Add cold-start follow recommendations (#15945)
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32 changed files with 560 additions and 26 deletions
9
db/migrate/20210322164601_create_account_summaries.rb
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9
db/migrate/20210322164601_create_account_summaries.rb
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@ -0,0 +1,9 @@
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class CreateAccountSummaries < ActiveRecord::Migration[5.2]
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def change
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create_view :account_summaries, materialized: true
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# To be able to refresh the view concurrently,
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# at least one unique index is required
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safety_assured { add_index :account_summaries, :account_id, unique: true }
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end
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end
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@ -0,0 +1,5 @@
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class CreateFollowRecommendations < ActiveRecord::Migration[5.2]
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def change
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create_view :follow_recommendations
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end
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end
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@ -0,0 +1,9 @@
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class CreateFollowRecommendationSuppressions < ActiveRecord::Migration[6.1]
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def change
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create_table :follow_recommendation_suppressions do |t|
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t.references :account, null: false, foreign_key: { on_delete: :cascade }, index: { unique: true }
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t.timestamps
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end
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end
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end
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63
db/schema.rb
63
db/schema.rb
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@ -2,15 +2,15 @@
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# of editing this file, please use the migrations feature of Active Record to
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# incrementally modify your database, and then regenerate this schema definition.
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#
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# Note that this schema.rb definition is the authoritative source for your
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# database schema. If you need to create the application database on another
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# system, you should be using db:schema:load, not running all the migrations
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# from scratch. The latter is a flawed and unsustainable approach (the more migrations
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# you'll amass, the slower it'll run and the greater likelihood for issues).
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# This file is the source Rails uses to define your schema when running `bin/rails
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# db:schema:load`. When creating a new database, `bin/rails db:schema:load` tends to
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# be faster and is potentially less error prone than running all of your
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# migrations from scratch. Old migrations may fail to apply correctly if those
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# migrations use external dependencies or application code.
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#
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# It's strongly recommended that you check this file into your version control system.
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ActiveRecord::Schema.define(version: 2021_03_08_133107) do
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ActiveRecord::Schema.define(version: 2021_03_24_171613) do
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# These are extensions that must be enabled in order to support this database
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enable_extension "plpgsql"
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@ -406,6 +406,13 @@ ActiveRecord::Schema.define(version: 2021_03_08_133107) do
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t.index ["tag_id"], name: "index_featured_tags_on_tag_id"
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end
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create_table "follow_recommendation_suppressions", force: :cascade do |t|
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t.bigint "account_id", null: false
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t.datetime "created_at", precision: 6, null: false
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t.datetime "updated_at", precision: 6, null: false
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t.index ["account_id"], name: "index_follow_recommendation_suppressions_on_account_id", unique: true
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end
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create_table "follow_requests", force: :cascade do |t|
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t.datetime "created_at", null: false
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t.datetime "updated_at", null: false
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@ -996,6 +1003,7 @@ ActiveRecord::Schema.define(version: 2021_03_08_133107) do
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add_foreign_key "favourites", "statuses", name: "fk_b0e856845e", on_delete: :cascade
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add_foreign_key "featured_tags", "accounts", on_delete: :cascade
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add_foreign_key "featured_tags", "tags", on_delete: :cascade
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add_foreign_key "follow_recommendation_suppressions", "accounts", on_delete: :cascade
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add_foreign_key "follow_requests", "accounts", column: "target_account_id", name: "fk_9291ec025d", on_delete: :cascade
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add_foreign_key "follow_requests", "accounts", name: "fk_76d644b0e7", on_delete: :cascade
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add_foreign_key "follows", "accounts", column: "target_account_id", name: "fk_745ca29eac", on_delete: :cascade
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@ -1079,4 +1087,47 @@ ActiveRecord::Schema.define(version: 2021_03_08_133107) do
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SQL
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add_index "instances", ["domain"], name: "index_instances_on_domain", unique: true
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create_view "account_summaries", materialized: true, sql_definition: <<-SQL
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SELECT accounts.id AS account_id,
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mode() WITHIN GROUP (ORDER BY t0.language) AS language,
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mode() WITHIN GROUP (ORDER BY t0.sensitive) AS sensitive
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FROM (accounts
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CROSS JOIN LATERAL ( SELECT statuses.account_id,
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statuses.language,
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statuses.sensitive
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FROM statuses
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WHERE ((statuses.account_id = accounts.id) AND (statuses.deleted_at IS NULL))
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ORDER BY statuses.id DESC
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LIMIT 20) t0)
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WHERE ((accounts.suspended_at IS NULL) AND (accounts.silenced_at IS NULL) AND (accounts.moved_to_account_id IS NULL) AND (accounts.discoverable = true) AND (accounts.locked = false))
