218 lines
5.8 KiB
SQL
218 lines
5.8 KiB
SQL
CREATE SCHEMA raw;
|
|
CREATE SCHEMA core;
|
|
CREATE SCHEMA dm;
|
|
|
|
CREATE TABLE raw.users (
|
|
id INT,
|
|
name VARCHAR(255),
|
|
age INT,
|
|
email VARCHAR(255),
|
|
registration_date DATE
|
|
);
|
|
|
|
CREATE TABLE raw.courses (
|
|
id INT,
|
|
title VARCHAR(255),
|
|
category VARCHAR(255),
|
|
created_at DATE
|
|
);
|
|
|
|
CREATE TABLE raw.lessons (
|
|
id INT,
|
|
course_id INT,
|
|
title VARCHAR(255),
|
|
duration_min INT
|
|
);
|
|
|
|
CREATE TABLE raw.enrollments (
|
|
id INT,
|
|
user_id INT,
|
|
course_id INT,
|
|
enrolled_at DATE
|
|
);
|
|
|
|
CREATE TABLE raw.lesson_views (
|
|
id INT,
|
|
user_id INT,
|
|
lesson_id INT,
|
|
viewed_at TIMESTAMP
|
|
);
|
|
|
|
CREATE TABLE core.dim_user (
|
|
user_id INT PRIMARY KEY,
|
|
name TEXT,
|
|
age INT,
|
|
email TEXT,
|
|
registration_date DATE
|
|
);
|
|
|
|
CREATE TABLE core.dim_course (
|
|
course_id INT PRIMARY KEY,
|
|
title TEXT,
|
|
category TEXT
|
|
);
|
|
|
|
CREATE TABLE core.dim_lesson (
|
|
lesson_id INT PRIMARY KEY,
|
|
title TEXT,
|
|
duration_min INT,
|
|
course_id INT REFERENCES core.dim_course(course_id)
|
|
);
|
|
|
|
CREATE TABLE core.fact_lesson_views (
|
|
user_id INT REFERENCES core.dim_user(user_id),
|
|
lesson_id INT REFERENCES core.dim_lesson(lesson_id),
|
|
course_id INT REFERENCES core.dim_course(course_id),
|
|
viewed_at TIMESTAMP
|
|
);
|
|
|
|
CREATE TABLE core.enrollments (
|
|
user_id INT REFERENCES core.dim_user(user_id),
|
|
course_id INT REFERENCES core.dim_course(course_id),
|
|
enrolled_at TIMESTAMP
|
|
);
|
|
|
|
INSERT INTO core.dim_user (user_id, name, age, email, registration_date)
|
|
SELECT DISTINCT
|
|
id::INT,
|
|
name::TEXT,
|
|
age::INT,
|
|
email::TEXT,
|
|
registration_date::DATE
|
|
FROM raw.users;
|
|
|
|
INSERT INTO core.dim_course (course_id, title, category)
|
|
SELECT DISTINCT
|
|
id::INT,
|
|
title::TEXT,
|
|
category::TEXT
|
|
FROM raw.courses;
|
|
|
|
INSERT INTO core.dim_lesson (lesson_id, title, duration_min, course_id)
|
|
SELECT DISTINCT
|
|
id::INT,
|
|
title::TEXT,
|
|
duration_min::INT,
|
|
course_id::INT
|
|
FROM raw.lessons;
|
|
|
|
INSERT INTO core.fact_lesson_views (user_id, lesson_id, course_id, viewed_at)
|
|
SELECT DISTINCT
|
|
rw.user_id::INT,
|
|
rw.lesson_id::INT,
|
|
l.course_id::INT,
|
|
rw.viewed_at::TIMESTAMP
|
|
FROM raw.lesson_views rw
|
|
JOIN raw.lessons l ON rw.lesson_id = l.id;
|
|
|
|
|
|
INSERT INTO core.enrollments (user_id, course_id, enrolled_at)
|
|
SELECT DISTINCT
|
|
user_id::INT,
|
|
course_id::INT,
|
|
enrolled_at::DATE
|
|
FROM raw.enrollments;
|
|
|
|
CREATE MATERIALIZED VIEW dm.dm_lesson_popularity_summary AS
|
|
SELECT
|
|
dl.lesson_id,
|
|
dl.title AS lesson_title,
|
|
dc.course_id,
|
|
dc.title AS course_title,
|
|
COUNT(*) AS total_views,
|
|
COUNT(DISTINCT flv.user_id) AS unique_users,
|
|
MIN(flv.viewed_at) AS first_view,
|
|
MAX(flv.viewed_at) AS last_view
|
|
FROM core.dim_lesson dl
|
|
JOIN core.dim_course dc ON dc.course_id = dl.course_id
|
|
JOIN core.fact_lesson_views flv ON flv.lesson_id = dl.lesson_id
|
|
GROUP BY dl.lesson_id, dl.title, dc.course_id, dc.title;
|
|
|
|
|
|
/*
|
|
|
|
Цель:
|
|
Показать популярность каждого урока.
