Merge branch 'main' into OS-227

This commit is contained in:
2025-12-19 16:30:20 +04:00
47 changed files with 1591 additions and 0 deletions
+2
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itikhomirov/.DS_Store
.DS_Store
@@ -0,0 +1,50 @@
DROP SCHEMA IF EXISTS edu_platform CASCADE;
CREATE SCHEMA edu_platform;
drop table if exists edu_platform.users;
CREATE TABLE edu_platform.users (
id SERIAL PRIMARY KEY,
name VARCHAR(100) NOT NULL,
age INT NOT NULL,
email VARCHAR(100) NOT NULL,
registration_date DATE NOT NULL
);
drop table if exists edu_platform.courses;
CREATE TABLE edu_platform.courses (
id SERIAL PRIMARY KEY,
title VARCHAR(100) NOT NULL,
category VARCHAR(100) NOT NULL,
created_at DATE not NULL
);
drop table if exists edu_platform.lessons;
create TABLE edu_platform.lessons (
id SERIAL PRIMARY KEY,
course_id INT NOT NULL,
title VARCHAR(100) NOT NULL,
duration_min INT NOT null,
FOREIGN KEY (course_id) REFERENCES edu_platform.courses(id)
);
drop table if exists edu_platform.enrollments;
create TABLE edu_platform.enrollments (
id SERIAL PRIMARY KEY,
user_id INT NOT NULL,
course_id INT NOT NULL,
enrolled_at DATE not null,
foreign key (user_id) references edu_platform.users(id),
foreign key (course_id) references edu_platform.courses(id)
);
drop table if exists edu_platform.lesson_views;
create table edu_platform.lesson_views (
id SERIAL PRIMARY KEY,
user_id INT NOT NULL,
lesson_id INT NOT NULL,
viewed_at TIMESTAMP not null,
foreign key (user_id) references edu_platform.users(id),
foreign key (lesson_id) references edu_platform.lessons(id)
);
@@ -0,0 +1,38 @@
INSERT INTO edu_platform.users (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 edu_platform.courses (id, title, category, created_at) VALUES
(1, 'SQL для начинающих', 'data', '2023-01-01'),
(2, 'Python для анализа данных', 'programming', '2023-01-15'),
(3, 'BI с нуля', 'business', '2023-03-01');
-- Таблица lessons
INSERT INTO edu_platform.lessons (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);
-- Таблица enrollments
INSERT INTO edu_platform.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');
-- Таблица lesson_views
INSERT INTO edu_platform.lesson_views (id, user_id, lesson_id, viewed_at) VALUES
(1, 1, 1, '2023-01-16 10:00:00'),
(2, 1, 2, '2023-01-16 10:15:00'),
(3, 2, 1, '2023-01-21 09:00:00'),
(4, 3, 3, '2023-03-06 12:00:00'),
(5, 4, 4, '2023-04-02 10:00:00'),
(6, 4, 5, '2023-04-03 10:00:00');
@@ -0,0 +1,74 @@
-- Активность пользователей
-- До анализа EXPLAIN:
drop Materialized VIEW if exists edu_platform.user_activity_summary;
create Materialized VIEW edu_platform.user_activity_summary as
select
u.id as user_id ,
u.name as name,
COUNT(distinct e.course_id) as enrollment_count,
COUNT(distinct lv.lesson_id) as viewed_lessons_count,
MAX(lv.viewed_at) as last_view,
MIN(lv.viewed_at) as first_view,
ROUND(
COUNT(DISTINCT l.id) * 100.0 / NULLIF(COUNT(distinct l2.id), 0),
2) as engagement_rate
from
edu_platform.users u
left join edu_platform.enrollments e on u.id = e.user_id
inner join edu_platform.lesson_views lv on u.id = lv.user_id
left join edu_platform.lessons l on lv.lesson_id = l.id
left join edu_platform.lessons l2 on e.course_id = l2.course_id
group by
u.id, u.name;
-- После анализа EXPLAIN
-- Убрал диблирование строк, возникающее при Join-ах.
-- Минимизировал DISTINCT.
drop Materialized VIEW if exists edu_platform.user_activity_summary;
create Materialized VIEW edu_platform.user_activity_summary as
WITH
course_lessons AS (
SELECT course_id, COUNT(*) AS lesson_count
FROM edu_platform.lessons
GROUP BY course_id
),
users_enroll as (
select
u.id as user_id ,
u.name as name,
COUNT(DISTINCT e.course_id) as enrollment_count,
SUM(cl.lesson_count) as lesson_sum
from
edu_platform.users u
left join edu_platform.enrollments e on u.id = e.user_id
left join course_lessons cl on e.course_id = cl.course_id
group by u.id, u.name
),
users_lesson_views as (
select
lv.user_id,
COUNT(distinct lv.lesson_id) as viewed_lessons_count,
MAX(lv.viewed_at) as last_view,
MIN(lv.viewed_at) as first_view
from
edu_platform.lesson_views lv
group by lv.user_id
)
select
ue.user_id,
ue.name,
ue.enrollment_count,
ulv.viewed_lessons_count,
ulv.last_view,
ulv.first_view,
ROUND( (nullif(ulv.viewed_lessons_count, 0) * 100.0) / ue.lesson_sum,
2) as engagement_rate
from users_enroll ue
left join users_lesson_views ulv on ue.user_id = ulv.user_id;
@@ -0,0 +1,51 @@
-- Эффективность курсов
-- После анализа EXPLAIN
-- Убрал диблирование строк, возникающее при Join-ах.
