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REGRESSION ANALYSIS
PROJECT




    Ross Weitzer, Billy Wagner, Tara Devlin,
    Mengyun Jia, Ruey-Min Chu
Research Question
Do the nutritional factors in chips, such as
   total fat, carbohydrates and protein
determine the amount of calories in chips?
Hypothesis
   We believe that the main nutritional factors,
    such as total fat, carbohydrates and protein
    will be directly proportional to the caloric
    content of the chips.
Research
   Compiled nutritional facts of various types of
    chips
   Compared Total Fat, Protein and
    Carbohydrates to Calories.
     Popular Types of Chips
     Potato Chips
                                                Fat(g)
                                                    10.62
                                                           Carbs(g)
                                                                  14.1
                                                                       Prot(g)
                                                                              1.86
                                                                                   Calories
                                                                                            155
     Unsalted Potato Chips                           9.81           15        1.98          152
     Reduced Fat Potato Chips                          5.9       18.97        2.01          134
     Light Potato Chips                              7.29         18.4        1.59          142
     Fat Free Potato Chips                             0.2       16.78        1.88           75
     Barbecue Flavor Potato Chips                    9.19        14.97        2.18          139
     Sour Cream and Onion Flavor Potato Chips        9.61         14.6         2.3          151
     White Corn Tortilla Chips                       6.62        18.52        2.21          138
     Low Fat Baked Tortilla Chips                    1.62        22.68        3.12          118
     Taco Flavor Tortilla Chips                      6.86        17.89        2.24          136
     Nacho Flavor Tortilla Chips                     7.34        17.19        2.27          144
     Reduced Fat Nacho Flavor Tortilla Chips         4.31         20.3        2.47          126
     Plain Corn Chips                                8.05        17.86        1.71          147
     Unsalted Corn Chips                             9.47        16.27        1.87          158
     Barbecue Flavor Corn Chips                      9.27        15.93        1.98          148
     Onion Flavor Corn Chips                         6.41        18.46        2.18          142
Results-Scatterplot
                  Calories vs. Total Fat(g)
180


160


140


120


100

                                                                  Calories
 80


 60


 40


 20                                                Total Fat(g)

  0
      0   2   4            6          8       10          12
Results-Scatterplot
              Calories vs. Carbs(g)
180


160


140


120


100

                                                       Calories
 80


 60


 40


 20
                                           Carbs(g)
  0
      0   5    10          15         20          25
Results-Scatterplot
                    Calories vs. Protein(g)
180


160


140


120


100

                                                                Calories
 80


 60


 40


 20
                                                   Protein(g)
  0
      0   0.5   1      1.5       2       2.5   3         3.5
Results-Histogram
                                     Histogram
            10

             9

             8

             7

             6
Frequency




             5

                                                                                 Frequency
             4

             3

             2

             1

             0
                 20   40   60   80   100          120   140   160   180   More
                                           Bins
Results-Regression
                     Calories vs. Total   Calories vs.          Calories vs.
                     Fat(g)               Carbs(g)              Protein(g)



Correlation          0.9123               0.3933                0.2277


Coefficient of       83.2%                15.5%                 5.2%
Determination



Interpretation of   Direction: Positive   Direction: Negative   Direction: Negative
Slope and intercept Strength: Strong      Strength: Weak        Strength: Weak
                    Linear                Linear                Undetermined
Conclusion
   From our results we conclude that total fat and
    calories have a direct relationship while carbs
    and protein have a weak relation to the
    calories.
Questions
Work Cited
   http://fatsecret.com/calories-
    nutrition/food/chips

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Regression analysis project

  • 1. REGRESSION ANALYSIS PROJECT Ross Weitzer, Billy Wagner, Tara Devlin, Mengyun Jia, Ruey-Min Chu
  • 2. Research Question Do the nutritional factors in chips, such as total fat, carbohydrates and protein determine the amount of calories in chips?
  • 3. Hypothesis  We believe that the main nutritional factors, such as total fat, carbohydrates and protein will be directly proportional to the caloric content of the chips.
  • 4. Research  Compiled nutritional facts of various types of chips  Compared Total Fat, Protein and Carbohydrates to Calories. Popular Types of Chips Potato Chips Fat(g) 10.62 Carbs(g) 14.1 Prot(g) 1.86 Calories 155 Unsalted Potato Chips 9.81 15 1.98 152 Reduced Fat Potato Chips 5.9 18.97 2.01 134 Light Potato Chips 7.29 18.4 1.59 142 Fat Free Potato Chips 0.2 16.78 1.88 75 Barbecue Flavor Potato Chips 9.19 14.97 2.18 139 Sour Cream and Onion Flavor Potato Chips 9.61 14.6 2.3 151 White Corn Tortilla Chips 6.62 18.52 2.21 138 Low Fat Baked Tortilla Chips 1.62 22.68 3.12 118 Taco Flavor Tortilla Chips 6.86 17.89 2.24 136 Nacho Flavor Tortilla Chips 7.34 17.19 2.27 144 Reduced Fat Nacho Flavor Tortilla Chips 4.31 20.3 2.47 126 Plain Corn Chips 8.05 17.86 1.71 147 Unsalted Corn Chips 9.47 16.27 1.87 158 Barbecue Flavor Corn Chips 9.27 15.93 1.98 148 Onion Flavor Corn Chips 6.41 18.46 2.18 142
  • 5. Results-Scatterplot Calories vs. Total Fat(g) 180 160 140 120 100 Calories 80 60 40 20 Total Fat(g) 0 0 2 4 6 8 10 12
  • 6. Results-Scatterplot Calories vs. Carbs(g) 180 160 140 120 100 Calories 80 60 40 20 Carbs(g) 0 0 5 10 15 20 25
  • 7. Results-Scatterplot Calories vs. Protein(g) 180 160 140 120 100 Calories 80 60 40 20 Protein(g) 0 0 0.5 1 1.5 2 2.5 3 3.5
  • 8. Results-Histogram Histogram 10 9 8 7 6 Frequency 5 Frequency 4 3 2 1 0 20 40 60 80 100 120 140 160 180 More Bins
  • 9. Results-Regression Calories vs. Total Calories vs. Calories vs. Fat(g) Carbs(g) Protein(g) Correlation 0.9123 0.3933 0.2277 Coefficient of 83.2% 15.5% 5.2% Determination Interpretation of Direction: Positive Direction: Negative Direction: Negative Slope and intercept Strength: Strong Strength: Weak Strength: Weak Linear Linear Undetermined
  • 10. Conclusion  From our results we conclude that total fat and calories have a direct relationship while carbs and protein have a weak relation to the calories.
  • 12. Work Cited  http://fatsecret.com/calories- nutrition/food/chips