finish pet-project clickhouse
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@@ -16,21 +16,27 @@ ENGINE = ReplicatedMergeTree(
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)
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ORDER BY (lesson_id, course_id);
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-- здесь тригер таблица dim_lesson, хотя это не совсем правильно, но мы и состояние не храним
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-- по сути таблица тригер должна быть fact_lesson_views, но right join будет плохо
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-- а если не делать right join, то можем потерять логику, потому что left join от fact_lesson_view
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-- логически теряет данные, если урок не был просмотрен
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-- но оно хотя бы работает
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create materialized view mdrozdov.lesson_popularity_summary
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on CLUSTER clickhouse_cluster
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to mdrozdov.dm_lesson_popularity_summary as
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select
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dl.lesson_id as lesson_id,
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dl.title as lesson_title,
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dl.course_id as course_id,
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dc.title as course_title,
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count(flv.lesson_id) as total_views,
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count(distinct flv.user_id) as unique_users,
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min(flv.viewed_at) as first_view,
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max(flv.viewed_at) as last_view
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from mdrozdov.core_fact_lesson_views flv
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right join mdrozdov.core_dim_course dc
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on flv.course_id = dc.course_id
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left join mdrozdov.core_dim_lesson dl
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dl.lesson_id as lesson_id,
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dl.title as lesson_title,
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dl.course_id as course_id,
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dc.title as course_title,
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count(flv.lesson_id) as total_views,
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count(distinct flv.user_id) as unique_users,
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min(flv.viewed_at) as first_view,
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max(flv.viewed_at) as last_view
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from mdrozdov.core_dim_lesson dl
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left join mdrozdov.core_dim_course dc
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on dl.course_id = dc.course_id
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left join mdrozdov.core_fact_lesson_views flv
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on dl.lesson_id = flv.lesson_id
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group by dl.lesson_id, dl.title, dl.course_id, dc.title
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@@ -50,23 +56,26 @@ ENGINE = ReplicatedMergeTree(
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)
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ORDER BY user_id
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-- здесь тригер таблица dim_user
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-- но почему-то при вставке в dim_user новые строки в таргет таблицу не добавляются
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create materialized view mdrozdov.inactive_users_summary
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to mdrozdov.dm_inactive_users_summary
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as
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select
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du.user_id as user_id,
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du.name as name,
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du.email as email,
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du.age as age,
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count(e.course_id) as registered_courses_count,
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du.registration_date as registration_date
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from mdrozdov.core_fact_lesson_views flv
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right join mdrozdov.core_dim_user du
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on du.user_id = flv.user_id
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left join mdrozdov.core_enrollments e
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on du.user_id = e.user_id
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where flv.user_id is null
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group by du.user_id, du.name, du.email, du.age, du.registration_date
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on CLUSTER clickhouse_cluster
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to mdrozdov.dm_inactive_users_summary
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as
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select
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du.user_id as user_id,
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du.name as name,
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du.email as email,
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du.age as age,
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count(e.course_id) as registered_courses_count,
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du.registration_date as registration_date
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from mdrozdov.core_dim_user du
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left join mdrozdov.core_enrollments e
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on du.user_id = e.user_id
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left join mdrozdov.core_fact_lesson_views flv
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on du.user_id = flv.user_id
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where flv.user_id is null
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group by du.user_id, du.name, du.email, du.age, du.registration_date
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-- course_completion_rate
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create table mdrozdov.dm_course_completion_rate
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@@ -85,42 +94,44 @@ ENGINE = ReplicatedMergeTree(
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)
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ORDER BY (user_id, course_id)
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-- здесь тригер таблица core_enrollments и тут все четко по логике и в работе
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create materialized view mdrozdov.course_completion_rate
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to mdrozdov.dm_course_completion_rate as
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with total_lessons_per_course as(
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select
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course_id,
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count(*) as lessons_in_course
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from mdrozdov.core_dim_lesson
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group by course_id
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), lessons_viewed as (
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select
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user_id,
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course_id,
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count(*) as lessons_viewed
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from mdrozdov.core_fact_lesson_views flv
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group by user_id, course_id
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)
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on CLUSTER clickhouse_cluster
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to mdrozdov.dm_course_completion_rate as
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with total_lessons_per_course as(
