Merge branch 'main' into ebelykh
@@ -0,0 +1,215 @@
|
||||
CREATE TABLE IF NOT EXISTS amaksatov.users (
|
||||
id SERIAL PRIMARY KEY,
|
||||
name VARCHAR(100),
|
||||
age INT,
|
||||
email VARCHAR(255),
|
||||
registration_date DATE
|
||||
);
|
||||
|
||||
CREATE TABLE IF NOT EXISTS amaksatov.courses (
|
||||
id SERIAL PRIMARY KEY,
|
||||
title VARCHAR(255),
|
||||
category VARCHAR(100),
|
||||
created_at DATE
|
||||
);
|
||||
|
||||
CREATE TABLE IF NOT EXISTS amaksatov.lessons (
|
||||
id SERIAL PRIMARY KEY,
|
||||
course_id INT,
|
||||
title VARCHAR(255),
|
||||
duration_min INT,
|
||||
FOREIGN KEY (course_id) REFERENCES amaksatov.courses(id)
|
||||
);
|
||||
|
||||
CREATE TABLE IF NOT EXISTS amaksatov.enrollments (
|
||||
id SERIAL PRIMARY KEY,
|
||||
user_id INT,
|
||||
course_id INT,
|
||||
enrolled_at date,
|
||||
FOREIGN KEY (user_id) REFERENCES amaksatov.users(id),
|
||||
FOREIGN KEY (course_id) REFERENCES amaksatov.courses(id)
|
||||
);
|
||||
|
||||
CREATE TABLE IF NOT EXISTS amaksatov.lesson_views (
|
||||
id SERIAL PRIMARY KEY,
|
||||
user_id INT,
|
||||
lesson_id INT,
|
||||
viewed_at TIMESTAMP,
|
||||
FOREIGN KEY (user_id) REFERENCES amaksatov.users(id),
|
||||
FOREIGN KEY (lesson_id) REFERENCES amaksatov.lessons(id)
|
||||
);
|
||||
|
||||
|
||||
INSERT
|
||||
INTO
|
||||
amaksatov.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'
|
||||
);
|
||||
|
||||
SELECT * FROM amaksatov.users;
|
||||
|
||||
|
||||
INSERT
|
||||
INTO
|
||||
amaksatov.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'
|
||||
);
|
||||
|
||||
INSERT
|
||||
INTO
|
||||
amaksatov.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
|
||||
);
|
||||
|
||||
INSERT
|
||||
INTO
|
||||
amaksatov.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'
|
||||
);
|
||||
|
||||
INSERT
|
||||
INTO
|
||||
amaksatov.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'
|
||||
);
|
||||
|
||||
@@ -0,0 +1,68 @@
|
||||
|
||||
CREATE MATERIALIZED VIEW user_activity_summary AS
|
||||
SELECT
|
||||
u.id AS user_id, -- user_id
|
||||
u.name, -- name
|
||||
COUNT(DISTINCT e.course_id) AS enrollment_count, -- кол-во записей на курсы
|
||||
COUNT(DISTINCT lv.lesson_id) AS viewed_lessons_count, -- кол-во просмотренных уроков
|
||||
MAX(lv.viewed_at) AS last_viewed, -- последний просмотр
|
||||
MIN(lv.viewed_at) AS first_viewed, -- первый просмотр
|
||||
ROUND(COUNT(DISTINCT l.course_id) * 100.0 / COUNT(DISTINCT l.id), 2) || '%' AS engagement_rate -- вовлеченность(процент просмотренных/записанным)
|
||||
FROM amaksatov.users u -- основная таблица
|
||||
JOIN enrollments e ON e.user_id = u.id -- связь users с enrollments
|
||||
LEFT JOIN lesson_views lv ON lv.user_id = e.user_id -- связь lessons с lesson_views
|
||||
JOIN lessons l ON l.course_id = e.course_id -- связь уроков с курсами пользователя
|
||||
GROUP BY u.id, u.name -- группировка по user_id и name
|
||||
ORDER BY user_id; -- сортировка по user_id
|
||||
|
||||
|
||||
CREATE MATERIALIZED VIEW course_summary AS
|
||||
SELECT
|
||||
c.id AS course_id,
|
||||
c.title AS course_title,
|
||||
COUNT(DISTINCT e.user_id) AS unique_users,
|
||||
COUNT(DISTINCT l.id) AS lessons_count,
|
||||
COUNT(DISTINCT lv.id) AS total_views,
|
||||
ROUND(
|
||||
CASE
|
||||
WHEN COUNT(DISTINCT e.user_id) = 0 THEN NULL
|
||||
ELSE COUNT(DISTINCT lv.id) * 1.0 / COUNT(DISTINCT e.user_id)
|
||||
END, 2) AS avg_views_per_user,
|
||||
MIN(lv.viewed_at) AS first_viewed_at,
|
||||
MAX(lv.viewed_at) AS last_viewed_at
|
||||
FROM courses c
|
||||
LEFT JOIN enrollments e ON e.course_id = c.id
|
||||
LEFT JOIN lessons l ON c.id = l.course_id
|
||||
LEFT JOIN lesson_views lv ON lv.lesson_id = l.id
|
||||
GROUP BY c.id;
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
CREATE MATERIALIZED VIEW platform_summary AS
|
||||
WITH
|
||||
user_stats AS (
|
||||
SELECT COUNT(*) AS total_users FROM users
|
||||
),
|
||||
course_stats AS (
|
||||
SELECT COUNT(*) AS total_courses FROM courses
|
||||
),
|
||||
lesson_stats AS (
|
||||
SELECT COUNT(*) AS total_lessons FROM lessons
|
||||
),
|
||||
view_stats AS (
|
||||
SELECT COUNT(*) AS total_views, COUNT(DISTINCT user_id) AS users_with_views
|
||||
FROM lesson_views
|
||||
)
|
||||
|
||||
SELECT
|
||||
u.total_users,
|
||||
c.total_courses,
|
||||
l.total_lessons,
|
||||
v.users_with_views,
|
||||
|
||||
ROUND(l.total_lessons::decimal / NULLIF(c.total_courses, 0), 2) AS avg_lessons_per_course,
|
||||
ROUND(v.total_views::decimal / NULLIF(l.total_lessons, 0), 2) AS avg_views_per_lesson
|
||||
|
||||
FROM user_stats u, course_stats c, lesson_stats l, view_stats v;
|
||||
|
After Width: | Height: | Size: 207 KiB |
|
After Width: | Height: | Size: 230 KiB |
|
After Width: | Height: | Size: 232 KiB |
|
After Width: | Height: | Size: 189 KiB |
|
After Width: | Height: | Size: 204 KiB |
|
After Width: | Height: | Size: 181 KiB |
|
After Width: | Height: | Size: 174 KiB |
|
After Width: | Height: | Size: 179 KiB |
@@ -0,0 +1,53 @@
|
||||
/*Задача 1: Какой будет порядок выполнения у запросов?
