Use the cereals data set included, at the book series website, for the following. Use regression to
Question:
Use the cereals data set included, at the book series website, for the following. Use regression to estimate rating based on fiber alone.
Find a 95% prediction interval for a randomly chosen cereal with a fiber content of 3 grams.
Cereal Data Set:
| cereal | |||||||||||||||
| name | Manufacturer | type | calories per serving | grams of protein | grams of fat | milligrams of sodium | grams of dietary fiber | grams of complex carbohydrates | grams of sugars | milligrams of potassium | vitamins and minerals (% of FDA recommendation) | Display shelf | Weight in ounces per one serving | Number of cups in one serving | Rating of cereal |
| Apple Cinnamon Cheerios | General Mills | Cold | 110 | 2 | 2 | 180 | 1.5 | 10.5 | 10 | 70 | 25 | 1 | 1 | 0.75 | 29.50954 |
| Basic 4 | General Mills | Cold | 130 | 3 | 2 | 210 | 2 | 18 | 8 | 100 | 25 | 3 | 1.33 | 0.75 | 37.03856 |
| Cheerios | General Mills | Cold | 110 | 6 | 2 | 290 | 2 | 17 | 1 | 105 | 25 | 1 | 1 | 1.25 | 50.765 |
| Cinnamon Toast Crunch | General Mills | Cold | 120 | 1 | 3 | 210 | 0 | 13 | 9 | 45 | 25 | 2 | 1 | 0.75 | 19.82357 |
| Clusters | General Mills | Cold | 110 | 3 | 2 | 140 | 2 | 13 | 7 | 105 | 25 | 3 | 1 | 0.5 | 40.40021 |
| Cocoa Puffs | General Mills | Cold | 110 | 1 | 1 | 180 | 0 | 12 | 13 | 55 | 25 | 2 | 1 | 1 | 22.73645 |
| Count Chocula | General Mills | Cold | 110 | 1 | 1 | 180 | 0 | 12 | 13 | 65 | 25 | 2 | 1 | 1 | 22.39651 |
| Crispy Wheat & Raisins | General Mills | Cold | 100 | 2 | 1 | 140 | 2 | 11 | 10 | 120 | 25 | 3 | 1 | 0.75 | 36.1762 |
| Golden Grahams | General Mills | Cold | 110 | 1 | 1 | 280 | 0 | 15 | 9 | 45 | 25 | 2 | 1 | 0.75 | 23.80404 |
| Honey Nut Cheerios | General Mills | Cold | 110 | 3 | 1 | 250 | 1.5 | 11.5 | 10 | 90 | 25 | 1 | 1 | 0.75 | 31.07222 |
| Kix | General Mills | Cold | 110 | 2 | 1 | 260 | 0 | 21 | 3 | 40 | 25 | 2 | 1 | 1.5 | 39.24111 |
| Lucky Charms | General Mills | Cold | 110 | 2 | 1 | 180 | 0 | 12 | 12 | 55 | 25 | 2 | 1 | 1 | 26.73452 |
| Multi-Grain Cheerios | General Mills | Cold | 100 | 2 | 1 | 220 | 2 | 15 | 6 | 90 | 25 | 1 | 1 | 1 | 40.10597 |
| Oatmeal Raisin Crisp | General Mills | Cold | 130 | 3 | 2 | 170 | 1.5 | 13.5 | 10 | 120 | 25 | 3 | 1.25 | 0.5 | 30.45084 |
| Raisin Nut Bran | General Mills | Cold | 100 | 3 | 2 | 140 | 2.5 | 10.5 | 8 | 140 | 25 | 3 | 1 | 0.5 | 39.7034 |
| Total Corn Flakes | General Mills | Cold | 110 | 2 | 1 | 200 | 0 | 21 | 3 | 35 | 100 | 3 | 1 | 1 | 38.83975 |
| Total Raisin Bran | General Mills | Cold | 140 | 3 | 1 | 190 | 4 | 15 | 14 | 230 | 100 | 3 | 1.5 | 1 | 28.59279 |
| Total Whole Grain | General Mills | Cold | 100 | 3 | 1 | 200 | 3 | 16 | 3 | 110 | 100 | 3 | 1 | 1 | 46.65884 |
| Triples | General Mills | Cold | 110 | 2 | 1 | 250 | 0 | 21 | 3 | 60 | 25 | 3 | 1 | 0.75 | 39.10617 |
