CREATE TABLE ybirk.core_user ON CLUSTER clickhouse_cluster ( user_id Int32, name String, age Int32, email String, registration_date Date ) ENGINE = ReplicatedMergeTree( '/clickhouse/tables/{shard}/ybirk/core_user', '{replica}' ) ORDER BY user_id; CREATE TABLE ybirk.core_course ON CLUSTER clickhouse_cluster ( course_id Int32, title String, category String ) ENGINE = ReplicatedMergeTree( '/clickhouse/tables/{shard}/ybirk/core_course', '{replica}' ) ORDER BY course_id; CREATE TABLE ybirk.core_lesson ON CLUSTER clickhouse_cluster ( lesson_id Int32, title String, duration_min Int32, course_id Int32 ) ENGINE = ReplicatedMergeTree( '/clickhouse/tables/{shard}/ybirk/core_lesson', '{replica}' ) ORDER BY lesson_id; CREATE TABLE ybirk.core_fact_lesson_views ON CLUSTER clickhouse_cluster ( user_id Int32, lesson_id Int32, course_id Int32, viewed_at DateTime64(3) ) ENGINE = ReplicatedMergeTree( '/clickhouse/tables/{shard}/ybirk/core_fact_lesson_views', '{replica}' ) ORDER BY user_id; CREATE TABLE ybirk.core_enrollments ON CLUSTER clickhouse_cluster ( id Int32, user_id Int32, course_id Int32, enrolled_at Date ) ENGINE = ReplicatedMergeTree( '/clickhouse/tables/{shard}/ybirk/core_enrollments', '{replica}' ) ORDER BY user_id; -------------------------------- CREATE TABLE ybirk.inactive_users_summary ON CLUSTER clickhouse_cluster ( user_id UInt32, name String, email String, age UInt8, registered_courses_count UInt32, registration_date DateTime64(3, 'UTC') ) ENGINE = ReplicatedAggregatingMergeTree( '/clickhouse/tables/{shard}/ybirk/inactive_users_summary', '{replica}' ) ORDER BY user_id; CREATE TABLE ybirk.lesson_popularity_summary ON CLUSTER clickhouse_cluster ( lesson_id UInt32, lesson_title String, course_id UInt32, course_title String, total_views UInt32, unique_users UInt32, first_view DateTime64(3, 'UTC'), last_view DateTime64(3, 'UTC') ) ENGINE = ReplicatedAggregatingMergeTree( '/clickhouse/tables/{shard}/ybirk/lesson_popularity_summary', '{replica}' ) ORDER BY (lesson_id, course_id); CREATE TABLE ybirk.course_completion_rate ON CLUSTER clickhouse_cluster ( user_id UInt32, user_name String, course_id UInt32, course_title String, lessons_in_course UInt32, lessons_viewed UInt32, completion_rate Float32 ) ENGINE = ReplicatedAggregatingMergeTree( '/clickhouse/tables/{shard}/ybirk/course_completion_rate', '{replica}' ) ORDER BY (user_id, course_id); -------------------------------------- CREATE MATERIALIZED VIEW ybirk.mv_lesson_popularity_summary ON CLUSTER clickhouse_cluster TO ybirk.lesson_popularity_summary AS SELECT flv.lesson_id AS lesson_id, l.title AS lesson_title, flv.course_id AS course_id, c.title AS course_title, count() AS total_views, uniqExact(flv.user_id) AS unique_users, min(flv.viewed_at) AS first_view, max(flv.viewed_at) AS last_view FROM ybirk.core_fact_lesson_views AS flv JOIN ybirk.core_lesson AS l ON flv.lesson_id = l.lesson_id JOIN ybirk.core_course AS c ON flv.course_id = c.course_id GROUP BY flv.lesson_id, l.title, flv.course_id, c.title; DROP VIEW IF EXISTS ybirk.mv_inactive_users_summary ON CLUSTER clickhouse_cluster; CREATE MATERIALIZED VIEW ybirk.mv_inactive_users_summary ON CLUSTER clickhouse_cluster TO ybirk.inactive_users_summary AS SELECT u.user_id AS user_id, u.name AS name, u.email AS email, u.age AS age, countDistinct(e.course_id) AS registered_courses_count, u.registration_date