W9 VDE
019_RADITHYA MAHAPUTRA
2025-04-24
Data Squirrel
Load data :
squirrels_url <- paste0("https://raw.githubusercontent.com/rfordatascience/tidytuesday/", "master/data/2019/2019-10-29/nyc_squirrels.csv")
squirrels <- read.csv(squirrels_url)
dim(squirrels)## [1] 3023 36#mohon maaf bu untuk package tidyverse nya tidak bisa ke update bu, ada bug di software R nya
library(tidyverse)## Warning: package 'tidyverse' was built under R version 4.4.3## Warning: package 'ggplot2' was built under R version 4.4.3## Warning: package 'tibble' was built under R version 4.4.3## Warning: package 'tidyr' was built under R version 4.4.3## Warning: package 'readr' was built under R version 4.4.3## Warning: package 'purrr' was built under R version 4.4.3## Warning: package 'dplyr' was built under R version 4.4.3## Warning: package 'stringr' was built under R version 4.4.3## Warning: package 'forcats' was built under R version 4.4.3## Warning: package 'lubridate' was built under R version 4.4.3## ── 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 1.9.4 ✔ tidyr 1.3.1
## ✔ purrr 1.0.4
## ── 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 errorssquirrels%>%
select(lat_long,
primary_fur_color,
location) %>%
filter(primary_fur_color == "Cinnamon") %>%
drop_na(location)## lat_long primary_fur_color location
## 1 POINT (-73.9768311751004 40.76671780725581) Cinnamon Above Ground
## 2 POINT (-73.9768603630674 40.7702795904962) Cinnamon Ground Plane
## 3 POINT (-73.9649866016038 40.7764929694457) Cinnamon Ground Plane
## 4 POINT (-73.9670628558161 40.77349914209411) Cinnamon Ground Plane
## 5 POINT (-73.9662438996681 40.7890381809441) Cinnamon Ground Plane
## 6 POINT (-73.9745630038492 40.7692602628745) Cinnamon Ground Plane
## 7 POINT (-73.968381325559 40.7780143443779) Cinnamon Ground Plane
## 8 POINT (-73.9610705592868 40.7914829661051) Cinnamon Ground Plane
## 9 POINT (-73.9617088749928 40.7944585082367) Cinnamon Ground Plane
## 10 POINT (-73.9541453465817 40.79821622237641) Cinnamon Ground Plane
## 11 POINT (-73.9683608295976 40.7842927405327) Cinnamon Ground Plane
## 12 POINT (-73.9511118711108 40.7950813345902) Cinnamon Ground Plane
## 13 POINT (-73.9651601541795 40.7761841788025) Cinnamon Ground Plane
## 14 POINT (-73.97686527856641 40.7684838168207) Cinnamon Ground Plane
## 15 POINT (-73.9763430829342 40.7686351097159) Cinnamon Above Ground
## 16 POINT (-73.9714789136757 40.7694886645194) Cinnamon Ground Plane
## 17 POINT (-73.969058856545 40.7766356226979) Cinnamon Ground Plane
## 18 POINT (-73.963846339804 40.7834051716226) Cinnamon Above Ground
## 19 POINT (-73.9570528770427 40.7990973804149) Cinnamon Above Ground
## 20 POINT (-73.9764839973068 40.7691725326976) Cinnamon Ground Plane
## 21 POINT (-73.9771614686616 40.7709677983247) Cinnamon Above Ground
## 22 POINT (-73.9679538163341 40.7837103696906) Cinnamon Ground Plane
## 23 POINT (-73.9772576561244 40.7679895093963) Cinnamon Ground Plane
## 24 POINT (-73.9712327308512 40.7748702909218) Cinnamon Ground Plane
## 25 POINT (-73.9520592496349 40.7975076299811) Cinnamon Above Ground
## 26 POINT (-73.9568343093228 40.7949401350882) Cinnamon Ground Plane
## 27 POINT (-73.97331176635412 40.7694584620114) Cinnamon Ground Plane
## 28 POINT (-73.9786339295735 40.7684918638639) Cinnamon Ground Plane
## 29 POINT (-73.9762246600197 40.775164077652) Cinnamon Ground Plane
## 30 POINT (-73.9800669115792 40.7676825134384) Cinnamon Above Ground
## 31 POINT (-73.97679812430802 40.7741316574113) Cinnamon Above Ground
## 32 POINT (-73.9773317054464 40.76840359967581) Cinnamon Ground Plane
## 33 POINT (-73.9552861155228 40.788973931872) Cinnamon Above Ground
## 34 POINT (-73.9771069181511 40.7670538214988) Cinnamon Ground Plane
## 35 POINT (-73.9754742295091 40.7696998327247) Cinnamon Ground Plane
## 36 POINT (-73.968107276769 40.7768612676036) Cinnamon Above Ground
## 37 POINT (-73.9560679864426 40.7947887062326) Cinnamon Ground Plane
## 38 POINT (-73.957342596188 40.7944359654227) Cinnamon Ground Plane
## 39 POINT (-73.97623482246482 40.7694522315322) Cinnamon Ground Plane
## 40 POINT (-73.9750283794865 40.7724101927821) Cinnamon Ground Plane
## 41 POINT (-73.9659034359706 40.77975166888441) Cinnamon Above Ground
## 42 POINT (-73.9684376038582 40.7824275067237) Cinnamon Ground Plane
## 43 POINT (-73.9689657039917 40.7767834276767) Cinnamon Ground Plane
## 44 POINT (-73.9635658786416 40.77772917779011) Cinnamon Ground Plane
## 45 POINT (-73.9752000129992 40.7732918122239) Cinnamon Ground Plane
## 46 POINT (-73.9698817079185 40.7758322627711) Cinnamon Ground Plane
## 47 POINT (-73.9757001944781 40.769499790547) Cinnamon Above Ground
## 48 POINT (-73.968045072743 40.7836626717225) Cinnamon Above Ground
## 49 POINT (-73.9802376131034 40.7680707516627) Cinnamon Ground Plane
## 50 POINT (-73.9690416961886 40.7716618670996) Cinnamon Ground Plane
## 51 POINT (-73.9763433202401 40.7738473490681) Cinnamon Above Ground
## 52 POINT (-73.9786603147149 40.7671937837017) Cinnamon Ground Plane
## 53 POINT (-73.9785675798034 40.7672992405289) Cinnamon Ground Plane
## 54 POINT (-73.9756754297747 40.7738518843446) Cinnamon Ground Plane
## 55 POINT (-73.9756557086441 40.773296289824) Cinnamon Ground Plane
## 56 POINT (-73.9757787135906 40.7737231427345) Cinnamon Ground Plane
## 57 POINT (-73.9752793195744 40.7733960128931) Cinnamon Ground Plane
## 58 POINT (-73.9648195433192 40.7796399955868) Cinnamon Ground Plane
## 59 POINT (-73.9664450399121 40.7887844904695) Cinnamon Ground