-- Минимизировал DISTINCT.
drop Materialized VIEW if exists edu_platform.course_summary;
create Materialized VIEW edu_platform.course_summary as
with
enroll as (
select
course_id,
COUNT(DISTINCT user_id) as unique_users -- Может ли один и тот же юзер записаться на курс больше одного раза? Если да, то нужен DISTINCT
from
edu_platform.enrollments
group by
course_id),
lessons as (
select
course_id,
COUNT(*) as lessons_count
from
edu_platform.lessons
group by
course_id),
views as (
select
l.course_id as course_id,
count(*) as total_views,
MIN(lv.viewed_at) as first_view,
MAX(lv.viewed_at) as last_view
from
edu_platform.lesson_views lv
left join edu_platform.lessons l on lv.lesson_id = l.id
group by
l.course_id)
select
c.id AS course_id,
c.title AS course_title,
e.unique_users,
l.lessons_count,
v.total_views,
ROUND( v.total_views * 1.0 / nullif(e.unique_users, 0)
,2
) as avg_views_per_user,
v.first_view,
v.last_view
from
edu_platform.courses c
LEFT JOIN enroll e ON c.id = e.course_id
LEFT JOIN lessons l ON c.id = l.course_id
LEFT JOIN views v ON c.id = v.course_id;
@@ -0,0 +1,21 @@
-- Общая отчетность по взаимодействию
drop Materialized VIEW if exists edu_platform.platform_summary;
create Materialized VIEW edu_platform.platform_summary as
select
(select COUNT(*) from edu_platform.users) as total_users,
(select COUNT(*) from edu_platform.courses) as total_courses,
(select COUNT(*) from edu_platform.lessons) as total_lessons,
(select COUNT(distinct user_id) from edu_platform.lesson_views) as users_with_views,
ROUND(
(select AVG(t1.cnt) from
(select course_id, COUNT(id) cnt
from edu_platform.lessons
group by course_id) t1)
,2) as avg_lessons_per_course,
ROUND(
(select AVG(t2.cnt) from
(select lesson_id, COUNT(id) cnt
from edu_platform.lesson_views
group by lesson_id) t2)
,2) as avg_views_per_lesson;
@@ -0,0 +1,64 @@
-- 0. Создаём БД
CREATE DATABASE dwh_db
WITH OWNER = tester
TEMPLATE = template0
ENCODING = 'UTF8';
-- 1. Создём схемы
CREATE SCHEMA raw; -- сырые данные
CREATE SCHEMA core; -- или core. Тут хранилище: факты и измерения
CREATE SCHEMA dm; -- BI-витрины
-- 2. Создаём raw-таблицы:
CREATE TABLE raw.users (
id serial4 NOT NULL,
"name" varchar(100) NOT NULL,
age int4 NOT NULL,
email varchar(100) NOT NULL,
registration_date date NOT NULL,
CONSTRAINT users_pkey PRIMARY KEY (id)
)
DISTRIBUTED BY (id);
CREATE TABLE raw.courses (
id serial4 NOT NULL,
title varchar(100) NOT NULL,
category varchar(100) NOT NULL,
created_at date NOT NULL,
CONSTRAINT courses_pkey PRIMARY KEY (id)
)
DISTRIBUTED BY (id);
CREATE TABLE raw.lessons (
id serial4 NOT NULL,
course_id int4 NOT NULL,
title varchar(100) NOT NULL,
duration_min int4 NOT NULL,
CONSTRAINT lessons_pkey PRIMARY KEY (id)
)
DISTRIBUTED BY (id);
ALTER TABLE raw.lessons ADD CONSTRAINT lessons_course_id_fkey FOREIGN KEY (course_id) REFERENCES raw.courses(id);
CREATE TABLE raw.enrollments (
id serial4 NOT NULL,
user_id int4 NOT NULL,
course_id int4 NOT NULL,
enrolled_at date NOT NULL,
CONSTRAINT enrollments_pkey PRIMARY KEY (id)
)
DISTRIBUTED BY (id);
ALTER TABLE raw.enrollments ADD CONSTRAINT enrollments_course_id_fkey FOREIGN KEY (course_id) REFERENCES raw.courses(id);
ALTER TABLE raw.enrollments ADD CONSTRAINT enrollments_user_id_fkey FOREIGN KEY (user_id) REFERENCES raw.users(id);
CREATE TABLE raw.lesson_views (
id serial4 NOT NULL,
user_id int4 NOT NULL,
lesson_id int4 NOT NULL,
viewed_at timestamp NOT NULL,
CONSTRAINT lesson_views_pkey PRIMARY KEY (id)
)
DISTRIBUTED BY (id);
ALTER TABLE raw.lesson_views ADD CONSTRAINT lesson_views_lesson_id_fkey FOREIGN KEY (lesson_id) REFERENCES raw.lessons(id);
ALTER TABLE raw.lesson_views ADD CONSTRAINT lesson_views_user_id_fkey FOREIGN KEY (user_id) REFERENCES raw.users(id);
@@ -0,0 +1,48 @@
/* Копирую в файлы в контейнер:
docker cp D:/work/code/DE/GP/Pet-project/IMPORT_DATA/users_202512050730.csv gpdb1:/tmp/users_202512050730.csv
docker cp D:/work/code/DE/GP/Pet-project/IMPORT_DATA/courses_202512050730.csv gpdb1:/tmp/courses_202512050730.csv
