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homework/itikhomirov/greenplum/pet_gp_infra.sql
T

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SQL

-- Этап 1. Инициализация проекта
-- Задание 1: Создай схемы
CREATE SCHEMA raw;
CREATE SCHEMA core;
CREATE SCHEMA dm;
-- Задание 2: Создай raw-таблицы
CREATE TABLE raw.users (
id int,
name varchar(15),
age int,
email varchar(30),
registration_date DATE
)
DISTRIBUTED BY (id);
CREATE TABLE raw.courses (
id int,
title text,
category varchar(30),
created_at DATE
)
DISTRIBUTED BY (id);
CREATE TABLE raw.lessons (
id int,
course_id int,
title text,
duration_min int
)
DISTRIBUTED BY (id);
CREATE TABLE raw.enrollments (
id int,
user_id int,
course_id int,
enrolled_at DATE
)
DISTRIBUTED BY (id);
CREATE TABLE raw.lesson_views (
id int,
user_id int,
lesson_id int,
viewed_at timestamp
)
DISTRIBUTED BY (id);
-- Этап 2. Загрузка данных (эмуляция Airflow)
-- Задание 3: Выгрузить данные из PostgreSQL и Загрузить CSV в Greenplum
-- Экспортировал данные из PostgreSQL в CSV-файлы и загрузил их в Greenplum
-- Этап 3. Слой Core — обогащённые данные
-- Задание 4: Измерения (dimension tables)
-- Измерение пользователей
CREATE TABLE core.dim_user (
user_id INT PRIMARY KEY,
name TEXT,
age INT,
email TEXT,
registration_date DATE
);
-- Измерение курсов
CREATE TABLE core.dim_course (
course_id INT PRIMARY KEY,
title TEXT,
category TEXT
);
-- Измерение уроков
CREATE TABLE core.dim_lesson (
lesson_id INT PRIMARY KEY,
title TEXT,
duration_min INT,
course_id INT REFERENCES core.dim_course(course_id)
);
-- Опционально: измерение времени
CREATE TABLE core.dim_date (
date DATE PRIMARY KEY,
year INT,
month INT,
day INT,
weekday TEXT
);
-- Задание 5: Факт (fact table)
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
);
-- Задание 6: ETL переброса данных из raw в core
INSERT INTO core.dim_user (user_id, name, age, email, registration_date) -- ok
SELECT DISTINCT
id::INT,
name::TEXT,
age::INT,
email::TEXT,
registration_date::DATE
FROM raw.users;
INSERT INTO core.dim_lesson (lesson_id, title, duration_min, course_id) -- ok
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) --заполнить из нескольких таблиц с помощью join
SELECT DISTINCT
lv.user_id::INT,
lv.lesson_id::INT,
le.course_id::INT,
lv.viewed_at::TIMESTAMP
FROM raw.lesson_views AS lv
JOIN raw.lessons AS le ON lv.lesson_id = le.id;
INSERT INTO core.enrollments (user_id, course_id, enrolled_at) -- ok
SELECT DISTINCT
user_id::INT,
course_id::INT,
enrolled_at::DATE
FROM raw.enrollments;
INSERT INTO core.dim_course (course_id, title, category) -- ok
SELECT DISTINCT
id::INT,
title::TEXT,
category::VARCHAR
FROM raw.courses;
INSERT INTO core.dim_date (date, year, month, day, weekday)
SELECT DISTINCT
d::DATE,
EXTRACT(YEAR FROM d)::INT,
EXTRACT(MONTH FROM d)::INT,
EXTRACT(DAY FROM d)::INT,
TO_CHAR(d, 'Day')::TEXT
FROM (
SELECT registration_date AS d FROM raw.users
UNION
SELECT enrolled_at FROM raw.enrollments
UNION
SELECT viewed_at FROM raw.lesson_views
) all_dates
WHERE d IS NOT NULL;
-- Надо сделать, чтобы вместо номера месяца выводилось название месяца
ALTER TABLE core.dim_date
ALTER COLUMN month TYPE text;
UPDATE core.dim_date
SET month = TO_CHAR(date, 'Month');
-- Этап 4: Подготовка витрин в Greenplum
-- Задание 7: Витрина dm.lesson_popularity_summary
CREATE MATERIALIZED VIEW dm.lesson_popularity_summary AS
SELECT
dl.lesson_id,
dl.title AS lesson_title,
dl.course_id,
dc.title AS course_title,
COUNT(flv.user_id) 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.fact_lesson_views AS flv
JOIN core.dim_lesson AS dl ON flv.lesson_id = dl.lesson_id
JOIN core.dim_course AS dc ON dl.course_id = dc.course_id
GROUP BY dl.lesson_id, dl.title, dl.course_id, dc.title
ORDER BY dl.lesson_id ASC;
-- Задание 8: Витрина dm.inactive_users_summary
CREATE MATERIALIZED VIEW dm.inactive_users_summary AS
SELECT
du.user_id,
du.name AS user_name,
du.email,
du.age,
COUNT(e.course_id) AS enrollments_count,
du.registration_date
FROM core.dim_user AS du
LEFT JOIN core.enrollments AS e ON du.user_id = e.user_id
LEFT JOIN core.fact_lesson_views AS flv ON du.user_id = flv.user_id
WHERE flv.user_id IS NULL
GROUP BY du.user_id, du.name, du.email, du.age, du.registration_date;
-- Задание 9: Витрина dm.course_completion_rate
CREATE MATERIALIZED VIEW dm.course_completion_rate AS
SELECT
du.user_id,
du.name AS user_name,
dc.course_id,
dc.title AS course_title,
COUNT(DISTINCT dl.lesson_id) AS lesson_in_course,
COUNT(DISTINCT flv.lesson_id) AS lessons_viewed,
ROUND(
COALESCE(
NULLIF(COUNT(DISTINCT flv.lesson_id)::NUMERIC,0) / NULLIF(COUNT(DISTINCT dl.lesson_id), 0),
0
) ,2
) AS completion_rate
FROM core.dim_user AS du
JOIN core.enrollments AS e ON du.user_id = e.user_id
JOIN core.dim_course AS dc ON e.course_id= dc.course_id
JOIN core.dim_lesson AS dl ON dc.course_id = dl.course_id
LEFT JOIN core.fact_lesson_views AS flv ON du.user_id = flv.user_id AND dc.course_id = flv.course_id
GROUP BY du.user_id, user_name, dc.course_id, course_title
ORDER BY du.user_id ASC;
-- 🧪 Этап 5. Проверка
-- Задание 10: Проверь витрины
SELECT * FROM dm.lesson_popularity_summary LIMIT 10;
SELECT * FROM dm.inactive_users_summary LIMIT 10;
SELECT * FROM dm.course_completion_rate ORDER BY user_id ASC LIMIT 10;