| Trix | General Mills | Cold | 110 | 1 | 1 | 140 | 0 | 13 | 12 | 25 | 25 | 2 | 1 | 1 | 27.7533 |
| Wheaties | General Mills | Cold | 100 | 3 | 1 | 200 | 3 | 17 | 3 | 110 | 25 | 1 | 1 | 1 | 51.59219 |
| Wheaties Honey Gold | General Mills | Cold | 110 | 2 | 1 | 200 | 1 | 16 | 8 | 60 | 25 | 1 | 1 | 0.75 | 36.18756 |
| All-Bran | Kelloggs | Cold | 70 | 4 | 1 | 260 | 9 | 7 | 5 | 320 | 25 | 3 | 1 | 0.33 | 59.42551 |
| All-Bran with Extra Fiber | Kelloggs | Cold | 50 | 4 | 0 | 140 | 14 | 8 | 0 | 330 | 25 | 3 | 1 | 0.5 | 93.70491 |
| Apple Jacks | Kelloggs | Cold | 110 | 2 | 0 | 125 | 1 | 11 | 14 | 30 | 25 | 2 | 1 | 1 | 33.17409 |
| Corn Flakes | Kelloggs | Cold | 100 | 2 | 0 | 290 | 1 | 21 | 2 | 35 | 25 | 1 | 1 | 1 | 45.86332 |
| Corn Pops | Kelloggs | Cold | 110 | 1 | 0 | 90 | 1 | 13 | 12 | 20 | 25 | 2 | 1 | 1 | 35.78279 |
| Cracklin' Oat Bran | Kelloggs | Cold | 110 | 3 | 3 | 140 | 4 | 10 | 7 | 160 | 25 | 3 | 1 | 0.5 | 40.44877 |
| Crispix | Kelloggs | Cold | 110 | 2 | 0 | 220 | 1 | 21 | 3 | 30 | 25 | 3 | 1 | 1 | 46.89564 |
| Froot Loops | Kelloggs | Cold | 110 | 2 | 1 | 125 | 1 | 11 | 13 | 30 | 25 | 2 | 1 | 1 | 32.20758 |
| Frosted Flakes | Kelloggs | Cold | 110 | 1 | 0 | 200 | 1 | 14 | 11 | 25 | 25 | 1 | 1 | 0.75 | 31.43597 |
| Frosted Mini-Wheats | Kelloggs | Cold | 100 | 3 | 0 | 0 | 3 | 14 | 7 | 100 | 25 | 2 | 1 | 0.8 | 58.34514 |
| Fruitful Bran | Kelloggs | Cold | 120 | 3 | 0 | 240 | 5 | 14 | 12 | 190 | 25 | 3 | 1.33 | 0.67 | 41.01549 |
| Just Right Crunchy Nuggets | Kelloggs | Cold | 110 | 2 | 1 | 170 | 1 | 17 | 6 | 60 | 100 | 3 | 1 | 1 | 36.52368 |
| Just Right Fruit & Nut | Kelloggs | Cold | 140 | 3 | 1 | 170 | 2 | 20 | 9 | 95 | 100 | 3 | 1.3 | 0.75 | 36.47151 |
| Mueslix Crispy Blend | Kelloggs | Cold | 160 | 3 | 2 | 150 | 3 | 17 | 13 | 160 | 25 | 3 | 1.5 | 0.67 | 30.31335 |
| Nut&Honey Crunch | Kelloggs | Cold | 120 | 2 | 1 | 190 | 0 | 15 | 9 | 40 | 25 | 2 | 1 | 0.67 | 29.92429 |
| Nutri-Grain Almond-Raisin | Kelloggs | Cold | 140 | 3 | 2 | 220 | 3 | 21 | 7 | 130 | 25 | 3 | 1.33 | 0.67 | 40.69232 |
Fantastic news! We've Found the answer you've been seeking!
Step by Step Answer:
Answered By
Madhur Jain
I have 6 years of rich teaching experience in subjects like Mathematics, Accounting, and Entrance Exams preparation. With my experience, I am able to quickly adapt to the student's level of understanding and make the best use of his time.
I focus on teaching concepts along with the applications and what separates me is the connection I create with my students. I am well qualified for working on complex problems and reaching out to the solutions in minimal time. I was also awarded 'The Best Tutor Award' for 2 consecutive years in my previous job.
Hoping to get to work on some really interesting problems here.
1+ Reviews
10+ Question Solved
Related Book For 
Discovering Knowledge In Data An Introduction To Data Mining
ISBN: 9780470908747
2nd Edition
Authors: Daniel T. Larose, Chantal D. Larose
Question Posted:
