Add your Name and the Date

The first thing you need to do in this file is to add your name and date in the lines underneath this document’s title.

Identify and Set Your Working Directory

You need to identify and set your working directory in this section.

#Installing and Loading Packages and Data Set You need to install and load the packages and data set you’ll use for the lab assignment in this section.

library("dplyr")
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library("tidyverse")
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ forcats   1.0.0     ✔ readr     2.1.5
## ✔ ggplot2   3.5.1     ✔ stringr   1.5.1
## ✔ lubridate 1.9.3     ✔ tibble    3.2.1
## ✔ purrr     1.0.2     ✔ tidyr     1.3.1
## ── 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 errors
library("openxlsx")
library("forcats")
library("corrr")
library("janitor")
## 
## Attaching package: 'janitor'
## 
## The following objects are masked from 'package:stats':
## 
##     chisq.test, fisher.test

Creating Dichotomous Variables

You need to create three dichotomous variables based on existing variables in the data set in this section. The first should be named “Prefers.Brisket” and should take on a value of “1” if a respondent identified beef brisket as their preferred type of BBQ meat and a value of “0” if they did not. The second should be named “Prefers.Fries” and should take on a value of “1” if a respondent identified french fries as their preferred side dish and a value of “0” if they did not. The third should be named “Longer.Distances” and should take on a value of “1” if a respondent is willing to drive longer than average for good BBQ and and value of “0” if they are not.

BivariateRelationshipsData <- read.xlsx("BivariateRelationshipsData.xlsx")

Relationships between Two Continuous and Most Discrete and Ordinal Variables

You need to produce a pair of basic scatterplots and analyze a pair of bivariate correlations in this section.

names(BivariateRelationshipsData)
##  [1] "Observation"        "Sex"                "Age"               
##  [4] "Hometown"           "Favorite.Meat"      "Favorite.Sauce"    
##  [7] "Sweetness"          "Favorite.Side"      "Restaurant.City"   
## [10] "Restaurant.Name"    "Minutes.Driving"    "Sandwich.Price"    
## [13] "Dinner.Plate.Price" "Ribs.Price"

Scatterplots

You need to produce two basic scatterplots in this subsection. The first should be between variables that identify respondents’ preferred level of sweetness of BBQ sauce and how much they are willing to pay for a plate of pulled pork. When making this scatterplot, let’s assume you are interested in whether a respondent’s sauce preference influences how much they will pay for a plate of pulled pork. The second scatterplot should be between variables that identify how much respondents are willing to pay for a plate of ribs and how far they are willing to drive for good BBQ. When making this scatterplot, let’s assume you are interested in whether how much respondents are willing to pay for a plate of ribs influences how far they are willing to drive for good BBQ.

ggplot(BivariateRelationshipsData,                                 
       aes(x = Sweetness, 
           y = Sandwich.Price)) + 
    geom_point()    

ggplot(BivariateRelationshipsData,                                 
       aes(x = Ribs.Price, 
           y = Minutes.Driving)) + 
    geom_point()

Correlations

You need to estimate two bivariate correlations in this subsection. The first should be between variables that identify respondents’ preferred level of sweetness of BBQ sauce and how much they are willing to pay for a plate of pulled pork. The second correlation should be between variables that identify how much respondents are willing to pay for a plate of ribs and how far they are willing to drive for good BBQ.

 BivariateRelationshipsData %>%           #data set
  select(Ribs.Price,Minutes.Driving)%>%   #variables of interest
  correlate()              
## Correlation computed with
## • Method: 'pearson'
## • Missing treated using: 'pairwise.complete.obs'
## # A tibble: 2 × 3
##   term            Ribs.Price Minutes.Driving
##   <chr>                <dbl>           <dbl>
## 1 Ribs.Price          NA               0.180
## 2 Minutes.Driving      0.180          NA

Relationships between a Continuous Variable and a Dichotomous Variable

You need to produce a pair of scatterplots appropriate for visualizing the relationship between a continuous and a dichotomous variable and conduct a pair of difference-of-means or t-tests in this section.

Scatterplots

You need to produce two appropriate scatterplots for visualizing the relationship between a continuous and a dichotomous variable in this subsection. The first should be between variables that identify respondents whose favorite type of BBQ is beef brisket and respondents’ preferred level of sauce sweetness. The second scatterplot should be between variables that identify respondents’ age and whether or not french fries are their favorite type of side dish for BBQ. Both scatterplots should plot the continuous variable along the y-axis and the dichotomous variable along the x-axis.