docker cp D:/work/code/DE/GP/Pet-project/IMPORT_DATA/enrollments_202512050730.csv gpdb1:/tmp/enrollments_202512050730.csv
docker cp D:/work/code/DE/GP/Pet-project/IMPORT_DATA/lesson_views_202512050730.csv gpdb1:/tmp/lesson_views_202512050730.csv
docker cp D:/work/code/DE/GP/Pet-project/IMPORT_DATA/lessons_202512050730.csv gpdb1:/tmp/lessons_202512050730.csv
*/
COPY raw.users
FROM '/tmp/users_202512050730.csv'
WITH (
FORMAT csv,
HEADER true,
DELIMITER ','
);
COPY raw.courses
FROM '/tmp/courses_202512050730.csv'
WITH (
FORMAT csv,
HEADER true,
DELIMITER ','
);
COPY raw.lessons
FROM '/tmp/lessons_202512050730.csv'
WITH (
FORMAT csv,
HEADER true,
DELIMITER ','
);
COPY raw.enrollments
FROM '/tmp/enrollments_202512050730.csv'
WITH (
FORMAT csv,
HEADER true,
DELIMITER ','
);
COPY raw.lesson_views
FROM '/tmp/lesson_views_202512050730.csv'
WITH (
FORMAT csv,
HEADER true,
DELIMITER ','
);
@@ -0,0 +1,51 @@
-- Измерение пользователей
CREATE TABLE core.dim_user (
user_id INT PRIMARY KEY,
name TEXT,
age INT,
email TEXT,
registration_date DATE
)
DISTRIBUTED BY (user_id);
-- Измерение курсов
CREATE TABLE core.dim_course (
course_id INT PRIMARY KEY,
title TEXT,
category TEXT
)
DISTRIBUTED BY (course_id);
-- 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)
)
DISTRIBUTED BY (lesson_id);
-- Опционально: измерение времени
CREATE TABLE core.dim_date (
date DATE PRIMARY KEY,
year INT,
month INT,
day INT,
weekday TEXT
)
DISTRIBUTED BY (date);
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
)
DISTRIBUTED BY (user_id);
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
)
DISTRIBUTED BY (user_id);
@@ -0,0 +1,49 @@
BEGIN;
-- UPDATE с проверкой изменений
update
core.dim_user d
set
name = s.name,
age = s.age,
email = s.email,
registration_date = s.registration_date
from
(
select
distinct
id::INT,
name::TEXT,
age::INT,
email::TEXT,
registration_date::DATE
from
raw.users
) s
where
d.user_id = s.id
and (
d.name is distinct from s.name
or d.age is distinct from s.age
or d.email is distinct from s.email
or d.registration_date is distinct from s.registration_date
);
-- INSERT новых строк
INSERT INTO core.dim_user (user_id, name, age, email, registration_date)
SELECT
s.id,
s.name,
s.age,
s.email,
s.registration_date
FROM (
SELECT DISTINCT
id::INT,
name::TEXT,
age::INT,
email::TEXT,
registration_date::DATE
FROM raw.users
) s
LEFT JOIN core.dim_user d on d.user_id = s.id
WHERE d.user_id IS NULL;
COMMIT;
@@ -0,0 +1,39 @@
BEGIN;
-- UPDATE с проверкой изменений
update
core.dim_course dc
set
title = s.title,
category = s.category
from
(
select
distinct
id::INT,
title::TEXT,
category::TEXT
from
raw.courses
) s
where
dc.course_id = s.id
and (
dc.title is distinct from s.title
or dc.category is distinct from s.category
);
-- INSERT новых строк
INSERT INTO core.dim_course (course_id, title, category)
SELECT
s.id,
s.title,
s.category
FROM (
SELECT DISTINCT
id::INT,
title::TEXT,
category::TEXT
FROM raw.courses
) s
LEFT JOIN core.dim_course cd on cd.course_id = s.id
WHERE cd.course_id IS NULL;
COMMIT;
@@ -0,0 +1,44 @@
BEGIN;
-- UPDATE с проверкой изменений
update
core.dim_lesson dl
set
title = l.title,
duration_min = l.duration_min,
course_id = l.course_id
from
(
select distinct
id::INT,
course_id::INT,
title::TEXT,
duration_min::INT
from
raw.lessons
) l
where
dl.lesson_id = l.id
and (
dl.title is distinct from l.title
or dl.duration_min is distinct from l.duration_min
or dl.course_id is distinct from l.course_id
);
-- INSERT новых строк
INSERT INTO core.dim_lesson (lesson_id, title, duration_min, course_id)
SELECT
l.id,
l.title,
l.duration_min,
l.course_id
FROM (
select distinct
id::INT,
course_id::INT,
title::TEXT,
duration_min::INT
from
raw.lessons
) l
LEFT JOIN core.dim_lesson dl on dl.lesson_id = l.id
WHERE dl.lesson_id IS NULL;
COMMIT;
@@ -0,0 +1,17 @@
insert into core.enrollments (user_id, course_id, enrolled_at)
select
re.user_id,
re.course_id,
re.enrolled_at
from
(select DISTINCT
user_id::INT,
course_id::INT,
enrolled_at
from
raw.enrollments) re
