{
"test_name": "Cook's Distance (Python - statsmodels)",
"dataset": "iris",
"formula": "Sepal.Length ~ Sepal.Width + Petal.Length + Petal.Width + Species",
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],
"p": 5,
"mse": 0.09998469536940792,
"threshold_4_over_n": 0.017467248908296942,
"threshold_4_over_df": 0.017857142857142856,
"threshold_1": 1.0,
"influential_4_over_n": [
9,
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15,
16,
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21,
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26,
28,
31,
32,
39,
41,
46,
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71,
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224,
225,
226,
227,
228,
229
],
"influential_4_over_df": [
9,
14,
15,
16,
19,
21,
23,
26,
28,
31,
32,
39,
41,
46,
47,
61,
71,
72,
223,
224,
225,
226,
227,
228,
229
],
"influential_1": [],
"max_distance": 0.46416442394181673,
"max_index": 46,
"description": "Measures influence of each observation on regression coefficients. Uses statsmodels.stats.outliers_influence.OLSInfluence.cooks_distance."
}