Project 2
Leyla C
2025-11-16
setwd("C:/Users/leyla/Documents/DATA 101")
fastfood <- read.csv("fastfood.csv")
head(fastfood)## restaurant item calories cal_fat
## 1 Mcdonalds Artisan Grilled Chicken Sandwich 380 60
## 2 Mcdonalds Single Bacon Smokehouse Burger 840 410
## 3 Mcdonalds Double Bacon Smokehouse Burger 1130 600
## 4 Mcdonalds Grilled Bacon Smokehouse Chicken Sandwich 750 280
## 5 Mcdonalds Crispy Bacon Smokehouse Chicken Sandwich 920 410
## 6 Mcdonalds Big Mac 540 250
## total_fat sat_fat trans_fat cholesterol sodium total_carb fiber sugar protein
## 1 7 2 0.0 95 1110 44 3 11 37
## 2 45 17 1.5 130 1580 62 2 18 46
## 3 67 27 3.0 220 1920 63 3 18 70
## 4 31 10 0.5 155 1940 62 2 18 55
## 5 45 12 0.5 120 1980 81 4 18 46
## 6 28 10 1.0 80 950 46 3 9 25
## vit_a vit_c calcium salad
## 1 4 20 20 Other
## 2 6 20 20 Other
## 3 10 20 50 Other
## 4 6 25 20 Other
## 5 6 20 20 Other
## 6 10 2 15 OtherIntroduction
The dataset I chose comes from OpenIntro and here is the link: https://www.openintro.org/data/index.php?data=fastfood Research Question: Do fast-food menu items with higher protein content have more calories than items with lower protein content?
This project uses the Nutrition in Fast Food dataset, which contains nutritional information for fast-food menu items from seeral restaurant chains. The dataset icnlude 515 observations and 17 variables, where each observation represents one item from the menu. Although the dataset includes many variables, this analysis focuses on proteins (grams) and calories, along with a new categorical variable I will create called protein_group,
The Hypothesis for this analysis is: \(H_0\): \(\mu_1\) = \(\mu_2\) \(H_a\): \(\mu_1\) > \(\mu_2\)
#Number of observations and variables
names(fastfood)## [1] "restaurant" "item" "calories" "cal_fat" "total_fat"
## [6] "sat_fat" "trans_fat" "cholesterol" "sodium" "total_carb"
## [11] "fiber" "sugar" "protein" "vit_a" "vit_c"
## [16] "calcium" "salad"dim(fastfood)## [1] 515 17Although the data set includes many variables, this analysis focuses on proteins (grams) and calories, along with a new categorical variable I will create called protein_group, which classifies items as either high-protein or low-protein based on their protein content.
Data Analysis
In this section, I will clean the dataset and conduct exploratory data analysis to better understand the relationship between proteins and calories in fast-food items. I first remove any missing values and create a new categorical variable that separates items into high and low protein groups based on the median protein value. Then I will usedifferent dplyr functions to summarize and organize the data, including mutate, select, and group_by. Finally I will create a visualization to examine the distribution of calories within each protein group and to visually explore differences between the two categories.
Cleaning the Dataset First, I remove any row with missing values in the proteins and calories column.
#Removing the NA
fastfood1 <- fastfood[!is.na(fastfood$protein) & !is.na(fastfood$calories), ]
head(fastfood1)## restaurant item calories cal_fat
## 1 Mcdonalds Artisan Grilled Chicken Sandwich 380 60
## 2 Mcdonalds Single Bacon Smokehouse Burger 840 410
## 3 Mcdonalds Double Bacon Smokehouse Burger 1130 600
## 4 Mcdonalds Grilled Bacon Smokehouse Chicken Sandwich 750 280
## 5 Mcdonalds Crispy Bacon Smokehouse Chicken Sandwich 920 410
## 6 Mcdonalds Big Mac 540 250
## total_fat sat_fat trans_fat cholesterol sodium total_carb fiber sugar protein
## 1 7 2 0.0 95 1110 44 3 11 37
## 2 45 17 1.5 130 1580 62 2 18 46
## 3 67 27 3.0 220 1920 63 3 18 70
## 4 31 10 0.5 155 1940 62 2 18 55
## 5 45 12 0.5 120 1980 81 4 18 46
## 6 28 10 1.0 80 950 46 3 9 25
## vit_a vit_c calcium salad
## 1 4 20 20 Other
## 2 6 20 20 Other
## 3 10 20 50 Other
## 4 6 25 20 Other
## 5 6 20 20 Other
## 6 10 2 15 OtherCreate Categorical Variable
Next, I will find the median value for protein content. Items with protein values greater than or equal to the median will be classified as High-protein, and those below the median will be classified as Low-protein. And then create a table to visualize the relevant columns.
median_protein <- median(fastfood1$protein)
median_protein## [1] 24.5#Creating a new categorical variable for Protein
fastfood1$protein_group <- ifelse(fastfood1$protein >= median_protein,
"High Protein", "Low Protein")
#Creating table
fastfood_variables <- data.frame( Item = fastfood1$item, Calories = fastfood1$calories,
Protein = fastfood1$protein,
Protein_group = fastfood1$protein_group)
fastfood_variables## Item Calories
## 1 Artisan Grilled Chicken Sandwich 380
## 2 Single Bacon Smokehouse Burger 840
## 3 Double Bacon Smokehouse Burger 1130
## 4 Grilled Bacon Smokehouse Chicken Sandwich 750
## 5 Crispy Bacon Smokehouse Chicken Sandwich 920
## 6 Big Mac 540
## 7 Cheeseburger 300
## 8 Classic Chicken Sandwich 510
## 9 Double Cheeseburger 430
## 10 Double Quarter Pounder® with Cheese 770
## 11 Filet-O-Fish® 380
## 12 Garlic White Cheddar Burger 620
## 13 Grilled Garlic White Cheddar Chicken Sandwich 530
## 14 Crispy Garlic White Cheddar Chicken Sandwich 700
## 15 Hamburger 250
## 16 Lobster Roll 290
## 17 Maple Bacon Dijon 1/4 lb Burger 640
## 18 Grilled Maple Bacon Dijon Chicken Sandwich 580
## 19 Crispy Maple Bacon Dijon Chicken Sandwich 740
## 20 McChicken 350
## 21 McDouble 380
## 22 McRib 480
## 23 Pico Guacamole 1/4 lb Burger 580
## 24 Grilled Pico Guacamole Chicken Sandwich 520
## 25 Crispy Pico Guacamole Chicken Sandwich 680
## 26 Premium Buttermilk Crispy Chicken Deluxe Sandwich 570
## 27 Premium Crispy Chicken Deluxe Sandwich 530
## 28 Quarter Pounder® with Cheese 530
## 29 Signature Sriracha Burger 670
## 30 Grilled Signature Sriracha Chicken Sandwich 560
## 31 Crispy Signature Sriracha Chicken Sandwich 730
## 32 Sweet BBQ Bacon 1/4 lb Burger 690
## 33 Grilled Sweet BBQ Bacon Chicken Sandwich 630
## 34 Crispy Sweet BBQ Bacon Chicken Sandwich 800
## 35 3 piece Buttermilk Crispy Chicken Tenders 370
## 36 4 piece Buttermilk Crispy Chicken Tenders 480
## 37 6 piece Buttermilk Crispy Chicken Tenders 760
## 38 10 piece Buttermilk Crispy Chicken Tenders 1210
## 39 12 piece Buttermilk Crispy Chicken Tenders 1510
## 40 20 piece Buttermilk Crispy Chicken Tenders 2430
## 41 4 Piece Chicken McNuggets 180
## 42 6 Piece Chicken McNuggets 270
## 43 10 Piece Chicken McNuggets 440
## 44 20 Piece Chicken McNuggets 890
## 45 40 piece Chicken McNuggets 1770
## 46 4 piece Sweet N' Spicy Honey BBQ Glazed Tenders 640
## 47 6 piece Sweet N' Spicy Honey BBQ Glazed Tenders 960
## 48 10 piece Sweet N' Spicy Honey BBQ Glazed Tenders 1600
## 49 Premium Asian Salad w/o Chicken 140
## 50 Premium Asian Salad w/ Grilled Chicken 270
## 51 Premium Asian Salad w/ Crispy Chicken 490
## 52 Premium Bacon Ranch Salad w/o Chicken 190
## 53 Premium Bacon Ranch Salad w/ Grilled Chicken 320
## 54 Premium Bacon Ranch Salad w/ Crispy Chicken 490
## 55 Premium Southwest Salad w/o Chicken 220
## 56 Premium Southwest Salad w/ Grilled Chicken 350
## 57 Premium Southwest Salad w/ Crispy Chicken 520
## 58 Chargrilled Chicken Club Sandwich 430
## 59 Chargrilled Chicken Sandwich 310
## 60 Chick-n-Slider 270
## 61 1 Piece Chick-n-Strips 120
## 62 2 Piece Chick-n-Strips 230
## 63 3 Piece Chick-n-Strips 350
## 64 4 piece Chick-n-Strips 470
## 65 Chicken Deluxe 500
## 66 4 piece Chicken Nuggets 130
## 67 6 piece Chicken Nuggets 190
## 68 8 piece Chicken Nuggets 260
## 69 12 piece Chicken Nuggets 390
## 70 30 piece Chicken Nuggets 970
## 71 Chicken Salad Sandwich 490
## 72 Chicken Sandwich 440
## 73 4 Piece Grilled Chicken Nuggets 70
## 74 6 Piece Grilled Chicken Nuggets 110
## 75 8 piece Grilled Chicken Nuggets 140
## 76 12 Piece Grilled Chicken Nuggets 210
## 77 Spicy Grilled Chicken Sub Sandwich 430
## 78 Regular Grilled Chicken Sub Sandwich 450
## 79 Smokehouse BBQ Bacon Sandwich 500
## 80 Spicy Chicken Sandwich 450
## 81 Spicy Deluxe 540
## 82 Chargrilled Chicken Cool Wrap 350
## 83 Chicken Enchiladas Meal Kit 860
## 84 Chicken Parmesan Meal Kit 720
## 85 Hatch Green Chile Cheeseburger 710
## 86 Jalapeno Burger 640
## 87 Jr. Burger 340
## 88 Jr. Chili Cheeseburger 410
## 89 Jr. Deluxe Burger 380
## 90 Jr. Deluxe Cheeseburger 450
## 91 Jr. Double Cheeseburger 600
## 92 Sonic Bacon Cheeseburger (w/mayo) 870
## 93 Sonic Burger W/ Mustard 640
## 94 Sonic Burger W/ Ketchup 650
## 95 Sonic Burger W/ Mayonnaise 740
## 96 Sonic Cheeseburger W/ Mustard 710
## 97 Sonic Cheeseburger W/ Ketchup 720
## 98 Sonic Cheeseburger W/ Mayonnaise 800
## 99 Super Sonic Bacon Double Cheeseburger (w/mayo) 1280
## 100 Super Sonic Double Cheeseburger W/ Mustard 1120
## 101 Super Sonic Double Cheeseburger W/ Ketchup 1130
## 102 Super Sonic Double Cheeseburger W/ Mayo 1220
## 103 Super Sonic Jalapeno Double Cheeseburger 1120
## 104 Veggie Burger W/ Ketchup 450
## 105 Veggie Burger With Mustard 450
## 106 Veggie Burger W/ Mustard 450
## 107 Grilled Asiago Caesar Chicken Club Sandwich 610
## 108 Crispy Asiago Caesar Chicken Club Sandwich 680
## 109 Grilled Chicken Sandwich 430
## 110 Crispy Chicken Sandwich 570
## 111 Chicken Strip Sandwich 450
## 112 3 Piece Crispy Chicken Tender Dinner 280
## 113 5 Piece Crispy Chicken Tender Dinner 470
## 114 Deluxe Ultimate Chicken Sandwich 740
## 115 Buffalo Dunked Ultimate Chicken Sandwich 1000
## 116 Garlic Parmesan Dunked Ultimate Chicken Sandwich 1350
## 117 Small Jumbo Popcorn Chicken 380
## 118 Large Jumbo Popcorn Chicken 560
## 119 Small Spicy Jumbo Popcorn Chicken 350
## 120 Large Spicy Jumbo Popcorn Chicken 610
## 121 3 Piece Super Crunch Chicken Strip Dinner 970
## 122 4 Piece Super Crunch Chicken Strip Dinner 1080
## 123 5 Piece Super Crunch Chicken Strip Dinner 1190
## 124 3 Piece Super Crunch Chicken Strips 330
## 125 4 Piece Super Crunch Chicken Strips 440
## 126 5 Piece Super Crunch Chicken Strips 550
## 127 Traditional Ultimate Chicken Sandwich 730
## 128 Ultimate Chicken Club 100
## 129 All Beef All-american Style Dog – 6" 370
## 130 All Beef Chicago Dog – 6" 430
## 131 All Beef Chili Cheese Coney – 6" 410
## 132 All Beef New York Dog – 6" 340
## 133 All Beef Regular Hot Dog – 6" 320
## 134 Cheesy Bacon Pretzel Dog - 6 In. 500
## 135 Corn Dog 210
## 136 Footlong Quarter Pound Coney 830
## 137 The Original Pretzel Dog 320
## 138 Arby's Melt 330
## 139 Arby-Q Sandwich 400
## 140 Beef 'n Cheddar Classic 450
## 141 Beef 'n Cheddar Mid 630
## 142 Bourbon BBQ Brisket Sandwich 650
## 143 Bourbon BBQ Chicken Sandwich 690
## 144 Bourbon BBQ Steak Sandwich 690
## 145 Buttermilk Buffalo Chicken Sandwich 540
## 146 Buttermilk Chicken Bacon & Swiss 650
## 147 Buttermilk Chicken Cordon Bleu Sandwich 690
## 148 Buttermilk Crispy Chicken Sandwich 550
## 149 Classic French Dip & Swiss/Au Jus 540
## 150 Classic Roast Beef 360
## 151 Double Roast Beef 510
## 152 Fire-Roasted Philly Steak 640
## 153 Grand Turkey Club 480
## 154 Greek Gyro 710
## 155 Half Pound Beef 'n Cheddar Sandwich 740
## 156 Half Pound French Dip & Swiss 750
## 157 Half Pound Roast Beef Sandwich 610
## 158 Ham & Swiss Melt 300
## 159 Loaded Italian Sandwich 680
## 160 Pecan Chicken Salad Flatbread 710
## 161 Pecan Chicken Salad Sandwich 840
## 162 2 piece Prime-Cut Chicken Tenders 240
## 163 3 piece Prime-Cut Chicken Tenders 360
## 164 5 piece Prime-Cut Chicken Tenders 600
## 165 Reuben Sandwich 680
## 166 Roast Beef Gyro 550
## 167 Roast Turkey & Swiss Sandwich 710
## 168 Roast Turkey & Swiss Wrap 520
## 169 Roast Turkey, Ranch & Bacon Sandwich 800
## 170 Roast Turkey, Ranch & Bacon Wrap 620
## 171 Smoke Mountain w/ Beef Short Rib 740
## 172 Smokehouse Beef Short Rib Sandwich 590
## 173 Smokehouse Brisket 600
## 174 Super Roast Beef 430
## 175 Three Cheese Steak Sandwich 650
## 176 Triple Decker Sandwich 1030
## 177 Turkey Avocado Club 730
## 178 Turkey Gyro 470
## 179 Ultimate BLT 980
## 180 Buffalo Chicken Slider 