 BivariateRelationshipsData %>%                            
  mutate(Beef.Brisket=NA) %>%                                
  mutate(Beef.Brisket=replace(Beef.Brisket, Favorite.Meat==3, 1)) %>% 
  mutate(Beef.Brisket=replace(Beef.Brisket, Favorite.Meat != 3, 0)) -> BivariateRelationshipsData                                    
ggplot(BivariateRelationshipsData,                                
       aes(x=as.factor(Beef.Brisket),                   
           y=Sweetness)) + 
    geom_point(position = "jitter")    

BivariateRelationshipsData %>%                            
  mutate(Fries=NA) %>%                                
  mutate(Fries=replace(Fries, Favorite.Side==6, 1)) %>% 
  mutate(Fries=replace(Fries, Favorite.Side != 6, 0)) -> BivariateRelationshipsData

{r} ggplot(BivariateRelationshipsData,
aes(x=as.factor(Fries),
y=Age)) + geom_point(position = “jitter”)


## Difference-of-Means Tests

You need to estimate two difference-of-means tests using the same two pairs of a continuous variable and a dichotomous variable as you did above in this subsection.  You should again assume that you are interested in explaining variation in the continuous variable as a function of the dichotomous variable.

``` r
t.test(Sweetness ~ Beef.Brisket, data = BivariateRelationshipsData)
## 
##  Welch Two Sample t-test
## 
## data:  Sweetness by Beef.Brisket
## t = -1.0205, df = 112.37, p-value = 0.3097
## alternative hypothesis: true difference in means between group 0 and group 1 is not equal to 0
## 95 percent confidence interval:
##  -0.3630392  0.1161945
## sample estimates:
## mean in group 0 mean in group 1 
##        2.918831        3.042254
t.test(Age ~ Fries, data = BivariateRelationshipsData)
## 
##  Welch Two Sample t-test
## 
## data:  Age by Fries
## t = 6.222, df = 255.45, p-value = 1.998e-09
## alternative hypothesis: true difference in means between group 0 and group 1 is not equal to 0
## 95 percent confidence interval:
##  4.188636 8.067923
## sample estimates:
## mean in group 0 mean in group 1 
##        27.43131        21.30303


# Relationships between Two Dichotomous Variables

You need to produce a pair of contingency tables and conduct a pair of $\chi^{2}$-tests in this section.

## Contingency Tables
You need to produce two contingency tables in this subsection.  The first should be between the variables that identify whether a respondent is willing to drive a relatively long way for good BBQ and whether they prefer beef brisket over all other types of BBQ meat.  The second contingency table should be between the variables that identify whether a respondent is willing to drive a relatively long way for good BBQ and whether  or not they prefer french fries over other side dishes. 
BivariateRelationshipsData %>%                            
  mutate(Long.Way=NA) %>%                                
  mutate(Long.Way=replace(Long.Way, Age > mean(Minutes.Driving), 1)) %>% 
  mutate(Long.Way=replace(Long.Way, Age <= mean(Minutes.Driving), 0)) -> BivariateRelationshipsData
BivariateRelationshipsData %>%         
  tabyl(Beef.Brisket, Long.Way) %>%  
  adorn_title()   
##               Long.Way   
##  Beef.Brisket        0  1
##             0      258 50
##             1       60 11
BivariateRelationshipsData %>%         
  tabyl(Fries, Long.Way) %>%  
  adorn_title()
##        Long.Way   
##  Fries        0  1
##      0      254 59
##      1       64  2
BivariateRelationshipsData %>%  
  mutate(Fries.Label=NA)  %>% 
  mutate(Fries.Label=replace(Fries.Label,Fries==1,"Favorite Side")) %>%
  mutate(Fries.Label=replace(Fries.Label,Fries==0,"Not Favorite Side")) 
##     Observation Sex Age Hometown Favorite.Meat Favorite.Sauce Sweetness
## 1             2   2  18        2             2              7         4
## 2             3   1  20        7             2              4         3
## 3             5   1  22        1             4              1         3
## 4             6   1  44        7             5              6         3
## 5             7   2  22        2             2              1         3
## 6             8   2  20        2             5              2         3
## 7             9   2  21        1             1              1         2
## 8            10   2  21        4             1              6         4
## 9            11   1  21        2             1              1         3
## 10           12   1  25        1             5              4         4
## 11           13   2  43        7             5              3         3
## 12           14   2  22        2             4              1         2
## 13           16   1  46        1             1              1         1
## 14           17   1  23        1             4              2         5
## 15           20   2  17        2             5              4         1
## 16           21   2  52        7             2              2         3
## 17           22   1  21        2             5              1         2
## 18           23   2  54        2             5              4         3
## 19           24   1  38        7             2              3         3
## 20           25   2  21        2             1              1         4
## 21           26   1  27        1             1              1         2
## 22           27   2  54        5             1              1         3
## 23           28   2  27        1             1              1         3
## 24           30   2  32        1             1              1         2
## 25           31   1  58        1             1              1         2
## 26           32   2  19        1             1              1         1
## 27           33   1  54        1             4              1         2
## 28           34   1  30        3             1              1         3
## 29           47   1  17        2             5              6         1
## 30           48   1  21        1             3              2         4
## 31           49   1  23        1             3              2         5
## 32           50   2  22        1             3              2         3
## 33           51   2  21        1             3              7         2
## 34           52   1  20        1             5              7         4
## 35           53   2  19        1             1              4         3
## 36           57   2  18        1             5              2         3
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## 47           71   2  43        7             2              6         3
