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The dating web site Oollama.com requires its users to create profiles based on a survey in which they rate their interest (on a scale from
The dating web site Oollama.com requires its users to create profiles based on a survey in which they rate their interest (on a scale from 0 to 3) in five categories: physical fitness, music, spirituality, education, and alcohol consumption. A new Oollama customer, Erin O'Shaughnessy, has reviewed the profiles of 40 prospective dates and classified whether she is interested in learning more about them. Based on Erin's classification of these 40 profiles, Oollama has applied a logistic regression to predict Erin's interest in other profiles that she has not yet viewed. The resulting logistic regression model is as follows: For the 40 profiles (observations) on which Erin classified her interest, this logistic regression model generates that following probability of Interested. Probability of Probability of Observation Interested Interested Observation Interested Interested 35 1 1.000 13 0 0.412 21 1 0.999 2 0 0.285 29 1 0.999 3 0 0.219 25 1 0.999 7 0 0.168 39 1 0.999 9 0 0.168 26 1 0.990 12 0 0.168 23 1 0.981 18 0 0.168 33 1 0.974 22 1 0.168 1 0 0.882 31 1 0.168 24 1 0.882 6 0 0.128 28 1 0.882 20 0 0.128 36 1 0.882 15
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