README.md

Simple DeepDive Example: Smoke Example

This is a toy example of a DeepDive application. Here, we want to predict whether a person smokes, and whether a person has cancer.

We have two rules. The first one is saying that if a person smokes, he/she might have a cancer:

smokes_cancer {
  input_query: """
      SELECT person_has_cancer.id as "person_has_cancer.id",
             person_smokes.id as "person_smokes.id",
             person_smokes.smokes as "person_smokes.smokes",
             person_has_cancer.has_cancer as "person_has_cancer.has_cancer"
        FROM person_has_cancer, person_smokes
       WHERE person_has_cancer.person_id = person_smokes.person_id
    """
  function: "Imply(person_smokes.smokes, person_has_cancer.has_cancer)"
  weight: 0.5
}

The other is saying that if a person's friends smoke, he/she might have cancer:

friends_smoke {
        input_query: """
          SELECT p1.id AS "person_smokes.p1.id",
                 p2.id AS "person_smokes.p2.id",
                 p1.smokes AS "person_smokes.p1.smokes",
                 p2.smokes AS "person_smokes.p2.smokes"
            FROM friends INNER JOIN person_smokes AS p1 ON
              (friends.person_id = p1.person_id) INNER JOIN person_smokes AS p2 ON (friends.friend_id = p2.person_id)
        """
        function: "Imply(person_smokes.p1.smokes, person_smokes.p2.smokes)"
        weight: 0.4
}