## 48           72   2  21        3             2              1         3
## 49           73   2  25        2             1              1         2
## 50           74   2  28        2             1              4         5
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## 308         501   1  21        2             5              1         4
## 309         502   2  20        7             3              4         4
## 310         503   1  22        1             3              1         3
## 311         505   2  21        6             1              2         3
## 312         506   1  22        3             4              3         4
## 313         508   3  21        2             3              1         2
## 314         512   2  19        3             1              6         3
## 315         513   1  20        1             2              4         3
## 316         518   1  19        7             4              6         3
## 317         519   2  33        2             1              1         2
## 318         520   1  21        3             1              1         3
## 319         521   2  52        7             1              1         2
## 320         522   2  18        1             4              1         3
## 321         523   2  21        1             1              2         3
## 322         524   1  57        7             1              1         2
## 323         526   1  21        7             1              5         4
## 324         532   1  30        7             2              3         4
## 325         534   2  20        1             1              1         3
## 326         535   2  52        7             5              3         3
## 327         536   2  21        2             1              2         2
## 328         537   2  19        2             1              4         3
## 329         547   2  20        2             1              4         3
## 330         548   2  20        2             1              6         3
## 331         550   2  19        2             1              4         2
## 332         554   1  22        1             3              4         3
## 333         555   2  17        2             1              2         3
## 334         570   1  19        1             1              7         4
## 335         571   1  21        2             1              5         2
## 336         572   1  19        2             1              7         2
## 337         573   2  46        1             1              1         2
## 338         575   2  57        7             2              7         4
## 339         576   2  57        7             1              7         3
## 340         579   2  19        1             1              2         3
## 341         580   2  21        5             3              1         2
## 342         581   2  20        1             1              1         1
## 343         582   2  20        2             3              6         2
## 344         583   2  50        5             3              5         3
## 345         584   2  19        7             1              7         4
## 346         586   1  52        5             3              5         3
## 347         588   2  19        5             1              6         3
## 348         589   2  48        5             3              2         3
## 349         590   1  19        7             3              1         3
## 350         592   1  21        2             3              4         4
## 351         593   1  19        3             3              1         3
## 352         594   1  19        2             1              1         3
## 353         596   3  19        4             4              4         3
## 354         598   2  31        1             3              1         2
## 355         599   2  33        2             2              1         4
## 356         600   1  30        1             3              1         2
## 357         601   1  21        1             1              1         1
## 358         602   2  22        2             1              1         1
## 359         603   2  20        7             3              5         4
## 360         605   1  22        1             2              1         1
## 361         606   2  21        2             1              1         2
## 362         607   1  21        1             1              1         4
## 363         608   2  19        1             1              1         3
## 364         609   1  21        1             3              1         4
## 365         610   2  59        7             2              1         4
## 366         611   1  19        1             1              1         2
## 367         612   1  53        1             1              1         1
## 368         627   1  19        1             3              2         4
## 369         628   2  24        1             1              1         1
## 370         629   2  25        1             1              1         4
## 371         630   1  50        7             1              2         3
## 372         635   2  25        1             1              2         3
## 373         636   2  49        7             1              1         2
## 374         638   2  18        7             1              6         4
## 375         639   1  21        7             2              1         3
## 376         640   2  24        7             2              6         3
## 377         641   1  23        7             1              4         3
## 378         642   1  33        7             3              2         4
## 379         646   2  20        2             2              6         3
##     Favorite.Side     Restaurant.City            Restaurant.Name
## 1               4        Lexington NC             Lexington BBQ 
## 2               7       Greensboro NC                Smokey Ribs
## 3               9           Durham NC                   City BBQ
## 4               9     Pigeon Forge TN             Sticky Fingers
## 5               1        Salisbury NC              The Smoke Pit
## 6               6       Charlotte NC                 Sonny's BBQ
## 7               7     Blowing Rock NC                Pedalin Pig
## 8               9           Sumter SC                      Wards
## 9               9           Monroe NC                 Rock Store
## 10              9       Greenville SC                  Lewis BBQ
## 11              1       Greenville SC         Smoke on the Water
## 12              1          Advance NC                     Snooks
## 13              7    Fayetteville NC               Cape Fear BBQ
## 14              6           Monroe NC              The Smoke Pit
## 15              6         Matthews NC                   City BBQ
## 16              3        Stallings NC                 Rock Store
## 17              9        Stallings