290
## 181 Chicken Tender 'n Cheese Slider 290
## 182 Corned Beef 'n Cheese Slider 220
## 183 Ham 'n Cheese Slider 210
## 184 Jalapeno Roast Beef 'n Cheese Slider 240
## 185 Pizza Slider 300
## 186 Roast Beef 'n Cheese Slider 240
## 187 Turkey 'n Cheese Slider 200
## 188 Chopped Side Salad 70
## 189 Crispy Chicken Farmhouse Salad 430
## 190 Greek Gyro Salad 420
## 191 Roast Turkey Farmhouse Salad 230
## 192 Super Greek Salad 720
## 193 American Brewhouse King 1550
## 194 Bacon & Swiss Sourdough King 1000
## 195 Bacon Cheeseburger 330
## 196 Bacon Cheeseburger Deluxe 290
## 197 Bacon King 1040
## 198 Bacon King Jr 730
## 199 BBQ Bacon King 1100
## 200 Cheeseburger 300
## 201 Double Bacon Cheeseburger 520
## 202 Double Cheeseburger 450
## 203 Double Hamburger 360
## 204 Double Quarter Pound King 900
## 205 Extra Long Cheeseburger 580
## 206 Hamburger 260
## 207 Homestyle Cheeseburger 550
## 208 Jalapeno King Sandwich 990
## 209 Mushroom & Swiss King 940
## 210 Rodeo Burger 310
## 211 Rodeo King 1250
## 212 Sourdough King Single 730
## 213 Sourdough King Double 970
## 214 Steakhouse King 1100
## 215 Bacon & Cheese Whopper 770
## 216 DOUBLE WHOPPER w/o Cheese 900
## 217 DOUBLE WHOPPER w/ Cheese 990
## 218 WHOPPER w/o Cheese 660
## 219 WHOPPER w/ Cheese 760
## 220 WHOPPER JR. w/o Cheese 340
## 221 WHOPPER JR. w/ Cheese 380
## 222 Bacon Cheddar Ranch Chicken Salad w/ grilled Chicken & Dressing 590
## 223 Bacon Cheddar Ranch Chicken Salad w/ crispy Chicken & Dressing 720
## 224 Chicken BLT Salad w/ Grilled Chicken 550
## 225 Chicken BLT Salad w/ Crispy Chicken 690
## 226 Chicken Caesar Salad w/ Grilled Chicken 530
## 227 Chicken Caesar Salad w/ Crispy Chicken 670
## 228 Chicken, Apple & Cranberry Salad w/ Grilled Chicken 560
## 229 Chicken, Apple & Cranberry Salad w/ Crispy Chicken 700
## 230 Garden Grilled Chicken Salad w/ Grilled Chicken, no dressing 320
## 231 Garden Grilled Chicken Salad w/ Crispy Chicken, no dressing 450
## 232 Side Caesar Salad with dressing 220
## 233 Side Garden Salad and Avocado Ranch Dressing 230
## 234 Bacon Cheddar Ranch Crispy Chicken Sandwich 830
## 235 BBQ Bacon Crispy Chicken Sandwich 440
## 236 Big Fish Sandwich 530
## 237 BK VEGGIE Burger 410
## 238 Chicken Burger 480
## 239 Chicken Cordon Bleu Sandwich 730
## 240 Chicken Fries 290
## 241 4 Piece Chicken Nuggets 190
## 242 6 Piece Chicken Nuggets 290
## 243 20 Piece Chicken Nuggets 950
## 244 Chicken Nuggets (10pc) 470
## 245 Chicken Parmesan Sandwich 570
## 246 Crispy Buffalo Chicken Melt 580
## 247 Crispy Chicken Jr. 430
## 248 Crispy Chicken Sandwich 670
## 249 Grilled Chicken Sandwich 470
## 250 Grilled Chili Cheese Dog 330
## 251 Grilled Hot Dog 310
## 252 Jalapeno Chicken Fries 300
## 253 Original Chicken Sandwich 630
## 254 Pretzel Chicken Fries 340
## 255 Rodeo Crispy Chicken Sandwich 410
## 256 Sourdough Chicken Club 840
## 257 4 Piece Spicy Chicken Nuggets 210
## 258 Spicy Chicken Nuggets 530
## 259 Spicy Crispy Chicken Jr. 410
## 260 Spicy Crispy Chicken Sandwich 700
## 261 Spicy Crispy Jalapeno Chicken Sandwich 760
## 262 1/2 lb. FlameThrower® GrillBurger 1000
## 263 1/2 lb. GrillBurger with Cheese 800
## 264 1/4 lb. Bacon Cheese GrillBurger 630
## 265 1/4 lb. GrillBurger with Cheese 540
## 266 1/4 lb. Mushroom Swiss GrillBurger 570
## 267 Original Cheeseburger 400
## 268 Original Double Cheeseburger 630
## 269 4 Piece Chicken Strip Basket w/ Country Gravy 1030
## 270 6 Piece Chicken Strip Basket w/ Country Gravy 1260
## 271 Bacon Cheese Dog 420
## 272 Cheese Dog 390
## 273 Chili Cheese Dog 380
## 274 Chili Dog 330
## 275 Hot Dog 290
## 276 Relish Dog 350
## 277 Barbecue Pork Sandwich 310
## 278 Breaded Mushrooms 250
## 279 Regular Cheese Curds 550
## 280 Large Cheese Curds 1050
## 281 Chili Cheese Mega Dog 760
## 282 Corn Dog 260
## 283 Crispy Fish Sandwich 470
## 284 Deluxe Cheeseburger 400
## 285 Deluxe Double Cheeseburger 640
## 286 Deluxe Double Hamburger 540
## 287 Deluxe Hamburger 350
## 288 DQ Ultimate® Burger 780
## 289 Pork Tenderloin Sandwich 580
## 290 Steak Finger Basket 910
## 291 3 chicken strips Chicken Strips 350
## 292 Chicken Bacon Ranch Sandwich 500
## 293 Chicken Mozzarella Sandwich 640
## 294 Crispy Chicken BLT Salad 520
## 295 Crispy Chicken Garden Greens Salad 280
## 296 Crispy Chicken Sandwich 600
## 297 Crispy Chicken Wrap 350
## 298 Grilled Chicken BLT Salad 380
## 299 Grilled Chicken Garden Greens Salad 150
## 300 Grilled Chicken Sandwich 360
## 301 Grilled Chicken Wrap 280
## 302 Side Salad 20
## 303 Turkey BLT Sandwich 550
## 304 6" B.L.T. 320
## 305 Footlong B.L.T. 640
## 306 6" BBQ Rib Sandwich 430
## 307 Footlong BBQ Rib Sandwich 860
## 308 6" Big Hot Pastrami 580
## 309 Footlong Big Hot Pastrami 1160
## 310 6" Big Philly Cheesesteak 500
## 311 Footlong Big Philly Cheesesteak 1000
## 312 Kids Mini Sub Black Forest Ham 180
## 313 6" Black Forest Ham 290
## 314 Footlong Black Forest Ham 580
## 315 6" Carved Turkey 330
## 316 Footlong Carved Turkey 660
## 317 6" Carved Turkey & Bacon w/ Cheese 570
## 318 Footlong Carved Turkey & Bacon w/ Cheese 1140
## 319 6" Chicken & Bacon Ranch Melt 570
## 320 Footlong Chicken & Bacon Ranch Melt 1140
## 321 6" Chicken Pizziola Melt 460
## 322 Footlong Chicken Pizziola Melt 920
## 323 6" Cold Cut Combo 370
## 324 Footlong Cold Cut Combo 740
## 325 6" Corned Beef Reuben 470
## 326 Footlong Corned Beef Reuben 940
## 327 6" Italian B.M.T. 410
## 328 Footlong Italian B.M.T. 820
## 329 6" Italian Hero 550
## 330 Footlong Italian Hero 1100
## 331 6" Meatball Marinara 480
## 332 Footlong Meatball Marinara 960
## 333 6" Oven Roasted Chicken 320
## 334 Footlong Oven Roasted Chicken 640
## 335 Kids Mini Sub Roast Beef 200
## 336 6" Roast Beef 320
## 337 Footlong Roast Beef 640
## 338 6" Rotisserie Style Chicken 350
## 339 Footlong Rotisserie Style Chicken 700
## 340 6" Spicy Italian 480
## 341 Footlong Spicy Italian 960
## 342 6" Steak and Cheese 380
## 343 Footlong Steak and Cheese 760
## 344 6" Subway Club 310
## 345 Footlong Subway Club 620
## 346 6" Subway Melt (includes cheese) 370
## 347 Footlong Subway Melt (includes cheese) 740
## 348 6" Subway Seafood Sensation 420
## 349 Footlong Subway Seafood Sensation 840
## 350 6" Sweet Onion Chicken Teriyaki 380
## 351 Footlong Sweet Onion Chicken Teriyaki 760
## 352 6" Tuna 470
## 353 Footlong Tuna 940
## 354 6" Turkey & Bacon Avocado 390
## 355 Footlong Turkey & Bacon Avocado 780
## 356 Kids Mini Sub Turkey Breast 180
## 357 6" Turkey Breast 280
## 358 Footlong Turkey Breast 560
## 359 6" Turkey Breast & Ham 280
## 360 Footlong Turkey Breast & Ham 560
## 361 6" Turkey Italiano Melt (with Provolone) 490
## 362 Footlong Turkey Italiano Melt (with Provolone) 980
## 363 Kids Mini Sub Veggie Delite 150
## 364 6" Veggie Delite 230
## 365 Footlong Veggie Delite 460
## 366 6" Veggie Patty 390
## 367 Footlong Veggie Patty 780
## 368 Autumn Carved Turkey Salad 300
## 369 B.L.T. Salad 150
## 370 Big Hot Pastrami Melt Salad 400
## 371 Big Philly Cheesesteak Salad 330
## 372 Black Forest Ham Salad 110
## 373 Buffalo Chicken Salad (with Ranch dressing) 360
## 374 Carved Turkey & Bacon w/ Cheese Salad 280
## 375 Carved Turkey Salad 150
## 376 Chicken & Bacon Ranch Melt Salad (includes Ranch dressing) 510
## 377 Cold Cut Combo Salad 180
## 378 Double Chicken Salad 220
## 379 Italian B.M.T.® Salad 230
## 380 Italian Hero Salad 230
## 381 Meatball Marinara Salad 310
## 382 Oven Roasted Chicken Salad 140
## 383 Roast Beef Salad 140
## 384 Spicy Italian Salad 310
## 385 Steak & Cheese Salad 210
## 386 Subway Club Salad 140
## 387 Subway Melt® Salad 200
## 388 Sweet Onion Chicken Teriyaki Salad 200
## 389 Tuna Salad 310
## 390 Turkey Breast & Ham Salad 110
## 391 Turkey Breast Salad 110
## 392 Veggie Delite Salad 50
## 393 Chipotle Southwest Steak & Cheese Wrap 760
## 394 Rotisserie-Style Chicken Caesar Wrap 730
## 395 Turkey, Bacon & Guacamole Wrap 810
## 396 Cheese & Veggies Pizza 740
## 397 Cheese Pizza 680
## 398 Pepperoni Pizza 790
## 399 Sausage Pizza 820
## 400 1/2 lb.* Cheesy Potato Burrito 540
## 401 1/2 lb.* Combo Burrito 460
## 402 7-Layer Burrito 510
## 403 Bean Burrito 370
## 404 Beefy 5-Layer Burrito 550
## 405 Beefy Fritos® Burrito 440
## 406 Black Bean Burrito 410
## 407 Burrito Supreme® – Beef 420
## 408 Burrito Supreme® - Chicken 390
## 409 Burrito Supreme® - Steak 390
## 410 Cantina Power Burrito - Chicken 760
## 411 Cantina Power Burrito - Steak 780
## 412 Cantina Power Burrito - Veggie 740
## 413 Cheesy Bean and Rice Burrito 420
## 414 Chili Cheese Burrito 380
## 415 Chicken Crunchy Cheesy Core Burrito 610
## 416 Steak Crunchy Cheesy Core Burrito 610
## 417 Beef Crunchy Cheesy Core Burrito 630
## 418 Loaded Taco Burrito 550
## 419 Chicken Quesarito 620
## 420 Steak Quesarito 630
## 421 Beef Quesarito 650
## 422 Shredded Chicken Burrito 400
## 423 Smothered Burrito - Beef 710
## 424 Smothered Burrito - Shredded Chicken 650
## 425 Smothered Burrito - Steak 670
## 426 Chicken Spicy Cheesy Core Burrito 540
## 427 Steak Spicy Cheesy Core Burrito 550
## 428 Beef Spicy Cheesy Core Burrito 570
## 429 Triple Melt Burrito 410
## 430 XXL Grilled Stuft Burrito - Beef 880
## 431 XXL Grilled Stuft Burrito - Chicken 830
## 432 XXL Grilled Stuft Burrito - Steak 820
## 433 Chicken Soft Taco 170
## 434 Cool Ranch® Doritos® Double Decker® Taco 320
## 435 Cool Ranch® Doritos® Locos Taco 160
## 436 Cool Ranch® Doritos® Locos Taco Supreme 200
## 437 Crunchy Taco 170
## 438 Crunchy Taco Supreme® 200
## 439 Double Decker® Taco 320
## 440 DOUBLE DECKER® Taco Supreme® 350
## 441 Spicy Sweet Double Stacked Taco 340
## 442 Cool Ranch Habanero Double Stacked Taco 350
## 443 Nacho Crunch Double Stacked Taco 380
## 444 Fiery Doritos® Double Decker® Taco 320
## 445 Fiery Doritos® Locos Taco 170
## 446 Fiery Doritos® Locos Taco Supreme 200
## 447 Grilled Steak Soft Taco 250
## 448 Nacho Cheese Doritos® Double Decker® Taco 320
## 449 Nacho Cheese Doritos® Locos Tacos 170
## 450 Nacho Cheese Doritos® Locos Tacos Supreme 200
## 451 Soft Taco Supreme® – Beef 230
## 452 Soft Taco-Beef 200
## 453 Spicy Potato Soft Taco 250
## 454 Chalupa Supreme® - Chicken 340
## 455 Chalupa Supreme® - Steak 340
## 456 Chalupa Supreme®–Beef 370
## 457 Double Chalupa 600
## 458 Wild Naked Chicken Chalupa 420
## 459 Mild Naked Chicken Chalupa 440
## 460 Spicy Double Chalupa 600
## 461 Fresco Bean Burrito 350
## 462 Fresco Burrito Supreme® – Chicken 340
## 463 Fresco Burrito Supreme® – Steak 340
## 464 Fresco Chicken Soft Taco 150
## 465 Fresco Crunchy Taco 140
## 466 Fresco Grilled Steak Soft Taco 150
## 467 Fresco Soft Taco 170
## 468 Cheesy Gordita Crunch 490
## 469 Doritos® Cheesy Gordita Crunch - Cool Ranch 490
## 470 Doritos® Cheesy Gordita Crunch - Fiery 490
## 471 Doritos® Cheesy Gordita Crunch - Nacho Cheese 490
## 472 Double Cheesy Gordita Crunch 570
## 473 Gordita Supreme® – Beef 300
## 474 Gordita Supreme® - Chicken 270
## 475 Gordita Supreme® - Steak 270
## 476 Nacho Fries Bellgrande 710
## 477 Nachos BellGrande® 760
## 478 Nachos Supreme 430
## 479 Triple Layer Nachos 320
## 480 Triple Melt Nachos 260
## 481 Beefy Cheddar Crunchwrap Slider 410
## 482 Beefy Mini Quesadilla 210
## 483 Beefy Nacho Griller 420
## 484 BLT Crunchwrap Slider 430
## 485 Cantina Power Bowl - Chicken 560
## 486 Cantina Power Bowl - Steak 580
## 487 Cantina Power Bowl - Veggie 540
## 488 Cheese Quesadilla 480
## 489 Cheese Roll-Up 190
## 490 Chicken Quesadilla 520
## 491 Chickstar 620
## 492 Chili Cheese Burrito 380
## 493 Chipotle Crispy Chicken Griller 290
## 494 Crispy Chicken Quesadilla 650
## 495 Crunchwrap Supreme® 540
## 496 Double Tostada 270
## 497 Express Taco Salad w/ Chips 580
## 498 Loaded Potato Griller 470
## 499 Mexican Pizza 540
## 500 MexiMelt® 270
## 501 Steak Quesalupa 440
## 502 Chicken Quesalupa 440
## 503 Beef Quesalupa 460
## 504 Shredded Chicken Mini Quesadilla 180
## 505 Spicy Chicken Crunchwrap Slider 400
## 506 