Plane
## 60 POINT (-73.95812430217221 40.794431473386) Cinnamon Ground Plane
## 61 POINT (-73.9701481200298 40.7751110354034) Cinnamon Ground Plane
## 62 POINT (-73.9677423154682 40.77288133502451) Cinnamon Ground Plane
## 63 POINT (-73.978426472499 40.771904101844) Cinnamon Ground Plane
## 64 POINT (-73.9776854797916 40.7683102295663) Cinnamon Ground Plane
## 65 POINT (-73.9801007327506 40.7677455633932) Cinnamon Ground Plane
## 66 POINT (-73.9649611089685 40.7814371834837) Cinnamon Above Ground
## 67 POINT (-73.9714289592392 40.7750670702093) Cinnamon Above Ground
## 68 POINT (-73.9768357173861 40.7683813358343) Cinnamon Ground Plane
## 69 POINT (-73.952526164386 40.7963759240504) Cinnamon Above Ground
## 70 POINT (-73.9650499507011 40.7908191782173) Cinnamon Above Ground
## 71 POINT (-73.9756810453606 40.7756257458036) Cinnamon Ground Plane
## 72 POINT (-73.9625416200877 40.78113023979121) Cinnamon Above Ground
## 73 POINT (-73.9792153893146 40.7688272492961) Cinnamon Ground Plane
## 74 POINT (-73.9646597452128 40.7827698220703) Cinnamon Above Ground
## 75 POINT (-73.9785133301426 40.7718260288338) Cinnamon Ground Plane
## 76 POINT (-73.9808202088503 40.7682921842325) Cinnamon Above Ground
## 77 POINT (-73.9540908513075 40.794201225045) Cinnamon Ground Plane
## 78 POINT (-73.9655905300923 40.7752614638023) Cinnamon Above Ground
## 79 POINT (-73.97642353733221 40.770606513989) Cinnamon Ground Plane
## 80 POINT (-73.9757536187319 40.7755119810678) Cinnamon Ground Plane
## 81 POINT (-73.9785536529136 40.771618450500206) Cinnamon Ground Plane
## 82 POINT (-73.9801661903932 40.7697950141751) Cinnamon Ground Plane
## 83 POINT (-73.9638298997554 40.7825966332367) Cinnamon Ground Plane
## 84 POINT (-73.9624538733037 40.7883829851518) Cinnamon Above Ground
## 85 POINT (-73.9799155966086 40.7698034314993) Cinnamon Ground Plane
## 86 POINT (-73.9691057326088 40.7765973509721) Cinnamon Ground Plane
## 87 POINT (-73.9658181813014 40.7798160637561) Cinnamon Ground Plane
## 88 POINT (-73.9685080639873 40.77453097941551) Cinnamon Above Ground
## 89 POINT (-73.9504693544225 40.797225436004) Cinnamon Ground Plane
## 90 POINT (-73.9772026572674 40.7691598773017) Cinnamon Ground Plane
## 91 POINT (-73.9654397484763 40.7798863522904) Cinnamon Ground Plane
## 92 POINT (-73.9671640520938 40.7772236833816) Cinnamon Ground Plane
## 93 POINT (-73.9756603846107 40.7672531319384) Cinnamon Ground Plane
## 94 POINT (-73.9675472064204 40.7835947167436) Cinnamon Above Ground
## 95 POINT (-73.9687476703117 40.7742856696093) Cinnamon Above Ground
## 96 POINT (-73.9675023138703 40.7872554700995) Cinnamon Above Ground
## 97 POINT (-73.9529413156461 40.7920963446605) Cinnamon Ground Plane
## 98 POINT (-73.9682144039334 40.7773070675393) Cinnamon Ground Plane
## 99 POINT (-73.9706851546184 40.7780777016038) Cinnamon Above Ground
## 100 POINT (-73.9758959798289 40.7694125671679) Cinnamon Ground Plane
## 101 POINT (-73.9642379942652 40.7774792520738) Cinnamon Above Ground
## 102 POINT (-73.9642288873015 40.7820439983567) Cinnamon Ground Plane
## 103 POINT (-73.9609704650925 40.7938786854735) Cinnamon Above Ground
## 104 POINT (-73.9764016030666 40.7689894344251) Cinnamon Ground Plane
## 105 POINT (-73.9799311173259 40.7685576997559) Cinnamon Ground Plane
## 106 POINT (-73.9675198230918 40.778631094685) Cinnamon Above Ground
## 107 POINT (-73.9734687538064 40.7694308959222) Cinnamon Ground Plane
## 108 POINT (-73.9757216124349 40.7754310239649) Cinnamon Ground Plane
## 109 POINT (-73.9763116425885 40.7688839576487) Cinnamon Ground Plane
## 110 POINT (-73.967042958599 40.7784370719371) Cinnamon Ground Plane
## 111 POINT (-73.9785948413883 40.7718908026758) Cinnamon Ground Plane
## 112 POINT (-73.9706323458769 40.771319603426505) Cinnamon Ground Plane
## 113 POINT (-73.9761447791484 40.7690147873986) Cinnamon Ground Plane
## 114 POINT (-73.9654093844049 40.7806896368469) Cinnamon Ground Plane
## 115 POINT (-73.9658443548822 40.7796704898979) Cinnamon Ground Plane
## 116 POINT (-73.9623922773932 40.7814944428327) Cinnamon Ground Plane
## 117 POINT (-73.96839940647311 40.7710765500799) Cinnamon Ground Plane
## 118 POINT (-73.9689781843873 40.7709333833783) Cinnamon Ground Plane
## 119 POINT (-73.978392591149 40.7668993398193) Cinnamon Ground Plane
## 120 POINT (-73.9676424599715 40.7777766106807) Cinnamon Ground Plane
## 121 POINT (-73.9649827807341 40.7817322832767) Cinnamon Ground Plane
## 122 POINT (-73.9790896775237 40.7688048644871) Cinnamon Ground Plane
## 123 POINT (-73.9801985977846 40.7680159511705) Cinnamon Ground Plane
## 124 POINT (-73.9645547556826 40.776877007081) Cinnamon Above Ground
## 125 POINT (-73.9686296217893 40.771812308875) Cinnamon Above Ground
## 126 POINT (-73.9552035011902 40.7889851896334) Cinnamon Above Ground
## 127 POINT (-73.9553163829551 40.7988610926249) Cinnamon Ground Plane
## 128 POINT (-73.9563311167069 40.7950901563337) Cinnamon Ground Plane
## 129 POINT (-73.9593374341938 40.797258337802) Cinnamon Ground Plane
## 130 POINT (-73.9562642076935 40.7983338763074) Cinnamon Ground Plane
## 131 POINT (-73.9811078442462 40.767515940567) Cinnamon Ground Plane
## 132 POINT (-73.9695305996721 40.7745386896959) Cinnamon Ground Plane
## 133 POINT (-73.9640534906634 40.7777383899836) Cinnamon Ground Plane
## 134 POINT (-73.9541837143178 40.7944340477396) Cinnamon Ground Plane
## 135 POINT (-73.9680855277775 40.7769251965381) Cinnamon Above Ground
## 136 POINT (-73.9770985425092 40.7665926744505) Cinnamon