NC     Stalling Rockstore BBQ
## 18              4           Monroe NC              The Smoke Pit
## 19              9      Indian Land SC                   521 BBQ 
## 20              2      Wake Forest NC             Smithfield BBQ
## 21              3        Louisburg NC                Johnnys bbq
## 22              3           Wilson NC               Parker's BBQ
## 23              4        Lexington NC                 BBQ Center
## 24              4        Louisburg NC                Johnnys BBQ
## 25              3      Wake Forest NC             Smithfield BBQ
## 26              7          Kinston NC                  Kings BBQ
## 27              7          Kinston NC                  Kings BBQ
## 28              4            Boone NC                Pedalin Pig
## 29              6            Boone NC             Smithfield BBQ
## 30              8            Boone NC             Smithfield BBQ
## 31              7        Charlotte NC             Smithfield BBQ
## 32              4        Charlotte NC             Smithfield BBQ
## 33              4          Memphis TN                 Rendezvous
## 34              4            Boone NC                Pedalin Pig
## 35              6            Boone NC                Pedalin Pig
## 36              1            Boone NC                Pedalin Pig
## 37              6            Boone NC                Pedalin Pig
## 38              6        Charlotte NC                Pedalin Pig
## 39              4        Charlotte NC         Midwood Smokehouse
## 40              8     Huntersville NC         Midwood Smokehouse
## 41              2        Charlotte NC        Midwood Smokehouse 
## 42              6          Clemson SC                 Smokin Pig
## 43              6     Huntersville NC         Midwood Smokehouse
## 44              4     Huntersville NC                   City BBQ
## 45              7     Holden Beach NC                 Simply BBQ
## 46              1       Kitty Hawk NC                High Cotton
## 47              8     Huntersville NC         Midwood Smokehouse
## 48              4      Mooresville NC            Lancaster's BBQ
## 49              6        Lexington NC              Lexington BBQ
## 50              4       Lexington NC                Stamey's BBQ
## 51              4     Kernersville NC                Clarks BBQ 
## 52              7        Salisbury NC              The Smoke Pit
## 53              3      Centreville VA              Famous Dave's
## 54              4        Lexington NC                 BBQ Center
## 55              4        Lexington NC                   Speedy's
## 56              4   Winston Salem NC              Camel City BBQ
## 57              6        Lexington NC                 BBQ Center
## 58              4            Boone NC          Willie Brooks BBQ
## 59              4          Raleigh NC                    The Pit
## 60              4          Raleigh NC                   City BBQ
## 61              4   West Jefferson NC         Smoky Mountain BBQ
## 62              2        Charlotte NC             MOA Korean BBQ
## 63              3   West Jefferson NC            Smokey Mountain
## 64              5   West Jefferson NC         Smoky Mountain BBQ
## 65              7         Gastonia NC              The Smoke Pit
## 66              9 Franklin Springs GA                  Bar H BBQ
## 67              1         Gastonia NC              The Smoke Pit
## 68              1    Grand Island NE                 Dickies BBQ
## 69              6        Charlotte NC         Midwood Smokehouse
## 70              4        Swannanoa NC     Okie Dokies Smokehouse
## 71              9        Asheville NC                     Zaxbys
## 72              3        Lexington NC              Lexington BBQ
## 73              2       Charlotte NC                     Midtown
## 74              6     Kernersville NC             Smithfield BBQ
## 75              8        Charlotte NC                   12 Bones
## 76              9        Charlotte NC                    Midtown
## 77              2   Black Mountain NC     Okie Dokies Smokehouse
## 78              6        Manhattan KS                    Cox BBQ
## 79              4            Boone NC                Pedalin Pig
## 80              6      Greensboro NC                Stamey's BBQ
## 81              8       Whiteville NC                  Joe's BBQ
## 82              5        Charlotte NC             Lets Meat KBBQ
## 83              2            Boone NC                Pedalin Pig
## 84              6      Greensboro NC                Stamey's BBQ
## 85              4 Charlottesville VA                 Mission BBQ
## 86              8            Elkin NC                     Rodeo 
## 87              9        Goldsboro NC               Wilbur's BBQ
## 88              4    Winston Salem NC       Little Richard's BBQ
## 89              9           Durham NC                    Q Shack
## 90              8        Goldsboro NC               Wilbur's BBQ
## 91              7          Memphis TN                 Rendezvous
## 92              4          Shelby NC             Red Bridges BBQ
## 93              4    Winston Salem NC       Little Richard's BBQ
## 94              6    Winston Salem NC             Camel City BBQ
## 95              6            Boone NC                Pedalin Pig
## 96              4        Lynchburg VA               County Smoak
## 97              4      Greensboro NC                    Wendy’s 
## 98              6    Winston Salem NC             Camel City BBQ
## 99              6     Fayetteville NC            Texas Roadhouse
## 100             4         New Bern NC                 Moores bbq
## 101             4          Austin TX                  Rudy's BBQ
## 102             2          Memphis TN                Rendezvous 
## 103             8       Wilmington NC          Jackson's Big Oak
## 104             2       Wilmington NC          Jackson's Big Oak
## 105             6       Fort Smith AR        Neumeier's Rib Room
## 106             6    Winston Salem NC             Camel City BBQ
## 107             3        Southport NC       Southport Smokehouse
## 108             4        Lexington NC                 BBQ Center
## 109             6       New York City         Mighty Quinn's BBQ
## 110             3       Hagerstown MD                Mission BBQ
## 111             6   Christiansburg VA                Mission BBQ
## 112             4         Troutman NC                Randy's BBQ
## 113             3            Boone NC             Howard Station
## 114             5        Asheville NC               Luella's BBQ
## 115             4           Shelby NC                Bridges BBQ
## 116             