Spicy Tostada 200
## 507 Stacker 390
## 508 Steak Quesadilla 520
## 509 Original Triple Double Crunchwrap 700
## 510 Spicy Triple Double Crunchwrap 780
## 511 Express Taco Salad w/ Chips 580
## 512 Fiesta Taco Salad-Beef 780
## 513 Fiesta Taco Salad-Chicken 720
## 514 Fiesta Taco Salad-Steak 720
## Protein Protein_group
## 1 37 High Protein
## 2 46 High Protein
## 3 70 High Protein
## 4 55 High Protein
## 5 46 High Protein
## 6 25 High Protein
## 7 15 Low Protein
## 8 25 High Protein
## 9 25 High Protein
## 10 51 High Protein
## 11 15 Low Protein
## 12 32 High Protein
## 13 42 High Protein
## 14 33 High Protein
## 15 13 Low Protein
## 16 24 Low Protein
## 17 37 High Protein
## 18 48 High Protein
## 19 39 High Protein
## 20 15 Low Protein
## 21 23 Low Protein
## 22 25 High Protein
## 23 29 High Protein
## 24 40 High Protein
## 25 31 High Protein
## 26 28 High Protein
## 27 25 High Protein
## 28 31 High Protein
## 29 32 High Protein
## 30 41 High Protein
## 31 32 High Protein
## 32 38 High Protein
## 33 48 High Protein
## 34 39 High Protein
## 35 28 High Protein
## 36 38 High Protein
## 37 58 High Protein
## 38 94 High Protein
## 39 115 High Protein
## 40 186 High Protein
## 41 10 Low Protein
## 42 15 Low Protein
## 43 24 Low Protein
## 44 49 High Protein
## 45 98 High Protein
## 46 39 High Protein
## 47 58 High Protein
## 48 97 High Protein
## 49 7 Low Protein
## 50 31 High Protein
## 51 33 High Protein
## 52 14 Low Protein
## 53 42 High Protein
## 54 33 High Protein
## 55 8 Low Protein
## 56 37 High Protein
## 57 28 High Protein
## 58 37 High Protein
## 59 29 High Protein
## 60 16 Low Protein
## 61 11 Low Protein
## 62 22 Low Protein
## 63 28 High Protein
## 64 37 High Protein
## 65 31 High Protein
## 66 14 Low Protein
## 67 21 Low Protein
## 68 28 High Protein
## 69 41 High Protein
## 70 103 High Protein
## 71 28 High Protein
## 72 28 High Protein
## 73 13 Low Protein
## 74 19 Low Protein
## 75 25 High Protein
## 76 38 High Protein
## 77 33 High Protein
## 78 34 High Protein
## 79 33 High Protein
## 80 29 High Protein
## 81 34 High Protein
## 82 37 High Protein
## 83 39 High Protein
## 84 48 High Protein
## 85 35 High Protein
## 86 31 High Protein
## 87 15 Low Protein
## 88 20 Low Protein
## 89 15 Low Protein
## 90 19 Low Protein
## 91 31 High Protein
## 92 39 High Protein
## 93 31 High Protein
## 94 32 High Protein
## 95 31 High Protein
## 96 35 High Protein
## 97 35 High Protein
## 98 35 High Protein
## 99 67 High Protein
## 100 63 High Protein
## 101 63 High Protein
## 102 63 High Protein
## 103 63 High Protein
## 104 15 Low Protein
## 105 15 Low Protein
## 106 15 Low Protein
## 107 40 High Protein
## 108 31 High Protein
## 109 28 High Protein
## 110 23 Low Protein
## 111 19 Low Protein
## 112 22 Low Protein
## 113 37 High Protein
## 114 33 High Protein
## 115 23 Low Protein
## 116 23 Low Protein
## 117 18 Low Protein
## 118 27 High Protein
## 119 21 Low Protein
## 120 36 High Protein
## 121 30 High Protein
## 122 37 High Protein
## 123 44 High Protein
## 124 22 Low Protein
## 125 29 High Protein
## 126 36 High Protein
## 127 32 High Protein
## 128 39 High Protein
## 129 12 Low Protein
## 130 14 Low Protein
## 131 17 Low Protein
## 132 13 Low Protein
## 133 11 Low Protein
## 134 15 Low Protein
## 135 6 Low Protein
## 136 30 High Protein
## 137 11 Low Protein
## 138 18 Low Protein
## 139 18 Low Protein
## 140 23 Low Protein
## 141 39 High Protein
## 142 38 High Protein
## 143 38 High Protein
## 144 38 High Protein
## 145 29 High Protein
## 146 39 High Protein
## 147 41 High Protein
## 148 29 High Protein
## 149 35 High Protein
## 150 23 Low Protein
## 151 38 High Protein
## 152 42 High Protein
## 153 30 High Protein
## 154 23 Low Protein
## 155 49 High Protein
## 156 55 High Protein
## 157 48 High Protein
## 158 18 Low Protein
## 159 32 High Protein
## 160 22 Low Protein
## 161 33 High Protein
## 162 16 Low Protein
## 163 23 Low Protein
## 164 39 High Protein
## 165 37 High Protein
## 166 24 Low Protein
## 167 38 High Protein
## 168 30 High Protein
## 169 45 High Protein
## 170 37 High Protein
## 171 43 High Protein
## 172 26 High Protein
## 173 33 High Protein
## 174 23 Low Protein
## 175 30 High Protein
## 176 62 High Protein
## 177 41 High Protein
## 178 25 High Protein
## 179 43 High Protein
## 180 12 Low Protein
## 181 15 Low Protein
## 182 14 Low Protein
## 183 13 Low Protein
## 184 14 Low Protein
## 185 13 Low Protein
## 186 14 Low Protein
## 187 14 Low Protein
## 188 5 Low Protein
## 189 28 High Protein
## 190 10 Low Protein
## 191 22 Low Protein
## 192 22 Low Protein
## 193 134 High Protein
## 194 56 High Protein
## 195 18 Low Protein
## 196 12 Low Protein
## 197 57 High Protein
## 198 32 High Protein
## 199 57 High Protein
## 200 16 Low Protein
## 201 31 High Protein
## 202 26 High Protein
## 203 22 Low Protein
## 204 56 High Protein
## 205 26 High Protein
## 206 13 Low Protein
## 207 30 High Protein
## 208 55 High Protein
## 209 49 High Protein
## 210 9 Low Protein
## 211 60 High Protein
## 212 35 High Protein
## 213 55 High Protein
## 214 50 High Protein
## 215 29 High Protein
## 216 47 High Protein
## 217 52 High Protein
## 218 28 High Protein
## 219 33 High Protein
## 220 14 Low Protein
## 221 16 Low Protein
## 222 42 High Protein
## 223 36 High Protein
## 224 36 High Protein
## 225 35 High Protein
## 226 35 High Protein
## 227 34 High Protein
## 228 29 High Protein
## 229 28 High Protein
## 230 36 High Protein
## 231 29 High Protein
## 232 6 Low Protein
## 233 5 Low Protein
## 234 34 High Protein
## 235 7 Low Protein
## 236 17 Low Protein
## 237 22 Low Protein
## 238 22 Low Protein
## 239 32 High Protein
## 240 16 Low Protein
## 241 10 Low Protein
## 242 15 Low Protein
## 243 51 High Protein
## 244 21 Low Protein
## 245 32 High Protein
## 246 30 High Protein
## 247 12 Low Protein
## 248 23 Low Protein
## 249 37 High Protein
## 250 14 Low Protein
## 251 11 Low Protein
## 252 15 Low Protein
## 253 24 Low Protein
## 254 16 Low Protein
## 255 12 Low Protein
## 256 32 High Protein
## 257 8 Low Protein
## 258 20 Low Protein
## 259 12 Low Protein
## 260 25 High Protein
## 261 32 High Protein
## 262 46 High Protein
## 263 40 High Protein
## 264 30 High Protein
## 265 23 Low Protein
## 266 24 Low Protein
## 267 19 Low Protein
## 268 34 High Protein
## 269 35 High Protein
## 270 49 High Protein
## 271 19 Low Protein
## 272 16 Low Protein
## 273 16 Low Protein
## 274 13 Low Protein
## 275 11 Low Protein
## 276 13 Low Protein
## 277 17 Low Protein
## 278 7 Low Protein
## 279 35 High Protein
## 280 43 High Protein
## 281 32 High Protein
## 282 6 Low Protein
## 283 17 Low Protein
## 284 20 Low Protein
## 285 34 High Protein
## 286 29 High Protein
## 287 17 Low Protein
## 288 41 High Protein
## 289 19 Low Protein
## 290 23 Low Protein
## 291 22 Low Protein
## 292 33 High Protein
## 293 34 High Protein
## 294 37 High Protein
## 295 17 Low Protein
## 296 24 Low Protein
## 297 12 Low Protein
## 298 42 High Protein
## 299 23 Low Protein
## 300 25 High Protein
## 301 15 Low Protein
## 302 1 Low Protein
## 303 30 High Protein
## 304 15 Low Protein
## 305 30 High Protein
## 306 19 Low Protein
## 307 38 High Protein
## 308 29 High Protein
## 309 58 High Protein
## 310 38 High Protein
## 311 76 High Protein
## 312 10 Low Protein
## 313 18 Low Protein
## 314 36 High Protein
## 315 25 High Protein
## 316 50 High Protein
## 317 33 High Protein
## 318 66 High Protein
## 319 35 High Protein
## 320 70 High Protein
## 321 32 High Protein
## 322 64 High Protein
## 323 18 Low Protein
## 324 36 High Protein
## 325 39 High Protein
## 326 78 High Protein
## 327 20 Low Protein
## 328 40 High Protein
## 329 26 High Protein
## 330 52 High Protein
## 331 21 Low Protein
## 332 42 High Protein
## 333 23 Low Protein
## 334 46 High Protein
## 335 14 Low Protein
## 336 24 Low Protein
## 337 48 High Protein
## 338 29 High Protein
## 339 58 High Protein
## 340 20 Low Protein
## 341 40 High Protein
## 342 26 High Protein
## 343 52 High Protein
## 344 23 Low Protein
## 345 46 High Protein
## 346 23 Low Protein
## 347 46 High Protein
## 348 13 Low Protein
## 349 26 High Protein
## 350 26 High Protein
## 351 52 High Protein
## 352 20 Low Protein
## 353 40 High Protein
## 354 22 Low Protein
## 355 44 High Protein
## 356 10 Low Protein
## 357 18 Low Protein
## 358 36 High Protein
## 359 18 Low Protein
## 360 36 High Protein
## 361 24 Low Protein
## 362 48 High Protein
## 363 6 Low Protein
## 364 8 Low Protein
## 365 16 Low Protein
## 366 23 Low Protein
## 367 46 High Protein
## 368 25 High Protein
## 369 10 Low Protein
## 370 23 Low Protein
## 371 32 High Protein
## 372 12 Low Protein
## 373 20 Low Protein
## 374 28 High Protein
## 375 19 Low Protein
## 376 30 High Protein
## 377 12 Low Protein
## 378 36 High Protein
## 379 14 Low Protein
## 380 14 Low Protein
## 381 16 Low Protein
## 382 19 Low Protein
## 383 18 Low Protein
## 384 15 Low Protein
## 385 20 Low Protein
## 386 17 Low Protein
## 387 18 Low Protein
## 388 20 Low Protein
## 389 15 Low Protein
## 390 12 Low Protein
## 391 12 Low Protein
## 392 3 Low Protein
## 393 43 High Protein
## 394 55 High Protein
## 395 43 High Protein
## 396 36 High Protein
## 397 32 High Protein
## 398 38 High Protein
## 399 39 High Protein
## 400 19 Low Protein
## 401 21 Low Protein
## 402 16 Low Protein
## 403 13 Low Protein
## 404 19 Low Protein
## 405 13 Low Protein
## 406 14 Low Protein
## 407 16 Low Protein
## 408 19 Low Protein
## 409 17 Low Protein
## 410 32 High Protein
## 411 33 High Protein
## 412 20 Low Protein
## 413 11 Low Protein
## 414 16 Low Protein
## 415 25 High Protein
## 416 25 High Protein
## 417 22 Low Protein
## 418 20 Low Protein
## 419 24 Low Protein
## 420 25 High Protein
## 421 22 Low Protein
## 422 16 Low Protein
## 423 28 High Protein
## 424 34 High Protein
## 425 35 High Protein
## 426 24 Low Protein
## 427 24 Low Protein
## 428 22 Low Protein
## 429 15 Low Protein
## 430 31 High Protein
## 431 37 High Protein
## 432 33 High Protein
## 433 12 Low Protein
## 434 13 Low Protein
## 435 8 Low Protein
## 436 9 Low Protein
## 437 8 Low Protein
## 438 9 Low Protein
## 439 13 Low Protein
## 440 14 Low Protein
## 441 12 Low Protein
## 442 13 Low Protein
## 443 13 Low Protein
## 444 14 Low Protein
## 445 8 Low Protein
## 446 9 Low Protein
## 447 11 Low Protein
## 448 14 Low Protein
## 449 8 Low Protein
## 450 9 Low Protein
## 451 10 Low Protein
## 452 10 Low Protein
## 453 6 Low Protein
## 454 16 Low Protein
## 455 14 Low Protein
## 456 13 Low Protein
## 457 21 Low Protein
## 458 19 Low Protein
## 459 20 Low Protein
## 460 21 Low Protein
## 461 11 Low Protein
## 462 17 Low Protein
## 463 15 Low Protein
## 464 11 Low Protein
## 465 6 Low Protein
## 466 9 Low Protein
## 467 8 Low Protein
## 468 20 Low Protein
## 469 20 Low Protein
## 470 20 Low Protein
## 471 20 Low Protein
## 472 25 High Protein
## 473 13 Low Protein
## 474 16 Low Protein
## 475 14 Low Protein
## 476 13 Low Protein
## 477 18 Low Protein
## 478 12 Low Protein
## 479 7 Low Protein
## 480 10 Low Protein
## 481 14 Low Protein
## 482 9 Low Protein
## 483 12 Low Protein
## 484 12 Low Protein
## 485 26 High Protein
## 486 27 High Protein
## 487 14 Low Protein
## 488 19 Low Protein
## 489 9 Low Protein
## 490 27 High Protein
## 491 17 Low Protein
## 492 16 Low Protein
## 493 9 Low Protein
## 494 26 High Protein
## 495 16 Low Protein
## 496 12 Low Protein
## 497 23 Low Protein
## 498 13 Low Protein
## 499 20 Low Protein
## 500 14 Low Protein
## 501 22 Low Protein
## 502 22 Low Protein
## 503 19 Low Protein
## 504 12 Low Protein
## 505 15 Low Protein
## 506 7 Low Protein
## 507 18 Low Protein
## 508 25 High Protein
## 509 23 Low Protein
## 510 23 Low Protein
## 511 23 Low Protein
## 512 26 High Protein
## 513 32 High Protein
## 514 28 High ProteinData Manipulation
Now I will use dplyr functions select, filter, and mutate to manipulate the data and prepare it for further analysis.
