Concept explainers
Consider the following four (x, y) data sets; the first three have the same x values, so these values are listed only once (Frank Anscombe, “Graphs in Statistical Analysis,” Amer. Statistician, 1973: 17–21):
Data Set | 1-3 | 1 | 2 | 3 | 4 | 4 |
Variable | x | y | y | y | x | y |
10.0 | 8.04 | 9.14 | 7.46 | 8.0 | 6.58 | |
8.0 | 6.95 | 8.14 | 6.77 | 8.0 | 5.76 | |
13.0 | 7.58 | 8.74 | 12.74 | 8.0 | 7.71 | |
9.0 | 8.81 | 8.77 | 7.11 | 8.0 | 8.84 | |
11.0 | 8.33 | 9.26 | 7.81 | 8.0 | 8.47 | |
14.0 | 9.96 | 8.10 | 8.84 | 8.0 | 7.04 | |
6.0 | 7.24 | 6.13 | 6.08 | 8.0 | 5.25 | |
4.0 | 4.26 | 3.10 | 5.39 | 19.0 | 12.50 | |
12.0 | 10.84 | 9.13 | 8.15 | 8.0 | 5.56 | |
7.0 | 4.82 | 7.26 | 6.42 | 8.0 | 7.91 | |
5.0 | 5.68 | 4.74 | 5.73 | 8.0 | 6.89 |
For each of these four data sets, the values of the summary statistics ∑xi, ∑x2, oyi, oyi 2, and oxiyi are virtually identical, so all quantities computed from these five will be essentially identical for the four sets—the least squares line sy 5 3 1 .5xd, SSE, s2, r2, t intervals, t statistics, and so on. The summary statistics provide no way of distinguishing among the four data sets. Based on a
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