4       Smithfield NC                Redneck BBQ
## 117             1          Durham NC          Lets Eat Soul Food
## 118             9   Black Mountain NC     Okie Dokies Smokehouse
## 119             3       Rutherford NC            JD's Smokehouse
## 120             6        Asheville NC                  Chop Shop
## 121             9     Johnson City TN         Southern Craft BBQ
## 122             4 Connelly Springs NC            JD's Smokehouse
## 123             7          Valdese NC            JD's Smokehouse
## 124             4 North Wilkesboro NC                 Smokehouse
## 125             5          Raleigh NC             Smithfield BBQ
## 126             1        Salisbury NC              The Smoke Pit
## 127             3 North Wilkesboro NC                Smokehouse 
## 128             6 Kill Devil Hills NC               Pigman's BBQ
## 129             6           Manteo NC               Carolina BBQ
## 130             9            Boone NC                Pedalin Pig
## 131             8      Burnsville NC                Pig N’ Grits
## 132             4            Boone NC       Smoking Js BBQ Truck
## 133             1           Benson NC        The Redneck BBQ Lab
## 134             2    Warner Robins GA               Georgia Bobs
## 135             4      Mooresville NC            Lancaster's BBQ
## 136             7        Columbia SC        Maurice's Piggy Park
## 137             3         Columbia SC       Southport Smokehouse
## 138             3           Leland NC             Smithfield BBQ
## 139             9       Jamestown NC                Black Powder
## 140             7          Memphis TN                Commissary 
## 141             5     Blowing Rock NC              Woodlands BBQ
## 142             4          Raleigh NC                   City BBQ
## 143             2            Ayden NC               Skylight Inn
## 144             3        Goldsboro NC               Wilbur's BBQ
## 145             4     Blowing Rock NC              Woodlands BBQ
## 146             3            Tampa FL         The Brisket Shoppe
## 147             4   Winston Salem NC          Prissy Polly's BBQ
## 148             4       High Point NC              Lexington BBQ
## 149             1         Raleigh NC                    City BBQ
## 150             4            Boone NC              Woodlands BBQ
## 151             4        Arapahoe NC                   Meat Week
## 152             6       Greenville NC                    B's BBQ
## 153             6        Lexington NC              Lexington BBQ
## 154             1             Apex NC Scratch Kitchen and Tavern
## 155             9        Asheville NC                 Korean BBQ
## 156             5          Raleigh NC                    Cookout
## 157             6           Odessa TX                  Texas BBQ
## 158             4          Wendell NC               Grillbillies
## 159             1     Fayetteville NC                Mission BBQ
## 160             1            Boone NC                Pedalin Pig
## 161             1           Lenoir NC            JD's Smokehouse
## 162             5           Boone NC                Pedalin Pig 
## 163             4        Asheville NC               Luella's BBQ
## 164             6           Austin TX              Franklins BBQ
## 165             4           Shelby NC                Bridges BBQ
## 166             3         Columbus OH                   City BBQ
## 167             9       Walterboro SC                  Dukes BBQ
## 168             6           Lenoir NC            JD's Smokehouse
## 169             2            Boone NC                Pedalin Pig
## 170             6        Charlotte NC         Midwood Smokehouse
## 171             9         Brevard NC                   Hawg Wild
## 172             3          Concord NC              The Smoke Pit
## 173             4       Greensboro NC               Stamey's BBQ
## 174             2       Greensboro NC              Black Powder 
## 175             9            Boone NC                Pedalin Pig
## 176             4         Havelock NC             Smithfield BBQ
## 177             4       New York city           Pelicana Chicken
## 178             7       High Point NC      High Point Korean BBQ
## 179             1            Boone NC                Pedalin Pig
## 180             4            Boone NC                Pedalin Pig
## 181             3        Asheville NC                   12 Bones
## 182             3    Winston Salem NC       Little Richard's BBQ
## 183             1        Asheville NC               Luella's BBQ
## 184             4     Johnson City TN               Smokey Bones
## 185             3        Lexington NC              Lexington BBQ
## 186             1        Lexington NC              Lexington BBQ
## 187             2            Boone NC              Woodlands BBQ
## 188             6           Shelby NC                  Honey Hog
## 189             7         Atlanta GA                     DAS BBQ
## 190             4           Denver NC             Tex-A-Lina BBQ
## 191             6     Elizabethton TN               Big Dans BBQ
## 192             6    North Augusta SC         The Pot Smoker BBQ
## 193             1          Bristol TN            Delta Blues BBQ
## 194             1         Brevard NC                    Hog Wild
## 195             3       Fort Worth TX                   Riscky's
## 196             6       Mount Airy NC                   12 Bones
## 197             4     Huntersville NC           Mac's Speed Shop
## 198             4     Blowing Rock NC              Woodlands BBQ
## 199             4    Kernersville NC                   66 grill 
## 200             4     Holden Beach NC                Simply BBQ 
## 201             6     Kernersville NC         Prissy Polly's BBQ
## 202             1       Mount Airy NC       Little Richard's BBQ
## 203             9       Mount Airy NC       Little Richard's BBQ
## 204             1   Black Mountain NC                 Phil's BBQ
## 205             4           Shelby NC            Red Bridges BBQ
## 206             1   Black Mountain NC                 Phil's BBQ
## 207             4          Hickory NC               Hannah's BBQ
## 208             4           Lenoir NC            JD's Smokehouse
## 209             4      Mooresville NC            Lancaster's BBQ
## 210             8        Charlotte NC                 Iron Dish 
## 211             4         Gastonia NC              The Smoke Pit
## 212             4           Denver NC             Buffalo Shoals
## 213             6     Taylorsville NC            Apple City BBQ 
## 214             1            Tampa FL                   