improve trust
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@ -12,6 +12,7 @@ function trust ({ boss, models }) {
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// only explore a path up to this depth from start
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const MAX_DEPTH = 6
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const MAX_TRUST = 0.9
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const MIN_SUCCESS = 5
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// https://en.wikipedia.org/wiki/Normal_distribution#Quantile_function
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const Z_CONFIDENCE = 2.326347874041 // 98% confidence
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@ -162,39 +163,70 @@ function trustGivenGraph (graph, start) {
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// return graph
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// }
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// upvote confidence graph
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// old upvote confidence graph
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// async function getGraph (models) {
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// const [{ graph }] = await models.$queryRaw`
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// select json_object_agg(id, hops) as graph
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// from (
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// select id, json_agg(json_build_object('node', oid, 'trust', trust)) as hops
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// from (
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// select s.id, s.oid, confidence(s.shared, count(*), ${Z_CONFIDENCE}) as trust
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// from (
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// select a."userId" as id, b."userId" as oid, count(*) as shared
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// from "ItemAct" b
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// join users bu on bu.id = b."userId"
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// join "ItemAct" a on b."itemId" = a."itemId"
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// join users au on au.id = a."userId"
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// join "Item" on "Item".id = b."itemId"
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// where b.act = 'VOTE'
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// and a.act = 'VOTE'
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// and "Item"."parentId" is null
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// and "Item"."userId" <> b."userId"
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// and "Item"."userId" <> a."userId"
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// and b."userId" <> a."userId"
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// and "Item".created_at >= au.created_at and "Item".created_at >= bu.created_at
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// group by b."userId", a."userId") s
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// join users u on s.id = u.id
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// join users ou on s.oid = ou.id
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// join "ItemAct" on "ItemAct"."userId" = s.oid
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// join "Item" on "Item".id = "ItemAct"."itemId"
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// where "ItemAct".act = 'VOTE' and "Item"."parentId" is null
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// and "Item"."userId" <> s.oid and "Item"."userId" <> s.id
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// and "Item".created_at >= u.created_at and "Item".created_at >= ou.created_at
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// group by s.id, s.oid, s.shared
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// ) a
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// group by id
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// ) b`
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// return graph
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// }
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async function getGraph (models) {
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const [{ graph }] = await models.$queryRaw`
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select json_object_agg(id, hops) as graph
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from (
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select id, json_agg(json_build_object('node', oid, 'trust', trust)) as hops
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from (
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select s.id, s.oid, confidence(s.shared, count(*), ${Z_CONFIDENCE}) as trust
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from (
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select a."userId" as id, b."userId" as oid, count(*) as shared
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from "ItemAct" b
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join users bu on bu.id = b."userId"
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join "ItemAct" a on b."itemId" = a."itemId"
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join users au on au.id = a."userId"
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join "Item" on "Item".id = b."itemId"
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where b.act = 'VOTE'
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and a.act = 'VOTE'
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and "Item"."parentId" is null
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and "Item"."userId" <> b."userId"
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and "Item"."userId" <> a."userId"
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and b."userId" <> a."userId"
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and "Item".created_at >= au.created_at and "Item".created_at >= bu.created_at
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group by b."userId", a."userId") s
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join users u on s.id = u.id
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join users ou on s.oid = ou.id
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join "ItemAct" on "ItemAct"."userId" = s.oid
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join "Item" on "Item".id = "ItemAct"."itemId"
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where "ItemAct".act = 'VOTE' and "Item"."parentId" is null
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and "Item"."userId" <> s.oid and "Item"."userId" <> s.id
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and "Item".created_at >= u.created_at and "Item".created_at >= ou.created_at
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group by s.id, s.oid, s.shared
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SELECT json_object_agg(id, hops) AS graph
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FROM (
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SELECT id, json_agg(json_build_object('node', oid, 'trust', trust)) AS hops
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FROM (
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WITH user_votes AS (
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SELECT "ItemAct"."userId" AS user_id, users.name AS name, "ItemAct"."itemId" AS item_id, "ItemAct".created_at AS act_at,
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users.created_at AS user_at, "Item".created_at AS item_at, count(*) OVER (partition by "ItemAct"."userId") AS user_vote_count
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FROM "ItemAct"
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JOIN "Item" ON "Item".id = "ItemAct"."itemId" AND "ItemAct".act = 'VOTE' AND "Item"."parentId" IS NULL
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JOIN users ON "ItemAct"."userId" = users.id
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),
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user_pair AS (
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SELECT a.user_id AS a_id, a.name AS a_name, b.user_id AS b_id, b.name AS b_name,
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count(*) FILTER(WHERE a.act_at > b.act_at) AS before,
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count(*) FILTER(WHERE b.act_at > a.act_at) AS after,
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CASE WHEN b.user_at > a.user_at THEN b.user_vote_count ELSE a.user_vote_count END AS total
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FROM user_votes a
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JOIN user_votes b ON a.item_id = b.item_id
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GROUP BY a.user_id, a.name, a.user_at, a.user_vote_count, b.user_id, b.name, b.user_at, b.user_vote_count
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)
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SELECT a_id AS id, a_name, b_id AS oid, b_name, confidence(before, total - after, ${Z_CONFIDENCE}) AS trust, before, after, total
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FROM user_pair
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WHERE before >= ${MIN_SUCCESS}
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) a
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group by id
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GROUP BY a.id
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) b`
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return graph
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}
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