library(dplyr)## Warning: package 'dplyr' was built under R version 4.5.2##
## 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#Select only relevant columns
fastfood_variables |>
select(Item, Calories, Protein, Protein_group) ## Item Calories
## 1 Artisan Grilled Chicken Sandwich 380
## 2 Single Bacon Smokehouse Burger 840
## 3 Double Bacon Smokehouse Burger 1130
## 4 Grilled Bacon Smokehouse Chicken Sandwich 750
## 5 Crispy Bacon Smokehouse Chicken Sandwich 920
## 6 Big Mac 540
## 7 Cheeseburger 300
## 8 Classic Chicken Sandwich 510
## 9 Double Cheeseburger 430
## 10 Double Quarter Pounder® with Cheese 770
## 11 Filet-O-Fish® 380
## 12 Garlic White Cheddar Burger 620
## 13 Grilled Garlic White Cheddar Chicken Sandwich 530
## 14 Crispy Garlic White Cheddar Chicken Sandwich 700
## 15 Hamburger 250
## 16 Lobster Roll 290
## 17 Maple Bacon Dijon 1/4 lb Burger 640
## 18 Grilled Maple Bacon Dijon Chicken Sandwich 580
## 19 Crispy Maple Bacon Dijon Chicken Sandwich 740
## 20 McChicken 350
## 21 McDouble 380
## 22 McRib 480
## 23 Pico Guacamole 1/4 lb Burger 580
## 24 Grilled Pico Guacamole Chicken Sandwich 520
## 25 Crispy Pico Guacamole Chicken Sandwich 680
## 26 Premium Buttermilk Crispy Chicken Deluxe Sandwich 570
## 27 Premium Crispy Chicken Deluxe Sandwich 530
## 28 Quarter Pounder® with Cheese 530
## 29 Signature Sriracha Burger 670
## 30 Grilled Signature Sriracha Chicken Sandwich 560
## 31 Crispy Signature Sriracha Chicken Sandwich 730
## 32 Sweet BBQ Bacon 1/4 lb Burger 690
## 33 Grilled Sweet BBQ Bacon Chicken Sandwich 630
## 34 Crispy Sweet BBQ Bacon Chicken Sandwich 800
## 35 3 piece Buttermilk Crispy Chicken Tenders 370
## 36 4 piece Buttermilk Crispy Chicken Tenders 480
## 37 6 piece Buttermilk Crispy Chicken Tenders 760
## 38 10 piece Buttermilk Crispy Chicken Tenders 1210
## 39 12 piece Buttermilk Crispy Chicken Tenders 1510
## 40 20 piece Buttermilk Crispy Chicken Tenders 2430
## 41 4 Piece Chicken McNuggets 180
## 42 6 Piece Chicken McNuggets 270
## 43 10 Piece Chicken McNuggets 440
## 44 20 Piece Chicken McNuggets 890
## 45 40 piece Chicken McNuggets 1770
## 46 4 piece Sweet N' Spicy Honey BBQ Glazed Tenders 640
## 47 6 piece Sweet N' Spicy Honey BBQ Glazed Tenders 960
## 48 10 piece Sweet N' Spicy Honey BBQ Glazed Tenders 1600
## 49 Premium Asian Salad w/o Chicken 140
## 50 Premium Asian Salad w/ Grilled Chicken 270
## 51 Premium Asian Salad w/ Crispy Chicken 490
## 52 Premium Bacon Ranch Salad w/o Chicken 190
## 53 Premium Bacon Ranch Salad w/ Grilled Chicken 320
## 54 Premium Bacon Ranch Salad w/ Crispy Chicken 490
## 55 Premium Southwest Salad w/o Chicken 220
## 56 Premium Southwest Salad w/ Grilled Chicken 350
## 57 Premium Southwest Salad w/ Crispy Chicken 520
## 58 Chargrilled Chicken Club Sandwich 430
## 59 Chargrilled Chicken Sandwich 310
## 60 Chick-n-Slider 270
## 61 1 Piece Chick-n-Strips 120
## 62 2 Piece Chick-n-Strips 230
## 63 3 Piece Chick-n-Strips 350
## 64 4 piece Chick-n-Strips 470
## 65 Chicken Deluxe 500
## 66 4 piece Chicken Nuggets 130
## 67 6 piece Chicken Nuggets 190
## 68 8 piece Chicken Nuggets 260
## 69 12 piece Chicken Nuggets 390
## 70 30 piece Chicken Nuggets 970
## 71 Chicken Salad Sandwich 490
## 72 Chicken Sandwich 440
## 73 4 Piece Grilled Chicken Nuggets 70
## 74 6 Piece Grilled Chicken Nuggets 110
## 75 8 piece Grilled Chicken Nuggets 140
## 76 12 Piece Grilled Chicken Nuggets 210
## 77 Spicy Grilled Chicken Sub Sandwich 430
## 78 Regular Grilled Chicken Sub Sandwich 450
## 79 Smokehouse BBQ Bacon Sandwich 500
## 80 Spicy Chicken Sandwich 450
## 81 Spicy Deluxe 540
## 82 Chargrilled Chicken Cool Wrap 350
## 83 Chicken Enchiladas Meal Kit 860
## 84 Chicken Parmesan Meal Kit 720
## 85 Hatch Green Chile Cheeseburger 710
## 86 Jalapeno Burger 640
## 87 Jr. Burger 340
## 88 Jr. Chili Cheeseburger 410
## 89 Jr. Deluxe Burger 380
## 90 Jr. Deluxe Cheeseburger 450
## 91 Jr. Double Cheeseburger 600
## 92 Sonic Bacon Cheeseburger (w/mayo) 870
## 93 Sonic Burger W/ Mustard 640
## 94 Sonic Burger W/ Ketchup 650
## 95 Sonic Burger W/ Mayonnaise 740
## 96 Sonic Cheeseburger W/ Mustard 710
## 97 Sonic Cheeseburger W/ Ketchup 720
## 98 Sonic Cheeseburger W/ Mayonnaise 800
## 99 Super Sonic Bacon Double Cheeseburger (w/mayo) 1280
## 100 Super Sonic Double Cheeseburger W/ Mustard 1120
## 101 Super Sonic Double Cheeseburger W/ Ketchup 1130
## 102 Super Sonic Double Cheeseburger W/ Mayo 1220
## 103 Super Sonic Jalapeno Double Cheeseburger 1120
## 104 Veggie Burger W/ Ketchup 450
## 105 Veggie Burger With Mustard 450
## 106 Veggie Burger W/ Mustard 450
## 107 Grilled Asiago Caesar Chicken Club Sandwich 610
## 108 Crispy Asiago Caesar Chicken Club Sandwich 680
## 109 Grilled Chicken Sandwich 430
## 110 Crispy Chicken Sandwich 570
## 111 Chicken Strip Sandwich 450
## 112 3 Piece Crispy Chicken Tender Dinner 280
## 113 5 Piece Crispy Chicken Tender Dinner 470
## 114 Deluxe Ultimate Chicken Sandwich 740
## 115 Buffalo Dunked Ultimate Chicken Sandwich 1000
## 116 Garlic Parmesan Dunked Ultimate Chicken Sandwich 1350
## 117 Small Jumbo Popcorn Chicken 380
## 118 Large Jumbo Popcorn Chicken 560
## 119 Small Spicy Jumbo Popcorn Chicken 350
## 120 Large Spicy Jumbo Popcorn Chicken 610
## 121 3 Piece Super Crunch Chicken Strip Dinner 970
## 122 4 Piece Super Crunch Chicken Strip Dinner 1080
## 123 5 Piece Super Crunch Chicken Strip Dinner 1190
## 124 3 Piece Super Crunch Chicken Strips 330
## 125 4 Piece Super Crunch Chicken Strips 440
## 126 5 Piece Super Crunch Chicken Strips 550
## 127 Traditional Ultimate Chicken Sandwich 730
## 128 Ultimate Chicken Club 100
## 129 All Beef All-american Style Dog – 6" 370
## 130 All Beef Chicago Dog – 6" 430
## 131 All Beef Chili Cheese Coney – 6" 410
## 132 All Beef New York Dog – 6" 340
## 133 All Beef Regular Hot Dog – 6" 320
## 134 Cheesy Bacon Pretzel Dog - 6 In. 500
## 135 Corn Dog 210
## 136 Footlong Quarter Pound Coney 830
## 137 The Original Pretzel Dog 320
## 138 Arby's Melt 330
## 139 Arby-Q Sandwich 400
## 140 Beef 'n Cheddar Classic 450
## 141 Beef 'n Cheddar Mid 630
## 142 Bourbon BBQ Brisket Sandwich 650
## 143 Bourbon BBQ Chicken Sandwich 690
## 144 Bourbon BBQ Steak Sandwich 690
## 145 Buttermilk Buffalo Chicken Sandwich 540
## 146 Buttermilk Chicken Bacon & Swiss 650
## 147 Buttermilk Chicken Cordon Bleu Sandwich 690
## 148 Buttermilk Crispy Chicken Sandwich 550
## 149 Classic French Dip & Swiss/Au Jus 540
## 150 Classic Roast Beef 360
## 151 Double Roast Beef 510
## 152 Fire-Roasted Philly Steak 640
## 153 Grand Turkey Club 480
## 154 Greek Gyro 710
## 155 Half Pound Beef 'n Cheddar Sandwich 740
## 156 Half Pound French Dip & Swiss 750
## 157 Half Pound Roast Beef Sandwich 610
## 158 Ham & Swiss Melt 300
## 159 Loaded Italian Sandwich 680
## 160 Pecan Chicken Salad Flatbread 710
## 161 Pecan Chicken Salad Sandwich 840
## 162 2 piece Prime-Cut Chicken Tenders 240
## 163 3 piece Prime-Cut Chicken Tenders 360
## 164 5 piece Prime-Cut Chicken Tenders 600
## 165 Reuben Sandwich 680
## 166 Roast Beef Gyro 550
## 167 Roast Turkey & Swiss Sandwich 710
## 168 Roast Turkey & Swiss Wrap 520
## 169 Roast Turkey, Ranch & Bacon Sandwich 800
## 170 Roast Turkey, Ranch & Bacon Wrap 620
## 171 Smoke Mountain w/ Beef Short Rib 740
## 172 Smokehouse Beef Short Rib Sandwich 590
## 173 Smokehouse Brisket 600
## 174 Super Roast Beef 430
## 175 Three Cheese Steak Sandwich 650
## 176 Triple Decker Sandwich 1030
## 177 Turkey Avocado Club 730
## 178 Turkey Gyro 470
## 179 Ultimate BLT 980
## 180 Buffalo Chicken Slider 290
## 181 Chicken Tender 'n Cheese Slider 290
## 182 Corned Beef 'n Cheese Slider 220
## 183 Ham 'n Cheese Slider 210
## 184 Jalapeno Roast Beef 'n Cheese Slider 240
## 185 Pizza Slider 300
## 186 Roast Beef 'n Cheese Slider 240
## 187 Turkey 'n Cheese Slider 200
## 188 Chopped Side Salad 70
## 189 Crispy Chicken Farmhouse Salad 430
## 190 Greek Gyro Salad 420
## 191 Roast Turkey Farmhouse Salad 230
## 192 Super Greek Salad 720
## 193 American Brewhouse King 1550
## 194 Bacon & Swiss Sourdough King 1000
## 195 Bacon Cheeseburger 330
## 196 Bacon Cheeseburger Deluxe 290
## 197 Bacon King 1040
## 198 Bacon King Jr 730
## 199 BBQ Bacon King 1100
## 200 Cheeseburger 300
## 201 Double Bacon Cheeseburger 520
## 202 Double Cheeseburger 450
## 203 Double Hamburger 360
## 204 Double Quarter Pound King 900
## 205 Extra Long Cheeseburger 580
## 206 Hamburger 260
## 207 Homestyle Cheeseburger 550
## 208 Jalapeno King Sandwich 990
## 209 Mushroom & Swiss King 940
## 210 Rodeo Burger 310
## 211 Rodeo King 1250
## 212 Sourdough King Single 730
## 213 Sourdough King Double 970
## 214 Steakhouse King 1100
## 215 Bacon & Cheese Whopper 770
## 216 DOUBLE WHOPPER w/o Cheese 900
## 217 DOUBLE WHOPPER w/ Cheese 990
## 218 WHOPPER w/o Cheese 660
## 219 WHOPPER w/ Cheese 760
## 220 WHOPPER JR. w/o Cheese 340
## 221 WHOPPER JR. w/ Cheese 380
## 222 Bacon Cheddar Ranch Chicken Salad w/ grilled Chicken & Dressing 590
## 223 Bacon Cheddar Ranch Chicken Salad w/ crispy Chicken & Dressing 720
## 224 Chicken BLT Salad w/ Grilled Chicken 550
## 225 Chicken BLT Salad w/ Crispy Chicken 690
## 226 Chicken Caesar Salad w/ Grilled Chicken 530
## 227 Chicken Caesar Salad w/ Crispy Chicken 670
## 228 Chicken, Apple & Cranberry Salad w/ Grilled Chicken 560
## 229 Chicken, Apple & Cranberry Salad w/ Crispy Chicken 700
## 230 Garden Grilled Chicken Salad w/ Grilled Chicken, no dressing 320
## 231 Garden Grilled Chicken Salad w/ Crispy Chicken, no dressing 450
## 232 Side Caesar Salad with dressing 220
## 233 Side Garden Salad and Avocado Ranch Dressing 230
## 234 Bacon Cheddar Ranch Crispy Chicken Sandwich 830
## 235 BBQ Bacon Crispy Chicken Sandwich 440
## 236 Big Fish Sandwich 530
## 237 BK VEGGIE Burger 410
## 238 Chicken Burger 480
## 239 Chicken Cordon Bleu Sandwich 730
## 240 Chicken Fries 290
## 241 4 Piece Chicken Nuggets 190
## 242 6 Piece Chicken Nuggets 290
## 243 20 Piece Chicken Nuggets 950
## 244 Chicken Nuggets (10pc) 470
## 245 Chicken Parmesan Sandwich 570
## 246 Crispy Buffalo Chicken Melt 580
## 247 Crispy Chicken Jr. 430
## 248 Crispy Chicken Sandwich 670
## 249 Grilled Chicken Sandwich 470
## 250 Grilled Chili Cheese Dog 330
## 251 Grilled Hot Dog 310
## 252 Jalapeno Chicken Fries 300
## 253 Original Chicken Sandwich 630
## 