Ground Plane
## 137 POINT (-73.9604954276129 40.7965682182001) Cinnamon Ground Plane
## 138 POINT (-73.9541500874008 40.7920329989756) Cinnamon Above Ground
## 139 POINT (-73.9693465383617 40.7744996336934) Cinnamon Ground Plane
## 140 POINT (-73.9645060433292 40.7768322057794) Cinnamon Ground Plane
## 141 POINT (-73.9776445567926 40.768119107973) Cinnamon Ground Plane
## 142 POINT (-73.9744906832678 40.76999487467761) Cinnamon Ground Plane
## 143 POINT (-73.9798390387307 40.7700761090896) Cinnamon Ground Plane
## 144 POINT (-73.9667474482967 40.7760643720793) Cinnamon Above Ground
## 145 POINT (-73.9594357049738 40.7840678890949) Cinnamon Above Ground
## 146 POINT (-73.9615817859213 40.79458396638451) Cinnamon Ground Plane
## 147 POINT (-73.9765805609072 40.7692807820935) Cinnamon Ground Plane
## 148 POINT (-73.9611446263364 40.7911003407299) Cinnamon Above Ground
## 149 POINT (-73.9794367096274 40.7672720598482) Cinnamon Ground Plane
## 150 POINT (-73.964572179093 40.7811208719018) Cinnamon Ground Plane
## 151 POINT (-73.9763894759543 40.7705523372364) Cinnamon Ground Plane
## 152 POINT (-73.9689504114652 40.7766770153764) Cinnamon Above Ground
## 153 POINT (-73.9807898224726 40.768215817511) Cinnamon Ground Plane
## 154 POINT (-73.9793334416378 40.7674142089209) Cinnamon Ground Plane
## 155 POINT (-73.9762187733662 40.7739282973004) Cinnamon Ground Plane
## 156 POINT (-73.9756993198381 40.7681956641913) Cinnamon Ground Plane
## 157 POINT (-73.9761792189352 40.7745745517215) Cinnamon Ground Plane
## 158 POINT (-73.9728895595977 40.7699378332299) Cinnamon Ground Plane
## 159 POINT (-73.9796409671481 40.7679049871186) Cinnamon Ground Plane
## 160 POINT (-73.97684509717 40.7709430375069) Cinnamon Above Ground
## 161 POINT (-73.9790822606486 40.7714466633386) Cinnamon Above Ground
## 162 POINT (-73.9722281263634 40.7704083288013) Cinnamon Ground Plane
## 163 POINT (-73.9543044385367 40.798449857133804) Cinnamon Ground Plane
## 164 POINT (-73.9527227282134 40.7935061484064) Cinnamon Above Ground
## 165 POINT (-73.9811585807616 40.768706748732) Cinnamon Ground Plane
## 166 POINT (-73.9709897849823 40.768627964006) Cinnamon Ground Plane
## 167 POINT (-73.967762162893 40.7823359027165) Cinnamon Ground Plane
## 168 POINT (-73.9702541471417 40.7698584231797) Cinnamon Ground Plane
## 169 POINT (-73.97980051887042 40.7691868791734) Cinnamon Ground Plane
## 170 POINT (-73.9795728289645 40.7678669804787) Cinnamon Ground Plane
## 171 POINT (-73.974451175321 40.7701294635264) Cinnamon Ground Plane
## 172 POINT (-73.9763236949008 40.7686815615335) Cinnamon Above Ground
## 173 POINT (-73.9724681269526 40.7743474675821) Cinnamon Ground Plane
## 174 POINT (-73.9668140804066 40.7768100147333) Cinnamon Ground Plane
## 175 POINT (-73.9604089940153 40.7910028063138) Cinnamon Ground Plane
## 176 POINT (-73.9694169352433 40.7744408293858) Cinnamon Ground Plane
## 177 POINT (-73.957134662576 40.7872395604122) Cinnamon Ground Plane
## 178 POINT (-73.9610985171525 40.7913867116989) Cinnamon Above Ground
## 179 POINT (-73.9636476467218 40.7775556986702) Cinnamon Ground Plane
## 180 POINT (-73.9765269282059 40.7746876635248) Cinnamon Ground Plane
## 181 POINT (-73.972112497276 40.7702759037428) Cinnamon Ground Plane
## 182 POINT (-73.9702717260829 40.768951107763) Cinnamon Ground Plane
## 183 POINT (-73.9796470494747 40.7678370925485) Cinnamon Ground Plane
## 184 POINT (-73.9611274898661 40.7915250069086) Cinnamon Ground Plane
## 185 POINT (-73.9787608762005 40.7686062296462) Cinnamon Above Ground
## 186 POINT (-73.95488263914 40.7959474571251) Cinnamon Above Ground
## 187 POINT (-73.9594676326588 40.7984457363388) Cinnamon Ground Plane
## 188 POINT (-73.9678561384348 40.7782877397822) Cinnamon Ground Plane
## 189 POINT (-73.9757313481982 40.7754704051391) Cinnamon Ground Plane
## 190 POINT (-73.9673924060436 40.7788781851716) Cinnamon Ground Plane
## 191 POINT (-73.9721279808683 40.7661158663901) Cinnamon Ground Plane
## 192 POINT (-73.9772810073685 40.7693577540392) Cinnamon Ground Plane
## 193 POINT (-73.9697744662785 40.7755950428973) Cinnamon Ground Plane
## 194 POINT (-73.9807078515193 40.7683335292642) Cinnamon Ground Plane
## 195 POINT (-73.9733461334967 40.7684314285151) Cinnamon Ground Plane
## 196 POINT (-73.9662409997642 40.7891042935432) Cinnamon Ground Plane
## 197 POINT (-73.9746128451271 40.7700957046709) Cinnamon Ground Plane
## 198 POINT (-73.9713906492842 40.7750061310143) Cinnamon Ground Plane
## 199 POINT (-73.9785114291288 40.7719779589449) Cinnamon Ground Plane
## 200 POINT (-73.968200390984 40.7837095769482) Cinnamon Ground Plane
## 201 POINT (-73.9587072763996 40.7850256219415) Cinnamon Above Ground
## 202 POINT (-73.96423978295472 40.7918992406575) Cinnamon Ground Plane
## 203 POINT (-73.9540197079615 40.798039260983) Cinnamon Above Ground
## 204 POINT (-73.965390623703 40.7807731363782) Cinnamon Ground Plane
## 205 POINT (-73.9544278270221 40.7987827316512) Cinnamon Ground Plane
## 206 POINT (-73.9690362384597 40.7767162824413) Cinnamon Ground Plane
## 207 POINT (-73.9752029513644 40.7671734667361) Cinnamon Ground Plane
## 208 POINT (-73.9527196716568 40.792363826828) Cinnamon Above Ground
## 209 POINT (-73.9701408623121 40.7695511718541) Cinnamon Ground Plane
## 210 POINT (-73.9564632239432 40.7904807427954) Cinnamon Above Ground
## 211 POINT (-73.9762494239719 40.7750175306716) Cinnamon Ground Plane
## 212 POINT (-73.9498421746221 40.7969397424182) Cinnamon Above Ground
## 213 POINT (-73.9638167248251 40.77764856793541) Cinnamon Above Ground
## 214 POINT (-73.9790889008147 40.7676402781925) Cinnamon Ground Plane
## 215 POINT (-73.9801899519657 40.7695777009264) Cinnamon Ground Plane
## 216 POINT (-73.9797425262459 40.7679120246352) Cinnamon Ground Plane
## 217 POINT (-73.9657480066074 40.7753465489231) Cinnamon Ground Plane
## 218 POINT (-73.9639700434449 40.7775003050028) Cinnamon Ground Plane
## 219 POINT (-73.9577758125518 40.799384716477) Cinnamon Ground Plane
## 220 POINT (-73.9756825338299 40.7755542506699) Cinnamon Ground Plane
## 221 POINT (-73.9768286349595 40.7687012827059) Cinnamon Ground Plane
## 222 POINT (-73.9690540696008 40.7766014124609) Cinnamon Ground Plane
## 223 POINT (-73.951965247933 40.7938167628067) Cinnamon Ground Plane
## 224 POINT (-73.978844141973 40.7696046074378) Cinnamon Above Ground
## 225 POINT (-73.9698870647042 40.7826510985538) Cinnamon Ground Plane
## 226 POINT (-73.9710187505339 40.7797265666746) Cinnamon Ground Plane
## 227 POINT (-73.9775099290913 40.7697609063137) Cinnamon Ground Plane
## 228 POINT (-73.9693159934697 40.7831212338295) Cinnamon Above Ground
## 229 POINT (-73.9685940262068 40.776932102013) Cinnamon Ground Plane
## 230 POINT (-73.9653311136561 40.78019349034301) Cinnamon Ground Plane
## 231 POINT (-73.9791826197108 40.768577844752) Cinnamon Ground Plane
## 232 POINT (-73.9748367344424 40.7693513000034) Cinnamon Above Ground
## 233 POINT (-73.9679319758284 40.7821154802399) Cinnamon Ground Plane
## 234 POINT (-73.9749641575871 40.7673305056277) Cinnamon Above Ground
## 235 POINT (-73.97720701222511 40.7694343352509) Cinnamon Ground Plane
## 236 POINT (-73.9693504617353 40.7830678709405) Cinnamon Above Ground
## 237 POINT (-73.9616972557304 40.7953872829374) Cinnamon Ground Plane
## 238 POINT (-73.9540151828782 40.7920066170587) Cinnamon Above Ground
## 239 POINT (-73.9747175419546 40.7692820030878) Cinnamon Ground Plane
## 240 POINT (-73.953664715831 40.7981256393159) Cinnamon Ground Plane
## 241 POINT (-73.9750911996499 40.7722445210179) Cinnamon Ground Plane
## 242 POINT (-73.9729979174723 40.7742904356698) Cinnamon Ground Plane
## 243 POINT (-73.9521655419974 40.7948785497717) Cinnamon Ground Plane
## 244 POINT (-73.9755259087781 40.7707256124181) Cinnamon Above Ground
## 245 POINT (-73.9684834138222 40.7724289120211) Cinnamon Ground Plane
## 246 POINT (-73.9524364087437 40.792846505434) Cinnamon Above Ground
## 247 POINT (-73.9639505810228 40.789573183584) Cinnamon Above Ground
## 248 POINT (-73.9766541879006 40.7674077265375) Cinnamon Above Ground
## 249 POINT (-73.9622752768962 40.7814921913101) Cinnamon Above Ground
## 250 POINT (-73.9749251267433 40.7679111971294) Cinnamon Ground Plane
## 251 POINT (-73.9500167570283 40.7966185836685) Cinnamon Ground Plane
## 252 POINT (-73.9643223016635 40.781431908715) Cinnamon Ground Plane
## 253 POINT (-73.9771552326199 40.7706917595308) Cinnamon Ground Plane
## 254 POINT (-73.95757980040841 40.795701403549) Cinnamon Ground Plane
## 255 POINT (-73.9636234953334 40.7775138547689) Cinnamon Ground Plane
## 256 POINT (-73.9675718059539 40.7786049141486) Cinnamon Above Ground
## 257 POINT (-73.9685612289881 40.7778488829217) Cinnamon Ground Plane
## 258 POINT (-73.9651541395415 40.7798283208748) Cinnamon Above Ground
## 259 POINT (-73.9791536183194 40.7672705931866) Cinnamon Ground Plane
## 260 POINT (-73.9686925781295 40.7705688673142) Cinnamon Ground Plane
## 261 POINT (-73.97971223228342 40.7678347587435) Cinnamon Above Ground
## 262 POINT (-73.9650387848001 40.7814134438394) Cinnamon Ground Plane
## 263 POINT (-73.9794371709817 40.768387910254) Cinnamon Ground Plane
## 264 POINT (-73.9686370726471 40.7780382348833) Cinnamon Above Ground
## 265 POINT (-73.9684092812839 40.7711445841928) Cinnamon Ground Plane
## 266 POINT (-73.9694938608335 40.7745700102115) Cinnamon Ground Plane
## 267 POINT (-73.9657040391563 40.7755567428199) Cinnamon Above Ground
## 268 POINT (-73.960898739757 40.7961393097144) Cinnamon Above Ground
## 269 POINT (-73.9594986107981 40.7840083040604) Cinnamon Above Ground
## 270 POINT (-73.9694382427984 40.7846350692923) Cinnamon Ground Plane
## 271 POINT (-73.9734741818047 40.766328451425) Cinnamon Ground Plane
## 272 POINT (-73.9575258627966 40.787715550749) Cinnamon Ground Plane
## 273 POINT (-73.9509628195532 40.7977775674178) Cinnamon Above Ground
## 274 POINT (-73.9774228454023 40.7686399839016) Cinnamon Ground Plane
## 275 POINT (-73.9537703231359 40.7915959393814) Cinnamon Above Ground
## 276 POINT (-73.9642967875857 40.7815652353937) Cinnamon Ground Plane
## 277 POINT (-73.9590191655172 40.7926139425111) Cinnamon Ground Plane
## 278 POINT (-73.9698044218476 40.7697007833531) Cinnamon Ground Plane
## 279 POINT (-73.964539031099 40.7809916310012) Cinnamon Ground Plane
## 280 POINT (-73.9767143644151 40.7684756941321) Cinnamon Above Ground
## 281 POINT (-73.9691520826028 40.7717104037783) Cinnamon Ground Plane
## 282 POINT (-73.9756894776708 40.7681638218212) Cinnamon Ground Plane
## 283 POINT (-73.9789251806378 40.7699558513225) Cinnamon Above Ground
## 284 POINT (-73.966824257293 40.7753405377869) Cinnamon Ground Plane
## 285 POINT (-73.9767369686171 40.7735074437085) Cinnamon Ground Plane
## 286 POINT (-73.9724618533895 40.7745021602455) Cinnamon Ground Plane
## 287 POINT (-73.9786310308892 40.7669349368183) Cinnamon Ground Plane
## 288 POINT (-73.9681671864047 40.7753770538635) Cinnamon Ground Plane
## 289 POINT (-73.9808517324721 40.7683154647217) Cinnamon Above Ground
## 290 POINT (-73.972010921173 40.7701626919216) Cinnamon Ground Plane
## 291 POINT (-73.9665309689616 40.7775271020244) Cinnamon Ground Plane
## 292 POINT (-73.9686907918759 40.7839462261858) Cinnamon Ground Plane
## 293 POINT (-73.9775865217038 40.7704928300008) Cinnamon Ground Plane
## 294 POINT (-73.9756105226696 40.7696531972655) Cinnamon Ground Plane
## 295 POINT (-73.9565151662506 40.7946647987447) Cinnamon Ground Plane
## 296 POINT (-73.9577297187155 40.799225295679) Cinnamon Above Ground
## 297 POINT (-73.9605347462123 40.7942075448387) Cinnamon Ground Plane
## 298 POINT (-73.9768544488742 40.7680069500977) Cinnamon Ground Plane
## 299 POINT (-73.9691318044969 40.7709801974696) Cinnamon Ground Plane
## 300 POINT (-73.9674931070324 40.7783693690954) Cinnamon Above Ground
## 301 POINT (-73.9596083366477 40.7949526729608) Cinnamon Ground Plane
## 302 POINT (-73.9595222999173 40.7833202577782) Cinnamon Above Ground
## 303 POINT (-73.9726920847792 40.7794117463889) Cinnamon Ground Plane
## 304 POINT (-73.9801619956135 40.7678576697542) Cinnamon Ground Plane
## 305 POINT (-73.954767265558 40.7973243644491) Cinnamon Ground Plane
## 306 POINT (-73.974382557804 40.7674812627373) Cinnamon Above Ground
## 307 POINT (-73.9550131837533 40.7958617258176) Cinnamon Ground Plane
## 308 POINT (-73.9762974698771 40.7740076116964) Cinnamon Ground Plane
## 309 POINT (-73.95744422055 40.7961046528557) Cinnamon Ground Plane
## 310 POINT (-73.9649823687651 40.7763395359636) Cinnamon Above Ground
## 311 POINT (-73.976869549792 40.7706982454723) Cinnamon Above Ground
## 312 POINT (-73.9619016393127 40.7925160126921) Cinnamon Ground Plane
## 313 POINT (-73.9781033448468 40.7666724066213) Cinnamon Ground Plane
## 314 POINT (-73.9743393747021 40.7676346798325) Cinnamon Ground Plane
## 315 POINT (-73.9694805745522 40.7743556902843) Cinnamon Above Ground
## 316 POINT (-73.9701505245419 40.768998364571004) Cinnamon Above Ground
## 317 POINT (-73.9755459090534 40.7680866624003) Cinnamon Ground Plane
## 318 POINT (-73.978199543688 40.7695660563362) Cinnamon Ground Plane
## 319 POINT (-73.9769693140651 40.7684390015166) Cinnamon Above Ground
## 320 POINT (-73.9789971286844 40.7707024146365) Cinnamon Ground Plane
## 321 POINT (-73.96926766598071 40.7700678919108) Cinnamon Above Ground
## 322 POINT (-73.979636950073 40.7677999753976) Cinnamon Ground Plane
## 323 POINT (-73.9522677657659 40.7934034811368) Cinnamon Ground Plane
## 324 POINT (-73.9711673006524 40.7747979614577) Cinnamon Ground Plane
## 325 POINT (-73.9771800098131 40.7708863131336) Cinnamon Ground Plane
## 326 POINT (-73.9700264128414 40.7692014637698) Cinnamon Ground Plane
## 327 POINT (-73.9772239251936 40.7731716665766) Cinnamon Above Ground
## 328 POINT (-73.954499539822 40.7949716693686) Cinnamon Ground Plane
## 329 POINT (-73.9743369068254 40.7675726965985) Cinnamon Ground Plane
## 330 POINT (-73.9614599022015 40.7945181285991) Cinnamon Ground Plane
## 331 POINT (-73.9771009024581 40.7688793288864) Cinnamon Ground Plane
## 332 POINT (-73.9501457233643 40.797094356558) Cinnamon Ground Plane
## 333 POINT (-73.9658867660358 40.7756523577509) Cinnamon Ground Plane
## 334 POINT (-73.974596903918 40.7765498215674) Cinnamon Ground Plane
## 335 POINT (-73.9694185786221 40.7787189999566) Cinnamon Ground Plane
## 336 POINT (-73.9768096953647 40.7708185213129) Cinnamon Ground Plane
## 337 POINT (-73.9628041577934 40.78841801560551) Cinnamon Above Ground
## 338 POINT (-73.97296259363 40.7652601851275) Cinnamon Above Ground
## 339 POINT (-73.9561432836863 40.7982665347234) Cinnamon Ground Plane
## 340 POINT (-73.97206993774601 40.7659402627832) Cinnamon Ground Plane
## 341 POINT (-73.9681090824978 40.7838275830328) Cinnamon Ground Plane
## 342 POINT (-73.9671419119456 40.7758602486862) Cinnamon Ground Plane
## 343 POINT (-73.9689204258063 40.7712540588951) Cinnamon Ground Plane
## 344 POINT (-73.9692660977515 40.7830532310766) Cinnamon Ground Plane
## 345 POINT (-73.9767835160078 40.7674030330482) Cinnamon Above Ground
## 346 POINT (-73.9647845655965 40.7816573808695) Cinnamon Ground Plane
## 347 POINT (-73.9712187890707 40.7750640173134) Cinnamon Ground Plane
## 348 POINT (-73.9682627382073 40.7730766743452) Cinnamon Ground Plane
## 349 POINT (-73.9697665830132 40.7759094917104) Cinnamon Ground Plane
## 350 POINT (-73.9533101544112 40.7938634280159) Cinnamon Ground Plane
## 351 POINT (-73.9711120079542 40.7760801911766) Cinnamon Ground Plane
## 352 POINT (-73.9772691210241 40.7690960712994) Cinnamon Ground Plane
## 353 POINT (-73.9507699667119 40.795516603955505) Cinnamon Ground Plane
## 354 POINT (-73.969720780557 40.7741105688757) Cinnamon Ground Plane
## 355 POINT (-73.956581233786 40.79021276908371) Cinnamon Ground Plane
## 356 POINT (-73.9729265300533 40.7741768291642) Cinnamon Ground Plane
## 357 POINT (-73.9636482556874 40.7775831570186) Cinnamon Ground Plane
## 358 POINT (-73.9747873899653 40.7731945258327) Cinnamon Ground Plane
## 359 POINT (-73.9689554458632 40.7778593393957) Cinnamon Ground Plane
## 360 POINT (-73.9631005470369 40.7885494057193) Cinnamon Ground Plane
## 361 POINT (-73.9632164738341 40.7921270121312) Cinnamon Above Ground
## 362 POINT (-73.9621297946132 40.7944058222814) Cinnamon Above Ground
## 363 POINT (-73.9734630412566 40.7653097139415) Cinnamon Ground Plane
## 364 POINT (-73.9768563402344 40.7744487310786) Cinnamon Ground Plane
## 365 POINT (-73.9650120066074 40.78059328824071) Cinnamon