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select
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course_id,
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count(*) as lessons_in_course
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from mdrozdov.core_dim_lesson
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group by course_id
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), lessons_viewed as (
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select
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du.user_id as user_id,
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du.name as user_name,
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dc.course_id as course_id,
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dc.title as course_title,
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tlpc.lessons_in_course as lessons_in_course,
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coalesce(lv.lessons_viewed, 0) as lessons_viewed,
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round(
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coalesce(
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coalesce(lv.lessons_viewed, 0)*1.0/nullif(tlpc.lessons_in_course, 0), 0
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), 2) as completion_rate
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from mdrozdov.core_enrollments e
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join mdrozdov.core_dim_user du
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on e.user_id = du.user_id
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join total_lessons_per_course tlpc
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on tlpc.course_id = e.course_id
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join mdrozdov.core_dim_course dc
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on e.course_id = dc.course_id
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left join lessons_viewed lv
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on du.user_id = lv.user_id and dc.course_id = lv.course_id
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user_id,
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course_id,
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count(*) as lessons_viewed
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from mdrozdov.core_fact_lesson_views flv
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group by user_id, course_id
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)
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select
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du.user_id as user_id,
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du.name as user_name,
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dc.course_id as course_id,
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dc.title as course_title,
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tlpc.lessons_in_course as lessons_in_course,
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coalesce(lv.lessons_viewed, 0) as lessons_viewed,
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round(
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coalesce(
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coalesce(lv.lessons_viewed, 0)*1.0/nullif(tlpc.lessons_in_course, 0), 0
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), 2) as completion_rate
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from mdrozdov.core_enrollments e
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join mdrozdov.core_dim_user du
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on e.user_id = du.user_id
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join total_lessons_per_course tlpc
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on tlpc.course_id = e.course_id
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join mdrozdov.core_dim_course dc
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on e.course_id = dc.course_id
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left join lessons_viewed lv
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on du.user_id = lv.user_id and dc.course_id = lv.course_id
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--данные из-за несовпадения названий столбцов в импорте/экспорте пришлось удалять, короче проще вручную
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-- их добавить
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@@ -132,4 +143,10 @@ insert into mdrozdov.core_fact_lesson_views(user_id, lesson_id, course_id, viewe
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(4, 4, 3, '2023-04-02 10:00:00'),
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(4, 5, 3, '2023-04-03 10:00:00')
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-- данные в mdrozdov.core_enrollments загружал через импорт
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insert into enrollments (user_id, course_id, enrolled_at) values
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(1, 1, '2023-01-15'),
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(1, 2, '2023-02-01'),
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(2, 1, '2023-01-20'),
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(3, 2, '2023-03-05'),
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(4, 3, '2023-04-01')
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@@ -0,0 +1,45 @@
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-- Топ-5 уроков с наименьшим количеством уникальных пользователей
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SELECT
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lesson_title,
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course_title,
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unique_users
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FROM lesson_popularity_summary
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ORDER BY unique_users ASC
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LIMIT 5;
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-- Пользователи без зарегистрированных курсов
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SELECT
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name,
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email,
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registration_date
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FROM inactive_users_summary
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WHERE registered_courses_count = 0
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ORDER BY registration_date ASC;
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-- Список курсов с минимальной средней степенью завершения
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SELECT
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course_title,
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AVG(completion_rate) AS avg_completion
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FROM course_completion_rate
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GROUP BY course_title
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ORDER BY avg_completion ASC
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LIMIT 5;
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-- Мини отчет:
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/*
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Таблица lesson_popularity_summary
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Выбранные поля для проверки:
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total_views - агрегат count
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first_view - агрегат min
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оба совпадают
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Таблица inactive_users_summary
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Выбранные поля для проверки:
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registered_courses_count - агрегат count
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совпадает
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Таблица course_completion_rate
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Выбранные поля для проверки:
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completion_rate - агрегат count
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совпадает
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Итог: в моем случае все значения совпали, возможно если бы это было не через простой MergeTree
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все было бы хуже
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*/
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