Merge pull request 'OS-253' (#24) from OS-253 into main
Reviewed-on: https://gitea.de-infra.servehttp.com/de-infrastructure/DWH/pulls/24
@@ -0,0 +1,2 @@
|
|||||||
|
itikhomirov/.DS_Store
|
||||||
|
.DS_Store
|
||||||
|
After Width: | Height: | Size: 122 KiB |
|
After Width: | Height: | Size: 458 KiB |
|
After Width: | Height: | Size: 136 KiB |
|
After Width: | Height: | Size: 523 KiB |
|
After Width: | Height: | Size: 106 KiB |
|
After Width: | Height: | Size: 194 KiB |
|
After Width: | Height: | Size: 363 KiB |
|
After Width: | Height: | Size: 272 KiB |
|
After Width: | Height: | Size: 333 KiB |
|
After Width: | Height: | Size: 293 KiB |
@@ -0,0 +1,241 @@
|
|||||||
|
-- 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;
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||