Above Ground
## 366 POINT (-73.97033289562 40.7701079697795) Cinnamon Ground Plane
## 367 POINT (-73.9690266660317 40.7853134751509) Cinnamon Ground Plane
## 368 POINT (-73.962534856258 40.7812134517411) Cinnamon Ground Plane
## 369 POINT (-73.974515099169 40.770065079988605) Cinnamon Ground Plane
## 370 POINT (-73.9763719445827 40.7689551413337) Cinnamon Ground Plane
## 371 POINT (-73.9711666523376 40.7761513057034) Cinnamon Ground Plane
## 372 POINT (-73.9767389132988 40.7689323691424) Cinnamon Above Ground
## 373 POINT (-73.9639801411692 40.7778921302618) Cinnamon Ground Plane
## 374 POINT (-73.9724083320538 40.7744163768061) Cinnamon Ground Plane
## 375 POINT (-73.9756533763813 40.7733537881363) Cinnamon Ground Plane
## 376 POINT (-73.9643538221947 40.7917565604735) Cinnamon Ground Plane
## 377 POINT (-73.9746063250438 40.7687654196811) Cinnamon Ground Plane
## 378 POINT (-73.9752079247419 40.7755376979002) Cinnamon Ground Plane
## 379 POINT (-73.9698663926657 40.773999710413) Cinnamon Ground Plane
## 380 POINT (-73.9528482858163 40.7922056218325) Cinnamon Ground Plane
## 381 POINT (-73.9645437409662 40.7811599933331) Cinnamon Ground Plane
## 382 POINT (-73.9754794191553 40.7696404489025) Cinnamon Ground Planelibrary(dplyr)
data(mtcars)
glimpse(mtcars)## Rows: 32
## Columns: 11
## $ mpg <dbl> 21.0, 21.0, 22.8, 21.4, 18.7, 18.1, 14.3, 24.4, 22.8, 19.2, 17.8,…
## $ cyl <dbl> 6, 6, 4, 6, 8, 6, 8, 4, 4, 6, 6, 8, 8, 8, 8, 8, 8, 4, 4, 4, 4, 8,…
## $ disp <dbl> 160.0, 160.0, 108.0, 258.0, 360.0, 225.0, 360.0, 146.7, 140.8, 16…
## $ hp <dbl> 110, 110, 93, 110, 175, 105, 245, 62, 95, 123, 123, 180, 180, 180…
## $ drat <dbl> 3.90, 3.90, 3.85, 3.08, 3.15, 2.76, 3.21, 3.69, 3.92, 3.92, 3.92,…
## $ wt <dbl> 2.620, 2.875, 2.320, 3.215, 3.440, 3.460, 3.570, 3.190, 3.150, 3.…
## $ qsec <dbl> 16.46, 17.02, 18.61, 19.44, 17.02, 20.22, 15.84, 20.00, 22.90, 18…
## $ vs <dbl> 0, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0,…
## $ am <dbl> 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0,…
## $ gear <dbl> 4, 4, 4, 3, 3, 3, 3, 4, 4, 4, 4, 3, 3, 3, 3, 3, 3, 4, 4, 4, 3, 3,…
## $ carb <dbl> 4, 4, 1, 1, 2, 1, 4, 2, 2, 4, 4, 3, 3, 3, 4, 4, 4, 1, 2, 1, 1, 2,…summary(mtcars)## mpg cyl disp hp
## Min. :10.40 Min. :4.000 Min. : 71.1 Min. : 52.0
## 1st Qu.:15.43 1st Qu.:4.000 1st Qu.:120.8 1st Qu.: 96.5
## Median :19.20 Median :6.000 Median :196.3 Median :123.0
## Mean :20.09 Mean :6.188 Mean :230.7 Mean :146.7
## 3rd Qu.:22.80 3rd Qu.:8.000 3rd Qu.:326.0 3rd Qu.:180.0
## Max. :33.90 Max. :8.000 Max. :472.0 Max. :335.0
## drat wt qsec vs
## Min. :2.760 Min. :1.513 Min. :14.50 Min. :0.0000
## 1st Qu.:3.080 1st Qu.:2.581 1st Qu.:16.89 1st Qu.:0.0000
## Median :3.695 Median :3.325 Median :17.71 Median :0.0000
## Mean :3.597 Mean :3.217 Mean :17.85 Mean :0.4375
## 3rd Qu.:3.920 3rd Qu.:3.610 3rd Qu.:18.90 3rd Qu.:1.0000
## Max. :4.930 Max. :5.424 Max. :22.90 Max. :1.0000
## am gear carb
## Min. :0.0000 Min. :3.000 Min. :1.000
## 1st Qu.:0.0000 1st Qu.:3.000 1st Qu.:2.000
## Median :0.0000 Median :4.000 Median :2.000
## Mean :0.4062 Mean :3.688 Mean :2.812
## 3rd Qu.:1.0000 3rd Qu.:4.000 3rd Qu.:4.000
## Max. :1.0000 Max. :5.000 Max. :8.000mtcars2 = within(mtcars, {
vs = factor(vs,labels = c("V","S"))
am = factor (am,labels = c("automatic","manual"))
cyl = ordered(cyl)
gear = ordered(gear)
carb = ordered(carb)
})
mtcars2 %>%
filter (am=="automatic")## mpg cyl disp hp drat wt qsec vs am gear carb
## Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 S automatic 3 1
## Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 V automatic 3 2
## Valiant 18.1 6 225.0 105 2.76 3.460 20.22 S automatic 3 1
## Duster 360 14.3 8 360.0 245 3.21 3.570 15.84 V automatic 3 4
## Merc 240D 24.4 4 146.7 62 3.69 3.190 20.00 S automatic 4 2
## Merc 230 22.8 4 140.8 95 3.92 3.150 22.90 S automatic 4 2
## Merc 280 19.2 6 167.6 123 3.92 3.440 18.30 S automatic 4 4
## Merc 280C 17.8 6 167.6 123 3.92 3.440 18.90 S automatic 4 4
## Merc 450SE 16.4 8 275.8 180 3.07 4.070 17.40 V automatic 3 3
## Merc 450SL 17.3 8 275.8 180 3.07 3.730 17.60 V automatic 3 3
## Merc 450SLC 15.2 8 275.8 180 3.07 3.780 18.00 V automatic 3 3
## Cadillac Fleetwood 10.4 8 472.0 205 2.93 5.250 17.98 V automatic 3 4
## Lincoln Continental 10.4 8 460.0 215 3.00 5.424 17.82 V automatic 3 4
## Chrysler Imperial 14.7 8 440.0 230 3.23 5.345 17.42 V automatic 3 4
## Toyota Corona 21.5 4 120.1 97 3.70 2.465 20.01 S automatic 3 1
## Dodge Challenger 15.5 8 318.0 150 2.76 3.520 16.87 V automatic 3 2
## AMC Javelin 15.2 8 304.0 150 3.15 3.435 17.30 V automatic 3 2
## Camaro Z28 13.3 8 350.0 245 3.73 3.840 15.41 V automatic 3 4
## Pontiac Firebird 19.2 8 400.0 175 3.08 3.845 17.05 V automatic 3 2summary(mtcars2)## mpg cyl disp hp drat
## Min. :10.40 4:11 Min. : 71.1 Min. : 52.0 Min. :2.760
## 1st Qu.:15.43 6: 7 1st Qu.:120.8 1st Qu.: 96.5 1st Qu.:3.080
## Median :19.20 8:14 Median :196.3 Median :123.0 Median :3.695
## Mean :20.09 Mean :230.7 Mean :146.7 Mean :3.597
## 3rd Qu.:22.80 3rd Qu.:326.0 3rd Qu.:180.0 3rd Qu.:3.920
## Max. :33.90 Max. :472.0 Max. :335.0 Max. :4.930
## wt qsec vs am gear carb
## Min. :1.513 Min. :14.50 V:18 automatic:19 3:15 1: 7
## 1st Qu.:2.581 1st Qu.:16.89 S:14 manual :13 4:12 2:10
## Median :3.325 Median :17.71 5: 5 3: 3
## Mean :3.217 Mean :17.85 4:10
## 3rd Qu.:3.610 3rd Qu.:18.90 6: 1
## Max. :5.424 Max. :22.90 8: 1mtcars2 %>%
filter(cyl == 4)%>%
arrange(wt)## mpg cyl disp hp drat wt qsec vs am gear carb