|
||||
|
||||
SELECT name, age
|
||||
FROM users
|
||||
WHERE is_active = true AND country = 'Canada'
|
||||
ORDER BY age
|
||||
LIMIT 3;
|
||||
|
||||
*/
|
||||
|
||||
1. FROM users
|
||||
2. WHERE is_active = true AND country = 'Canada'
|
||||
3. SELECT name, age
|
||||
4. ORDER BY age
|
||||
5. LIMIT 3
|
||||
|
||||
/*
|
||||
SELECT country, COUNT(*) AS active_users
|
||||
FROM users
|
||||
WHERE is_active = true
|
||||
GROUP BY country
|
||||
HAVING COUNT(*) > 1;
|
||||
*/
|
||||
|
||||
1. FROM users
|
||||
2. WHERE is_active = true
|
||||
3. GROUP BY country
|
||||
4. HAVING COUNT(*) > 1
|
||||
5. SELECT country, COUNT(*) AS active_users
|
||||
|
||||
/*
|
||||
SELECT country, AVG(age) AS avg_age
|
||||
FROM users
|
||||
GROUP BY country
|
||||
HAVING COUNT(*) >= 3 AND AVG(age) > 25;
|
||||
*/
|
||||
|
||||
1. FROM users
|
||||
2. GROUP BY country
|
||||
3. HAVING COUNT(*) >= 3 AND AVG(age) > 25
|
||||
4. SELECT country, AVG(age) AS avg_age
|
||||
|
||||
/*
|
||||
SELECT name, age
|
||||
FROM users
|
||||
WHERE is_active = false AND age > 30
|
||||
ORDER BY name;
|
||||
*/
|
||||
|
||||
1. FROM users
|
||||
2. WHERE is_active = false AND age > 30
|
||||
3. SELECT name, age
|
||||
4. ORDER BY name
|
||||
|
After Width: | Height: | Size: 260 KiB |
|
After Width: | Height: | Size: 219 KiB |
|
After Width: | Height: | Size: 168 KiB |
|
After Width: | Height: | Size: 205 KiB |
|
After Width: | Height: | Size: 195 KiB |
|
After Width: | Height: | Size: 206 KiB |
@@ -0,0 +1,104 @@
|
||||
-- Создание и заполнение таблицы
|
||||
|
||||
create table products_extended(
|
||||
id INT primary key,
|
||||
name TEXT,
|
||||
category TEXT,
|
||||
price DECIMAL,
|
||||
in_stock BOOLEAN,
|
||||
email_support TEXT
|
||||
);
|
||||
|
||||
INSERT INTO products_extended (id, name, category, price, in_stock, email_support) VALUES
|
||||
(1, 'iPhone 14', 'smartphone', 799, TRUE, 'iphone@apple.com'),
|
||||
(2, 'MacBook Air', 'laptop', 1199, FALSE, NULL),
|
||||
(3, 'Galaxy S22', 'smartphone', 699, TRUE, 'galaxy@support.com'),
|
||||
(4, 'ThinkPad X1', 'laptop', 1399, TRUE, 'thinkpad@lenovo.com'),
|
||||
(5, 'iPad Pro', 'tablet', 999, FALSE, 'ipad@apple.com'),
|
||||
(6, 'Kindle Paperwhite', 'ebook_reader', 149, TRUE, NULL),
|
||||
(7, 'Mi Band 7', 'smartwatch', 49, TRUE, 'miband@xiaomi.com'),
|
||||
(8, 'Surface Pro', 'tablet', 1299, TRUE, 'surface@microsoft.com'),
|
||||
(9, 'Honor Pad X9', 'tablet', 219, TRUE, 'honor@support.com'),
|
||||
(10, 'Dell XPS 13', 'laptop', 1099, FALSE, 'dell@support.com');
|
||||
|
||||
/*
|
||||
Задача 1:
|
||||
Выведи все товары, которые:
|
||||
- в наличии
|
||||
- НЕ относятся к `smartwatch` и `ebook_reader`
|
||||
- стоят от 300 до 1300
|
||||
И для них посчитай:
|
||||
1. price с наценкой 10%
|
||||
2. price с НДС 20%
|
||||
3. Статус: если email_support IS NULL, подставь нет почты, иначе — сам email
|
||||
*/
|
||||
|
||||
|
||||
select name, category, price, price * 1.1 as price_with_markup, price * 1.2 as price_with_vat, coalesce(email_support, 'нет почты') as status
|
||||
from products_extended
|
||||
where in_stock = true and category not in ('smartwatch', 'ebookreader') and price between 300 and 1300;
|
||||
|
||||
/*
|
||||
Задача 2:
|
||||
Найти все товары:
|
||||
1. У которых цена меньше 150 или больше 1200
|
||||
2. У которых** есть email поддержки
|
||||
Для каждого выведи:
|
||||
1. Название
|
||||
2. Категорию
|
||||
3. Email
|
||||
4. Цену с прибавкой 25%
|
||||
5. Отметку `premium` — если цена > 1000
|
||||
*/
|
||||
|
||||
select name, category, email_support, price * 1.25 as price_25, (price> 1000) as premium
|
||||
from products_extended
|
||||
where (price < 150 or price > 1200) and email_support is not null
|
||||
order by premium;
|
||||
|
||||
/*
|
||||
Задача 3:
|
||||
Найди все товары:
|
||||
- где категория — `smartphone`, `laptop`, `tablet`
|
||||
- название НЕ содержит `'i'` (чтобы исключить Apple)
|
||||
- цена от 500 до 1300
|
||||
Выведи:
|
||||
- `id`, `name`, `category`, `price`
|
||||
- отсортируй по `id`
|
||||
*/
|
||||
|
||||
select id, name, category, price
|
||||
from products_extended
|
||||
where category in('smartphone', 'laptop', 'tablet') and name not like '%i%' and price between 500 and 1300
|
||||
order by id desc;
|
||||
|
||||
/*
|
||||
Задача 4:
|
||||
Найди товары, у которых:
|
||||
- email_support IS NULL
|
||||
- они в наличии
|
||||
- стоят менее 800
|
||||
Выведи:
|
||||
- `name`, `category`, `price`
|
||||
- добавь колонку `comment`: `'нет поддержки'`
|
||||
*/
|
||||
|
||||
select name, category, price, coalesce (email_support, 'нет поддержки') as comment
|
||||
from products_extended
|
||||
where email_support is null and in_stock is not null and price < 800;
|
||||
|
||||
/*
|
||||
Задача 5:
|
||||
Найди товары, у которых:
|
||||
- название заканчивается на `'Pro'` ИЛИ содержит `'X'` внутри (например, `X1`, `XPS`)
|
||||
- в наличии
|
||||
- с ценой > 700
|
||||
Выведи:
|
||||
- `name`, `category`, `price`
|
||||
- флаг `premium` — `true`, если `price > 1000`, иначе `false`
|
||||
*/
|
||||
|
||||
select name, category, price, (price>1000) as premium
|
||||
from products_extended
|
||||
where (name like '%Pro%' or name like '%X%') and in_stock is true and price > 700
|
||||
order by price desc;
|
||||
|
After Width: | Height: | Size: 238 KiB |
|
After Width: | Height: | Size: 221 KiB |
|
After Width: | Height: | Size: 193 KiB |
|
After Width: | Height: | Size: 184 KiB |
|
After Width: | Height: | Size: 197 KiB |
|
After Width: | Height: | Size: 174 KiB |
|
After Width: | Height: | Size: 169 KiB |
|
After Width: | Height: | Size: 228 KiB |
|
After Width: | Height: | Size: 202 KiB |
|
After Width: | Height: | Size: 187 KiB |
|
After Width: | Height: | Size: 179 KiB |
|
After Width: | Height: | Size: 206 KiB |
@@ -0,0 +1 @@
|
||||
CREATE TABLE test_db;#
|
||||
|
After Width: | Height: | Size: 167 KiB |
|
After Width: | Height: | Size: 175 KiB |
@@ -0,0 +1,86 @@
|
||||
/*
|
||||
Задача 1:
|
||||
|
||||
Для каждой категории показать 2 строки:
|
||||
- Самый дорогой товар с email'ом
|
||||
- Самый дорогой товар без email'а
|
||||
*/
|
||||
with with_mail as (
|
||||
select category, name, price, email_support
|
||||
from (
|
||||
select category, name, price, email_support,
|
||||
row_number() over (partition by category order by price desc) as rn
|
||||
from products_extended
|
||||
where email_support is not null
|
||||
) t
|
||||
where rn = 1
|
||||
),
|
||||
without_mail as (
|
||||
select category, name, price, email_support
|
||||
from (
|
||||
select category, name, price, email_support,
|
||||
row_number() over (partition by category order by price desc) as rn
|
||||
from products_extended
|
||||
where email_support is null
|
||||
) t
|
||||
where rn = 1
|
||||
)
|
||||
|
||||
select * from with_mail
|
||||
union all
|
||||
select * from without_mail
|
||||
order by category;
|
||||
|
||||
/*
|
||||
Задача 2:
|
||||
|
||||
Для каждого товара показать:
|
||||
|
||||
- `name` — название товара
|
||||
- `category` — категория товара
|
||||
- `price` — цена текущего товара
|
||||
