023501 DeKalb County 32000 0.294555192 44.00000
## 168 168 13089023507 DeKalb County 47012 0.131208997 31.00000
## 169 169 13089023700 DeKalb County 47712 0.222552910 17.50000
## 170 170 13121000100 Fulton County 168396 0.018669131 40.00000
## 171 171 13121000200 Fulton County 158011 0.055436042 44.50000
## 172 172 13121000400 Fulton County 97257 0.037289916 25.00000
## 173 173 13121000500 Fulton County 90140 0.111381619 26.83333
## 174 174 13121000600 Fulton County 53686 0.423359812 319.42857
## 175 175 13121000700 Fulton County 84107 0.144632768 6.00000
## 176 176 13121001001 Fulton County 103846 0.173636845 32.66667
## 177 177 13121001002 Fulton County 31042 0.397312860 100.00000
## 178 178 13121001100 Fulton County 109426 0.062776815 57.80000
## 179 179 13121001201 Fulton County 80476 0.088117490 256.00000
## 180 180 13121001202 Fulton County 93143 0.070111410 188.91667
## 181 181 13121001300 Fulton County 76188 0.192705639 107.63636
## 182 182 13121001400 Fulton County 84167 0.036247335 305.50000
## 183 183 13121001500 Fulton County 66490 0.119669569 141.00000
## 184 184 13121001600 Fulton County 78182 0.049173000 139.66667
## 185 185 13121001700 Fulton County 94750 0.068214213 12.00000
## 186 186 13121001900 Fulton County 62656 0.279162956 21.50000
## 187 187 13121002100 Fulton County 68618 0.406392694 26.00000
## 188 188 13121002600 Fulton County 33611 0.343047966 5.00000
## 189 189 13121002800 Fulton County 33165 0.309543230 35.33333
## 190 190 13121002900 Fulton County 71210 0.152220785 126.00000
## 191 191 13121003000 Fulton County 113125 0.044352617 157.00000
## 192 192 13121003100 Fulton County 62250 0.105443845 169.00000
## 193 193 13121003500 Fulton County 53889 0.532571429 79.40000
## 194 194 13121003600 Fulton County 53152 0.341005968 30.00000
## 195 195 13121004100 Fulton County 54208 0.245820154 36.50000
## 196 196 13121004200 Fulton County 18913 0.425918450 57.00000
## 197 197 13121004900 Fulton County 84655 0.246560847 28.33333
## 198 198 13121005000 Fulton County 75570 0.057177616 137.66667
## 199 199 13121005200 Fulton County 111759 0.143945469 93.33333
## 200 200 13121005300 Fulton County 102303 0.108746431 63.00000
## 201 201 13121005502 Fulton County 21804 0.414073550 44.00000
## 202 202 13121005800 Fulton County 42679 0.272027972 6.00000
## 203 203 13121006200 Fulton County 37500 0.245217391 30.50000
## 204 204 13121006300 Fulton County 31483 0.374664879 1.00000
## 205 205 13121006500 Fulton County 50163 0.246023330 8.00000
## 206 206 13121006601 Fulton County 44250 0.269669327 49.00000
## 207 207 13121007002 Fulton County 45451 0.213504338 19.00000
## 208 208 13121007200 Fulton County 27083 0.362559242 29.00000
## 209 209 13121007500 Fulton County 26205 0.338222089 9.00000
## 210 210 13121007703 Fulton County 44452 0.196504593 46.50000
## 211 211 13121007808 Fulton County 12485 0.767030568 16.00000
## 212 212 13121008000 Fulton County 43854 0.226261530 40.00000
## 213 213 13121008102 Fulton County 27119 0.202346923 12.50000
## 214 214 13121008800 Fulton County 103385 0.074769797 31.00000
## 215 215 13121008902 Fulton County 72432 0.148619958 53.44444
## 216 216 13121008903 Fulton County 75978 0.093333333 5.00000
## 217 217 13121009000 Fulton County 111146 0.032016476 180.33333
## 218 218 13121009101 Fulton County 79489 0.129840142 1.50000
## 219 219 13121009102 Fulton County 59444 0.090852905 92.33333
## 220 220 13121009200 Fulton County 71482 0.139557005 46.00000
## 221 221 13121009300 Fulton County 106128 0.158361646 95.00000
## 222 222 13121009402 Fulton County 75088 0.172656673 39.00000
## 223 223 13121009403 Fulton County 63269 0.176727411 42.00000
## 224 224 13121009502 Fulton County 86053 0.114059081 60.50000
## 225 225 13121009601 Fulton County 107386 0.051467785 100.00000
## 226 226 13121009602 Fulton County 102778 0.077301732 35.11111
## 227 227 13121009603 Fulton County 83243 0.102898551 79.66667
## 228 228 13121009801 Fulton County 125375 0.028951319 35.00000
## 229 229 13121009802 Fulton County 165583 0.032945311 7.00000
## 230 230 13121009900 Fulton County 152500 0.039132937 46.66667
## 231 231 13121010001 Fulton County 108197 0.068657323 55.50000
## 232 232 13121010002 Fulton County 146182 0.042518205 59.00000
## 233 233 13121010110 Fulton County 73727 0.072628399 87.57143
## 234 234 13121010113 Fulton County 61583 0.073726308 196.00000
## 235 235 13121010115 Fulton County 127688 0.036504854 3.00000
## 236 236 13121010119 Fulton County 56402 0.210518004 76.50000
## 237 237 13121010121 Fulton County 90451 0.053937947 143.50000
## 238 238 13121010122 Fulton County 90586 0.075826414 2.00000
## 239 239 13121010205 Fulton County 103828 0.057249866 122.57143
## 240 240 13121010206 Fulton County 192375 0.038537372 56.50000
## 241 241 13121010208 Fulton County 72022 0.032418953 63.00000
## 242 242 13121010211 Fulton County 142750 0.035373187 45.00000
## 243 243 13121010212 Fulton County 67350 0.232595217 82.00000
## 244 244 13121010301 Fulton County 75636 0.053935163 29.00000
## 245 245 13121010303 Fulton County 71457 0.115959410 46.00000
## 246 246 13121010400 Fulton County 50980 0.152526439 39.50000
## 247 247 13121010507 Fulton County 43986 0.218913481 39.00000
## 248 248 13121010508 Fulton County 59474 0.106395696 33.00000
## 249 249 13121010510 Fulton County 48051 0.146256031 49.66667
## 250 250 13121010512 Fulton County 40215 0.214551084 51.00000
## 251 251 13121010513 Fulton County 48344 0.176579670 30.00000
## 252 252 13121010515 Fulton County 55883 0.138252757 14.00000
## 253 253 13121010603 Fulton County 34830 0.237319684 1.00000
## 254 254 13121010604 Fulton County 36044 0.203560372 1.00000
## 255 255 13121010800 Fulton County 44881 0.260301049 84.60000
## 256 256 13121011000 Fulton County 23546 0.524078379 27.50000
## 257 257 13121011100 Fulton County 60333 0.101479915 416.00000
## 258 258 13121011202 Fulton County 44614 0.231445849 128.50000
## 259 259 13121011305 Fulton County 36707 0.179541109 81.00000
## 260 260 13121011306 Fulton County 33587 0.231134110 61.66667
## 261 261 13121011405 Fulton County 85081 0.048582474 29.33333
## 262 262 13121011410 Fulton County 117157 0.037064492 33.00000
## 263 263 13121011411 Fulton County 85114 0.091395744 30.00000
## 264 264 13121011412 Fulton County 91222 0.046729958 59.00000
## 265 265 13121011414 Fulton County 80389 0.089548354 52.66667
## 266 266 13121011416 Fulton County 109417 0.055060584 68.00000
## 267 267 13121011418 Fulton County 160820 0.016816517 220.00000
## 268 268 13121011419 Fulton County 124358 0.070620037 53.00000
## 269 269 13121011421 Fulton County 50326 0.258878505 76.66667
## 270 270 13121011422 Fulton County 70833 0.080666846 225.50000
## 271 271 13121011427 Fulton County 126452 0.069163164 25.00000
## 272 272 13121011503 Fulton County 168750 0.013686534 13.50000
## 273 273 13121011504 Fulton County 236149 0.021796180 30.50000
## 274 274 13121011505 Fulton County 166938 0.028558373 31.00000
## 275 275 13121011506 Fulton County 165266 0.023657718 16.00000
## 276 276 13121011610 Fulton County 114464 0.010307536 139.33333
## 277 277 13121011611 Fulton County 68620 0.041513025 20.42857
## 278 278 13121011612 Fulton County 150901 0.045157457 9.00000
## 279 279 13121011613 Fulton County 110066 0.105646630 80.50000
## 280 280 13121011614 Fulton County 74184 0.077866459 37.66667
## 281 281 13121011615 Fulton County 161263 0.022020240 50.80000
## 282 282 13121011616 Fulton County 104176 0.070816132 89.16667
## 283 283 13121011617 Fulton County 144125 0.034833460 273.50000
## 284 284 13121011618 Fulton County 122857 0.036057692 68.00000
## 285 285 13121011619 Fulton County 93750 0.036726395 29.80000
## 286 286 13121011620 Fulton County 141513 0.044774651 36.50000
## 287 287 13121011621 Fulton County 157692 0.086937591 4.00000
## 288 288 13121011622 Fulton County 149583 0.039527488 99.66667
## 289 289 13121011623 Fulton County 121389 0.012463050 51.16667
## 290 290 13121011625 Fulton County 122361 0.025631981 83.00000
## 291 291 13121011626 Fulton County 102699 0.064529646 36.00000
## 292 292 13121011900 Fulton County 25699 0.365135040 36.05263
## 293 293 13121012300 Fulton County 52188 0.188465499 40.00000
## 294 294 13135050105 Gwinnett County 53785 0.169707671 67.50000
## 295 295 13135050106 Gwinnett County 66351 0.091273223 49.25000
## 296 296 13135050107 Gwinnett County 102874 0.052989617 30.50000
## 297 297 13135050108 Gwinnett County 129112 0.024467873 30.00000
## 298 298 13135050109 Gwinnett County 70771 0.096216608 170.00000
## 299 299 13135050205 Gwinnett County 67652 0.128298648 148.33333
## 300 300 13135050208 Gwinnett County 65292 0.064399150 71.00000
## 301 301 13135050209 Gwinnett County 53272 0.176347404 176.33333
## 302 302 13135050210 Gwinnett County 78525 0.068351727 63.50000
## 303 303 13135050211 Gwinnett County 44870 0.124910905 95.81818
## 304 304 13135050212 Gwinnett County 139097 0.036047372 40.66667
## 305 305 13135050213 Gwinnett County 113591 0.050892267 95.00000
## 306 306 13135050214 Gwinnett County 92990 0.071979143 58.00000
## 307 307 13135050215 Gwinnett County 64306 0.112143103 170.20000
## 308 308 13135050216 Gwinnett County 83193 0.059155957 42.25000
## 309 309 13135050217 Gwinnett County 91451 0.091704922 37.00000
## 310 310 13135050218 Gwinnett County 68529 0.121836506 93.00000
## 311 311 13135050219 Gwinnett County 67188 0.143997797 65.33333
## 312 312 13135050220 Gwinnett County 57845 0.121972444 45.60000
## 313 313 13135050306 Gwinnett County 47011 0.158614113 97.00000
## 314 314 13135050308 Gwinnett County 151875 0.030012300 