LEFT join core.enrollments ce on
ce.user_id = re.user_id
and ce.course_id = re.course_id
and ce.enrolled_at = re.enrolled_at
WHERE ce.user_id IS NULL;
@@ -0,0 +1,22 @@
-- INSERT новых строк
INSERT INTO core.fact_lesson_views (user_id, lesson_id, course_id, viewed_at)
select
l.user_id,
l.lesson_id,
l.course_id,
l.viewed_at
from (select
lv.user_id,
lv.lesson_id,
l.course_id,
lv.viewed_at
from
raw.lesson_views lv
left join raw.lessons l on lv.lesson_id = l.id
) l
LEFT join core.fact_lesson_views flv on
flv.user_id = l.user_id
and flv.lesson_id = l.lesson_id
and flv.course_id = l.course_id
and flv.viewed_at = l.viewed_at
WHERE flv.user_id IS NULL;
@@ -0,0 +1,29 @@
DROP MATERIALIZED VIEW IF EXISTS dm.lesson_popularity_summary;
CREATE MATERIALIZED VIEW dm.lesson_popularity_summary
DISTRIBUTED BY (lesson_id)
AS
select
t1.lesson_id as lesson_id,
dl.title as lesson_title,
t1.course_id as course_id,
dc.title as course_title,
t1.total_views as total_views,
t1.unique_users as unique_users,
t1.first_view as first_view,
t1.last_view as last_view
from
(select
flv.lesson_id,
flv.course_id,
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.fact_lesson_views flv
group by
flv.lesson_id,
flv.course_id
) as t1
right join core.dim_lesson dl on dl.lesson_id = t1.lesson_id
left join core.dim_course dc on t1.course_id = dc.course_id;
@@ -0,0 +1,25 @@
DROP MATERIALIZED VIEW IF EXISTS dm.inactive_users_summary;
CREATE MATERIALIZED VIEW dm.inactive_users_summary
DISTRIBUTED BY (user_id)
AS
select
du.user_id as user_id,
du.name as user_name,
du.email as email,
du.age as age,
COALESCE(e.enrollments_count, 0) as enrollments_count,
du.registration_date as registration_date
from
core.dim_user du
left join
(select
user_id,
COUNT(*) as enrollments_count
from
core.enrollments
group by
user_id
) e on du.user_id = e.user_id
left join core.fact_lesson_views flv on du.user_id = flv.user_id
where
flv.user_id is null;
@@ -0,0 +1,39 @@
DROP MATERIALIZED VIEW IF EXISTS dm.course_completion_rate;
CREATE MATERIALIZED VIEW dm.course_completion_rate
DISTRIBUTED BY (user_id)
AS
with activity_users as (
select
e.user_id as user_id,
e.course_id as course_id,
COUNT(DISTINCT flv.viewed_at) as lessons_viewed
from
core.enrollments e
left join core.dim_lesson dl on e.course_id = dl.course_id
left join core.fact_lesson_views flv on e.user_id = flv.user_id and e.course_id = flv.course_id and dl.lesson_id = flv.lesson_id
group by
e.user_id,
e.course_id),
course2 as (
select
course_id,
COUNT(*) as lessons_in_course
from core.dim_lesson
group by
course_id)
select
au.user_id as user_id,
du.name as user_name,
au.course_id as course_id,
dc.title as course_title,
c2.lessons_in_course as lessons_in_course,
au.lessons_viewed as lessons_viewed,
ROUND(au.lessons_viewed * 1.0 / c2.lessons_in_course , 2) as completion_rate
from
activity_users au
left join core.dim_user du on au.user_id = du.user_id
left join core.dim_course dc on au.course_id = dc.course_id
left join course2 c2 on au.course_id = c2.course_id
order by
au.user_id,
au.course_id;
@@ -0,0 +1,4 @@
"id","title","category","created_at"
1,SQL для начинающих,data,2023-01-01
2,Python для анализа данных,programming,2023-01-15
3,BI с нуля,business,2023-03-01
1 id title category created_at
2 1 SQL для начинающих data 2023-01-01
3 2 Python для анализа данных programming 2023-01-15
4 3 BI с нуля business 2023-03-01
@@ -0,0 +1,6 @@
"id","user_id","course_id","enrolled_at"
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
1 id user_id course_id enrolled_at
2 1 1 1 2023-01-15
3 2 1 2 2023-02-01
4 3 2 1 2023-01-20
5 4 3 2 2023-03-05
6 5 4 3 2023-04-01
@@ -0,0 +1,7 @@
"id","user_id","lesson_id","viewed_at"
1,1,1,2023-01-16 10:00:00.000
2,1,2,2023-01-16 10:15:00.000
3,2,1,2023-01-21 09:00:00.000
4,3,3,2023-03-06 12:00:00.000
5,4,4,2023-04-02 10:00:00.000
6,4,5,2023-04-03 10:00:00.000
1 id user_id lesson_id viewed_at
2 1 1 1 2023-01-16 10:00:00.000
3 2 1 2 2023-01-16 10:15:00.000
4 3 2 1 2023-01-21 09:00:00.000
5 4 3 3 2023-03-06 12:00:00.000
