Fish VentilationMost fish use gills for respiration in water and researchers can observe how fast a fish’s gill cover beats to study ventilation, much like we might observe breathing rate for a person. Professor Brad Baldwin is interested in how water chemistry might affect gill beat rates. In one experiment he randomly assigned fish to tanks with different levels of calcium. One tank was low in calcium (0.71 mg/L), the second tank had a medium amount (5.24 mg/L), and the third tank had water with a high calcium level (18.24 mg/L). His research team counted gill rates (beats per minute) for samples of 30 fish in each tank. The results1 are stored in FishGills3. Calcium GillRate Low 55 Low 63 Low 78 Low 85 Low 65 Low 98 Low 68 Low 84 Low 44 Low 87 Low 48 Low 86 Low 93 Low 64 Low 83 Low 79 Low 85 Low 65 Low 88 Low 47 Low 68 Low 86 Low 57 Low 53 Low 58 Low 47 Low 62 Low 64 Low 50 Low 45 Medium 38 Medium 42 Medium 63 Medium 46 Medium 55 Medium 63 Medium 36 Medium 58 Medium 73 Medium 69 Medium 55 Medium 68 Medium 63 Medium 73 Medium 45 Medium 79 Medium 41 Medium 83 Medium 60 Medium 48 Medium 59 Medium 33 Medium 67 Medium 43 Medium 57 Medium 72 Medium 46 Medium 74 Medium 68 Medium 83 High 59 High 45 High 63 High 52 High 59 High 78 High 72 High 53 High 69 High 68 High 57 High 63 High 68 High 83 High 38 High 85 High 68 High 63 High 58 High 48 High 42 High 42 High 80 High 42 High 52 High 37 High 57 High 62 High 40 High 42 (a) Use technology to check that the conditions for an ANOVA model are reasonable for these data. Include a plot that compares the gill rates for the three calcium conditions. (b) If the conditions are met, use technology to find the ANOVA table and complete the test. If the conditions are not reasonable, use a randomization test (scrambling the calcium levels) to complete the test.
Fish Ventilation
Most fish use gills for respiration in water and researchers can observe how fast a fish’s gill cover beats to study ventilation, much like we might observe breathing rate for a person. Professor Brad Baldwin is interested in how water chemistry might affect gill beat rates. In one experiment he randomly assigned fish to tanks with different levels of calcium. One tank was low in calcium (0.71 mg/L), the second tank had a medium amount (5.24 mg/L), and the third tank had water with a high calcium level (18.24 mg/L). His research team counted gill rates (beats per minute) for samples of 30 fish in each tank. The results1 are stored in FishGills3.
Calcium | GillRate |
Low | 55 |
Low | 63 |
Low | 78 |
Low | 85 |
Low | 65 |
Low | 98 |
Low | 68 |
Low | 84 |
Low | 44 |
Low | 87 |
Low | 48 |
Low | 86 |
Low | 93 |
Low | 64 |
Low | 83 |
Low | 79 |
Low | 85 |
Low | 65 |
Low | 88 |
Low | 47 |
Low | 68 |
Low | 86 |
Low | 57 |
Low | 53 |
Low | 58 |
Low | 47 |
Low | 62 |
Low | 64 |
Low | 50 |
Low | 45 |
Medium | 38 |
Medium | 42 |
Medium | 63 |
Medium | 46 |
Medium | 55 |
Medium | 63 |
Medium | 36 |
Medium | 58 |
Medium | 73 |
Medium | 69 |
Medium | 55 |
Medium | 68 |
Medium | 63 |
Medium | 73 |
Medium | 45 |
Medium | 79 |
Medium | 41 |
Medium | 83 |
Medium | 60 |
Medium | 48 |
Medium | 59 |
Medium | 33 |
Medium | 67 |
Medium | 43 |
Medium | 57 |
Medium | 72 |
Medium | 46 |
Medium | 74 |
Medium | 68 |
Medium | 83 |
High | 59 |
High | 45 |
High | 63 |
High | 52 |
High | 59 |
High | 78 |
High | 72 |
High | 53 |
High | 69 |
High | 68 |
High | 57 |
High | 63 |
High | 68 |
High | 83 |
High | 38 |
High | 85 |
High | 68 |
High | 63 |
High | 58 |
High | 48 |
High | 42 |
High | 42 |
High | 80 |
High | 42 |
High | 52 |
High | 37 |
High | 57 |
High | 62 |
High | 40 |
High | 42 |
(a) Use technology to check that the conditions for an ANOVA model are reasonable for these data. Include a plot that compares the gill rates for the three calcium conditions.
(b) If the conditions are met, use technology to find the ANOVA table and complete the test. If the conditions are not reasonable, use a randomization test (scrambling the calcium levels) to complete the test.
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