67.50000
## 315 315 13135050309 Gwinnett County 108786 0.051783917 31.50000
## 316 316 13135050310 Gwinnett County 70102 0.088690677 28.66667
## 317 317 13135050311 Gwinnett County 104302 0.074547391 69.50000
## 318 318 13135050314 Gwinnett County 49054 0.156933553 90.00000
## 319 319 13135050317 Gwinnett County 41711 0.204978410 115.00000
## 320 320 13135050320 Gwinnett County 42500 0.182611672 2.00000
## 321 321 13135050321 Gwinnett County 143875 0.025298231 44.00000
## 322 322 13135050417 Gwinnett County 35882 0.243439986 74.00000
## 323 323 13135050418 Gwinnett County 37970 0.271336884 1.00000
## 324 324 13135050419 Gwinnett County 51930 0.196823380 46.00000
## 325 325 13135050421 Gwinnett County 50511 0.255689424 21.50000
## 326 326 13135050424 Gwinnett County 47539 0.177172061 46.33333
## 327 327 13135050426 Gwinnett County 80320 0.121603363 14.00000
## 328 328 13135050430 Gwinnett County 72937 0.114052584 116.00000
## 329 329 13135050431 Gwinnett County 45816 0.238570039 7.00000
## 330 330 13135050432 Gwinnett County 61027 0.124642481 42.00000
## 331 331 13135050436 Gwinnett County 47200 0.207990735 53.00000
## 332 332 13135050511 Gwinnett County 65399 0.146013597 21.00000
## 333 333 13135050520 Gwinnett County 41512 0.223203995 100.00000
## 334 334 13135050521 Gwinnett County 58897 0.205907461 15.33333
## 335 335 13135050523 Gwinnett County 60363 0.156860306 17.16667
## 336 336 13135050524 Gwinnett County 53594 0.113174695 28.00000
## 337 337 13135050525 Gwinnett County 89475 0.066462769 80.00000
## 338 338 13135050529 Gwinnett County 67361 0.103052559 48.33333
## 339 339 13135050533 Gwinnett County 57518 0.182967399 25.00000
## 340 340 13135050536 Gwinnett County 57426 0.121276975 34.75000
## 341 341 13135050540 Gwinnett County 70506 0.126936258 52.00000
## 342 342 13135050542 Gwinnett County 52640 0.168833616 25.60000
## 343 343 13135050543 Gwinnett County 66901 0.056317401 31.00000
## 344 344 13135050544 Gwinnett County 85293 0.099962078 22.66667
## 345 345 13135050545 Gwinnett County 65249 0.206413210 203.00000
## 346 346 13135050547 Gwinnett County 77736 0.060423916 9.00000
## 347 347 13135050549 Gwinnett County 80490 0.031511840 4.00000
## 348 348 13135050605 Gwinnett County 84466 0.074659700 13.50000
## 349 349 13135050606 Gwinnett County 90338 0.020723946 47.85714
## 350 350 13135050607 Gwinnett County 95308 0.033763708 47.00000
## 351 351 13135050609 Gwinnett County 98038 0.051116056 50.75000
## 352 352 13135050610 Gwinnett County 118623 0.048983692 102.00000
## 353 353 13135050712 Gwinnett County 98886 0.051265661 84.50000
## 354 354 13135050714 Gwinnett County 89444 0.102542933 5.00000
## 355 355 13135050715 Gwinnett County 79971 0.130639731 9.00000
## 356 356 13135050718 Gwinnett County 97043 0.040620988 20.00000
## 357 357 13135050719 Gwinnett County 53875 0.117544775 51.00000
## 358 358 13135050720 Gwinnett County 70899 0.066253781 48.33333
## 359 359 13135050722 Gwinnett County 64496 0.127813907 56.00000
## 360 360 13135050723 Gwinnett County 86563 0.110698825 3.00000
## 361 361 13135050724 Gwinnett County 86588 0.054831705 64.00000
## 362 362 13135050727 Gwinnett County 99072 0.056036866 20.00000
## 363 363 13135050731 Gwinnett County 65704 0.082941797 49.00000
## avg_rating pop avg_price pct_white hhincome_log review_count_log
## 1 2 2850 1 0.075087719 10.412892 4.0604430
## 2 3 4262 1 0.260675739 10.255271 1.9756219
## 3 2 4046 1 0.205140880 10.805294 3.3208370
## 4 4 8489 1 0.168688892 10.704614 3.0445224
## 5 1 7166 1 0.193692437 10.814344 3.7376696
## 6 2 13311 1 0.165126587 10.967060 2.9444390
## 7 3 7920 1 0.143813131 10.748067 3.9617836
## 8 2 2068 1 0.300290135 10.604677 3.4652474
## 9 2 5850 1 0.107008547 10.602642 2.8903718
## 10 4 3892 1 0.030061665 10.805172 1.7917595
## 11 2 5552 1 0.066282421 10.621961 3.3060205
## 12 2 4604 1 0.119026933 11.066482 2.7080502
## 13 2 2984 1 0.110924933 10.638208 1.6094379
## 14 2 7061 1 0.100552330 10.903089 2.9957323
## 15 1 3894 1 0.453775039 10.732258 2.9444390
## 16 1 13393 1 0.121929366 11.128101 4.0253517
## 17 2 6698 1 0.178262168 10.981217 3.5553481
## 18 2 6850 1 0.214306569 10.621449 3.2958369
## 19 4 7938 1 0.209120685 10.449497 3.9318256
## 20 2 1329 1 0.679458239 10.415383 3.7841896
## 21 4 8224 1 0.199659533 10.852865 0.6931472
## 22 2 7908 1 0.877718766 11.405663 3.0699423
## 23 3 9369 2 0.597609137 11.406153 3.0600990
## 24 2 3883 1 0.783929951 10.861477 4.0775374
## 25 4 7059 NaN 0.539453180 11.071875 3.8918203
## 26 4 7662 2 0.685069173 11.608327 2.3874164
## 27 3 7654 2 0.836948001 11.412873 2.7917482
## 28 5 9696 NaN 0.714005776 11.231530 3.1354942
## 29 3 10652 1 0.797408937 11.707497 2.2033596
## 30 3 1663 1 0.690318701 11.427890 2.8173948
## 31 3 6239 1 0.589677833 11.245948 3.4141760
## 32 4 