283 lines
7.4 KiB
SQL
283 lines
7.4 KiB
SQL
CREATE database pet;
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-- Этап 1
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-- Задание 1
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-- Перенести данные как в пет-проекте с Greenplum
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-- Создаем таблицы, чтобы потом загрузить в них данные из таблиц GreenPlum
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-- Таблица user из GP
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CREATE TABLE pet.core_user (
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user_id Int32,
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name String,
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age Int32,
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email String,
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registration_date DateTime64(3, 'UTC')
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)
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ENGINE = MergeTree
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ORDER BY user_id;
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-- Таблица course из GP
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CREATE TABLE pet.core_course (
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course_id Int32,
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title String,
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category String
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)
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ENGINE = MergeTree
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ORDER BY course_id;
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-- Таблица lesson из GP
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CREATE TABLE pet.core_lesson (
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lesson_id Int32,
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title String,
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duration_min Int32,
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course_id Int32
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)
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ENGINE = MergeTree
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ORDER BY lesson_id;
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-- Таблица fact_lesson_views из GP
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CREATE TABLE pet.core_fact_lesson_views (
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user_id Int32,
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lesson_id Int32,
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course_id Int32,
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viewed_at DateTime64(3, 'UTC')
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)
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ENGINE = MergeTree
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ORDER BY user_id;
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-- Таблица enrollments из GP
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CREATE TABLE pet.core_enrollments (
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user_id Int32,
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course_id Int32,
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enrolled_at DateTime64(3, 'UTC')
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)
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ENGINE = MergeTree
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ORDER BY user_id;
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-- Этап 2. Создание витринных таблиц
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-- Задание 2: Подготовь структуру витрины lesson_popularity_summary
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-- Создаем пустую таблицу lesson_popularity_summary(структуру витрины)
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CREATE TABLE pet.lesson_popularity_summary
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(
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lesson_id UInt32,
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lesson_title String,
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course_id UInt32,
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course_title String,
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total_views UInt32,
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unique_users UInt32,
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first_view DateTime64(3, 'UTC'),
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last_view DateTime64(3, 'UTC')
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)
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ENGINE = MergeTree
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ORDER BY (lesson_id, course_id);
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-- Создаем Materialized View
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CREATE MATERIALIZED VIEW pet.mv_lesson_popularity_summary
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TO pet.lesson_popularity_summary
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AS
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SELECT
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flv.lesson_id AS lesson_id,
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l.title AS lesson_title,
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flv.course_id AS course_id,
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c.title AS course_title,
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count() AS total_views,
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uniqExact(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 pet.core_fact_lesson_views AS flv
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JOIN pet.core_lesson AS l ON flv.lesson_id = l.lesson_id
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JOIN pet.core_course AS c ON flv.course_id = c.course_id
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GROUP BY
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flv.lesson_id,
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l.title,
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flv.course_id,
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c.title;
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-- Вставляем данные в таблицу pet.lesson_popularity_summary
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INSERT INTO pet.lesson_popularity_summary
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SELECT
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flv.lesson_id,
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l.title AS lesson_title,
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flv.course_id,
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c.title AS course_title,
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count() AS total_views,
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uniqExact(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 pet.core_fact_lesson_views AS flv
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JOIN pet.core_lesson AS l ON flv.lesson_id = l.lesson_id
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JOIN pet.core_course AS c ON flv.course_id = c.course_id
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GROUP BY
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flv.lesson_id,
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l.title,
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flv.course_id,
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c.title;
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-- Задание 3: Создай витрину inactive_users_summary
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-- Создаем пустую таблицу inactive_users_summary(структуру витрины)
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CREATE TABLE pet.inactive_users_summary
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(
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user_id UInt32,
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name String,
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email String,
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age UInt8,
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registered_courses_count UInt32,
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registration_date DateTime64(3, 'UTC')
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)
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ENGINE = MergeTree
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ORDER BY (user_id);
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-- Создаем Materialized View
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CREATE MATERIALIZED VIEW pet.mv_inactive_users_summary
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TO pet.inactive_users_summary
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AS
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SELECT
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u.user_id AS user_id,
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u.name AS name,
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u.email AS email,
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u.age AS age,
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countDistinct(e.course_id) AS registered_courses_count,
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u.registration_date AS registration_date
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FROM pet.core_user AS u
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LEFT JOIN pet.core_enrollments AS e ON u.user_id = e.user_id
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WHERE u.user_id NOT IN (
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SELECT DISTINCT user_id
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FROM pet.core_fact_lesson_views
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)
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GROUP BY
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u.user_id,
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u.name,
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u.email,
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u.age,
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u.registration_date;
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-- Вставляем данные в таблицу inactive_users_summary
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INSERT INTO pet.inactive_users_summary
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SELECT
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u.user_id,
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u.name,
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u.email,
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u.age,
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countDistinct(e.course_id) AS registered_courses_count,
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u.registration_date
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FROM pet.core_user AS u
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LEFT JOIN pet.core_enrollments AS e
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ON u.user_id = e.user_id
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WHERE u.user_id NOT IN (
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SELECT DISTINCT user_id
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FROM pet.core_fact_lesson_views
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)
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/*
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* этот подзапрос WHERE... просто выбрасывает всех, кто хоть раз что‑то посмотрел,
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* независимо от количества строк и особенностей JOIN’ов.