- `next_price` — цена следующего товара внутри той же категории, упорядоченного по цене
|
||||
- `diff` — разница между ценой текущего товара и ценой следующего товара
|
||||
(`price - next_price`)
|
||||
*/
|
||||
|
||||
with t as(
|
||||
select name, category, price,
|
||||
lead(price) over (partition by category order by price) as next_price
|
||||
from products_extended)
|
||||
select name, category, price, next_price,
|
||||
price - next_price as diff
|
||||
from t order by category;
|
||||
|
||||
/*
|
||||
Задача 3:
|
||||
|
||||
Показать `category`, `name`, `price`, `cumulative_sales`
|
||||
|
||||
Где `cumulative_sales` — это сумма `price` **внутри категории** по мере возрастания цены
|
||||
*/
|
||||
|
||||
select category, name, price,
|
||||
sum(price) over (partition by category order by price) as cumulative_sales
|
||||
from products_extended;
|
||||
|
||||
/*
|
||||
Задача 4:
|
||||
|
||||
Вывести `category`, `name`, `price`, `avg_price`, `is_above_avg`
|
||||
|
||||
Где `avg_price` — средняя цена по категории
|
||||
|
||||
`is_above_avg = true`, если `price > avg_price`
|
||||
|
||||
*/
|
||||
|
||||
|
||||
with t as(
|
||||
select category, name, price,
|
||||
round(avg(price) over (partition by category), 1) as avg_price
|
||||
from products_extended)
|
||||
select category, name, price, avg_price,
|
||||
price > avg_price as is_above_avg
|
||||
from t order by category;
|
||||
|
||||
@@ -0,0 +1,415 @@
|
||||
--ПЕТ ПРОЕКТ СОЗДАНИЕ ТАБЛИЦ
|
||||
|
||||
CREATE TABLE bhabibullin.core_enrollments
|
||||
ON CLUSTER clickhouse_cluster
|
||||
(
|
||||
user_id UInt32,
|
||||
course_id UInt32,
|
||||
enrolled_at DateTime
|
||||
)
|
||||
ENGINE = ReplicatedMergeTree(
|
||||
'/clickhouse/tables/{shard}/bhabibullin/core_enrollments',
|
||||
'{replica}'
|
||||
)
|
||||
ORDER BY (user_id, enrolled_at);
|
||||
|
||||
|
||||
CREATE TABLE bhabibullin.core_dim_user
|
||||
ON CLUSTER clickhouse_cluster
|
||||
(
|
||||
user_id UInt32,
|
||||
name String,
|
||||
age UInt32,
|
||||
email String,
|
||||
registration_date Date
|
||||
)
|
||||
ENGINE = ReplicatedMergeTree(
|
||||
'/clickhouse/tables/{shard}/bhabibullin/core_dim_user',
|
||||
'{replica}'
|
||||
)
|
||||
ORDER BY (user_id, registration_date);
|
||||
|
||||
|
||||
CREATE TABLE bhabibullin.core_fact_lesson_views
|
||||
ON CLUSTER clickhouse_cluster
|
||||
(
|
||||
user_id UInt32,
|
||||
lesson_id UInt32,
|
||||
course_id UInt32,
|
||||
viewed_at DateTime64(3)
|
||||
)
|
||||
ENGINE = ReplicatedMergeTree(
|
||||
'/clickhouse/tables/{shard}/bhabibullin/core_fact_lesson_views',
|
||||
'{replica}'
|
||||
)
|
||||
ORDER BY user_id;
|
||||
|
||||
CREATE TABLE bhabibullin.core_dim_course
|
||||
ON CLUSTER clickhouse_cluster
|
||||
(
|
||||
course_id UInt32,
|
||||
title String,
|
||||
category String
|
||||
)
|
||||
ENGINE = ReplicatedMergeTree(
|
||||
'/clickhouse/tables/{shard}/bhabibullin/core_dim_course',
|
||||
'{replica}'
|
||||
)
|
||||
ORDER BY course_id;
|
||||
|
||||
drop table bhabibullin.core_dim_course ;
|
||||
|
||||
CREATE TABLE bhabibullin.core_dim_lesson
|
||||
ON CLUSTER clickhouse_cluster
|
||||
(
|
||||
lesson_id UInt32,
|
||||
title String,
|
||||
duration_min UInt32,
|
||||
course_id UInt32
|
||||
)
|
||||
ENGINE = ReplicatedMergeTree(
|
||||
'/clickhouse/tables/{shard}/bhabibullin/core_dim_lesson',
|
||||
'{replica}'
|
||||
)
|
||||
ORDER BY (lesson_id, course_id);
|
||||
|
||||
|
||||
-- Этап 2. Создание витринных таблиц
|
||||
-- Задание 2: Подготовь структуру витрины lesson_popularity_summary
|
||||
/*
|
||||
- Спроектируй таблицу, где каждая строка — один урок.