11024 1 0.510976052 11.353625 2.8244871
## 33 4 8236 2 0.686862555 11.092595 3.2381739
## 34 3 7363 2 0.602607633 10.823412 3.2556881
## 35 4 6819 2 0.707288459 11.123993 2.3674882
## 36 3 13473 1 0.609589549 11.280401 3.4019518
## 37 4 8329 2 0.812702605 11.604702 4.5108595
## 38 2 6630 1 0.727601810 11.685365 4.3174881
## 39 2 4948 1 0.755052546 11.569580 3.6635616
## 40 4 7819 1 0.873001663 11.788737 4.6249728
## 41 4 8212 1 0.749634681 11.273424 5.7776523
## 42 2 6804 1 0.745296884 11.162616 3.5047045
## 43 3 8998 1 0.646588131 11.455487 3.4110987
## 44 2 7928 1 0.783678103 11.600955 3.4657359
## 45 2 7680 2 0.852213542 11.919550 2.5058403
## 46 4 4603 1 0.810992831 11.502350 2.9444390
## 47 4 4442 1 0.846465556 11.957913 3.0868931
## 48 3 6752 1 0.831605450 11.821042 3.8219810
## 49 2 4863 1 0.794776887 11.581350 3.6375862
## 50 2 6396 1 0.714821764 11.748440 3.7647032
## 51 3 3199 NaN 0.785245389 11.803025 2.0794415
## 52 4 3389 2 0.809383299 11.727843 4.0904405
## 53 4 7165 1 0.884019539 12.103741 3.9118230
## 54 4 4564 1 0.872480280 12.038825 2.8518912
## 55 4 6362 1 0.603583779 11.232444 5.3324270
## 56 4 3987 1 0.947078004 11.987668 2.6235120
## 57 2 4625 1 0.850162162 11.722303 3.9120230
## 58 4 3850 2 0.248831169 10.803974 3.8066625
## 59 3 5602 1 0.263120314 11.180051 3.8929243
## 60 2 6449 1 0.557760893 10.808030 3.9702919
## 61 5 2862 NaN 0.652690426 11.259155 2.7725887
## 62 3 4656 2 0.691151203 11.127307 3.4755786
## 63 3 2206 1 0.388939257 10.571419 4.5849675
## 64 2 5269 1 0.451698615 10.738655 2.9444390
## 65 4 5554 2 0.475153043 10.826456 3.4657359
## 66 3 7314 NaN 0.721493027 11.479131 1.0397208
## 67 2 9189 1 0.456415279 11.112463 3.1921354
## 68 4 6709 2 0.826799821 11.437059 4.4193798
## 69 2 6135 1 0.536756316 10.900713 2.3124864
## 70 2 8349 1 0.645226973 11.272954 3.7135721
## 71 2 7332 1 0.332378614 10.672855 3.2462043
## 72 3 8700 2 0.392413793 11.145782 3.7376696
## 73 4 6146 NaN 0.424829157 10.987037 2.4849067
## 74 3 8628 2 0.451437181 11.241012 4.3567088
## 75 4 3241 1 0.656896020 11.099892 5.0751738
## 76 4 3745 2 0.554339119 11.363555 6.4815771
## 77 2 7511 2 0.323392358 10.939870 3.3220602
## 78 2 4690 1 0.419189765 11.227015 3.2783892
## 79 2 6169 1 0.539795753 11.349771 3.8501476
## 80 4 6588 NaN 0.467668488 11.384183 3.1354942
## 81 3 10395 1 0.431938432 11.279757 3.4611440
## 82 3 4714 2 0.517819262 11.277039 3.1984648
## 83 3 6010 NaN 0.446256240 11.206686 1.3540251
## 84 3 4558 2 0.502852128 11.318612 3.7250895
## 85 4 2330 1 0.907296137 12.122745 3.9951191
## 86 2 4566 1 0.447218572 11.275100 3.2188758
## 87 5 8613 NaN 0.199117613 10.551664 1.3862944
## 88 2 10519 1 0.376461641 11.371569 3.9827728
## 89 4 10815 NaN 0.385390661 11.673138 2.8332133
## 90 2 8152 1 0.344700687 10.977466 2.4952163
## 91 2 8309 1 0.257431701 10.722672 3.6109179
## 92 4 6956 1 0.396635998 10.967940 5.0751738
## 93 4 9443 1 0.401461400 11.090416 4.7957905
## 94 2 5414 1 0.486331733 10.941429 3.9120230
## 95 5 11568 NaN 0.349671508 11.309499 1.0986123
## 96 4 4476 2 0.891867739 11.902424 5.2017222
## 97 4 2701 2 0.850425768 11.572260 4.6473867
## 98 3 3161 1 0.495096488 11.092915 3.0739212
## 99 4 2634 1 0.654517844 11.466117 5.3565863
## 100 4 2509 2 0.644878438 11.458174 7.1906760
## 101 4 4411 2 0.409657674 11.211699 4.8160362
## 102 4 5927 1 0.523198920 11.179241 4.5312456
## 103 2 6533 1 0.782182764 11.612897 4.4977070
## 104 5 3002 2 0.390739507 10.248920 3.3080286
## 105 3 4237 2 0.678074109 11.224336 3.6377462
## 106 3 6793 2 0.724716620 11.298519 3.2958538
## 107 2 3526 1 0.906409529 11.945182 3.8918203
## 108 4 6206 2 0.862391234 12.056929 5.0226237
## 109 3 6550 1 0.356335878 11.516499 3.1075175
## 110 4 7974 2 0.518560321 11.371800 4.7291884
## 111 2 6071 1 0.454785044 11.006490 3.6860590
## 112 4 3817 2 0.445113964 10.751007 4.9522741
## 113 5 5869 2 0.560572500 10.676347 3.5577516
## 114 2 5073 1 0.573033708 10.822335 3.5383269
## 115 2 4185 1 0.544563919 10.827191 2.4181410
## 116 2 5443 1 0.816094066 11.050271 2.6735538
## 117 2 3764 1 0.828639745 11.659352 2.4849067
## 118 2 4156 1 0.422762271 10.882415 3.3322045
## 119 3 3687 1 0.770002712 11.624798 5.0562661
## 120 4 4297 2 0.734931347 11.191990 2.9736857
## 121 3 3938 1 0.692483494 10.957643 3.9179873
## 122 4 5357 1 0.664737726 11.260842 4.6486478
## 123 2 4943 2 0.681974509 11.103979 3.9571261
## 124 4 6236 1 0.556606799 11.320117 4.8751973
## 125 2 6045 1 0.730190240 11.562125 3.0553932
## 126 3 4879 1 0.560770650 10.661697 3.2712173
## 127 3 7536 1 0.498540340 11.239488 2.7764798
## 128 4 6732 1 0.457813428 11.130581 3.1560394
## 129 3 6785 2 0.766543847 11.506374 3.6058987
## 130 3 5788 2 0.579474775 11.219212 3.3166592
## 131 5 5572 2 0.147523331 10.746304 4.8903491
## 132 3 9022 2 0.213921525 