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*/
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GROUP BY
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u.user_id,
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u.name,
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u.email,
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u.age,
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u.registration_date;
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-- Задание 4: Создай витрину course_completion_rate
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CREATE TABLE pet.course_completion_rate
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(
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user_id UInt32,
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user_name String,
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course_id UInt32,
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course_title String,
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lessons_in_course UInt32,
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lessons_viewed UInt32,
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completion_rate Float32
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)
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ENGINE = MergeTree
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ORDER BY (user_id, course_id);
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-- Создаем Materialized View
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CREATE MATERIALIZED VIEW pet.mv_course_completion_rate
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TO pet.course_completion_rate
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AS
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SELECT
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u.user_id AS user_id,
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u.name AS user_name,
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c.course_id AS course_id,
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c.title AS course_title,
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countDistinct(l.lesson_id) AS lessons_in_course,
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countDistinct(flv.lesson_id) AS lessons_viewed,
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if(countDistinct(l.lesson_id) = 0,0,
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round(countDistinct(flv.lesson_id) * 1.0 / countDistinct(l.lesson_id),2)
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) AS completion_rate
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FROM pet.core_enrollments AS e
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JOIN pet.core_user AS u ON e.user_id = u.user_id
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JOIN pet.core_course AS c ON e.course_id = c.course_id
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JOIN pet.core_lesson AS l ON c.course_id = l.course_id
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LEFT JOIN pet.core_fact_lesson_views AS flv
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ON flv.user_id = e.user_id
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AND flv.course_id = e.course_id
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GROUP BY
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u.user_id,
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u.name,
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c.course_id,
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c.title;
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-- Вставляем данные в таблицу pet.course_completion_rate
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INSERT INTO pet.course_completion_rate
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-- Создаем две временные таблицы:
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-- 1) Сколько уроков в каждом курсе
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WITH
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lessons_per_course AS (
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SELECT
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course_id,
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countDistinct(lesson_id) AS lessons_in_course
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FROM pet.core_lesson
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GROUP BY course_id
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),
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-- 2) Сколько уроков каждого курса посмотрел пользователь
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views_per_user_course AS (
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SELECT
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user_id,
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course_id,
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countDistinct(lesson_id) AS lessons_viewed
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FROM pet.core_fact_lesson_views
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GROUP BY user_id, course_id
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)
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-- Основной запрос
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SELECT
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u.user_id,
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u.name AS user_name,
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c.course_id,
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c.title AS course_title,
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lpc.lessons_in_course,
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coalesce(vpc.lessons_viewed, 0) AS lessons_viewed,
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ROUND(
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COALESCE(
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NULLIF(coalesce(vpc.lessons_viewed, 0) * 1.0, 0)
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/ NULLIF(lpc.lessons_in_course * 1.0, 0),
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0
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),
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2
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) AS completion_rate
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FROM pet.core_user AS u
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JOIN pet.core_enrollments AS e ON u.user_id = e.user_id
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JOIN pet.core_course AS c ON e.course_id = c.course_id
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JOIN lessons_per_course AS lpc ON c.course_id = lpc.course_id
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LEFT JOIN views_per_user_course AS vpc ON vpc.user_id = u.user_id AND vpc.course_id = c.course_id
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ORDER BY
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u.user_id,
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c.course_id;
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