|
||||
- Для каждого урока должны храниться:
|
||||
- ID и название урока
|
||||
- ID и название курса, к которому он относится
|
||||
- Общее число просмотров
|
||||
- Количество уникальных пользователей, посмотревших урок
|
||||
- Дата первого и последнего просмотра
|
||||
*/
|
||||
|
||||
-- Основная таблица с AggregatingMergeTree
|
||||
|
||||
CREATE TABLE bhabibullin.lesson_popularity_summary
|
||||
ON CLUSTER clickhouse_cluster
|
||||
(
|
||||
lesson_id UInt32,
|
||||
lesson_title String,
|
||||
course_id UInt32,
|
||||
course_title String,
|
||||
total_views AggregateFunction(sum, UInt64),
|
||||
unique_users AggregateFunction(uniq, UInt32),
|
||||
first_view AggregateFunction(min, DateTime64(3, 'UTC')),
|
||||
last_view AggregateFunction(max, DateTime64(3, 'UTC'))
|
||||
)
|
||||
ENGINE = ReplicatedAggregatingMergeTree(
|
||||
'/clickhouse/tables/{shard}/bhabibullin/lesson_popularity_summary',
|
||||
'{replica}'
|
||||
)
|
||||
ORDER BY (lesson_id, course_id)
|
||||
SETTINGS index_granularity = 8192;
|
||||
|
||||
CREATE MATERIALIZED VIEW bhabibullin.mv_lesson_popularity_summary
|
||||
ON CLUSTER clickhouse_cluster
|
||||
TO bhabibullin.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,
|
||||
sumState(1) AS total_views,
|
||||
uniqState(flv.user_id) AS unique_users,
|
||||
minState(flv.viewed_at) AS first_view,
|
||||
maxState(flv.viewed_at) AS last_view
|
||||
FROM core_fact_lesson_views AS flv
|
||||
JOIN core_dim_lesson AS l ON flv.lesson_id = l.lesson_id
|
||||
JOIN core_dim_course AS c ON flv.course_id = c.course_id
|
||||
GROUP BY
|
||||
flv.lesson_id,
|
||||
l.title,
|
||||
flv.course_id,
|
||||
c.title;
|
||||
|
||||
INSERT INTO bhabibullin.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 core_fact_lesson_views AS flv
|
||||
JOIN core_dim_lesson AS l ON flv.lesson_id = l.lesson_id
|
||||
JOIN core_dim_course AS c ON flv.course_id = c.course_id
|
||||
GROUP BY
|
||||
flv.lesson_id,
|
||||
l.title,
|
||||
flv.course_id,
|
||||
c.title;
|
||||
|
||||
select * from bhabibullin.mv_lesson_popularity_summary ;
|
||||
select * from bhabibullin.lesson_popularity_summary ;
|
||||
show tables;
|
||||
|
||||
/*
|
||||
### ✅ **Задание 3: Создай витрину `inactive_users_summary`**
|
||||
|
||||
**Цель:** выявить пользователей, которые **зарегистрировались, но ничего не посмотрели**.
|
||||
|
||||
📌 **Что нужно сделать:**
|
||||
|
||||
- Подготовь таблицу, где каждая строка — один такой "неактивный" пользователь.