6 5 4 4 2023-04-02 10:00:00.000
7 6 4 5 2023-04-03 10:00:00.000
@@ -0,0 +1,6 @@
"id","course_id","title","duration_min"
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
1 id course_id title duration_min
2 1 1 SELECT и FROM 10
3 2 1 JOIN 15
4 3 2 Pandas 20
5 4 3 Основы BI 12
6 5 3 Метрики и дашборды 18
@@ -0,0 +1,6 @@
"id","name","age","email","registration_date"
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
1 id name age email registration_date
2 1 Alice 25 alice@mail.com 2023-01-10
3 2 Bob 30 bob@gmail.com 2023-02-05
4 3 Charlie 22 charlie@mail.com 2023-02-20
5 4 Diana 28 diana@mail.com 2023-03-01
6 5 Ethan 35 ethan@gmail.com 2023-03-10
@@ -0,0 +1,24 @@
CREATE MATERIALIZED VIEW course_summary as
with
lw as (
select
user_id,
lesson_id,
viewed_at
from lesson_views
)
select
id as course_id,
title as course_title,
count(distinct e.user_id) as unique_users,
count(distinct l.lesson_id) as lessons_count,
count(distinct lw.viewed_at) as total_views,
round(count(distinct lw.viewed_at)::decimal / count(distinct e.user_id), 2) as avg_views_per_user,
min(lw.viewed_at) as first_viewed_at,
max(lw.viewed_at) as last_viewed_at
from
courses as c
join (select course_id, user_id from enrollments) as e on c.id = e.course_id
join (select id as lesson_id, course_id from lessons) as l on c.id = l.course_id
join lw on l.lesson_id = lw.lesson_id
group by id;
@@ -0,0 +1,24 @@
create materialized view platform_summary as
with
lv_stats as (
select
count(distinct user_id) as users_with_views,
count(*)::decimal / nullif(count(distinct lesson_id), as avg_views_per_lesson
from lesson_views
)
select
total_users,
total_courses,
total_lessons,
users_with_views,
round((total_lessons::decimal / nullif(total_courses, 2)), 2) AS avg_lessons_per_course,
round(avg_views_per_lesson, 2) as avg_views_per_lesson
from
(
select
(select count(*) from users) as total_users,
(select count(*) from courses) as total_courses,
count(*) as total_lessons
from lessons
) as s
cross join lv_stats as lv;
@@ -0,0 +1,35 @@
-- Витрина активности пользователей
CREATE MATERIALIZED VIEW user_activity_summary as
with
lessons_cte as (
select
user_id,
count (*) as viewed_lessons_count,
max(viewed_at) as last_view,
min(viewed_at) as first_view
from lesson_views
group by user_id
),
enrollments_cte as (
select user_id, count(*) as enrollment_count
from enrollments as e
group by user_id
),
engagement_cte as (
select user_id, count(*) as possible_lessons
from lessons as l
join enrollments as en on l.course_id = en.course_id
group by user_id
)
select
id as user_id,
name,
e.enrollment_count,
l.viewed_lessons_count,
l.last_view,
l.first_view,
round(l.viewed_lessons_count::decimal * 100 / nullif(en.possible_lessons, 0), 2) as engagement_rate
from users as u
join lessons_cte as l on u.id = l.user_id
join engagement_cte as en on u.id = en.user_id
join enrollments_cte as e on u.id = e.user_id;
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create table users (
id serial primary key,
name varchar(50) not null,
age int not null,
email varchar(100) not null,
registration_date date not null
);
insert into users (name, age, email, registration_date) values
('Alice', 25, 'alice@mail.com', ; '2023-01-10'),
('Bob', 30, 'bob@gmail.com', '2023-02-05'),
('Charlie', 22, 'Charlie@mail.com', '2023-02-20'),
('Diana', 28, 'diana@mail.com', '2023-03-01'),
('Ethan', 35, 'ethan@gmail.com', '2023-03-10');
create table courses (
id serial primary key,
title varchar(100) not null,
category varchar(30) not null,
created_at date not_null
);
insert into courses (title, category, created_at) values
('SQL для начинающих', 'data', '2023-01-01'),
('Python для анализа данных', 'programming', '2023-01-15'),
('BI с нуля', 'business', '2023-03-01');
create table lessons (
id serial primary key,
course_id int references courses(id),
title varchar(100) not null,
duration_min int not null
);
insert into lessons (course_id, title, duration_min) values
(1, 'SELECT и FROM', 10),
(1, 'JOIN', 15),
(2, 'Pandas', 20),
(3, 'Основы BI', 12),
