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The following table gives data related to corn yeild (Y) in Iowa from year 1933 to 1962. In addition to Yeild per acre, the following
The following table gives data related to corn yeild (Y) in Iowa from year 1933 to 1962. In addition to Yeild per acre, the following data on the weather pattern of the given year was also recorded - pre season rainfall, average temperature (May, June, July, Aug.) , rainfall (June, July , August)
- Set up a predictive model for corn yield in each Year
- State the assumptions that would be made for this model, for the purpose of inference
- What test of hypotheses would be of interest in for this data?
- Should the data be altered (transformed) in any way prior to analysis? Why?
Year | prePrecip | MTemp | Jrain | JTemp | Jlyrain | JlyTemp | Arain | ATemp | Yield |
1930 | 17.75 | 60.2 | 5.83 | 69 | 1.49 | 77.9 | 2.42 | 74.4 | 34 |
1931 | 14.76 | 57.5 | 3.83 | 75 | 2.72 | 77.2 | 3.3 | 72.6 | 32.9 |
1932 | 27.99 | 62.3 | 5.17 | 72 | 3.12 | 75.8 | 7.1 | 72.2 | 43 |
1933 | 16.76 | 60.5 | 1.64 | 77.8 | 3.45 | 76.1 | 3.01 | 70.5 | 40 |
1934 | 11.36 | 69.5 | 3.49 | 77.2 | 3.85 | 79.7 | 2.84 | 73.4 | 23 |
1935 | 22.71 | 55 | 7 | 65.9 | 3.35 | 79.4 | 2.42 | 73.6 | 38.4 |
1936 | 17.91 | 66.2 | 2.85 | 70.1 | 0.51 | 83.4 | 3.48 | 79.2 | 20 |
1937 | 23.31 | 61.8 | 3.8 | 69 | 2.63 | 75.9 | 3.99 | 77.8 | 44.6 |
1938 | 18.53 | 59.5 | 4.67 | 69.2 | 4.24 | 76.5 | 3.82 | 75.7 | 46.3 |
1939 | 18.56 | 66.4 | 5.32 | 71.4 | 3.15 | 76.2 | 4.72 | 70.7 | 52.2 |
1940 | 12.45 | 58.4 | 3.56 | 71.3 | 4.57 | 76.7 | 6.44 | 70.7 | 52.3 |
1941 | 16.05 | 66 | 6.2 | 70 | 2.24 | 75.1 | 1.94 | 75.1 | 51 |
1942 | 27.1 | 59.3 | 5.93 | 69.7 | 4.89 | 74.3 | 3.17 | 72.2 | 59.9 |
1943 | 19.05 | 57.5 | 6.16 | 71.6 | 4.56 | 75.4 | 5.07 | 74 | 54.7 |
1944 | 20.79 | 64.6 | 5.88 | 71.7 | 3.73 | 72.6 | 5.88 | 71.8 | 52 |
1945 | 21.88 | 55.1 | 4.7 | 64.1 | 2.96 | 72.1 | 3.43 | 72.5 | 43.5 |
1946 | 20.02 | 56.5 | 6.41 | 69.8 | 2.45 | 73.8 | 3.56 | 68.9 | 56.7 |
1947 | 23.17 | 55.6 | 10.39 | 66.3 | 1.72 | 72.8 | 1.49 | 80.6 | 30.5 |
1948 | 19.15 | 59.2 | 3.42 | 68.6 | 4.14 | 75 | 2.54 | 73.9 | 60.5 |
1949 | 18.28 | 63.5 | 5.51 | 72.4 | 3.47 | 76.2 | 2.34 | 73 | 46.1 |
1950 | 18.45 | 59.8 | 5.7 | 68.4 | 4.65 | 69.7 | 2.39 | 67.7 | 48.2 |
1951 | 22 | 62.2 | 6.11 | 65.2 | 4.45 | 72.1 | 6.21 | 70.5 | 43.1 |
1952 | 19.05 | 59.6 | 5.4 | 74.2 | 3.84 | 74.7 | 4.78 | 70 | 62.2 |
1953 | 15.67 | 60 | 5.31 | 73.2 | 3.28 | 74.6 | 2.33 | 73.2 | 52.9 |
1954 | 15.92 | 55.6 | 6.36 | 72.9 | 1.79 | 77.4 | 7.1 | 72.1 | 53.9 |
1955 | 16.75 | 63.6 | 3.07 | 67.2 | 3.29 | 79.8 | 1.8 | 77.2 | 48.4 |
1956 | 12.34 | 62.4 | 2.56 | 74.7 | 4.51 | 72.7 | 4.42 | 73 | 52.8 |
1957 | 15.82 | 59 | 4.84 | 68.9 | 3.54 | 77.9 | 3.76 | 72.9 | 62.1 |
1958 | 15.24 | 62.5 | 3.8 | 66.4 | 7.55 | 70.5 | 2.55 | 73 | 66 |
1959 | 21.72 | 62.8 | 4.11 | 71.5 | 2.29 | 72.3 | 4.92 | 76.3 | 64.2 |
1960 | 25.08 | 59.7 | 4.43 | 67.4 | 2.76 | 72.6 | 5.36 | 73.2 | 63.2 |
1961 | 17.79 | 57.4 | 3.36 | 69.4 | 5.51 | 72.6 | 3.04 | 72.4 | 75.4 |
1962 | 26.62 | 66.6 | 3.12 | 69.1 | 6.27 | 71.6 | 4.31 | 72.5 | 76 |
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