10.916142 1.0986123
## 133 2 5443 1 0.088370384 10.498470 3.4965076
## 134 2 6006 NaN 0.160506161 10.652897 0.6931472
## 135 4 4559 1 0.724500987 11.107180 4.8202816
## 136 5 5395 1 0.139573679 10.578369 1.0986123
## 137 5 4098 1 0.093460224 10.577095 3.3423059
## 138 4 5572 2 0.066403446 10.622595 1.7917595
## 139 2 3689 1 0.231499051 10.695235 2.9444390
## 140 4 2130 2 0.534272300 11.108575 3.1513095
## 141 3 6061 1 0.706814057 11.209507 4.4946046
## 142 2 4371 1 0.707389613 11.398143 3.5553481
## 143 4 6698 2 0.504329651 10.376393 2.4846170
## 144 4 3987 NaN 0.891898671 12.069915 2.7725887
## 145 4 7102 1 0.696423543 11.414849 5.3822491
## 146 3 6600 2 0.677121212 11.316193 4.0839597
## 147 4 5413 2 0.700905228 11.822863 5.5956985
## 148 4 2115 1 0.848699764 11.326969 4.7004804
## 149 2 3390 1 0.353097345 10.595909 3.5553481
## 150 5 2263 NaN 0.120194432 11.050557 1.0986123
## 151 5 4877 NaN 0.046955095 10.302129 2.3978953
## 152 2 2780 1 0.324820144 10.610340 3.5263605
## 153 2 8059 1 0.039955329 10.425016 3.2958369
## 154 4 3480 NaN 0.016666667 10.819578 1.9459101
## 155 1 3608 NaN 0.026330377 11.002816 2.5649494
## 156 2 6165 1 0.016707218 10.782284 2.0794415
## 157 5 7087 NaN 0.068858473 10.792366 2.0126758
## 158 1 10967 1 0.014224492 10.617417 3.5263605
## 159 2 10571 1 0.050326365 11.193560 3.1780538
## 160 2 8865 1 0.021432600 11.143744 3.3672958
## 161 2 4428 1 0.010388437 10.438284 3.9512437
## 162 2 6008 1 0.023968043 10.862646 3.2580965
## 163 1 6603 1 0.062244434 11.149830 3.6635616
## 164 2 16529 1 0.061528223 10.850598 3.8501476
## 165 4 6057 1 0.065709097 11.207242 2.8332133
## 166 2 10151 1 0.014185795 10.581978 2.0635672
## 167 2 3361 1 0.050282654 10.373804 3.8066625
## 168 2 4268 1 0.005154639 10.758371 3.3041161
## 169 5 6054 2 0.150809382 10.773148 2.5375869
## 170 4 5410 2 0.899630314 12.034133 3.6192484
## 171 4 6175 2 0.896194332 11.970483 3.7273600
## 172 4 2047 1 0.865168539 11.485215 3.0345319
## 173 4 5219 1 0.662579038 11.409230 2.1886503
## 174 4 7952 1 0.493460765 10.891094 4.7247435
## 175 4 3339 2 0.295297993 11.339964 1.9459101
## 176 3 2904 2 0.568870523 11.550761 2.8659419
## 177 2 7305 1 0.457631759 10.343419 2.9957323
## 178 3 5193 1 0.781821683 11.603095 3.0949981
## 179 4 4527 1 0.747294014 11.295839 5.5490761
## 180 4 5206 2 0.717249328 11.441999 4.1540325
## 181 4 4421 1 0.670436553 11.241090 3.9315204
## 182 3 2345 1 0.865245203 11.340677 4.6117270
## 183 4 4617 1 0.828676630 11.104957 4.9558271
## 184 4 2237 1 0.848010729 11.266923 4.2508540
## 185 4 4911 NaN 0.634086744 11.459103 2.5649494
## 186 3 5064 1 0.419431280 11.045574 2.7724679
## 187 2 2409 1 0.335408883 11.136456 3.1392607
## 188 4 1672 2 0.010765550 10.422906 1.4978661
## 189 5 5231 2 0.326515007 10.409552 2.6216013
## 190 4 2425 1 0.499793814 11.173529 4.5053455
## 191 4 3630 2 0.801101928 11.636337 4.7544704
## 192 4 2051 2 0.698196002 11.039074 4.6116777
## 193 3 2074 1 0.358244937 10.894867 3.3431709
## 194 4 1254 1 0.107655502 10.881099 3.4339872
## 195 2 2214 1 0.128726287 10.900768 3.6170886
## 196 3 2477 1 0.086798547 9.848133 4.0421271
## 197 4 2835 2 0.540035273 11.346458 2.6010089
## 198 3 2586 2 0.576952823 11.232947 4.6406768
## 199 3 5170 1 0.775048356 11.624190 4.4311810
## 200 4 3861 2 0.663299663 11.535792 3.4881740
## 201 4 2846 1 0.076950105 9.990307 3.8066625
## 202 4 1479 NaN 0.202839757 10.661697 1.6472141
## 203 4 1725 2 0.024347826 10.532363 3.0931043
## 204 1 1492 NaN 0.085120643 10.357521 0.6931472
## 205 5 3843 NaN 0.204787926 10.823232 2.1972246
## 206 5 1755 2 0.190313390 10.697837 3.9120230
## 207 4 2651 2 0.021124104 10.724610 2.9957323
## 208 1 2136 1 0.040262172 10.207031 3.4011974
## 209 2 3348 1 0.113201912 10.174087 2.3025851
## 210 2 4463 2 0.016356711 10.702390 3.8118210
## 211 1 4580 1 0.000000000 9.433084 2.8332133
## 212 4 5529 1 0.043407488 10.688849 3.7135721
## 213 2 6647 1 0.027982549 10.208359 2.4708212
## 214 2 5430 1 0.652302026 11.546312 3.4657359
## 215 4 8007 1 0.602847508 11.190542 3.6423548
## 216 4 2250 NaN 0.398222222 11.238331 1.7917595
## 217 2 5341 2 0.824002996 11.618690 3.6827399
## 218 4 5630 NaN 0.687921847 11.283500 0.8958797
## 219 4 3344 2 0.649521531 10.992958 4.0392990
## 220 3 7359 1 0.658377497 11.177341 3.5105420
## 221 3 5298 2 0.936013590 11.572495 4.5373749
## 222 2 5537 1 0.497561857 11.226549 2.8541477
## 223 4 5268 1 0.467160213 11.055309 3.7612001
## 224 4 3867 2 0.679337988 11.362835 4.0768187
## 225 3 2631 1 0.835423793 11.584278 4.6151205
## 226 4 5514 2 0.756619514 11.540424 3.1671892
## 227 3 4830 2 0.737267081 11.329639 4.3783397
## 228 2 4746 2 0.891698272 11.739144 3.3766087
## 229 2 4553 2 0.802108500 12.017288 2.0794415
## 230 3 5213 1 0.962977172 11.934985 3.3517833
## 231 5 4923 2 0.746089783 11.591801 3.5740839
## 232 3 8716 2 0.850963745 11.892676 2.8651622
## 233 4 8275 2 0.713595166 11.208260 3.8114451
## 234 4 5771 1 0.470455727 11.028304 5.2832037
## 235 2 2770 NaN 0.788086643 11.757423 1.3862944
## 236 2 6351 1 0.398992285 10.940437 4.3241107
## 237 4 2095 2 0.837708831 11.412674 4.6695427
## 238 4 6383 1 0.372552091 11.414165 1.0986123
## 239 4 5607 1 0.905831996 11.550587 4.7024700
## 240 2 5618 2 0.866678533 12.167254 3.9971475
## 241 2 4029 1 0.718292380 11.184866 4.1588831
## 242 4 2864 2 0.921089385 11.868920 3.8286414
## 243 4 5645 2 0.657218778 11.117807 3.2313680
## 244 2 21010 1 0.064921466 11.233820 3.4011974
## 245 2 10840 1 0.000369004 11.176991 3.8481063
## 246 3 8551 1 0.433633493 10.839385 3.6919947
## 247 2 7495 1 0.059506338 10.691854 3.6888795
## 248 2 3359 1 0.054182792 10.993463 3.5263605
## 249 2 15147 1 0.144781145 10.780226 3.7273061
## 250 2 6460 1 0.046749226 10.602244 3.9512437
## 251 2 14560 1 0.102197802 10.786304 3.4339872
## 252 2 5930 1 0.109949410 10.931194 2.7080502
## 253 1 4298 NaN 0.011167985 10.458521 0.6931472
## 254 5 2584 2 0.087461300 10.492773 0.6931472
## 255 3 6577 1 0.427702600 10.711993 4.1684582
## 256 2 3036 1 0.218379447 10.067136 3.3231953
## 257 4 2365 2 0.373784355 11.007800 6.0330862
## 258 3 3683 2 0.318218843 10.706027 3.3218949
## 259 1 5230 1 0.025047801 10.510995 4.4067192
## 260 3 2337 2 0.065468549 10.422192 3.0474252
## 261 4 7783 1 0.667223436 11.351477 3.0303972
## 262 4 6745 2 0.756856931 11.671356 2.8378622
## 263 2 7659 1 0.721634678 11.351864 3.4339872
## 264 3 9520 2 0.753256303 11.421161 4.0642730
## 265 4 7683 1 0.573343746 11.294757 3.7169118
## 266 4 5641 2 0.785499025 11.603013 4.2331604
## 267 5 6194 2 0.957862448 11.988103 4.8029694
## 268 3 5919 1 0.830883595 11.731000 3.9465068
## 269 3 4280 1 0.584345794 10.826476 3.9061448
## 270 4 3795 2 0.747826087 11.168221 4.6921468
## 271 2 7950 1 0.774213836 11.747697 3.2580965
## 272 4 11325 2 0.788079470 12.036233 1.9944920
## 273 4 13727 2 0.929846288 12.372261 3.3910960
## 274 2 4377 1 0.854923464 12.025438 3.4613219
## 275 4 5969 2 0.894454683 12.015372 2.5619820
## 276 5 5918 2 0.788611017 11.648103 4.1758036
## 277 4 8707 1 0.636384518 11.136485 2.6847805
## 278 2 3376 1 0.713862559 11.924446 2.3025851
## 279 4 7137 2 0.531315679 11.608926 4.3353861
## 280 4 15411 1 0.479462721 11.214439 3.3339159
## 281 4 10672 2 0.749718891 11.990854 3.6736414
## 282 4 6372 2 0.529190207 11.553933 3.4016714
## 283 4 7891 2 0.705867444 11.878506 5.4121640
## 284 2 4599 1 0.564253098 11.718858 4.2341065
## 285 3 7869 1 0.478841022 11.448494 2.6618151
## 286 4 10206 2 0.594944150 11.860218 2.8062406
## 287 4 6962 NaN 0.626544097 11.968462 1.5890269
## 288 4 11005 1 0.368014539 11.915674 4.3436353
## 289 4 12517 2 0.470240473 11.706838 3.4914812
## 290 4 8542 2 0.585928354 11.714813 4.0254104
## 291 3 9546 1 0.561282212 11.539655 3.5013694
## 292 4 3517 2 0.354279215 10.154596 2.8878949
## 293 4 2949 NaN 0.356731095 10.862799 3.7135721
## 294 4 5108 1 0.461041504 10.892936 3.6926155
## 295 2 11749 1 0.620308111 11.102865 3.5434382
## 296 2 8379 2 0.718940208 11.541357 3.2083661
## 297 2 10054 1 0.749950269 11.768513 3.4339872
## 298 4 8273 2 0.525927717 11.167346 5.1416636
## 299 3 4673 1 0.450460090 11.122280 4.4464856
## 300 1 8013 1 0.506302259 11.086778 4.2766661
## 301 4 9073 2 0.423895073 10.883354 4.3151078
## 302 3 8495 1 0.491701001 11.271300 4.0413694
## 303 4 5623 1 0.264627423 10.711748 3.7466186
## 304 2 13564 2 0.745502802 11.842999 3.5375929
## 305 4 13617 2 0.495850775 11.640448 3.5564735
## 306 4 8822 2 0.471548402 11.440355 3.9033482
## 307 4 2907 1 0.339869281 11.071564 4.7694702
## 308 3 10971 1 0.449731109 11.329039 3.6270204
## 309 4 9388 NaN 0.395504900 11.423668 3.6375862
## 310 4 4488 1 0.441844920 11.135158 4.5432948
## 311 4 3662 2 0.433096668 11.115399 3.9686849
## 312 4 6957 1 0.420583585 10.965695 3.6450572
## 313 3 3170 1 0.414826498 10.758350 3.9215320
## 314 3 4065 2 0.685116851 11.930879 4.1163530
## 315 4 8946 2 0.551643192 11.597230 3.4608291
## 316 2 5942 2 0.616459105 11.157849 3.0125904
## 317 3 2830 1 0.533568905 11.555142 3.4569783
## 318 4 9711 1 0.396148697 10.800881 4.5108595
## 319 1 3937 1 0.280924562 10.638760 4.7535902
## 320 5 5856 NaN 0.357069672 10.657495 1.0986123
## 321 4 4862 1 0.858494447 11.876770 3.8066625
## 322 2 5907 1 0.334179787 10.488270 4.3174881
## 323 1 7323 NaN 0.285402158 10.544815 0.6931472
## 324 4 7885 2 0.313887127 10.857844 3.8501476
## 325 3 7470 1 0.264123159 10.830144 2.6448213
## 326 2 8218 1 0.365295692 10.769516 3.7543681
## 327 2 6661 2 0.668067858 11.293898 2.7080502
## 328 3 5540 1 0.505234657 11.197488 3.4204322
## 329 2 8224 NaN 0.203185798 10.732607 2.0794415
## 330 2 6729 1 0.439738446 11.019236 3.7612001
## 331 2 8635 1 0.218645049 10.762361 3.8888963
## 332 3 12944 1 0.345874536 11.088415 2.7681620
## 333 3 5390 1 0.424675325 10.633979 4.1616386
## 334 3 5879 2 0.492770879 10.983715 2.6380841
## 335 2 8125 1 0.438400000 11.008297 2.3673117
## 336 2 6952 1 0.508774453 10.889379 3.3672958
## 337 4 8523 1 0.555438226 11.401826 4.0207668
## 338 4 4357 1 0.604773927 11.117970 3.6494609
## 339 4 9018 NaN 0.275670880 10.960027 3.2580965
## 340 3 5607 1 0.390226503 10.958427 3.1082164
## 341 4 7295 2 0.497601097 11.163595 3.2679811
## 342 3 5307 2 0.234595817 10.871422 2.9554048
## 343 2 7511 1 0.382771934 11.111119 3.4657359
## 344 2 13185 1 0.430261661 11.353965 3.0349933
## 345 4 15629 1 0.402329004 11.086119 5.3181200
## 346 4 9483 2 0.607297269 11.261202 2.3025851
## 347 3 5490 NaN 0.592167577 11.296012 1.6094379
## 348 2 14579 NaN 0.663968722 11.344223 2.3937459
## 349 3 26399 1 0.642524338 11.411424 3.0446588
## 350 3 18598 1 0.601892677 11.464974 3.6681158
## 351 3 14829 1 0.714883000 11.493212 3.8820112
## 352 2 16924 2 0.754313401 11.683790 4.6347290
## 353 3 7822 2 0.670928151 11.501824 4.2001049
## 354 2 6070 NaN 0.498846787 11.401480 1.7917595
## 355 4 5952 NaN 0.601310484 11.289544 2.3025851
## 356 2 8722 1 0.553657418 11.483012 2.9648901
## 357 2 5751 1 0.387063119 10.894607 3.9512437
## 358 2 6948 2 0.626367300 11.169153 3.3633500
## 359 2 3998 1 0.330665333 11.074514 4.0430513
## 360 2 8095 NaN 0.214453366 11.368743 1.3862944
## 361 3 18893 1 0.457259302 11.369032 4.0634069
## 362 2 10850 NaN 0.563963134 11.503703 3.0445224
## 363 2 10440 1 0.390325670 11.093067 3.9120230
## pct_pov_log yelp_n
## 1 -1.5542763 1
## 2 -1.5108694 2
## 3 -2.1349114 3
## 4 -1.6557090 1
## 5 -2.0820033 1
## 6 -2.2957145 1
## 7 -1.6768691 3
## 8 -1.2963087 2
## 9 -1.2964726 1
## 10 -1.1791228 1
## 11 -1.7799482 2
## 12 -1.8864044 1
## 13 -1.7532866 1
## 14 -1.4848268 1
## 15 -2.2265959 1
## 16 -2.1025552 1
## 17 -2.6123869 1
## 18 -1.3044789 1
## 19 -1.1697817 1
## 20 -1.2591679 1
## 21 -1.2832147 1
## 22 -2.0456576 2
## 23 -3.4491771 5
## 24 -1.5491860 1
## 25 -2.4757450 1
## 26 -2.5527479 4
## 27 -2.9576881 2
## 28 -2.6661037 1
## 29 -2.9184369 2
## 30 -2.4331758 2
## 31 -1.9650487 3
## 32 -2.2820784 2
## 33 -1.8212730 6
## 34 -1.5186011 6
## 35 -1.9989076 5
## 36 -2.8559540 4
## 37 -3.2184857 1
## 38 -3.0946175 1
## 39 -2.7686192 1
## 40 -3.6021282 1
## 41 -2.5014282 1
## 42 -2.4891062 2
## 43 -2.6561133 2
## 44 -2.6750244 1
## 45 -3.0408371 3
## 46 -2.6262310 1
## 47 -3.2477556 2
## 48 -2.9638984 2
## 49 -3.8779604 1
## 50 -3.1390750 2
## 51 -3.6398958 1
## 52 -2.3891767 2
## 53 -3.8293534 2
## 54 -3.2557317 2
## 55 -2.4326286 2
## 56 -3.7924302 2
## 57 -3.1511075 1
## 58 -2.1499197 1
## 59 -2.2333423 9
## 60 -1.5984243 1
## 61 -2.5233065 1
## 62 -2.7910050 3
## 63 -1.3187120 1
## 64 -1.2377673 1
## 65 -1.2844619 1
## 66 -2.2827233 2
## 67 -2.3677957 4
## 68 -2.6103752 12
## 69 -1.6905941 2
## 70 -2.2817356 1
## 71 -1.3202361 3
## 72 -1.8754625 1
## 73 -1.3915839 1
## 74 -2.8812028 1
## 75 -2.0428950 1
## 76 -2.4805370 1
## 77 -1.8431635 3
## 78 -1.8976924 2
## 79 -2.3822428 1
## 80 -2.5607929 1
## 81 -2.4509797 7
## 82 -2.9290022 2
## 83 -2.6006369 2
## 84 -3.2050218 3
## 85 -3.2728834 2
## 86 -2.5103534 1
## 87 -1.3418404 1
## 88 -2.8406341 2
## 89 -3.4849335 1
## 90 -1.7317431 2
## 91 -1.4992177 1
## 92 -2.9819251 1
## 93 -2.0562914 1
## 94 -1.8727428 1
## 95 -2.2350040 1
## 96 -2.3878785 2
## 97 -2.5509893 2
## 98 -1.7846164 4
## 99 -2.2560721 1
## 100 -2.7151097 1
## 101 -1.6304845 2
## 102 -2.5331744 4
## 103 -2.6000486 3
## 104 -0.9042536 4
## 105 -1.9375454 7
## 106 -1.9758743 3
## 107 -3.9895401 1
## 108 -3.9671593 2
## 109 -2.4130477 7
## 110 -3.9357536 5
## 111 -2.1189925 2
## 112 -1.4370250 7
## 113 -1.3101064 5
## 114 -1.4018053 2
## 115 -1.4967388 2
## 116 -1.6499021 2
## 117 -2.8321831 1
## 118 -1.3287339 1
## 119 -2.3128895 2
## 120 -2.4388264 3
## 121 -1.5966251 2
## 122 -1.9804122 5
## 123 -2.2245270 2
## 124 -2.1486727 1
## 125 -2.4234625 3
## 126 -1.4177689 4
## 127 -2.7578337 2
## 128 -2.2475035 4
## 129 -2.8842057 3
## 130 -2.5532051 2
## 131 -1.8690589 1
## 132 -2.3874880 2
## 133 -1.2455667 1
## 134 -1.7325486 1
## 135 -2.1433585 1
## 136 -1.2976692 1
## 137 -1.0974850 2
## 138 -0.9362664 1
## 139 -1.4064030 1
## 140 -1.7686483 2
## 141 -1.7548269 6
## 142 -2.0601787 1
## 143 -0.7876240 6
## 144 -3.0711415 1
## 145 -1.7463869 2
## 146 -2.8705691 2
## 147 -3.0022837 2
## 148 -2.9459295 1
## 149 -1.9744342 1
## 150 -1.8875858 1
## 151 -1.1561497 1
## 152 -1.3880225 1
## 153 -1.0123480 1
## 154 -2.4156380 1
## 155 -1.8408462 1
## 156 -1.6485970 2
## 157 -1.5295039 2
## 158 -1.4368133 1
## 159 -2.5807991 1
## 160 -2.0600039 1
## 161 -1.5017630 1
## 