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GROUP BY accounts.id;
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SQL
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add_index "account_summaries", ["account_id"], name: "index_account_summaries_on_account_id", unique: true
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create_view "follow_recommendations", sql_definition: <<-SQL
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SELECT t0.account_id,
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sum(t0.rank) AS rank,
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array_agg(t0.reason) AS reason
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FROM ( SELECT accounts.id AS account_id,
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((count(follows.id))::numeric / (1.0 + (count(follows.id))::numeric)) AS rank,
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'most_followed'::text AS reason
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FROM ((follows
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JOIN accounts ON ((accounts.id = follows.target_account_id)))
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JOIN users ON ((users.account_id = follows.account_id)))
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WHERE ((users.current_sign_in_at >= (now() - 'P30D'::interval)) AND (accounts.suspended_at IS NULL) AND (accounts.moved_to_account_id IS NULL) AND (accounts.silenced_at IS NULL) AND (accounts.locked = false) AND (accounts.discoverable = true))
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GROUP BY accounts.id
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HAVING (count(follows.id) >= 5)
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UNION ALL
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SELECT accounts.id AS account_id,
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(sum((status_stats.reblogs_count + status_stats.favourites_count)) / (1.0 + sum((status_stats.reblogs_count + status_stats.favourites_count)))) AS rank,
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'most_interactions'::text AS reason
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FROM ((status_stats
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JOIN statuses ON ((statuses.id = status_stats.status_id)))
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JOIN accounts ON ((accounts.id = statuses.account_id)))
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WHERE ((statuses.id >= (((date_part('epoch'::text, (now() - 'P30D'::interval)) * (1000)::double precision))::bigint << 16)) AND (accounts.suspended_at IS NULL) AND (accounts.moved_to_account_id IS NULL) AND (accounts.silenced_at IS NULL) AND (accounts.locked = false) AND (accounts.discoverable = true))
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GROUP BY accounts.id
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HAVING (sum((status_stats.reblogs_count + status_stats.favourites_count)) >= (5)::numeric)) t0
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GROUP BY t0.account_id
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ORDER BY (sum(t0.rank)) DESC;
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SQL
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end
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22
db/views/account_summaries_v01.sql
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db/views/account_summaries_v01.sql
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SELECT
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accounts.id AS account_id,
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mode() WITHIN GROUP (ORDER BY language ASC) AS language,
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mode() WITHIN GROUP (ORDER BY sensitive ASC) AS sensitive
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FROM accounts
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CROSS JOIN LATERAL (
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SELECT
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statuses.account_id,
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statuses.language,
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statuses.sensitive
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FROM statuses
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WHERE statuses.account_id = accounts.id
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AND statuses.deleted_at IS NULL
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ORDER BY statuses.id DESC
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LIMIT 20
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) t0
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WHERE accounts.suspended_at IS NULL
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AND accounts.silenced_at IS NULL
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AND accounts.moved_to_account_id IS NULL
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AND accounts.discoverable = 't'
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AND accounts.locked = 'f'
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GROUP BY accounts.id
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38
db/views/follow_recommendations_v01.sql
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38
db/views/follow_recommendations_v01.sql
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SELECT
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account_id,
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sum(rank) AS rank,
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array_agg(reason) AS reason
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FROM (
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SELECT
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accounts.id AS account_id,
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count(follows.id) / (1.0 + count(follows.id)) AS rank,
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'most_followed' AS reason
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FROM follows
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INNER JOIN accounts ON accounts.id = follows.target_account_id
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INNER JOIN users ON users.account_id = follows.account_id
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WHERE users.current_sign_in_at >= (now() - interval '30 days')
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AND accounts.suspended_at IS NULL
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AND accounts.moved_to_account_id IS NULL
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AND accounts.silenced_at IS NULL
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AND accounts.locked = 'f'
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AND accounts.discoverable = 't'
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GROUP BY accounts.id
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HAVING count(follows.id) >= 5
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UNION ALL
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SELECT accounts.id AS account_id,
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sum(reblogs_count + favourites_count) / (1.0 + sum(reblogs_count + favourites_count)) AS rank,
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'most_interactions' AS reason
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FROM status_stats
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INNER JOIN statuses ON statuses.id = status_stats.status_id
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INNER JOIN accounts ON accounts.id = statuses.account_id
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WHERE statuses.id >= ((date_part('epoch', now() - interval '30 days') * 1000)::bigint << 16)
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AND accounts.suspended_at IS NULL
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AND accounts.moved_to_account_id IS NULL
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AND accounts.silenced_at IS NULL
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AND accounts.locked = 'f'
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AND accounts.discoverable = 't'
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GROUP BY accounts.id
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HAVING sum(reblogs_count + favourites_count) >= 5
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) t0
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GROUP BY account_id
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ORDER BY rank DESC
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