|
|
|
|
Поля витрины:
|
|
- lesson_id — идентификатор урока
|
|
- lesson_title — название урока
|
|
- course_id — идентификатор курса
|
|
- course_title — название курса
|
|
- total_views — общее число просмотров урока
|
|
- unique_users — количество уникальных пользователей
|
|
- first_view — дата первого просмотра
|
|
- last_view — дата последнего просмотра
|
|
|
|
*/
|
|
|
|
|
|
CREATE MATERIALIZED VIEW dm.dm_inactive_users_summary AS
|
|
SELECT
|
|
du.user_id,
|
|
du.name AS user_name,
|
|
du.email,
|
|
du.age,
|
|
COUNT(DISTINCT e.course_id) AS enrollments_count,
|
|
du.registration_date
|
|
FROM core.dim_user du
|
|
LEFT JOIN core.enrollments e ON e.user_id = du.user_id
|
|
WHERE NOT EXISTS (
|
|
SELECT 1
|
|
FROM core.fact_lesson_views flv
|
|
WHERE flv.user_id = du.user_id
|
|
)
|
|
GROUP BY du.user_id, du.name, du.email, du.age, du.registration_date;
|
|
|
|
/*
|
|
|
|
Цель:
|
|
Определить невовлечённых пользователей и потенциальный отток.
|
|
|
|
Поля витрины:
|
|
- user_id — идентификатор пользователя
|
|
- user_name — имя
|
|
- email — почта
|
|
- age — возраст
|
|
- enrollments_count — количество курсов
|
|
- registration_date — дата регистрации
|
|
|
|
*/
|
|
|
|
CREATE MATERIALIZED VIEW dm.course_completion_rate AS
|
|
SELECT
|
|
du.user_id,
|
|
du.name AS user_name,
|
|
c.course_id,
|
|
c.title AS course_title,
|
|
COUNT(DISTINCT dl.lesson_id) AS lessons_in_course,
|
|
COUNT(DISTINCT flv.lesson_id) AS lessons_viewed,
|
|
ROUND(
|
|
COUNT(DISTINCT flv.lesson_id) * 1.0 /
|
|
NULLIF(COUNT(DISTINCT dl.lesson_id), 0),
|
|
2
|
|
) AS completion_rate
|
|
FROM core.dim_user du
|
|
JOIN core.enrollments e ON du.user_id = e.user_id
|
|
JOIN core.dim_course c ON e.course_id = c.course_id
|
|
JOIN core.dim_lesson dl ON c.course_id = dl.course_id
|
|
LEFT JOIN core.fact_lesson_views flv ON dl.lesson_id = flv.lesson_id
|
|
AND flv.user_id = du.user_id
|
|
GROUP BY du.user_id, du.name, c.course_id, c.title
|
|
ORDER BY du.user_id, c.course_id;
|
|
|
|
/*
|
|
|
|
Цель:
|
|
Анализировать, насколько пользователи проходят курсы до конца.
|
|
|
|
Поля витрины:
|
|
- user_id — идентификатор пользователя
|
|
- user_name — имя пользователя
|
|
- course_id — идентификатор курса
|
|
- course_title — название курса
|
|
- total_lessons — количество уроков в курсе
|
|
- lessons_viewed — число просмотренных уроков
|
|
- completion_rate — lessons_viewed / total_lessons
|
|
|
|
*/ |