(3, 'Метрики и дашборды', 18);
create table enrollments (
id serial primary key,
user_id int references users(id),
course_id int references courses(id),
enrolled_at date not null
);
insert into enrollments (user_id, course_id, enrolled_at) values
(1, 1, '2023-01-15'),
(1, 2, '2023-02-01'),
(2, 1, '2023-01-20'),
(3, 2, '2023-03-05'),
(4, 3, '2023-04-01');
create table lesson_views (
id serial primary key,
user_id int references users(id),
lesson_id int references lessons(id),
viewed_at timestamp(0) not null
);
insert into lesson_views (user_id, lesson_id, viewed_at) values
(1, 1, '2023-01-16 10:00:00'),
(1, 2, '2023-01-16 10:15:00'),
(2, 1, '2023-01-21 09:00:00'),
(3, 3, '2023-03-06 12:00:00'),
(4, 4, '2023-04-02 10:00:00'),
(4, 5, '2023-04-03 10:00:00');
+418
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-- Этап 1
-- Задание 1
-- Перенести данные как в пет-проекте с Greenplum
CREATE TABLE itikhomirov.core_user
ON CLUSTER clickhouse_cluster
(
user_id Int32,
name String,
age Int32,
email String,
registration_date DateTime64(3, 'UTC')
)
ENGINE = ReplicatedMergeTree(
'/clickhouse/tables/{shard}/itikhomirov/core_user',
'{replica}'
)
ORDER BY user_id;
ALTER TABLE itikhomirov.core_user
MODIFY COLUMN registration_date DateTime64(3);
CREATE TABLE itikhomirov.core_lesson
ON CLUSTER clickhouse_cluster
(
lesson_id Int32,
title String,
duration_min Int32,
course_id Int32
)
ENGINE = ReplicatedMergeTree(
'/clickhouse/tables/{shard}/itikhomirov/core_lesson',
'{replica}'
)
ORDER BY lesson_id;
CREATE TABLE itikhomirov.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}/itikhomirov/core_fact_lesson_views',
'{replica}'
)
ORDER BY user_id;
ALTER TABLE itikhomirov.core_fact_lesson_views
MODIFY COLUMN viewed_at DateTime64(3);
DROP TABLE IF EXISTS itikhomirov.core_fact_lesson_views
ON CLUSTER clickhouse_cluster;
CREATE TABLE itikhomirov.core_enrollments
ON CLUSTER clickhouse_cluster
(
user_id Int32,
course_id Int32,
enrolled_at DateTime64(3)
)
ENGINE = ReplicatedMergeTree(
'/clickhouse/tables/{shard}/itikhomirov/core_enrollmentsы',
'{replica}'
)
ORDER BY user_id;
CREATE TABLE itikhomirov.core_course
ON CLUSTER clickhouse_cluster
(
course_id Int32,
title String,
category String
)
ENGINE = ReplicatedMergeTree(
'/clickhouse/tables/{shard}/itikhomirov/core_course',
'{replica}'
)
ORDER BY course_id;
-- Этап 2. Создание витринных таблиц
-- Задание 2: Подготовь структуру витрины lesson_popularity_summary
-- Создаем пустую таблицу lesson_popularity_summary(структуру витрины)
CREATE TABLE itikhomirov.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),
last_view DateTime64(3)
)
ENGINE = ReplicatedMergeTree(
'/clickhouse/tables/{shard}/itikhomirov/lesson_popularity_summary',
'{replica}'
)
ORDER BY (lesson_id, course_id);
-- Создаем Materialized View
DROP TABLE IF EXISTS itikhomirov.mv_lesson_popularity_summary
ON CLUSTER clickhouse_cluster;
CREATE MATERIALIZED VIEW itikhomirov.mv_lesson_popularity_summary
ON CLUSTER clickhouse_cluster
TO itikhomirov.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 itikhomirov.core_fact_lesson_views AS flv
JOIN itikhomirov.core_lesson AS l ON flv.lesson_id = l.lesson_id
JOIN itikhomirov.core_course AS c ON flv.course_id = c.course_id
GROUP BY
flv.lesson_id,
l.title,
flv.course_id,
c.title;
-- Вставляем данные в таблицу lesson_popularity_summary
INSERT INTO itikhomirov.lesson_popularity_summary
SELECT
flv.lesson_id,
l.title AS lesson_title,
flv.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 itikhomirov.core_fact_lesson_views AS flv
JOIN itikhomirov.core_lesson AS l ON flv.lesson_id = l.lesson_id
JOIN itikhomirov.core_course AS c ON flv.course_id = c.course_id
GROUP BY
flv.lesson_id,
l.title,
flv.course_id,
c.title;
-- Задание 3: Создай витрину inactive_users_summary
-- Создаем пустую таблицу inactive_users_summary(структуру витрины)
DROP TABLE IF EXISTS itikhomirov.inactive_users_summary
ON CLUSTER clickhouse_cluster;
DROP TABLE IF EXISTS itikhomirov.inactive_users_summary
ON CLUSTER clickhouse_cluster;