254 Pretzel Chicken Fries 340
## 255 Rodeo Crispy Chicken Sandwich 410
## 256 Sourdough Chicken Club 840
## 257 4 Piece Spicy Chicken Nuggets 210
## 258 Spicy Chicken Nuggets 530
## 259 Spicy Crispy Chicken Jr. 410
## 260 Spicy Crispy Chicken Sandwich 700
## 261 Spicy Crispy Jalapeno Chicken Sandwich 760
## 262 1/2 lb. FlameThrower® GrillBurger 1000
## 263 1/2 lb. GrillBurger with Cheese 800
## 264 1/4 lb. Bacon Cheese GrillBurger 630
## 265 1/4 lb. GrillBurger with Cheese 540
## 266 1/4 lb. Mushroom Swiss GrillBurger 570
## 267 Original Cheeseburger 400
## 268 Original Double Cheeseburger 630
## 269 4 Piece Chicken Strip Basket w/ Country Gravy 1030
## 270 6 Piece Chicken Strip Basket w/ Country Gravy 1260
## 271 Bacon Cheese Dog 420
## 272 Cheese Dog 390
## 273 Chili Cheese Dog 380
## 274 Chili Dog 330
## 275 Hot Dog 290
## 276 Relish Dog 350
## 277 Barbecue Pork Sandwich 310
## 278 Breaded Mushrooms 250
## 279 Regular Cheese Curds 550
## 280 Large Cheese Curds 1050
## 281 Chili Cheese Mega Dog 760
## 282 Corn Dog 260
## 283 Crispy Fish Sandwich 470
## 284 Deluxe Cheeseburger 400
## 285 Deluxe Double Cheeseburger 640
## 286 Deluxe Double Hamburger 540
## 287 Deluxe Hamburger 350
## 288 DQ Ultimate® Burger 780
## 289 Pork Tenderloin Sandwich 580
## 290 Steak Finger Basket 910
## 291 3 chicken strips Chicken Strips 350
## 292 Chicken Bacon Ranch Sandwich 500
## 293 Chicken Mozzarella Sandwich 640
## 294 Crispy Chicken BLT Salad 520
## 295 Crispy Chicken Garden Greens Salad 280
## 296 Crispy Chicken Sandwich 600
## 297 Crispy Chicken Wrap 350
## 298 Grilled Chicken BLT Salad 380
## 299 Grilled Chicken Garden Greens Salad 150
## 300 Grilled Chicken Sandwich 360
## 301 Grilled Chicken Wrap 280
## 302 Side Salad 20
## 303 Turkey BLT Sandwich 550
## 304 6" B.L.T. 320
## 305 Footlong B.L.T. 640
## 306 6" BBQ Rib Sandwich 430
## 307 Footlong BBQ Rib Sandwich 860
## 308 6" Big Hot Pastrami 580
## 309 Footlong Big Hot Pastrami 1160
## 310 6" Big Philly Cheesesteak 500
## 311 Footlong Big Philly Cheesesteak 1000
## 312 Kids Mini Sub Black Forest Ham 180
## 313 6" Black Forest Ham 290
## 314 Footlong Black Forest Ham 580
## 315 6" Carved Turkey 330
## 316 Footlong Carved Turkey 660
## 317 6" Carved Turkey & Bacon w/ Cheese 570
## 318 Footlong Carved Turkey & Bacon w/ Cheese 1140
## 319 6" Chicken & Bacon Ranch Melt 570
## 320 Footlong Chicken & Bacon Ranch Melt 1140
## 321 6" Chicken Pizziola Melt 460
## 322 Footlong Chicken Pizziola Melt 920
## 323 6" Cold Cut Combo 370
## 324 Footlong Cold Cut Combo 740
## 325 6" Corned Beef Reuben 470
## 326 Footlong Corned Beef Reuben 940
## 327 6" Italian B.M.T. 410
## 328 Footlong Italian B.M.T. 820
## 329 6" Italian Hero 550
## 330 Footlong Italian Hero 1100
## 331 6" Meatball Marinara 480
## 332 Footlong Meatball Marinara 960
## 333 6" Oven Roasted Chicken 320
## 334 Footlong Oven Roasted Chicken 640
## 335 Kids Mini Sub Roast Beef 200
## 336 6" Roast Beef 320
## 337 Footlong Roast Beef 640
## 338 6" Rotisserie Style Chicken 350
## 339 Footlong Rotisserie Style Chicken 700
## 340 6" Spicy Italian 480
## 341 Footlong Spicy Italian 960
## 342 6" Steak and Cheese 380
## 343 Footlong Steak and Cheese 760
## 344 6" Subway Club 310
## 345 Footlong Subway Club 620
## 346 6" Subway Melt (includes cheese) 370
## 347 Footlong Subway Melt (includes cheese) 740
## 348 6" Subway Seafood Sensation 420
## 349 Footlong Subway Seafood Sensation 840
## 350 6" Sweet Onion Chicken Teriyaki 380
## 351 Footlong Sweet Onion Chicken Teriyaki 760
## 352 6" Tuna 470
## 353 Footlong Tuna 940
## 354 6" Turkey & Bacon Avocado 390
## 355 Footlong Turkey & Bacon Avocado 780
## 356 Kids Mini Sub Turkey Breast 180
## 357 6" Turkey Breast 280
## 358 Footlong Turkey Breast 560
## 359 6" Turkey Breast & Ham 280
## 360 Footlong Turkey Breast & Ham 560
## 361 6" Turkey Italiano Melt (with Provolone) 490
## 362 Footlong Turkey Italiano Melt (with Provolone) 980
## 363 Kids Mini Sub Veggie Delite 150
## 364 6" Veggie Delite 230
## 365 Footlong Veggie Delite 460
## 366 6" Veggie Patty 390
## 367 Footlong Veggie Patty 780
## 368 Autumn Carved Turkey Salad 300
## 369 B.L.T. Salad 150
## 370 Big Hot Pastrami Melt Salad 400
## 371 Big Philly Cheesesteak Salad 330
## 372 Black Forest Ham Salad 110
## 373 Buffalo Chicken Salad (with Ranch dressing) 360
## 374 Carved Turkey & Bacon w/ Cheese Salad 280
## 375 Carved Turkey Salad 150
## 376 Chicken & Bacon Ranch Melt Salad (includes Ranch dressing) 510
## 377 Cold Cut Combo Salad 180
## 378 Double Chicken Salad 220
## 379 Italian B.M.T.® Salad 230
## 380 Italian Hero Salad 230
## 381 Meatball Marinara Salad 310
## 382 Oven Roasted Chicken Salad 140
## 383 Roast Beef Salad 140
## 384 Spicy Italian Salad 310
## 385 Steak & Cheese Salad 210
## 386 Subway Club Salad 140
## 387 Subway Melt® Salad 200
## 388 Sweet Onion Chicken Teriyaki Salad 200
## 389 Tuna Salad 310
## 390 Turkey Breast & Ham Salad 110
## 391 Turkey Breast Salad 110
## 392 Veggie Delite Salad 50
## 393 Chipotle Southwest Steak & Cheese Wrap 760
## 394 Rotisserie-Style Chicken Caesar Wrap 730
## 395 Turkey, Bacon & Guacamole Wrap 810
## 396 Cheese & Veggies Pizza 740
## 397 Cheese Pizza 680
## 398 Pepperoni Pizza 790
## 399 Sausage Pizza 820
## 400 1/2 lb.* Cheesy Potato Burrito 540
## 401 1/2 lb.* Combo Burrito 460
## 402 7-Layer Burrito 510
## 403 Bean Burrito 370
## 404 Beefy 5-Layer Burrito 550
## 405 Beefy Fritos® Burrito 440
## 406 Black Bean Burrito 410
## 407 Burrito Supreme® – Beef 420
## 408 Burrito Supreme® - Chicken 390
## 409 Burrito Supreme® - Steak 390
## 410 Cantina Power Burrito - Chicken 760
## 411 Cantina Power Burrito - Steak 780
## 412 Cantina Power Burrito - Veggie 740
## 413 Cheesy Bean and Rice Burrito 420
## 414 Chili Cheese Burrito 380
## 415 Chicken Crunchy Cheesy Core Burrito 610
## 416 Steak Crunchy Cheesy Core Burrito 610
## 417 Beef Crunchy Cheesy Core Burrito 630
## 418 Loaded Taco Burrito 550
## 419 Chicken Quesarito 620
## 420 Steak Quesarito 630
## 421 Beef Quesarito 650
## 422 Shredded Chicken Burrito 400
## 423 Smothered Burrito - Beef 710
## 424 Smothered Burrito - Shredded Chicken 650
## 425 Smothered Burrito - Steak 670
## 426 Chicken Spicy Cheesy Core Burrito 540
## 427 Steak Spicy Cheesy Core Burrito 550
## 428 Beef Spicy Cheesy Core Burrito 570
## 429 Triple Melt Burrito 410
## 430 XXL Grilled Stuft Burrito - Beef 880
## 431 XXL Grilled Stuft Burrito - Chicken 830
## 432 XXL Grilled Stuft Burrito - Steak 820
## 433 Chicken Soft Taco 170
## 434 Cool Ranch® Doritos® Double Decker® Taco 320
## 435 Cool Ranch® Doritos® Locos Taco 160
## 436 Cool Ranch® Doritos® Locos Taco Supreme 200
## 437 Crunchy Taco 170
## 438 Crunchy Taco Supreme® 200
## 439 Double Decker® Taco 320
## 440 DOUBLE DECKER® Taco Supreme® 350
## 441 Spicy Sweet Double Stacked Taco 340
## 442 Cool Ranch Habanero Double Stacked Taco 350
## 443 Nacho Crunch Double Stacked Taco 380
## 444 Fiery Doritos® Double Decker® Taco 320
## 445 Fiery Doritos® Locos Taco 170
## 446 Fiery Doritos® Locos Taco Supreme 200
## 447 Grilled Steak Soft Taco 250
## 448 Nacho Cheese Doritos® Double Decker® Taco 320
## 449 Nacho Cheese Doritos® Locos Tacos 170
## 450 Nacho Cheese Doritos® Locos Tacos Supreme 200
## 451 Soft Taco Supreme® – Beef 230
## 452 Soft Taco-Beef 200
## 453 Spicy Potato Soft Taco 250
## 454 Chalupa Supreme® - Chicken 340
## 455 Chalupa Supreme® - Steak 340
## 456 Chalupa Supreme®–Beef 370
## 457 Double Chalupa 600
## 458 Wild Naked Chicken Chalupa 420
## 459 Mild Naked Chicken Chalupa 440
## 460 Spicy Double Chalupa 600
## 461 Fresco Bean Burrito 350
## 462 Fresco Burrito Supreme® – Chicken 340
## 463 Fresco Burrito Supreme® – Steak 340
## 464 Fresco Chicken Soft Taco 150
## 465 Fresco Crunchy Taco 140
## 466 Fresco Grilled Steak Soft Taco 150
## 467 Fresco Soft Taco 170
## 468 Cheesy Gordita Crunch 490
## 469 Doritos® Cheesy Gordita Crunch - Cool Ranch 490
## 470 Doritos® Cheesy Gordita Crunch - Fiery 490
## 471 Doritos® Cheesy Gordita Crunch - Nacho Cheese 490
## 472 Double Cheesy Gordita Crunch 570
## 473 Gordita Supreme® – Beef 300
## 474 Gordita Supreme® - Chicken 270
## 475 Gordita Supreme® - Steak 270
## 476 Nacho Fries Bellgrande 710
## 477 Nachos BellGrande® 760
## 478 Nachos Supreme 430
## 479 Triple Layer Nachos 320
## 480 Triple Melt Nachos 260
## 481 Beefy Cheddar Crunchwrap Slider 410
## 482 Beefy Mini Quesadilla 210
## 483 Beefy Nacho Griller 420
## 484 BLT Crunchwrap Slider 430
## 485 Cantina Power Bowl - Chicken 560
## 486 Cantina Power Bowl - Steak 580
## 487 Cantina Power Bowl - Veggie 540
## 488 Cheese Quesadilla 480
## 489 Cheese Roll-Up 190
## 490 Chicken Quesadilla 520
## 491 Chickstar 620
## 492 Chili Cheese Burrito 380
## 493 Chipotle Crispy Chicken Griller 290
## 494 Crispy Chicken Quesadilla 650
## 495 Crunchwrap Supreme® 540
## 496 Double Tostada 270
## 497 Express Taco Salad w/ Chips 580
## 498 Loaded Potato Griller 470
## 499 Mexican Pizza 540
## 500 MexiMelt® 270
## 501 Steak Quesalupa 440
## 502 Chicken Quesalupa 440
## 503 Beef Quesalupa 460
## 504 Shredded Chicken Mini Quesadilla 180
## 505 Spicy Chicken Crunchwrap Slider 400
## 506 Spicy Tostada 200
## 507 Stacker 390
## 508 Steak Quesadilla 520
## 509 Original Triple Double Crunchwrap 700
## 510 Spicy Triple Double Crunchwrap 780
## 511 Express Taco Salad w/ Chips 580
## 512 Fiesta Taco Salad-Beef 780
## 513 Fiesta Taco Salad-Chicken 720
## 514 Fiesta Taco Salad-Steak 720
## Protein Protein_group
## 1 37 High Protein
## 2 46 High Protein
## 3 70 High Protein
## 4 55 High Protein
## 5 46 High Protein
## 6 25 High Protein
## 7 15 Low Protein
## 8 25 High Protein
## 9 25 High Protein
## 10 51 High Protein
## 11 15 Low Protein
## 12 32 High Protein
## 13 42 High Protein
## 14 33 High Protein
## 15 13 Low Protein
## 16 24 Low Protein
## 17 37 High Protein
## 18 48 High Protein
## 19 39 High Protein
## 20 15 Low Protein
## 21 23 Low Protein
## 22 25 High Protein
## 23 29 High Protein
## 24 40 High Protein
## 25 31 High Protein
## 26 28 High Protein
## 27 25 High Protein
## 28 31 High Protein
## 29 32 High Protein
## 30 41 High Protein
## 31 32 High Protein
## 32 38 High Protein
## 33 48 High Protein
## 34 39 High Protein
## 35 28 High Protein
## 36 38 High Protein
## 37 58 High Protein
## 38 94 High