4 Rivers
## 215             4        Charlotte NC         Midwood Smokehouse
## 216             9       Banner Elk NC                Pedalin Pig
## 217             8           Murphy NC                Rib Country
## 218             4            Tampa FL                    Jazzy's
## 219             4      Gainesville FL                   4 Rivers
## 220             4            Boone NC                Pedalin Pig
## 221             4         Asheboro NC               Henry James 
## 222             1        Lexington NC                 BBQ Center
## 223             1        Jamestown NC               Shake Shack 
## 224             1    Kernersville NC          Prissy Polly's BBQ
## 225             3         Asheboro NC               Henry James 
## 226             4         Asheboro NC               Henry James 
## 227             6           Wilson NC               Parker's BBQ
## 228             4           Wilson NC               Parker's BBQ
## 229             3            Ayden NC               Skylight Inn
## 230             5      Mooresville NC             Big Tinys bbq 
## 231             2        Pensacola FL               Hot Spot BBQ
## 232             7        Cleveland NC              Keaton's BBQ 
## 233             2           Wilson NC               Parker's BBQ
## 234             6       Greenville NC             Sam Jones BBQ 
## 235             5       Goldsboro NC               Causey Grills
## 236             4           Wilson NC               Parker's BBQ
## 237             4        Fairbanks AK            Big Daddies BBQ
## 238             2    Winston Salem NC                     Real Q
## 239             2      Statesville NC               Carolina BBQ
## 240             4         Callahan FL               Callahan BBQ
## 241             1    Winston Salem NC             Camel City BBQ
## 242             5        Charlotte NC           Mac's Speed Shop
## 243             1            Tampa FL                   4 Rivers
## 244             4        Morganton NC  Carolina Smokes BBQ Grill
## 245             6       Rutherford NC            JD's Smokehouse
## 246             2          Valdese NC            JD's Smokehouse
## 247             9            Boone NC                Pedalin Pig
## 248             3            Ayden NC               Skylight Inn
## 249             1           Newark NJ                        Fle
## 250             1       Knightdale NC                  Prime Bbq
## 251             4          Raleigh NC                        PNC
## 252             9         Raleigh NC                Old Time BBQ
## 253             4         Carthage NC                 Pik N' Pig
## 254             4           Durham NC               Lawrence BBQ
## 255             6         Raleigh NC                    City BBQ
## 256             4      Hilton Head SC              One Hot Mamas
## 257             4        Charlotte NC         Midwood Smokehouse
## 258             4           Wilson NC               Parker's BBQ
## 259             6          Hickory NC            Little Pigs BBQ
## 260             4          Raleigh NC                    The Pit
## 261             3          Raleigh NC             Smithfield BBQ
## 262             7       Smithfield NC            Smithfield BBQ 
## 263             6            Dover DE              Tender Bones 
## 264             1         New Bern NC                 Moores BBQ
## 265             6        Lexington NC                   Speedy's
## 266             3       Greensboro NC                   City BBQ
## 267             2     Emerald Isle NC                    Red Oak
## 268             6      Greensboro NC                Stamey's BBQ
## 269             6        Lexington NC                   Speedy's
## 270             1           Austin TX    Valentina’s Tex Max BBQ
## 271             6         Richmond VA             Buzz and Ned's
## 272             2       Asheville NC               Luella's BBQ 
## 273             1       Asheville NC                 Buxton Hall
## 274             4        Asheville NC               Luella's BBQ
## 275             4        Asheville NC               Luella's BBQ
## 276             4            Boone NC                Pedalin Pig
## 277             9   Winston Salem NC        Little Richard's BBQ
## 278             4        Asheville NC                   12 Bones
## 279             7        Asheville NC                       Moes
## 280             7       Asheville NC                Luella's BBQ
## 281             6    Winston Salem NC             Camel City BBQ
## 282             1    Winston Salem NC                  Richard's
## 283             2       Greenville SC                  Lewis BBQ
## 284             3   Pawleys Island SC                 Hog Heaven
## 285             6             Cary NC            Remington Grill
## 286             9       Charleston SC              Home Team BBQ
## 287             8     Blowing Rock NC              Woodlands BBQ
## 288             5           Saluda NC           Green River BBQ 
## 289             6       Lexington NC              Lexington BBQ 
## 290             4        Lexington NC              Lexington BBQ
## 291             1        Salisbury NC                College BBQ
## 292             6        Nashville NC                Bar-B-Cutie
## 293             3        Charlotte NC               Noble Smoke 
## 294             9       Lexington NC               Lexington BBQ
## 295             6         Concord NC               The Smoke Pit
## 296             4       Salisbury NC                  Hendrix's 
## 297             4           Shelby NC                Bridges BBQ
## 298             4           Shelby NC                Bridges BBQ
## 299             1        Charlotte NC                   City BBQ
## 300             4       Lexington NC        Blue Door Smokehouse
## 301             1       Charlotte NC                Ray Nathan's
## 302             7            Boone NC                Pedalin Pig
## 303             3          Belmont NC               Ray Nathan's
## 304             1    Mountain City TN                  Mikes BBQ
## 305             1       Greensboro NC           Mac's Speed Shop
## 306             4        Flat Rock NC     Hubba Hubba Smokehouse
## 307             9        Jamestown NC               Black Powder
## 308             3      China Grove NC                Porky's BBQ
## 309             1           Parker CO              Hickory House
## 310             9            Boone NC                Pedalin Pig
## 311             2       Greensboro NC               Stamey's BBQ
## 312             1       Greensboro NC           Mac's Speed Shop
## 313             