## Lotus Europa 30.4 4 95.1 113 3.77 1.513 16.90 S manual 5 2
## Honda Civic 30.4 4 75.7 52 4.93 1.615 18.52 S manual 4 2
## Toyota Corolla 33.9 4 71.1 65 4.22 1.835 19.90 S manual 4 1
## Fiat X1-9 27.3 4 79.0 66 4.08 1.935 18.90 S manual 4 1
## Porsche 914-2 26.0 4 120.3 91 4.43 2.140 16.70 V manual 5 2
## Fiat 128 32.4 4 78.7 66 4.08 2.200 19.47 S manual 4 1
## Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 S manual 4 1
## Toyota Corona 21.5 4 120.1 97 3.70 2.465 20.01 S automatic 3 1
## Volvo 142E 21.4 4 121.0 109 4.11 2.780 18.60 S manual 4 2
## Merc 230 22.8 4 140.8 95 3.92 3.150 22.90 S automatic 4 2
## Merc 240D 24.4 4 146.7 62 3.69 3.190 20.00 S automatic 4 2mtcars2 %>%
filter(mpg > 20) %>%
arrange(hp)%>%
head()## mpg cyl disp hp drat wt qsec vs am gear carb
## Honda Civic 30.4 4 75.7 52 4.93 1.615 18.52 S manual 4 2
## Merc 240D 24.4 4 146.7 62 3.69 3.190 20.00 S automatic 4 2
## Toyota Corolla 33.9 4 71.1 65 4.22 1.835 19.90 S manual 4 1
## Fiat 128 32.4 4 78.7 66 4.08 2.200 19.47 S manual 4 1
## Fiat X1-9 27.3 4 79.0 66 4.08 1.935 18.90 S manual 4 1
## Porsche 914-2 26.0 4 120.3 91 4.43 2.140 16.70 V manual 5 2mtcars2 %>%
filter(between(mpg, 15, 25))## mpg cyl disp hp drat wt qsec vs am gear carb
## Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 V manual 4 4
## Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 V manual 4 4
## Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 S manual 4 1
## Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 S automatic 3 1
## Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 V automatic 3 2
## Valiant 18.1 6 225.0 105 2.76 3.460 20.22 S automatic 3 1
## Merc 240D 24.4 4 146.7 62 3.69 3.190 20.00 S automatic 4 2
## Merc 230 22.8 4 140.8 95 3.92 3.150 22.90 S automatic 4 2
## Merc 280 19.2 6 167.6 123 3.92 3.440 18.30 S automatic 4 4
## Merc 280C 17.8 6 167.6 123 3.92 3.440 18.90 S automatic 4 4
## Merc 450SE 16.4 8 275.8 180 3.07 4.070 17.40 V automatic 3 3
## Merc 450SL 17.3 8 275.8 180 3.07 3.730 17.60 V automatic 3 3
## Merc 450SLC 15.2 8 275.8 180 3.07 3.780 18.00 V automatic 3 3
## Toyota Corona 21.5 4 120.1 97 3.70 2.465 20.01 S automatic 3 1
## Dodge Challenger 15.5 8 318.0 150 2.76 3.520 16.87 V automatic 3 2
## AMC Javelin 15.2 8 304.0 150 3.15 3.435 17.30 V automatic 3 2
## Pontiac Firebird 19.2 8 400.0 175 3.08 3.845 17.05 V automatic 3 2
## Ford Pantera L 15.8 8 351.0 264 4.22 3.170 14.50 V manual 5 4
## Ferrari Dino 19.7 6 145.0 175 3.62 2.770 15.50 V manual 5 6
## Maserati Bora 15.0 8 301.0 335 3.54 3.570 14.60 V manual 5 8
## Volvo 142E 21.4 4 121.0 109 4.11 2.780 18.60 S manual 4 2mtcars2 %>%
select(cyl,wt,am)## cyl wt am
## Mazda RX4 6 2.620 manual
## Mazda RX4 Wag 6 2.875 manual
## Datsun 710 4 2.320 manual
## Hornet 4 Drive 6 3.215 automatic
## Hornet Sportabout 8 3.440 automatic
## Valiant 6 3.460 automatic
## Duster 360 8 3.570 automatic
## Merc 240D 4 3.190 automatic
## Merc 230 4 3.150 automatic
## Merc 280 6 3.440 automatic
## Merc 280C 6 3.440 automatic
## Merc 450SE 8 4.070 automatic
## Merc 450SL 8 3.730 automatic
## Merc 450SLC 8 3.780 automatic
## Cadillac Fleetwood 8 5.250 automatic
## Lincoln Continental 8 5.424 automatic
## Chrysler Imperial 8 5.345 automatic
## Fiat 128 4 2.200 manual
## Honda Civic 4 1.615 manual
## Toyota Corolla 4 1.835 manual
## Toyota Corona 4 2.465 automatic
## Dodge Challenger 8 3.520 automatic
## AMC Javelin 8 3.435 automatic
## Camaro Z28 8 3.840 automatic
## Pontiac Firebird 8 3.845 automatic
## Fiat X1-9 4 1.935 manual
## Porsche 914-2 4 2.140 manual
## Lotus Europa 4 1.513 manual
## Ford Pantera L 8 3.170 manual
## Ferrari Dino 6 2.770 manual
## Maserati Bora 8 3.570 manual
## Volvo 142E 4 2.780 manualmtcars2 %>%
select(where(is.character))## data frame with 0 columns and 32 rowsmtcars2 %>%
select(where(is.factor))## cyl vs am gear carb
## Mazda RX4 6 V manual 4 4
## Mazda RX4 Wag 6 V manual 4 4
## Datsun 710 4 S manual 4 1
## Hornet 4 Drive 6 S automatic 3 1
## Hornet Sportabout 8 V automatic 3 2
## Valiant 6 S automatic 3 1
## Duster 360 8 V automatic 3 4
## Merc 240D 4 S automatic 4 2
## Merc 230 4 S automatic 4 2
## Merc 280 6 S automatic 4 4
## Merc 280C 6 S automatic 4 4
## Merc 450SE 8 V automatic 3 3
## Merc 450SL 8 V automatic 3 3
## Merc 450SLC 8 V automatic 3 3
## Cadillac Fleetwood 8 V automatic 3 4
## Lincoln Continental 8 V automatic 3 4
## Chrysler Imperial 8 V automatic 3 4
## Fiat 128 4 S manual 4 1
## Honda Civic 4 S manual 4 2
## Toyota Corolla 4 S manual 4 1
## Toyota Corona 4 S automatic 3 1
## Dodge Challenger 8 V automatic 3 2
## AMC Javelin 8 V automatic 3 2
## Camaro Z28 8 V automatic 3 4
## Pontiac Firebird 8 V automatic 3 2
## Fiat X1-9 4 S manual 4 1
## Porsche 914-2 4 V manual 5 2
## Lotus Europa 4 S manual 5 2
## Ford Pantera L 8 V manual 5 4
## Ferrari Dino 6 V manual 5 6
## Maserati Bora 8 V manual 5 8
## Volvo 142E 4 S manual 4 2mtcars2 %>%
select(where(is.numeric))## mpg disp hp drat wt qsec