|
||||
- Для каждого пользователя нужны:
|
||||
- ID, имя, email, возраст
|
||||
- Количество курсов, на которые он записался
|
||||
- Дата регистрации
|
||||
|
||||
**Где пригодится:**
|
||||
|
||||
Эта витрина может использоваться для продуктовой аналитики, триггерных рассылок (например, напоминаний), анализа оттока, повышения вовлечённости.
|
||||
*/
|
||||
|
||||
DROP TABLE bhabibullin.inactive_users_summary;
|
||||
DROP VIEW bhabibullin.mv_inactive_users_summary ;
|
||||
show tables;
|
||||
|
||||
CREATE TABLE bhabibullin.inactive_users_summary
|
||||
ON CLUSTER clickhouse_cluster
|
||||
(
|
||||
user_id UInt32,
|
||||
name String,
|
||||
email String,
|
||||
age UInt32,
|
||||
enrollment_count UInt32,
|
||||
registration_date Date
|
||||
)
|
||||
ENGINE = ReplicatedMergeTree(
|
||||
'/clickhouse/tables/{shard}/bhabibullin/inactive_users_summary',
|
||||
'{replica}'
|
||||
)
|
||||
ORDER BY user_id;
|
||||
|
||||
CREATE MATERIALIZED VIEW bhabibullin.mv_inactive_users_summary
|
||||
ON CLUSTER clickhouse_cluster
|
||||
TO bhabibullin.inactive_users_summary
|
||||
AS
|
||||
SELECT
|
||||
cdu.user_id,
|
||||
cdu.name,
|
||||
cdu.email,
|
||||
cdu.age,
|
||||
countDistinct(flv.course_id) as enrollment_count,
|
||||
cdu.registration_date
|
||||
FROM core_dim_user cdu
|
||||
LEFT ANTI JOIN core_fact_lesson_views flv
|
||||
ON cdu.user_id = flv.user_id
|
||||
GROUP BY
|
||||
cdu.user_id,
|
||||
cdu.name,
|
||||
cdu.email,
|
||||
cdu.age,
|
||||
cdu.registration_date;
|
||||
|
||||
INSERT INTO bhabibullin.inactive_users_summary
|
||||
SELECT
|
||||
cdu.user_id,
|
||||
cdu.name,
|
||||
cdu.email,
|
||||
cdu.age,
|
||||
0 as enrollment_count,
|
||||
cdu.registration_date
|
||||
FROM core_dim_user cdu
|
||||
WHERE (cdu.user_id, 1) NOT IN (
|
||||
SELECT user_id, 1
|
||||
FROM core_enrollments
|
||||
GROUP BY user_id
|
||||
);
|
||||
|
||||
select * from bhabibullin.inactive_users_summary ius ;
|
||||
select * from bhabibullin.mv_inactive_users_summary mius ;
|
||||
|
||||
/*
|
||||
### ✅ **Задание 4: Создай витрину `course_completion_rate`**
|
||||
|
||||
**Цель:** проанализировать, насколько хорошо пользователи проходят курсы.
|
||||
|
||||
📌 **Что нужно сделать:**
|
||||
|
||||
- Сформируй таблицу, где строка — это пользователь + курс.