4             King NC              Stratford BBQ
## 314             2    Winston Salem NC             Camel City BBQ
## 315             6       Charleston SC               Swig & Swine
## 316             9         St Louis MO            Salt and Smoke 
## 317             1        Southport NC                 Smokehouse
## 318             4        Charlotte NC         Midwood Smokehouse
## 319             3        Lexington SC              Lexington BBQ
## 320             6        Charlotte NC                  Flippolos
## 321             6        Charlotte NC                Bridges BBQ
## 322             7           Shelby NC                Bridges BBQ
## 323             1            Tampa FL                   4 Rivers
## 324             1          Raleigh NC          Shane's Rib Shack
## 325             2            Boone NC               Woodies BBQ 
## 326             1           Peoria IL                      Jim's
## 327             3       Greensboro NC               Stamey's BBQ
## 328             4      Greensboro NC                Stamey's BBQ
## 329             8       Charlotte NC          Midwood Smokehouse
## 330             1             Cary NC              Big Mikes BBQ
## 331             2        Salisbury NC                     Gary’s
## 332             1          Clemson SC                 Smokin Pig
## 333             6        Charlotte NC         Midwood Smokehouse
## 334             4        Lexington NC                Noble Meats
## 335             2         Gastonia NC                Black's BBQ
## 336             9         St Louis MO                     Pappys
## 337             3        Lexington NC              Lexington BBQ
## 338             3             King NC              Stratford BBQ
## 339             3       Mount Airy NC       Little Richard's BBQ
## 340             6           Wilson NC               Parker's BBQ
## 341             4           Austin TX           Interstellar BBQ
## 342             2      Banner Elk NC                 Pedalin Pig
## 343             1        Charlotte NC           Mac's Speed Shop
## 344             9           Austin TX          Interstellar BBQ 
## 345             4          Memphis TN                 Rendezvous
## 346             8       Charlotte NC          Midwood Smokehouse
## 347             5           Austin TX                County Line
## 348             9          Austin TX            Interstellar BBQ
## 349             1            Boone NC                Pedalin Pig
## 350             6        Charlotte NC                Sonny's BBQ
## 351             3      Waynesville NC               Fat Buddies 
## 352             1            Boone NC                Pedalin Pig
## 353             6       Charleston SC              Home Team BBQ
## 354             4        Pittsboro NC               Allen & Sons
## 355             4       Siler City NC            The Broken Spit
## 356             3       Siler City NC               Broken Spit 
## 357             3         Carthage NC                 Pik N' Pig
## 358             7       Whiteville NC                  Joe's BBQ
## 359             1           Parker CO              Hickory House
## 360             3          Kinston NC                  Kings BBQ
## 361             2        Lexington NC              Lexington BBQ
## 362             6          Raleigh NC              Sam Jones BBQ
## 363             4          Raleigh NC                   City BBQ
## 364             5          Kinston NC                  Kings BBQ
## 365             2       Smithfield NC             Smithfield BBQ
## 366             4       Greenville NC                    B's BBQ
## 367             2          Raleigh NC                    The Pit
## 368             6       Wilmington NC          Jackson's Big Oak
## 369             9       Wilmington NC          Jackson's Big Oak
## 370             4          Angier NC            Stephenson's BBQ
## 371             2           Wilson NC               Parker's BBQ
## 372             4       Smithfield NC             Smithfield BBQ
## 373             2       Wilmington NC          Jackson's Big Oak
## 374             6        Charlotte NC        Midwood Smokehouse 
## 375             9        Asheville NC                Daddy Mac’s
## 376             6             Cary NC                  Red Robin
## 377             9          Raleigh NC           Soeul Korean BBQ
## 378             2         Marietta GA          Williams Brothers
## 379             6        Charlotte NC         Midwood Smokehouse
##     Minutes.Driving Sandwich.Price Dinner.Plate.Price Ribs.Price Beef.Brisket
## 1                20             12                 25         25            0
## 2                60             10                 20         25            0
## 3                20             12                 16         18            0
## 4                60             10                 15         18            0
## 5                40             15                 25         35            0
## 6                20             16                 22         22            0
## 7                15             14                 16         22            0
## 8                20             12                 15         19            0
## 9                45             10                 15         25            0
## 10               30             15                 18         25            0
## 11               45             12                 18         24            0
## 12               60             15                 20         20            0
## 13              120             20                 40         30            0
## 14               60             15                 25         25            0
## 15               30             15                 20         30            0
## 16               20             15                 20         25            0
## 17               25             11                 16         20            0
## 18               15              7                 10         14            0
## 19               30             10                 15         18            0
## 20               15             10                 15         20            0
## 21               60             12                 20          1            0
## 22               45              9                 15         20            0
## 23               20             11                 13         15            0
## 24               60             12                 18          1            0
## 25               60              6                 15         20            0
## 26               30             20                 30         