CREATE TABLE itikhomirov.inactive_users_summary
ON CLUSTER clickhouse_cluster
(
user_id UInt32,
name String,
email String,
age UInt8,
registered_courses_count UInt32,
registration_date DateTime64(3)
)
ENGINE = ReplicatedMergeTree(
'/clickhouse/tables/{shard}/itikhomirov/inactive_users_summary',
'{replica}'
)
ORDER BY (user_id);
-- Создаем Materialized View
DROP TABLE IF EXISTS itikhomirov.mv_inactive_users_summary
ON CLUSTER clickhouse_cluster;
CREATE MATERIALIZED VIEW itikhomirov.mv_inactive_users_summary
ON CLUSTER clickhouse_cluster
TO itikhomirov.inactive_users_summary
AS
WITH user_courses AS (
SELECT
e.user_id,
countDistinct(e.course_id) AS registered_courses_count
FROM itikhomirov.core_enrollments AS e
GROUP BY
e.user_id
)
SELECT
u.user_id AS user_id,
u.name AS name,
u.email AS email,
u.age AS age,
coalesce(uc.registered_courses_count, 0) AS registered_courses_count,
u.registration_date AS registration_date
FROM itikhomirov.core_user AS u
LEFT JOIN user_courses AS uc
ON u.user_id = uc.user_id
WHERE u.user_id NOT IN (
SELECT DISTINCT user_id
FROM itikhomirov.core_fact_lesson_views
);
INSERT INTO itikhomirov.inactive_users_summary
WITH user_courses AS (
SELECT
e.user_id,
countDistinct(e.course_id) AS registered_courses_count
FROM itikhomirov.core_enrollments AS e
GROUP BY
e.user_id
)
-- В CTE user_courses считается число курсов по каждому пользователю независимо от просмотров
-- Снаружи берутся пользователи без просмотров (NOT IN по core_fact_lesson_views),
-- и к ним подмешивается уже готовый registered_courses_count.
SELECT
u.user_id AS user_id,
u.name AS name,
u.email AS email,
u.age AS age,
coalesce(uc.registered_courses_count, 0) AS registered_courses_count,
u.registration_date AS registration_date
FROM itikhomirov.core_user AS u
LEFT JOIN user_courses AS uc
ON u.user_id = uc.user_id
WHERE u.user_id NOT IN (
SELECT DISTINCT user_id
FROM itikhomirov.core_fact_lesson_views
)
ORDER BY u.user_id;
-- Задание 4: Создай витрину course_completion_rate
CREATE TABLE itikhomirov.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 = ReplicatedMergeTree(
'/clickhouse/tables/{shard}/itikhomirov/course_completion_rate',
'{replica}'
)
ORDER BY (user_id, course_id);
-- Создаем Materialized View
CREATE MATERIALIZED VIEW itikhomirov.mv_course_completion_rate
ON CLUSTER clickhouse_cluster
TO itikhomirov.course_completion_rate
AS
WITH
lessons_per_course AS (
SELECT
course_id,
countDistinct(lesson_id) AS lessons_in_course
FROM itikhomirov.core_lesson
GROUP BY course_id
),
views_per_user_course AS (
SELECT
user_id,
course_id,
countDistinct(lesson_id) AS lessons_viewed
FROM itikhomirov.core_fact_lesson_views
GROUP BY user_id, course_id
)
SELECT
u.user_id AS user_id,
u.name AS user_name,
c.course_id AS course_id,
c.title AS course_title,
lpc.lessons_in_course AS lessons_in_course,
coalesce(vpc.lessons_viewed, 0) AS lessons_viewed,
ROUND(
COALESCE(
NULLIF(coalesce(vpc.lessons_viewed, 0) * 1.0, 0)
/ NULLIF(lpc.lessons_in_course * 1.0, 0),
0
),
2
) AS completion_rate
FROM itikhomirov.core_user AS u
JOIN itikhomirov.core_enrollments AS e ON u.user_id = e.user_id
JOIN itikhomirov.core_course AS c ON e.course_id = c.course_id
JOIN lessons_per_course AS lpc ON c.course_id = lpc.course_id
LEFT JOIN views_per_user_course AS vpc ON vpc.user_id = u.user_id AND vpc.course_id = c.course_id
ORDER BY
u.user_id,
c.course_id;
-- Вставляем данные в таблицу pet.course_completion_rate
INSERT INTO itikhomirov.course_completion_rate
-- Создаем две временные таблицы:
-- 1) Сколько уроков в каждом курсе
WITH
lessons_per_course AS (
SELECT
course_id,
countDistinct(lesson_id) AS lessons_in_course
FROM itikhomirov.core_lesson
GROUP BY course_id
),
-- 2) Сколько уроков каждого курса посмотрел пользователь
views_per_user_course AS (
SELECT
user_id,
course_id,
countDistinct(lesson_id) AS lessons_viewed
FROM itikhomirov.core_fact_lesson_views
GROUP BY user_id, course_id
)
-- Основной запрос
SELECT
u.user_id AS user_id,
u.name AS user_name,
c.course_id AS course_id,