## Mazda RX4 21.0 160.0 110 3.90 2.620 16.46
## Mazda RX4 Wag 21.0 160.0 110 3.90 2.875 17.02
## Datsun 710 22.8 108.0 93 3.85 2.320 18.61
## Hornet 4 Drive 21.4 258.0 110 3.08 3.215 19.44
## Hornet Sportabout 18.7 360.0 175 3.15 3.440 17.02
## Valiant 18.1 225.0 105 2.76 3.460 20.22
## Duster 360 14.3 360.0 245 3.21 3.570 15.84
## Merc 240D 24.4 146.7 62 3.69 3.190 20.00
## Merc 230 22.8 140.8 95 3.92 3.150 22.90
## Merc 280 19.2 167.6 123 3.92 3.440 18.30
## Merc 280C 17.8 167.6 123 3.92 3.440 18.90
## Merc 450SE 16.4 275.8 180 3.07 4.070 17.40
## Merc 450SL 17.3 275.8 180 3.07 3.730 17.60
## Merc 450SLC 15.2 275.8 180 3.07 3.780 18.00
## Cadillac Fleetwood 10.4 472.0 205 2.93 5.250 17.98
## Lincoln Continental 10.4 460.0 215 3.00 5.424 17.82
## Chrysler Imperial 14.7 440.0 230 3.23 5.345 17.42
## Fiat 128 32.4 78.7 66 4.08 2.200 19.47
## Honda Civic 30.4 75.7 52 4.93 1.615 18.52
## Toyota Corolla 33.9 71.1 65 4.22 1.835 19.90
## Toyota Corona 21.5 120.1 97 3.70 2.465 20.01
## Dodge Challenger 15.5 318.0 150 2.76 3.520 16.87
## AMC Javelin 15.2 304.0 150 3.15 3.435 17.30
## Camaro Z28 13.3 350.0 245 3.73 3.840 15.41
## Pontiac Firebird 19.2 400.0 175 3.08 3.845 17.05
## Fiat X1-9 27.3 79.0 66 4.08 1.935 18.90
## Porsche 914-2 26.0 120.3 91 4.43 2.140 16.70
## Lotus Europa 30.4 95.1 113 3.77 1.513 16.90
## Ford Pantera L 15.8 351.0 264 4.22 3.170 14.50
## Ferrari Dino 19.7 145.0 175 3.62 2.770 15.50
## Maserati Bora 15.0 301.0 335 3.54 3.570 14.60
## Volvo 142E 21.4 121.0 109 4.11 2.780 18.60mtcars2 %>%
mutate(weight_kg = wt*1000*0.45)%>%
select(everything())## mpg cyl disp hp drat wt qsec vs am gear carb
## Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 V manual 4 4
## Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 V manual 4 4
## Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 S manual 4 1
## Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 S automatic 3 1
## Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 V automatic 3 2
## Valiant 18.1 6 225.0 105 2.76 3.460 20.22 S automatic 3 1
## Duster 360 14.3 8 360.0 245 3.21 3.570 15.84 V automatic 3 4
## Merc 240D 24.4 4 146.7 62 3.69 3.190 20.00 S automatic 4 2
## Merc 230 22.8 4 140.8 95 3.92 3.150 22.90 S automatic 4 2
## Merc 280 19.2 6 167.6 123 3.92 3.440 18.30 S automatic 4 4
## Merc 280C 17.8 6 167.6 123 3.92 3.440 18.90 S automatic 4 4
## Merc 450SE 16.4 8 275.8 180 3.07 4.070 17.40 V automatic 3 3
## Merc 450SL 17.3 8 275.8 180 3.07 3.730 17.60 V automatic 3 3
## Merc 450SLC 15.2 8 275.8 180 3.07 3.780 18.00 V automatic 3 3
## Cadillac Fleetwood 10.4 8 472.0 205 2.93 5.250 17.98 V automatic 3 4
## Lincoln Continental 10.4 8 460.0 215 3.00 5.424 17.82 V automatic 3 4
## Chrysler Imperial 14.7 8 440.0 230 3.23 5.345 17.42 V automatic 3 4
## Fiat 128 32.4 4 78.7 66 4.08 2.200 19.47 S manual 4 1
## Honda Civic 30.4 4 75.7 52 4.93 1.615 18.52 S manual 4 2
## Toyota Corolla 33.9 4 71.1 65 4.22 1.835 19.90 S manual 4 1
## Toyota Corona 21.5 4 120.1 97 3.70 2.465 20.01 S automatic 3 1
## Dodge Challenger 15.5 8 318.0 150 2.76 3.520 16.87 V automatic 3 2
## AMC Javelin 15.2 8 304.0 150 3.15 3.435 17.30 V automatic 3 2
## Camaro Z28 13.3 8 350.0 245 3.73 3.840 15.41 V automatic 3 4
## Pontiac Firebird 19.2 8 400.0 175 3.08 3.845 17.05 V automatic 3 2
## Fiat X1-9 27.3 4 79.0 66 4.08 1.935 18.90 S manual 4 1
## Porsche 914-2 26.0 4 120.3 91 4.43 2.140 16.70 V manual 5 2
## Lotus Europa 30.4 4 95.1 113 3.77 1.513 16.90 S manual 5 2
## Ford Pantera L 15.8 8 351.0 264 4.22 3.170 14.50 V manual 5 4
## Ferrari Dino 19.7 6 145.0 175 3.62 2.770 15.50 V manual 5 6
## Maserati Bora 15.0 8 301.0 335 3.54 3.570 14.60 V manual 5 8
## Volvo 142E 21.4 4 121.0 109 4.11 2.780 18.60 S manual 4 2
## weight_kg
## Mazda RX4 1179.00
## Mazda RX4 Wag 1293.75
## Datsun 710 1044.00
## Hornet 4 Drive 1446.75
## Hornet Sportabout 1548.00
## Valiant 1557.00
## Duster 360 1606.50
## Merc 240D 1435.50
## Merc 230 1417.50
## Merc 280 1548.00
## Merc 280C 1548.00
## Merc 450SE 1831.50
## Merc 450SL 1678.50
## Merc 450SLC 1701.00
## Cadillac Fleetwood 2362.50
## Lincoln Continental 2440.80
## Chrysler Imperial 2405.25
## Fiat 128 990.00
## Honda Civic 726.75
## Toyota Corolla 825.75
## Toyota Corona 1109.25
## Dodge Challenger 1584.00
## AMC Javelin 1545.75
## Camaro Z28 1728.00
## Pontiac Firebird 1730.25
## Fiat X1-9 870.75
## Porsche 914-2 963.00
## Lotus Europa 680.85
## Ford Pantera L 1426.50
## Ferrari Dino 1246.50
## Maserati Bora 1606.50
## Volvo 142E 1251.00mtcars2 %>%
summarise(avg_weight = mean(wt))## avg_weight
## 1 3.21725mtcars2 %>%
summarise(avg_weight = mean(wt, na.rm = TRUE))## avg_weight
## 1 3.21725mtcars2 %>%
group_by(cyl)%>%
summarise(avg_weight = mean(wt))## # A tibble: 3 × 2
## cyl avg_weight
## <ord> <dbl>
## 1 4 2.29
## 2 6 3.12
## 3 8 4.00ggplot(data = mtcars, aes(x =wt, y = mpg)) + geom_point()+
labs(title = "Hubungan Berat Mobil dengan Efisiensi Bahan Bakar", x = "Berat(1000 lbs)", y = "Miles per Gallon")
ggplot(data = mtcars, aes(x =wt, y = mpg, color =factor(cyl))) + geom_point() + labs(title = "berat vs efisiensi bahan bakar berdasarkan silinder", x = "berat (1000 lbs)", y = "miles per gallon", color = "jumlah silinder")
ggplot(data = mtcars, aes(x = wt, y = mpg, color = factor(cyl)))+
geom_point()+
geom_smooth(method = "lm", se = FALSE, color ="blue") +
labs(title = "berat vs efisiensi bahan bakar dengan garis regresi", color = "jumlah silinder", x = "berat(1000 lbs)",y = "miles per gallon")## `geom_smooth()` using formula = 'y ~ x'
mtcars_summary = mtcars %>%
group_by(cyl)%>%
summarise(count=n())
ggplot(data = mtcars_summary, aes(x = factor(cyl), y = count)) +
geom_bar(stat = "identity", fill = "steelblue") +
labs(
title = "Distribusi mobil berdasarkan jumlah silinder",
x = "Jumlah Silinder",
y = "Jumlah Mobil"
)
ggplot(data = mtcars, aes(x=wt,y = mpg))+
geom_point()+
facet_wrap(~cyl) +
labs(title = "berat vs efisiensi bb per jumlah silinder", x = "berat(1000 lbs)", y = "miles per galon")
ggplot(data = mtcars, aes(x = wt,y=mpg))+
geom_point()+
labs(title="scatter plot berat vs mpg")