Protein
## 39 115 High Protein
## 40 186 High Protein
## 41 10 Low Protein
## 42 15 Low Protein
## 43 24 Low Protein
## 44 49 High Protein
## 45 98 High Protein
## 46 39 High Protein
## 47 58 High Protein
## 48 97 High Protein
## 49 7 Low Protein
## 50 31 High Protein
## 51 33 High Protein
## 52 14 Low Protein
## 53 42 High Protein
## 54 33 High Protein
## 55 8 Low Protein
## 56 37 High Protein
## 57 28 High Protein
## 58 37 High Protein
## 59 29 High Protein
## 60 16 Low Protein
## 61 11 Low Protein
## 62 22 Low Protein
## 63 28 High Protein
## 64 37 High Protein
## 65 31 High Protein
## 66 14 Low Protein
## 67 21 Low Protein
## 68 28 High Protein
## 69 41 High Protein
## 70 103 High Protein
## 71 28 High Protein
## 72 28 High Protein
## 73 13 Low Protein
## 74 19 Low Protein
## 75 25 High Protein
## 76 38 High Protein
## 77 33 High Protein
## 78 34 High Protein
## 79 33 High Protein
## 80 29 High Protein
## 81 34 High Protein
## 82 37 High Protein
## 83 39 High Protein
## 84 48 High Protein
## 85 35 High Protein
## 86 31 High Protein
## 87 15 Low Protein
## 88 20 Low Protein
## 89 15 Low Protein
## 90 19 Low Protein
## 91 31 High Protein
## 92 39 High Protein
## 93 31 High Protein
## 94 32 High Protein
## 95 31 High Protein
## 96 35 High Protein
## 97 35 High Protein
## 98 35 High Protein
## 99 67 High Protein
## 100 63 High Protein
## 101 63 High Protein
## 102 63 High Protein
## 103 63 High Protein
## 104 15 Low Protein
## 105 15 Low Protein
## 106 15 Low Protein
## 107 40 High Protein
## 108 31 High Protein
## 109 28 High Protein
## 110 23 Low Protein
## 111 19 Low Protein
## 112 22 Low Protein
## 113 37 High Protein
## 114 33 High Protein
## 115 23 Low Protein
## 116 23 Low Protein
## 117 18 Low Protein
## 118 27 High Protein
## 119 21 Low Protein
## 120 36 High Protein
## 121 30 High Protein
## 122 37 High Protein
## 123 44 High Protein
## 124 22 Low Protein
## 125 29 High Protein
## 126 36 High Protein
## 127 32 High Protein
## 128 39 High Protein
## 129 12 Low Protein
## 130 14 Low Protein
## 131 17 Low Protein
## 132 13 Low Protein
## 133 11 Low Protein
## 134 15 Low Protein
## 135 6 Low Protein
## 136 30 High Protein
## 137 11 Low Protein
## 138 18 Low Protein
## 139 18 Low Protein
## 140 23 Low Protein
## 141 39 High Protein
## 142 38 High Protein
## 143 38 High Protein
## 144 38 High Protein
## 145 29 High Protein
## 146 39 High Protein
## 147 41 High Protein
## 148 29 High Protein
## 149 35 High Protein
## 150 23 Low Protein
## 151 38 High Protein
## 152 42 High Protein
## 153 30 High Protein
## 154 23 Low Protein
## 155 49 High Protein
## 156 55 High Protein
## 157 48 High Protein
## 158 18 Low Protein
## 159 32 High Protein
## 160 22 Low Protein
## 161 33 High Protein
## 162 16 Low Protein
## 163 23 Low Protein
## 164 39 High Protein
## 165 37 High Protein
## 166 24 Low Protein
## 167 38 High Protein
## 168 30 High Protein
## 169 45 High Protein
## 170 37 High Protein
## 171 43 High Protein
## 172 26 High Protein
## 173 33 High Protein
## 174 23 Low Protein
## 175 30 High Protein
## 176 62 High Protein
## 177 41 High Protein
## 178 25 High Protein
## 179 43 High Protein
## 180 12 Low Protein
## 181 15 Low Protein
## 182 14 Low Protein
## 183 13 Low Protein
## 184 14 Low Protein
## 185 13 Low Protein
## 186 14 Low Protein
## 187 14 Low Protein
## 188 5 Low Protein
## 189 28 High Protein
## 190 10 Low Protein
## 191 22 Low Protein
## 192 22 Low Protein
## 193 134 High Protein
## 194 56 High Protein
## 195 18 Low Protein
## 196 12 Low Protein
## 197 57 High Protein
## 198 32 High Protein
## 199 57 High Protein
## 200 16 Low Protein
## 201 31 High Protein
## 202 26 High Protein
## 203 22 Low Protein
## 204 56 High Protein
## 205 26 High Protein
## 206 13 Low Protein
## 207 30 High Protein
## 208 55 High Protein
## 209 49 High Protein
## 210 9 Low Protein
## 211 60 High Protein
## 212 35 High Protein
## 213 55 High Protein
## 214 50 High Protein
## 215 29 High Protein
## 216 47 High Protein
## 217 52 High Protein
## 218 28 High Protein
## 219 33 High Protein
## 220 14 Low Protein
## 221 16 Low Protein
## 222 42 High Protein
## 223 36 High Protein
## 224 36 High Protein
## 225 35 High Protein
## 226 35 High Protein
## 227 34 High Protein
## 228 29 High Protein
## 229 28 High Protein
## 230 36 High Protein
## 231 29 High Protein
## 232 6 Low Protein
## 233 5 Low Protein
## 234 34 High Protein
## 235 7 Low Protein
## 236 17 Low Protein
## 237 22 Low Protein
## 238 22 Low Protein
## 239 32 High Protein
## 240 16 Low Protein
## 241 10 Low Protein
## 242 15 Low Protein
## 243 51 High Protein
## 244 21 Low Protein
## 245 32 High Protein
## 246 30 High Protein
## 247 12 Low Protein
## 248 23 Low Protein
## 249 37 High Protein
## 250 14 Low Protein
## 251 11 Low Protein
## 252 15 Low Protein
## 253 24 Low Protein
## 254 16 Low Protein
## 255 12 Low Protein
## 256 32 High Protein
## 257 8 Low Protein
## 258 20 Low Protein
## 259 12 Low Protein
## 260 25 High Protein
## 261 32 High Protein
## 262 46 High Protein
## 263 40 High Protein
## 264 30 High Protein
## 265 23 Low Protein
## 266 24 Low Protein
## 267 19 Low Protein
## 268 34 High Protein
## 269 35 High Protein
## 270 49 High Protein
## 271 19 Low Protein
## 272 16 Low Protein
## 273 16 Low Protein
## 274 13 Low Protein
## 275 11 Low Protein
## 276 13 Low Protein
## 277 17 Low Protein
## 278 7 Low Protein
## 279 35 High Protein
## 280 43 High Protein
## 281 32 High Protein
## 282 6 Low Protein
## 283 17 Low Protein
## 284 20 Low Protein
## 285 34 High Protein
## 286 29 High Protein
## 287 17 Low Protein
## 288 41 High Protein
## 289 19 Low Protein
## 290 23 Low Protein
## 291 22 Low Protein
## 292 33 High Protein
## 293 34 High Protein
## 294 37 High Protein
## 295 17 Low Protein
## 296 24 Low Protein
## 297 12 Low Protein
## 298 42 High Protein
## 299 23 Low Protein
## 300 25 High Protein
## 301 15 Low Protein
## 302 1 Low Protein
## 303 30 High Protein
## 304 15 Low Protein
## 305 30 High Protein
## 306 19 Low Protein
## 307 38 High Protein
## 308 29 High Protein
## 309 58 High Protein
## 310 38 High Protein
## 311 76 High Protein
## 312 10 Low Protein
## 313 18 Low Protein
## 314 36 High Protein
## 315 25 High Protein
## 316 50 High Protein
## 317 33 High Protein
## 318 66 High Protein
## 319 35 High Protein
## 320 70 High Protein
## 321 32 High Protein
## 322 64 High Protein
## 323 18 Low Protein
## 324 36 High Protein
## 325 39 High Protein
## 326 78 High Protein
## 327 20 Low Protein
## 328 40 High Protein
## 329 26 High Protein
## 330 52 High Protein
## 331 21 Low Protein
## 332 42 High Protein
## 333 23 Low Protein
## 334 46 High Protein
## 335 14 Low Protein
## 336 24 Low Protein
## 337 48 High Protein
## 338 29 High Protein
## 339 58 High Protein
## 340 20 Low Protein
## 341 40 High Protein
## 342 26 High Protein
## 343 52 High Protein
## 344 23 Low Protein
## 345 46 High Protein
## 346 23 Low Protein
## 347 46 High Protein
## 348 13 Low Protein
## 349 26 High Protein
## 350 26 High Protein
## 351 52 High Protein
## 352 20 Low Protein
## 353 40 High Protein
## 354 22 Low Protein
## 355 44 High Protein
## 356 10 Low Protein
## 357 18 Low Protein
## 358 36 High Protein
## 359 18 Low Protein
## 360 36 High Protein
## 361 24 Low Protein
## 362 48 High Protein
## 363 6 Low Protein
## 364 8 Low Protein
## 365 16 Low Protein
## 366 23 Low Protein
## 367 46 High Protein
## 368 25 High Protein
## 369 10 Low Protein
## 370 23 Low Protein
## 371 32 High Protein
## 372 12 Low Protein
## 373 20 Low Protein
## 374 28 High Protein
## 375 19 Low Protein
## 376 30 High Protein
## 377 12 Low Protein
## 378 36 High Protein
## 379 14 Low Protein
## 380 14 Low Protein
## 381 16 Low Protein
## 382 19 Low Protein
## 383 18 Low Protein
## 384 15 Low Protein
## 385 20 Low Protein
## 386 17 Low Protein
## 387 18 Low Protein
## 388 20 Low Protein
## 389 15 Low Protein
## 390 12 Low Protein
## 391 12 Low Protein
## 392 3 Low Protein
## 393 43 High Protein
## 394 55 High Protein
## 395 43 High Protein
## 396 36 High Protein
## 397 32 High Protein
## 398 38 High Protein
## 399 39 High Protein
## 400 19 Low Protein
## 401 21 Low Protein
## 402 16 Low Protein
## 403 13 Low Protein
## 404 19 Low Protein
## 405 13 Low Protein
## 406 14 Low Protein
## 407 16 Low Protein
## 408 19 Low Protein
## 409 17 Low Protein
## 410 32 High Protein
## 411 33 High Protein
## 412 20 Low Protein
## 413 11 Low Protein
## 414 16 Low Protein
## 415 25 High Protein
## 416 25 High Protein
## 417 22 Low Protein
## 418 20 Low Protein
## 419 24 Low Protein
## 420 25 High Protein
## 421 22 Low Protein
## 422 16 Low Protein
## 423 28 High Protein
## 424 34 High Protein
## 425 35 High Protein
## 426 24 Low Protein
## 427 24 Low Protein
## 428 22 Low Protein
## 429 15 Low Protein
## 430 31 High Protein
## 431 37 High Protein
## 432 33 High Protein
## 433 12 Low Protein
## 434 13 Low Protein
## 435 8 Low Protein
## 436 9 Low Protein
## 437 8 Low Protein
## 438 9 Low Protein
## 439 13 Low Protein
## 440 14 Low Protein
## 441 12 Low Protein
## 442 13 Low Protein
## 443 13 Low Protein
## 444 14 Low Protein
## 445 8 Low Protein
## 446 9 Low Protein
## 447 11 Low Protein
## 448 14 Low Protein
## 449 8 Low Protein
## 450 9 Low Protein
## 451 10 Low Protein
## 452 10 Low Protein
## 453 6 Low Protein
## 454 16 Low Protein
## 455 14 Low Protein
## 456 13 Low Protein
## 457 21 Low Protein
## 458 19 Low Protein
## 459 20 Low Protein
## 460 21 Low Protein
## 461 11 Low Protein
## 462 17 Low Protein
## 463 15 Low Protein
## 464 11 Low Protein
## 465 6 Low Protein
## 466 9 Low Protein
## 467 8 Low Protein
## 468 20 Low Protein
## 469 20 Low Protein
## 470 20 Low Protein
## 471 20 Low Protein
## 472 25 High Protein
## 473 13 Low Protein
## 474 16 Low Protein
## 475 14 Low Protein
## 476 13 Low Protein
## 477 18 Low Protein
## 478 12 Low Protein
## 479 7 Low Protein
## 480 10 Low Protein
## 481 14 Low Protein
## 482 9 Low Protein
## 483 12 Low Protein
## 484 12 Low Protein
## 485 26 High Protein
## 486 27 High Protein
## 487 14 Low Protein
## 488 19 Low Protein
## 489 9 Low Protein
## 490 27 High Protein
## 491 17 Low Protein
## 492 16 Low Protein
## 493 9 Low Protein
## 494 26 High Protein
## 495 16 Low Protein
## 496 12 Low Protein
## 497 23 Low Protein
## 498 13 Low Protein
## 499 20 Low Protein
## 500 14 Low Protein
## 501 22 Low Protein
## 502 22 Low Protein
## 503 19 Low Protein
## 504 12 Low Protein
## 505 15 Low Protein
## 506 7 Low Protein
## 507 18 Low Protein
## 508 25 High Protein
## 509 23 Low Protein
## 510 23 Low Protein
## 511 23 Low Protein
## 512 26 High Protein
## 513 32 High Protein
## 514 28 High Protein#Filter to examine items in the High-protein group
fastfood_variables |>