c.title AS course_title,
lpc.lessons_in_course AS lessons_in_course,
coalesce(vpc.lessons_viewed, 0) AS lessons_viewed,
ROUND(
COALESCE(
NULLIF(coalesce(vpc.lessons_viewed, 0) * 1.0, 0)
/ NULLIF(lpc.lessons_in_course * 1.0, 0),
0
),
2
) AS completion_rate
FROM itikhomirov.core_user AS u
JOIN itikhomirov.core_enrollments AS e ON u.user_id = e.user_id
JOIN itikhomirov.core_course AS c ON e.course_id = c.course_id
JOIN lessons_per_course AS lpc ON c.course_id = lpc.course_id
LEFT JOIN views_per_user_course AS vpc ON vpc.user_id = u.user_id AND vpc.course_id = c.course_id
ORDER BY
u.user_id,
c.course_id;
-- Этап 3. Анализ и запросы
-- Задание 5: Напиши SQL-запросы к витринам
-- Уроки с хотя бы одним просмотром
SELECT
lesson_title,
course_title,
total_views
FROM itikhomirov.lesson_popularity_summary
WHERE total_views > 0
ORDER BY lesson_title ASC;
-- Топ‑3 урока внутри одного курса
SELECT
lesson_title,
course_title,
total_views
FROM itikhomirov.lesson_popularity_summary
WHERE course_title = 'SQL для начинающих'
ORDER BY total_views DESC
LIMIT 3;
-- Пользователи, которые завершили курсы на 100%
SELECT
user_id,
user_name,
course_title,
completion_rate
FROM itikhomirov.course_completion_rate
WHERE completion_rate = 1
ORDER BY user_id;
-- Этап 4. Тестирование и валидация
-- Задание 6: Сравни данные с Greenplum**
-- 1. Выбери 2–3 значения из таблиц `_summary_source` в Greenplum
-- 2. Сравни с ClickHouse-результатами:
-- - Совпадает ли `SUM`, `AVG`, `MIN`, `MAX`
-- - Проверяй `NULL`, `0`, округления
-- 3. Напиши мини-отчёт: **"где совпадает, где нет, почему"**
SELECT
sum(total_views) AS sum_total_views,
avg(total_views) AS avg_total_views,
min(total_views) AS min_total_views,
max(total_views) AS max_total_views
FROM itikhomirov.lesson_popularity_summary
WHERE lesson_id IN (1, 3, 5);
SELECT
sum(total_views) AS sum_total_views,
avg(total_views) AS avg_total_views,
min(total_views) AS min_total_views,
max(total_views) AS max_total_views
FROM itikhomirov.lesson_popularity_summary
WHERE lesson_id = 999;
-- Отчёт в .doc файле
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-- 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;
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BEGIN;
CREATE TABLE SKONEV.users(
id INT PRIMARY KEY,
name VARCHAR(100),
age INT,
email VARCHAR(255) UNIQUE,
registration_date DATE NOT NULL
);
CREATE TABLE SKONEV.courses(
id INT PRIMARY KEY,
title TEXT NOT NULL,
category VARCHAR(255) CHECK (category IN ('data', 'programming', 'business')),
created_at DATE NOT NULL
);
CREATE TABLE SKONEV.lessons(
id INT PRIMARY KEY,
course_id INT NOT NULL,
FOREIGN KEY (course_id) REFERENCES courses(id),
title TEXT NOT NULL,
duration_min INT NOT NULL
);
CREATE TABLE SKONEV.enrollments(
id INT PRIMARY KEY,
user_id INT NOT NULL,
FOREIGN KEY (user_id) REFERENCES users(id),
course_id INT NOT NULL,
FOREIGN KEY (course_id) REFERENCES courses(id),
enrolled_at DATE NOT NULL
);
CREATE TABLE SKONEV.lesson_views(
id INT PRIMARY KEY,
user_id INT NOT NULL,
FOREIGN KEY (user_id) REFERENCES users(id),
lesson_id INT NOT NULL,
FOREIGN KEY (lesson_id) REFERENCES lessons(id),
viewed_at TIMESTAMP NOT NULL
);
COMMIT;
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BEGIN;
INSERT INTO SKONEV.users (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 SKONEV.courses (id, title, category, created_at)
VALUES
(1, 'SQL для начинающих', 'data', '2023-01-01'),
(2, 'Python для анализа данных', 'programming', '2023-01-15'),
(3, 'BI с нуля', 'business', '2023-03-01');
INSERT INTO SKONEV.lessons (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 SKONEV.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');
INSERT INTO SKONEV.lesson_views (id, user_id, lesson_id, viewed_at)
VALUES
(1, 1, 1, '2023-01-16 10:00:00'),
(2, 1, 2, '2023-01-16 10:15:00'),
(3, 2, 1, '2023-01-21 09:00:00'),
(4, 3, 3, '2023-03-06 12:00:00'),
(5, 4, 4, '2023-04-02 10:00:00'),
(6, 4, 5, '2023-04-03 10:00:00');
COMMIT;
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test коммита в Gitea