Step 1 preparation Data collected from data in a group of cyclists who have a clear social and group members can tell the name of the leader group. The total number of 120 people in uttaradit province. Verify the Missing data, and then generate the dataset for learning (Training dataset), use the information in part 2 of the questionnaire, only by the designated label manufacturer are opinion leaders from a score level, the percentage of different peptides, due to a review of the literature has given those who answered the questionnaire with a high score.10%-32% of opinion leaders (90-88% peptides) to find the appropriate percentage level, tide, the weather forecast is accurate for most. Researchers have made to calculate the percentage score on each tide. It found that levels of 92-94, 86-90, 82-84 and 76-80 is in the same grade level, so the information is used to learn it will have all the 6 percent level set in the tide at 80, 84, 90, 94, 96 and 98 data for testing (Testing dataset) data use section 2 of the questionnaire, but the label with information from part 3, which is the result of the voting.
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