filter(Protein_group == "High Protein")## Item Calories
## 1 Artisan Grilled Chicken Sandwich 380
## 2 Single Bacon Smokehouse Burger 840
## 3 Double Bacon Smokehouse Burger 1130
## 4 Grilled Bacon Smokehouse Chicken Sandwich 750
## 5 Crispy Bacon Smokehouse Chicken Sandwich 920
## 6 Big Mac 540
## 7 Classic Chicken Sandwich 510
## 8 Double Cheeseburger 430
## 9 Double Quarter Pounder® with Cheese 770
## 10 Garlic White Cheddar Burger 620
## 11 Grilled Garlic White Cheddar Chicken Sandwich 530
## 12 Crispy Garlic White Cheddar Chicken Sandwich 700
## 13 Maple Bacon Dijon 1/4 lb Burger 640
## 14 Grilled Maple Bacon Dijon Chicken Sandwich 580
## 15 Crispy Maple Bacon Dijon Chicken Sandwich 740
## 16 McRib 480
## 17 Pico Guacamole 1/4 lb Burger 580
## 18 Grilled Pico Guacamole Chicken Sandwich 520
## 19 Crispy Pico Guacamole Chicken Sandwich 680
## 20 Premium Buttermilk Crispy Chicken Deluxe Sandwich 570
## 21 Premium Crispy Chicken Deluxe Sandwich 530
## 22 Quarter Pounder® with Cheese 530
## 23 Signature Sriracha Burger 670
## 24 Grilled Signature Sriracha Chicken Sandwich 560
## 25 Crispy Signature Sriracha Chicken Sandwich 730
## 26 Sweet BBQ Bacon 1/4 lb Burger 690
## 27 Grilled Sweet BBQ Bacon Chicken Sandwich 630
## 28 Crispy Sweet BBQ Bacon Chicken Sandwich 800
## 29 3 piece Buttermilk Crispy Chicken Tenders 370
## 30 4 piece Buttermilk Crispy Chicken Tenders 480
## 31 6 piece Buttermilk Crispy Chicken Tenders 760
## 32 10 piece Buttermilk Crispy Chicken Tenders 1210
## 33 12 piece Buttermilk Crispy Chicken Tenders 1510
## 34 20 piece Buttermilk Crispy Chicken Tenders 2430
## 35 20 Piece Chicken McNuggets 890
## 36 40 piece Chicken McNuggets 1770
## 37 4 piece Sweet N' Spicy Honey BBQ Glazed Tenders 640
## 38 6 piece Sweet N' Spicy Honey BBQ Glazed Tenders 960
## 39 10 piece Sweet N' Spicy Honey BBQ Glazed Tenders 1600
## 40 Premium Asian Salad w/ Grilled Chicken 270
## 41 Premium Asian Salad w/ Crispy Chicken 490
## 42 Premium Bacon Ranch Salad w/ Grilled Chicken 320
## 43 Premium Bacon Ranch Salad w/ Crispy Chicken 490
## 44 Premium Southwest Salad w/ Grilled Chicken 350
## 45 Premium Southwest Salad w/ Crispy Chicken 520
## 46 Chargrilled Chicken Club Sandwich 430
## 47 Chargrilled Chicken Sandwich 310
## 48 3 Piece Chick-n-Strips 350
## 49 4 piece Chick-n-Strips 470
## 50 Chicken Deluxe 500
## 51 8 piece Chicken Nuggets 260
## 52 12 piece Chicken Nuggets 390
## 53 30 piece Chicken Nuggets 970
## 54 Chicken Salad Sandwich 490
## 55 Chicken Sandwich 440
## 56 8 piece Grilled Chicken Nuggets 140
## 57 12 Piece Grilled Chicken Nuggets 210
## 58 Spicy Grilled Chicken Sub Sandwich 430
## 59 Regular Grilled Chicken Sub Sandwich 450
## 60 Smokehouse BBQ Bacon Sandwich 500
## 61 Spicy Chicken Sandwich 450
## 62 Spicy Deluxe 540
## 63 Chargrilled Chicken Cool Wrap 350
## 64 Chicken Enchiladas Meal Kit 860
## 65 Chicken Parmesan Meal Kit 720
## 66 Hatch Green Chile Cheeseburger 710
## 67 Jalapeno Burger 640
## 68 Jr. Double Cheeseburger 600
## 69 Sonic Bacon Cheeseburger (w/mayo) 870
## 70 Sonic Burger W/ Mustard 640
## 71 Sonic Burger W/ Ketchup 650
## 72 Sonic Burger W/ Mayonnaise 740
## 73 Sonic Cheeseburger W/ Mustard 710
## 74 Sonic Cheeseburger W/ Ketchup 720
## 75 Sonic Cheeseburger W/ Mayonnaise 800
## 76 Super Sonic Bacon Double Cheeseburger (w/mayo) 1280
## 77 Super Sonic Double Cheeseburger W/ Mustard 1120
## 78 Super Sonic Double Cheeseburger W/ Ketchup 1130
## 79 Super Sonic Double Cheeseburger W/ Mayo 1220
## 80 Super Sonic Jalapeno Double Cheeseburger 1120
## 81 Grilled Asiago Caesar Chicken Club Sandwich 610
## 82 Crispy Asiago Caesar Chicken Club Sandwich 680
## 83 Grilled Chicken Sandwich 430
## 84 5 Piece Crispy Chicken Tender Dinner 470
## 85 Deluxe Ultimate Chicken Sandwich 740
## 86 Large Jumbo Popcorn Chicken 560
## 87 Large Spicy Jumbo Popcorn Chicken 610
## 88 3 Piece Super Crunch Chicken Strip Dinner 970
## 89 4 Piece Super Crunch Chicken Strip Dinner 1080
## 90 5 Piece Super Crunch Chicken Strip Dinner 1190
## 91 4 Piece Super Crunch Chicken Strips 440
## 92 5 Piece Super Crunch Chicken Strips 550
## 93 Traditional Ultimate Chicken Sandwich 730
## 94 Ultimate Chicken Club 100
## 95 Footlong Quarter Pound Coney 830
## 96 Beef 'n Cheddar Mid 630
## 97 Bourbon BBQ Brisket Sandwich 650
## 98 Bourbon BBQ Chicken Sandwich 690
## 99 Bourbon BBQ Steak Sandwich 690
## 100 Buttermilk Buffalo Chicken Sandwich 540
## 101 Buttermilk Chicken Bacon & Swiss 650
## 102 Buttermilk Chicken Cordon Bleu Sandwich 690
## 103 Buttermilk Crispy Chicken Sandwich 550
## 104 Classic French Dip & Swiss/Au Jus 540
## 105 Double Roast Beef 510
## 106 Fire-Roasted Philly Steak 640
## 107 Grand Turkey Club 480
## 108 Half Pound Beef 'n Cheddar Sandwich 740
## 109 Half Pound French Dip & Swiss 750
## 110 Half Pound Roast Beef Sandwich 610
## 111 Loaded Italian Sandwich 680
## 112 Pecan Chicken Salad Sandwich 840
## 113 5 piece Prime-Cut Chicken Tenders 600
## 114 Reuben Sandwich 680
## 115 Roast Turkey & Swiss Sandwich 710
## 116 Roast Turkey & Swiss Wrap 520
## 117 Roast Turkey, Ranch & Bacon Sandwich 800
## 118 Roast Turkey, Ranch & Bacon Wrap 620
## 119 Smoke Mountain w/ Beef Short Rib 740
## 120 Smokehouse Beef Short Rib Sandwich 590
## 121 Smokehouse Brisket 600
## 122 Three Cheese Steak Sandwich 650
## 123 Triple Decker Sandwich 1030
## 124 Turkey Avocado Club 730
## 125 Turkey Gyro 470
## 126 Ultimate BLT 980
## 127 Crispy Chicken Farmhouse Salad 430
## 128 American Brewhouse King 1550
## 129 Bacon & Swiss Sourdough King 1000
## 130 Bacon King 1040
## 131 Bacon King Jr 730
## 132 BBQ Bacon King 1100
## 133 Double Bacon Cheeseburger 520
## 134 Double Cheeseburger 450
## 135 Double Quarter Pound King 900
## 136 Extra Long Cheeseburger 580
## 137 Homestyle Cheeseburger 550
## 138 Jalapeno King Sandwich 990
## 139 Mushroom & Swiss King 940
## 140 Rodeo King 1250
## 141 Sourdough King Single 730
## 142 Sourdough King Double 970
## 143 Steakhouse King 1100
## 144 Bacon & Cheese Whopper 770
## 145 DOUBLE WHOPPER w/o Cheese 900
## 146 DOUBLE WHOPPER w/ Cheese 990
## 147 WHOPPER w/o Cheese 660
## 148 WHOPPER w/ Cheese 760
## 149 Bacon Cheddar Ranch Chicken Salad w/ grilled Chicken & Dressing 590
## 150 Bacon Cheddar Ranch Chicken Salad w/ crispy Chicken & Dressing 720
## 151 Chicken BLT Salad w/ Grilled Chicken 550
## 152 Chicken BLT Salad w/ Crispy Chicken 690
## 153 Chicken Caesar Salad w/ Grilled Chicken 530
## 154 Chicken Caesar Salad w/ Crispy Chicken 670
## 155 Chicken, Apple & Cranberry Salad w/ Grilled Chicken 560
## 156 Chicken, Apple & Cranberry Salad w/ Crispy Chicken 700
## 157 Garden Grilled Chicken Salad w/ Grilled Chicken, no dressing 320
## 158 Garden Grilled Chicken Salad w/ Crispy Chicken, no dressing 450
## 159 Bacon Cheddar Ranch Crispy Chicken Sandwich 830
## 160 Chicken Cordon Bleu Sandwich 730
## 161 20 Piece Chicken Nuggets 950
## 162 Chicken Parmesan Sandwich 570
## 163 Crispy Buffalo Chicken Melt 580
## 164 Grilled Chicken Sandwich 470
## 165 Sourdough Chicken Club 840
## 166 Spicy Crispy Chicken Sandwich 700
## 167 Spicy Crispy Jalapeno Chicken Sandwich 760
## 168 1/2 lb. FlameThrower® GrillBurger 1000
## 169 1/2 lb. GrillBurger with Cheese 800
## 170 1/4 lb. Bacon Cheese GrillBurger 630
## 171 Original Double Cheeseburger 630
## 172 4 Piece Chicken Strip Basket w/ Country Gravy 1030
## 173 6 Piece Chicken Strip Basket w/ Country Gravy 1260
## 174 Regular Cheese Curds 550
## 175 Large Cheese Curds 1050
## 176 Chili Cheese Mega Dog 760
## 177 Deluxe Double Cheeseburger 640
## 178 Deluxe Double Hamburger 540
## 179 DQ Ultimate® Burger 780
## 180 Chicken Bacon Ranch Sandwich 500
## 181 Chicken Mozzarella Sandwich 640
## 182 Crispy Chicken BLT Salad 520
## 183 Grilled Chicken BLT Salad 380
## 184 Grilled Chicken Sandwich 360
## 185 Turkey BLT Sandwich 550
## 186 Footlong B.L.T. 640
## 187 Footlong BBQ Rib Sandwich 860
## 188 6" Big Hot Pastrami 580
## 189 Footlong Big Hot Pastrami 1160
## 190 6" Big Philly Cheesesteak 500
## 191 Footlong Big Philly Cheesesteak 1000
## 192 Footlong Black Forest Ham 580
## 193 6" Carved Turkey 330
## 194 Footlong Carved Turkey 660
## 195 6" Carved Turkey & Bacon w/ Cheese 570
## 196 Footlong Carved Turkey & Bacon w/ Cheese 1140
## 197 6" Chicken & Bacon Ranch Melt 570
## 198 Footlong Chicken & Bacon Ranch Melt 1140
## 199 6" Chicken Pizziola Melt 460
## 200 Footlong Chicken Pizziola Melt 920
## 201 Footlong Cold Cut Combo 740
## 202 6" Corned Beef Reuben 470
## 203 Footlong Corned Beef Reuben 940
## 204 Footlong Italian B.M.T. 820
## 205 6" Italian Hero 550
## 206 Footlong Italian Hero 1100
## 207 Footlong Meatball Marinara 960
## 208 Footlong Oven Roasted Chicken 640
## 209 Footlong Roast Beef 640
## 210 6" Rotisserie Style Chicken 350
## 211 Footlong Rotisserie Style Chicken 700
## 212 Footlong Spicy Italian 960
## 213 6" Steak and Cheese 380
## 214 Footlong Steak and Cheese 760
## 215 Footlong Subway Club 620
## 216 Footlong Subway Melt (includes cheese) 740
## 217 Footlong Subway Seafood Sensation 840
## 218 6" Sweet Onion Chicken Teriyaki 380
## 219 Footlong Sweet Onion Chicken Teriyaki 760
## 220 Footlong Tuna 940
## 221 Footlong Turkey & Bacon Avocado 780
## 222 Footlong Turkey Breast 560
## 223 Footlong Turkey Breast & Ham 560
## 224 Footlong Turkey Italiano Melt (with Provolone) 980
## 225 Footlong Veggie Patty 780
## 226 Autumn Carved Turkey Salad 300
## 227 Big Philly Cheesesteak Salad 330
## 228 Carved Turkey & Bacon w/ Cheese Salad 280
## 229 Chicken & Bacon Ranch Melt Salad (includes Ranch dressing) 510
## 230 Double Chicken Salad 220
## 231 Chipotle Southwest Steak & Cheese Wrap 760
## 232 Rotisserie-Style Chicken Caesar Wrap 730
## 233 Turkey, Bacon & Guacamole Wrap 810
## 234 Cheese & Veggies Pizza 740
## 235 Cheese Pizza 680
## 236 Pepperoni Pizza 790
## 237 Sausage Pizza 820
## 238 Cantina Power Burrito - Chicken 