AS registration_date FROM ybirk.core_user AS u LEFT JOIN ybirk.core_enrollments AS e ON u.user_id = e.user_id LEFT ANTI JOIN ybirk.core_fact_lesson_views AS flv ON u.user_id = flv.user_id GROUP BY u.user_id, u.name, u.email, u.age, u.registration_date; CREATE MATERIALIZED VIEW ybirk.mv_course_completion_rate ON CLUSTER clickhouse_cluster TO ybirk.course_completion_rate AS SELECT u.user_id AS user_id, u.name AS user_name, c.course_id AS course_id, c.title AS course_title, countDistinct(l.lesson_id) AS lessons_in_course, countDistinct(flv.lesson_id) AS lessons_viewed, if(countDistinct(l.lesson_id) = 0, 0, round(countDistinct(flv.lesson_id) * 1.0 / countDistinct(l.lesson_id), 2) ) AS completion_rate FROM ybirk.core_enrollments AS e JOIN ybirk.core_user AS u ON e.user_id = u.user_id JOIN ybirk.core_course AS c ON e.course_id = c.course_id JOIN ybirk.core_lesson AS l ON c.course_id = l.course_id LEFT JOIN ybirk.core_fact_lesson_views AS flv ON flv.user_id = e.user_id AND flv.course_id = e.course_id GROUP BY u.user_id, u.name, c.course_id, c.title; ---------------------------------------------- INSERT INTO ybirk.core_user (user_id, name, age, email, registration_date) VALUES (1, 'Alice', 25, 'alice@mail.com', '2023-01-10'), (2, 'Bob', 30, 'bob@gmail.com', '2023-02-05'), (3, 'Charlie', 22, 'charlie@mail.com', '2023-02-20'), (4, 'Diana', 28, 'diana@mail.com', '2023-03-01'), (5, 'Ethan', 35, 'ethan@gmail.com', '2023-03-10'); INSERT INTO ybirk.core_course (course_id, title, category) VALUES (1, 'SQL для начинающих', 'data'), (2, 'Python для анализа данных', 'programming'), (3, 'BI с нуля', 'business'); INSERT INTO ybirk.core_lesson (lesson_id, course_id, title, duration_min) VALUES (1, 1, 'SELECT и FROM', 10), (2, 1, 'JOIN', 15), (3, 2, 'Pandas', 20), (4, 3, 'Основы BI', 12), (5, 3, 'Метрики и дашборды', 18); INSERT INTO ybirk.core_fact_lesson_views (user_id, lesson_id, course_id, viewed_at) VALUES (1, 1, 1, '2023-01-16 10:00:00'), (1, 2, 1, '2023-01-16 10:15:00'), (2, 1, 1, '2023-01-21 09:00:00'), (3, 3, 2, '2023-03-06 12:00:00'), (4, 4, 3, '2023-04-02 10:00:00'), (4, 5, 3, '2023-04-03 10:00:00'); INSERT INTO ybirk.core_enrollments (id, user_id, course_id, enrolled_at) VALUES (1, 1, 1, '2023-01-15'), (2, 1, 2, '2023-02-01'), (3, 2, 1, '2023-01-20'), (4, 3, 2, '2023-03-05'), (5, 4, 3, '2023-04-01'); -------------------------------------------------- --Примеры SELECT lesson_title, course_title, total_views FROM ybirk.mv_lesson_popularity_summary ORDER BY total_views DESC LIMIT 5; SELECT name, email, registered_courses_count FROM ybirk.inactive_users_summary WHERE registered_courses_count > 0 ORDER BY registration_date DESC; SELECT course_title, AVG(completion_rate) AS avg_completion FROM ybirk.course_completion_rate GROUP BY course_title ORDER BY avg_completion DESC LIMIT 5; -- ЗАпросы -- самый популярный курс SELECT course_title, SUM(total_views) as sum_views FROM ybirk.mv_lesson_popularity_summary GROUP BY course_title ORDER BY sum_views DESC; -- Кто застрял SELECT user_name, course_title, completion_rate FROM ybirk.mv_course_completion_rate WHERE completion_rate > 0 AND completion_rate < 1.0; -- тест3 SELECT t1.user_name, t1.course_title, t2.email FROM ybirk.mv_course_completion_rate AS t1 JOIN ybirk.mv_inactive_users_summary AS t2 ON t1.user_id = t2.user_id WHERE t1.completion_rate = 1.0;