162 -2.0303246 1
## 163 -3.0431543 1
## 164 -2.3549149 1
## 165 -2.0570402 1
## 166 -1.4875778 2
## 167 -1.1889030 1
## 168 -1.9575142 3
## 169 -1.4586375 2
## 170 -3.5519343 2
## 171 -2.7266821 2
## 172 -3.0514582 6
## 173 -2.1088158 6
## 174 -0.8361869 7
## 175 -1.8667022 1
## 176 -1.6947951 6
## 177 -0.8981737 2
## 178 -2.6203579 5
## 179 -2.3215896 1
## 180 -2.5243370 12
## 181 -1.5960004 11
## 182 -3.0737514 2
## 183 -2.0427658 1
## 184 -2.8272899 6
## 185 -2.5483039 1
## 186 -1.2407649 6
## 187 -0.8761265 2
## 188 -1.0411514 2
## 189 -1.1408627 3
## 190 -1.8187970 4
## 191 -2.9122625 4
## 192 -2.1589711 2
## 193 -0.6114355 5
## 194 -1.0469521 1
## 195 -1.3632806 2
## 196 -0.8303001 2
## 197 -1.3603894 3
## 198 -2.7004152 3
## 199 -1.8711568 3
## 200 -2.1307649 2
## 201 -0.8578484 1
## 202 -1.2657490 3
## 203 -1.3656396 2
## 204 -0.9553828 1
## 205 -1.3624867 1
## 206 -1.2741473 1
## 207 -1.4983245 1
## 208 -0.9873592 1
## 209 -1.0549148 1
## 210 -1.5774326 2
## 211 -0.2522756 1
## 212 -1.4428159 1
## 213 -1.5495339 2
## 214 -2.4678160 1
## 215 -1.8412441 9
## 216 -2.2697953 1
## 217 -3.1696934 3
## 218 -1.9672554 2
## 219 -2.2940922 3
## 220 -1.9000777 2
## 221 -1.7816410 2
## 222 -1.7001470 4
## 223 -1.6781054 1
## 224 -2.0869974 2
## 225 -2.7892421 1
## 226 -2.4383850 9
## 227 -2.1812656 3
## 228 -3.2454426 3
## 229 -3.1478278 1
## 230 -3.0132257 3
## 231 -2.5426545 4
## 232 -2.9465954 5
## 233 -2.4934018 7
## 234 -2.4802020 1
## 235 -3.0681986 1
## 236 -1.5117759 2
## 237 -2.7498422 2
## 238 -2.4554285 2
## 239 -2.6993403 7
## 240 -3.0254212 2
## 241 -3.1601600 1
## 242 -3.0928339 1
## 243 -1.4163610 4
## 244 -2.7498858 1
## 245 -2.0717956 2
## 246 -1.8169146 2
## 247 -1.4744112 1
## 248 -2.1507597 1
## 249 -1.8562594 3
## 250 -1.4936521 1
## 251 -1.6788969 1
## 252 -1.9088366 1
## 253 -1.3970735 1
## 254 -1.5438357 1
## 255 -1.3082189 5
## 256 -0.6272127 2
## 257 -2.1939108 1
## 258 -1.4211101 2
## 259 -1.6631493 1
## 260 -1.4224020 3
## 261 -2.8373197 6
## 262 -3.0562364 3
## 263 -2.2887242 1
## 264 -2.8694529 4
## 265 -2.3071118 3
## 266 -2.7324364 2
## 267 -3.6187373 4
## 268 -2.5180081 3
## 269 -1.3134957 3
## 270 -2.4005635 2
## 271 -2.5362442 1
## 272 -3.7428486 2
## 273 -3.4484091 2
## 274 -3.2555820 2
## 275 -3.3915129 2
## 276 -3.8967632 6
## 277 -2.9659206 7
## 278 -2.8975633 1
## 279 -2.1572160 2
## 280 -2.4319371 6
## 281 -3.4413871 5
## 282 -2.5155787 6
## 283 -3.1048005 2
## 284 -3.0778605 1
## 285 -3.0634461 5
## 286 -2.9045278 6
## 287 -2.3336879 2
## 288 -3.0052275 3
## 289 -3.7958835 6
## 290 -3.3345117 6
## 291 -2.5965583 3
## 292 -0.9804692 19
## 293 -1.6171400 1
## 294 -1.7164238 2
## 295 -2.2899332 8
## 296 -2.7647854 2
## 297 -3.3677276 1
## 298 -2.2422748 1
## 299 -1.9783398 3
## 300 -2.5983108 1
## 301 -1.6801426 6
## 302 -2.5465473 6
## 303 -2.0031407 11
## 304 -3.0780846 3
## 305 -2.7986491 3
## 306 -2.5012904 2
## 307 -2.1025619 10
## 308 -2.6713911 4
## 309 -2.2856796 1
## 310 -2.0261927 1
## 311 -1.8708170 3
## 312 -2.0251621 5
## 313 -1.7801425 2
## 314 -3.2185684 2
## 315 -2.7841122 2
## 316 -2.3157648 3
## 317 -2.4704431 4
## 318 -1.7901594 1
## 319 -1.5372177 1
## 320 -1.6470792 1
## 321 -3.3439224 1
## 322 -1.3726282 1
## 323 -1.2682025 2
## 324 -1.5758901 1
## 325 -1.3254272 4
## 326 -1.6757270 3
## 327 -2.0279627 1
## 328 -2.0870497 5
## 329 -1.3920306 1
## 330 -2.0051323 1
## 331 -1.5233027 2
## 332 -1.8578121 6
## 333 -1.4558417 3
## 334 -1.5329054 3
## 335 -1.7905983 6
## 336 -2.0941516 1
## 337 -2.5709513 3
## 338 -2.1799024 3
## 339 -1.6452340 1
## 340 -2.0304459 4
## 341 -1.9882397 3
## 342 -1.7212994 5
## 343 -2.7133030 1
## 344 -2.2076197 3
## 345 -1.5305657 1
## 346 -2.6532224 1
## 347 -3.1817766 1
## 348 -2.4691156 2
## 349 -3.4827129 7
## 350 -3.1289504 5
## 351 -2.7949807 4
## 352 -2.8304943 1
## 353 -2.7925358 2
## 354 -2.1844205 1
## 355 -1.9615538 1
## 356 -2.9833890 3
## 357 -2.0592878 1
## 358 -2.5736883 3
## 359 -1.9818510 1
## 360 -2.1144569 1
## 361 -2.7359605 2
## 362 -2.7175421 1
## 363 -2.3757818 1coffee<- read.csv("C:/Users/Hina/Desktop/coffee.csv")
library(ggplot2)
library(plotly)## Warning: package 'plotly' was built under R version 4.3.3##
## Attaching package: 'plotly'
##
## The following object is masked from 'package:ggplot2':
##
## last_plot
##
## The following object is masked from 'package:stats':
##
## filter
##
## The following object is masked from 'package:graphics':
##
## layoutIncluding Plots
## Warning: Continuous x aesthetic
## ℹ did you forget `aes(group = ...)`?## Warning: Continuous x aesthetic
## ℹ did you forget `aes(group = ...)`?
## `geom_smooth()` using formula = 'y ~ x'
Note that the echo = FALSE parameter was added to the
code chunk to prevent printing of the R code that generated the
plot.