760
## 239 Cantina Power Burrito - Steak 780
## 240 Chicken Crunchy Cheesy Core Burrito 610
## 241 Steak Crunchy Cheesy Core Burrito 610
## 242 Steak Quesarito 630
## 243 Smothered Burrito - Beef 710
## 244 Smothered Burrito - Shredded Chicken 650
## 245 Smothered Burrito - Steak 670
## 246 XXL Grilled Stuft Burrito - Beef 880
## 247 XXL Grilled Stuft Burrito - Chicken 830
## 248 XXL Grilled Stuft Burrito - Steak 820
## 249 Double Cheesy Gordita Crunch 570
## 250 Cantina Power Bowl - Chicken 560
## 251 Cantina Power Bowl - Steak 580
## 252 Chicken Quesadilla 520
## 253 Crispy Chicken Quesadilla 650
## 254 Steak Quesadilla 520
## 255 Fiesta Taco Salad-Beef 780
## 256 Fiesta Taco Salad-Chicken 720
## 257 Fiesta Taco Salad-Steak 720
## Protein Protein_group
## 1 37 High Protein
## 2 46 High Protein
## 3 70 High Protein
## 4 55 High Protein
## 5 46 High Protein
## 6 25 High Protein
## 7 25 High Protein
## 8 25 High Protein
## 9 51 High Protein
## 10 32 High Protein
## 11 42 High Protein
## 12 33 High Protein
## 13 37 High Protein
## 14 48 High Protein
## 15 39 High Protein
## 16 25 High Protein
## 17 29 High Protein
## 18 40 High Protein
## 19 31 High Protein
## 20 28 High Protein
## 21 25 High Protein
## 22 31 High Protein
## 23 32 High Protein
## 24 41 High Protein
## 25 32 High Protein
## 26 38 High Protein
## 27 48 High Protein
## 28 39 High Protein
## 29 28 High Protein
## 30 38 High Protein
## 31 58 High Protein
## 32 94 High Protein
## 33 115 High Protein
## 34 186 High Protein
## 35 49 High Protein
## 36 98 High Protein
## 37 39 High Protein
## 38 58 High Protein
## 39 97 High Protein
## 40 31 High Protein
## 41 33 High Protein
## 42 42 High Protein
## 43 33 High Protein
## 44 37 High Protein
## 45 28 High Protein
## 46 37 High Protein
## 47 29 High Protein
## 48 28 High Protein
## 49 37 High Protein
## 50 31 High Protein
## 51 28 High Protein
## 52 41 High Protein
## 53 103 High Protein
## 54 28 High Protein
## 55 28 High Protein
## 56 25 High Protein
## 57 38 High Protein
## 58 33 High Protein
## 59 34 High Protein
## 60 33 High Protein
## 61 29 High Protein
## 62 34 High Protein
## 63 37 High Protein
## 64 39 High Protein
## 65 48 High Protein
## 66 35 High Protein
## 67 31 High Protein
## 68 31 High Protein
## 69 39 High Protein
## 70 31 High Protein
## 71 32 High Protein
## 72 31 High Protein
## 73 35 High Protein
## 74 35 High Protein
## 75 35 High Protein
## 76 67 High Protein
## 77 63 High Protein
## 78 63 High Protein
## 79 63 High Protein
## 80 63 High Protein
## 81 40 High Protein
## 82 31 High Protein
## 83 28 High Protein
## 84 37 High Protein
## 85 33 High Protein
## 86 27 High Protein
## 87 36 High Protein
## 88 30 High Protein
## 89 37 High Protein
## 90 44 High Protein
## 91 29 High Protein
## 92 36 High Protein
## 93 32 High Protein
## 94 39 High Protein
## 95 30 High Protein
## 96 39 High Protein
## 97 38 High Protein
## 98 38 High Protein
## 99 38 High Protein
## 100 29 High Protein
## 101 39 High Protein
## 102 41 High Protein
## 103 29 High Protein
## 104 35 High Protein
## 105 38 High Protein
## 106 42 High Protein
## 107 30 High Protein
## 108 49 High Protein
## 109 55 High Protein
## 110 48 High Protein
## 111 32 High Protein
## 112 33 High Protein
## 113 39 High Protein
## 114 37 High Protein
## 115 38 High Protein
## 116 30 High Protein
## 117 45 High Protein
## 118 37 High Protein
## 119 43 High Protein
## 120 26 High Protein
## 121 33 High Protein
## 122 30 High Protein
## 123 62 High Protein
## 124 41 High Protein
## 125 25 High Protein
## 126 43 High Protein
## 127 28 High Protein
## 128 134 High Protein
## 129 56 High Protein
## 130 57 High Protein
## 131 32 High Protein
## 132 57 High Protein
## 133 31 High Protein
## 134 26 High Protein
## 135 56 High Protein
## 136 26 High Protein
## 137 30 High Protein
## 138 55 High Protein
## 139 49 High Protein
## 140 60 High Protein
## 141 35 High Protein
## 142 55 High Protein
## 143 50 High Protein
## 144 29 High Protein
## 145 47 High Protein
## 146 52 High Protein
## 147 28 High Protein
## 148 33 High Protein
## 149 42 High Protein
## 150 36 High Protein
## 151 36 High Protein
## 152 35 High Protein
## 153 35 High Protein
## 154 34 High Protein
## 155 29 High Protein
## 156 28 High Protein
## 157 36 High Protein
## 158 29 High Protein
## 159 34 High Protein
## 160 32 High Protein
## 161 51 High Protein
## 162 32 High Protein
## 163 30 High Protein
## 164 37 High Protein
## 165 32 High Protein
## 166 25 High Protein
## 167 32 High Protein
## 168 46 High Protein
## 169 40 High Protein
## 170 30 High Protein
## 171 34 High Protein
## 172 35 High Protein
## 173 49 High Protein
## 174 35 High Protein
## 175 43 High Protein
## 176 32 High Protein
## 177 34 High Protein
## 178 29 High Protein
## 179 41 High Protein
## 180 33 High Protein
## 181 34 High Protein
## 182 37 High Protein
## 183 42 High Protein
## 184 25 High Protein
## 185 30 High Protein
## 186 30 High Protein
## 187 38 High Protein
## 188 29 High Protein
## 189 58 High Protein
## 190 38 High Protein
## 191 76 High Protein
## 192 36 High Protein
## 193 25 High Protein
## 194 50 High Protein
## 195 33 High Protein
## 196 66 High Protein
## 197 35 High Protein
## 198 70 High Protein
## 199 32 High Protein
## 200 64 High Protein
## 201 36 High Protein
## 202 39 High Protein
## 203 78 High Protein
## 204 40 High Protein
## 205 26 High Protein
## 206 52 High Protein
## 207 42 High Protein
## 208 46 High Protein
## 209 48 High Protein
## 210 29 High Protein
## 211 58 High Protein
## 212 40 High Protein
## 213 26 High Protein
## 214 52 High Protein
## 215 46 High Protein
## 216 46 High Protein
## 217 26 High Protein
## 218 26 High Protein
## 219 52 High Protein
## 220 40 High Protein
## 221 44 High Protein
## 222 36 High Protein
## 223 36 High Protein
## 224 48 High Protein
## 225 46 High Protein
## 226 25 High Protein
## 227 32 High Protein
## 228 28 High Protein
## 229 30 High Protein
## 230 36 High Protein
## 231 43 High Protein
## 232 55 High Protein
## 233 43 High Protein
## 234 36 High Protein
## 235 32 High Protein
## 236 38 High Protein
## 237 39 High Protein
## 238 32 High Protein
## 239 33 High Protein
## 240 25 High Protein
## 241 25 High Protein
## 242 25 High Protein
## 243 28 High Protein
## 244 34 High Protein
## 245 35 High Protein
## 246 31 High Protein
## 247 37 High Protein
## 248 33 High Protein
## 249 25 High Protein
## 250 26 High Protein
## 251 27 High Protein
## 252 27 High Protein
## 253 26 High Protein
## 254 25 High Protein
## 255 26 High Protein
## 256 32 High Protein
## 257 28 High Protein#Mutate to create a new variable that calculates calories per gram of protein
fastfood_variables <- fastfood_variables |>
mutate(Calories_per_Protein = Calories / Protein)Exploration Data Analysis
To get an overview of the data I will use the summary function, which provide basic statistics, aNd then I will use the tapply function to calculate the mean calories for High and Low Protein groups.
summary(fastfood_variables)## Item Calories Protein Protein_group
## Length:514 Min. : 20.0 Min. : 1.00 Length:514
## Class :character 1st Qu.: 330.0 1st Qu.: 16.00 Class :character
## Mode :character Median : 490.0 Median : 24.50 Mode :character
## Mean : 529.6 Mean : 27.89
## 3rd Qu.: 687.5 3rd Qu.: 36.00
## Max. :2430.0 Max. :186.00
## Calories_per_Protein
## Min. : 2.564
## 1st Qu.:16.087
## Median :20.000
## Mean :20.709
## 3rd Qu.:24.088
## Max. :62.857tapply(fastfood_variables$Calories, fastfood_variables$Protein_group, mean)## High Protein Low Protein
## 697.4708 361.6732This already suggest that High-protein items tend to have more calories, but we need a t-test to see if this difference is statistically significant.
@@@Statistical Analysis
To formally test my research question, I will perform and independent t-test comparing the mean calories of High and Low protein menu items.
Null Hypothesis (Ho): The mean calories of High-protein items is equal to that of Low-protein items.
Alternative Hypothesis (Ha): the mean calories of High-protein items is greater than that of Low-protein items.
data_results <- t.test(fastfood_variables$Calories ~ fastfood_variables$Protein_group,
data = fastfood_variables, alternative = "greater")
data_results##
## Welch Two Sample t-test
##
## data: fastfood_variables$Calories by fastfood_variables$Protein_group
## t = 16.88, df = 425.29, p-value < 2.2e-16
## alternative hypothesis: true difference in means between group High Protein and group Low Protein is greater than 0
## 95 percent confidence interval:
## 303.0049 Inf
## sample estimates:
## mean in group High Protein mean in group Low Protein
## 697.4708 361.6732The t value is 13.88 with a p-value that have a very small number, which is far below the typical alpha level of 0.05. Therefore, we reject the null hypothesis and conclude that the High-Protein menu items tend to have more calories than Low-Protein items.
Visualization
In this case I will use a boxplot because it will better compare the distribution accross groups, displaying the median, quatiles, and range of the data.
boxplot( Calories ~ Protein_group, data = fastfood_variables,
main = "Calories by Protein Groups",
xlab = "Protein Group", ylab = "Calories", col = c("purple", "black"))
The boxplot shows that High-protein items tend to have higher calories
compared to Low-protein items, which matches the results from the
t-test.
Conclusions and Future Directions
The research question asked whether fast-food menu items with higher protein content have more calories than items with lower protein content. The independent t-test showed that High-Protein items have a significantly higher mean calorie content (697 kcal) compared to Low-Protein items (362 kcal), with a p-value < 0.001. The boxplot visualization also confirms that High Protein items generally have higher calories, supporting the statistical results.
These findings suggest that menu items with more protein tend to be higher in calories, which may be useful for individuals monitoring calorie intake. Future research could explore other nutritional factors, such as fat or sugar content, or compare different restaurant chains to see if this pattern is consistent
References
Dataset: https://www.openintro.org/data/index.php?data=fastfood