20            0
## 27               45             15                 25         10            0
## 28               30             12                 15         20            0
## 29               20              8                 14         15            0
## 30               30              7                 15         15            1
## 31               30              9                 12         16            1
## 32               30              6                 12         14            1
## 33               30              7                 10         14            1
## 34               45              6                 17         12            0
## 35               60              5                 19         13            0
## 36               15             10                 14         20            0
## 37               30             15                 15         10            0
## 38               20             10                 20         10            0
## 39               25             15                 18         20            0
## 40               15             20                 25         30            1
## 41               15             15                 20         20            0
## 42               20             20                 24         24            0
## 43               20             20                 25          0            0
## 44               20             15                 20         35            0
## 45               30             10                 15         25            1
## 46               20             16                 20         25            0
## 47               20             15                 25         50            0
## 48               30             10                 12         20            0
## 49                1              8                 11         16            0
## 50               30              8                 10         15            0
## 51               60             50                 50         50            1
## 52               25             10                 15         20            0
## 53               20             20                 30         35            0
## 54               30             15                 18         20            0
## 55               10             15                 20         15            0
## 56               60              8                 10         20            0
## 57               30             10                 16         20            0
## 58               15             10                 15         20            0
## 59               45             20                 30         35            0
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## 304     0        0 Not Favorite Side
## 305     0        0 Not Favorite Side
## 306     0        0 Not Favorite Side
## 307     0        0 Not Favorite Side
## 308     0        0 Not Favorite Side
## 309     0        0 Not Favorite Side
## 310     0        0 Not Favorite Side
## 311     0        0 Not Favorite Side
## 312     0        0 Not Favorite Side
## 313     0        0 Not Favorite Side
## 314     0        0 Not Favorite Side
## 315     1        0     Favorite Side
## 316     0        0 Not Favorite Side
## 317     0        0 Not Favorite Side
## 318     0        0 Not Favorite Side
## 319     0        1 Not Favorite Side
## 320     1        0     Favorite Side
## 321     1        0     Favorite Side
## 322     0        1 Not Favorite Side
## 323     0        0 Not Favorite Side
## 324     0        0 Not Favorite Side
## 325     0        0 Not Favorite Side
## 326     0        1 Not Favorite Side
## 327     0        0 Not Favorite Side
## 328     0        0 Not Favorite Side
## 329     0        0 Not Favorite Side
## 330     0        0 Not Favorite Side
## 331     0        0 Not Favorite Side
## 332     0        0 Not Favorite Side
## 333     1        0     Favorite Side
## 334     0        0 Not Favorite Side
## 335     0        0 Not Favorite Side
## 336     0        0 Not Favorite Side
## 337     0        1 Not Favorite Side
## 338     0        1 Not Favorite Side
## 339     0        1 Not Favorite Side
## 340     1        0     Favorite Side
## 341     0        0 Not Favorite Side
## 342     0        0 Not Favorite Side
## 343     0        0 Not Favorite Side
## 344     0        1 Not Favorite Side
## 345     0        0 Not Favorite Side
## 346     0        1 Not Favorite Side
## 347     0        0 Not Favorite Side
## 348     0        1 Not Favorite Side
## 349     0        0 Not Favorite Side
## 350     1        0     Favorite Side
## 351     0        0 Not Favorite Side
## 352     0        0 Not Favorite Side
## 353     1        0     Favorite Side
## 354     0        0 Not Favorite Side
## 355     0        0 Not Favorite Side
## 356     0        0 Not Favorite Side
## 357     0        0 Not Favorite Side
## 358     0        0 Not Favorite Side
## 359     0        0 Not Favorite Side
## 360     0        0 Not Favorite Side
## 361     0        0 Not Favorite Side
## 362     1        0     Favorite Side
## 363     0        0 Not Favorite Side
## 364     0        0 Not Favorite Side
## 365     0        1 Not Favorite Side
## 366     0        0 Not Favorite Side
## 367     0        1 Not Favorite Side
## 368     1        0     Favorite Side
## 369     0        0 Not Favorite Side
## 370     0        0 Not Favorite Side
## 371     0        1 Not Favorite Side
## 372     0        0 Not Favorite Side
## 373     0        1 Not Favorite Side
## 374     1        0     Favorite Side
## 375     0        0 Not Favorite Side
## 376     1        0     Favorite Side
## 377     0        0 Not Favorite Side
## 378     0        0 Not Favorite Side
## 379     1        0     Favorite Side
BivariateRelationshipsData %>%  
  mutate(Beef.Brisket.Label=NA)  %>% 
  mutate(Beef.Brisket.Label=replace(Beef.Brisket.Label,Beef.Brisket==1,"Favorite Meat")) %>%
  mutate(Beef.Brisket.Label=replace(Beef.Brisket.Label,Beef.Brisket==0,"Not Favorite Meat")) ->BivariateRelationshipsData

\(\chi^{2}\)-tests

You need to conduct two \(\chi^{2}\)-tests using the same two pairs of dichotomous variables as you did above in this subsection. You should assume you are trying to explain whether a respondent is willing to drive longer for good BBQ than average as a function of the other two dichotomous variables. ``

Publish Document

Click the “Knit” button to publish your work as an html document. This document or file will appear in the folder specified by your working directory. You will need to upload both this RMarkdown file and the html file it produces to AsU Learn to get all of the points associated with this lab.