|
||||
- Для каждой пары нужно рассчитать:
|
||||
- Общее число уроков в курсе
|
||||
- Сколько из них просмотрел конкретный пользователь
|
||||
- Коэффициент завершения (`lessons_viewed / lessons_in_course`)
|
||||
*/
|
||||
|
||||
CREATE TABLE IF NOT EXISTS bhabibullin.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 Float64
|
||||
)
|
||||
ENGINE = ReplicatedMergeTree(
|
||||
'/clickhouse/tables/{shard}/bhabibullin/course_completion_rate',
|
||||
'{replica}'
|
||||
)
|
||||
ORDER BY (user_id, course_id);
|
||||
|
||||
|
||||
CREATE MATERIALIZED VIEW IF NOT EXISTS bhabibullin.mv_course_completion_rate
|
||||
ON CLUSTER clickhouse_cluster
|
||||
TO bhabibullin.course_completion_rate
|
||||
AS
|
||||
WITH lessons_in_course AS (
|
||||
SELECT
|
||||
course_id,
|
||||
count(Distinct lesson_id) AS lessons_in_course
|
||||
FROM core_dim_lesson
|
||||
GROUP BY course_id
|
||||
),
|
||||
views_user_course AS (
|
||||
SELECT
|
||||
user_id,
|
||||
course_id,
|
||||
count(Distinct lesson_id) AS lessons_viewed
|
||||
FROM 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,
|
||||
lic.lessons_in_course AS lessons_in_course,
|
||||
coalesce(vuc.lessons_viewed, 0) AS lessons_viewed,
|
||||
ROUND(
|
||||
COALESCE(
|
||||
NULLIF(coalesce(vuc.lessons_viewed, 0) * 1.0, 0)
|
||||
/ NULLIF(lic.lessons_in_course * 1.0, 0),
|
||||
0
|
||||
),
|
||||
2
|
||||
) AS completion_rate
|
||||
FROM core_dim_user u
|
||||
JOIN core_enrollments e ON u.user_id = e.user_id
|
||||
JOIN core_dim_course c ON e.course_id = c.course_id
|
||||
JOIN lessons_in_course AS lic ON c.course_id = lic.course_id
|
||||
LEFT JOIN views_user_course AS vuc ON vuc.user_id = u.user_id AND vuc.course_id = c.course_id
|
||||
ORDER BY
|
||||
u.user_id,
|
||||
c.course_id;
|
||||
|
||||
INSERT INTO bhabibullin.course_completion_rate
|
||||
WITH lessons_in_course AS (
|
||||
SELECT
|
||||
course_id,
|
||||
count(Distinct lesson_id) AS lessons_in_course
|
||||
FROM core_dim_lesson
|
||||
GROUP BY course_id
|
||||
),
|
||||
views_user_course AS (
|
||||
SELECT
|
||||
user_id,
|
||||
course_id,
|
||||
count(Distinct lesson_id) AS lessons_viewed
|
||||
FROM 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,
|
||||
lic.lessons_in_course AS lessons_in_course,
|
||||
coalesce(vuc.lessons_viewed, 0) AS lessons_viewed,
|
||||
ROUND(
|
||||
COALESCE(
|
||||
NULLIF(coalesce(vuc.lessons_viewed, 0) * 1.0, 0)
|
||||
/ NULLIF(lic.lessons_in_course * 1.0, 0),
|
||||
0
|
||||
),
|
||||
2
|
||||
) AS completion_rate
|
||||
FROM core_dim_user u
|
||||
JOIN core_enrollments e ON u.user_id = e.user_id
|
||||
JOIN core_dim_course c ON e.course_id = c.course_id
|
||||
JOIN lessons_in_course AS lic ON c.course_id = lic.course_id
|
||||
LEFT JOIN views_user_course AS vuc ON vuc.user_id = u.user_id AND vuc.course_id = c.course_id;
|
||||
|
||||
select * from bhabibullin.course_completion_rate;
|
||||
select * from bhabibullin.mv_course_completion_rate;
|
||||
|
||||
/*
|
||||
# 📊 Этап 3. Анализ и запросы
|
||||
|
||||
### ✅ **Задание 5: Напиши SQL-запросы к витринам**
|
||||
|
||||
**Напиши свои вариации для практики.**
|
||||
*/
|
||||
|
||||
--Топ-5 самых просматриваемых уроков
|
||||
SELECT
|
||||
lesson_title,
|
||||
course_title,
|
||||
total_views
|
||||
FROM lesson_popularity_summary
|
||||
ORDER BY total_views DESC
|
||||
LIMIT 5;
|
||||
|
||||
--Неактивные пользователи, записавшиеся на курсы
|
||||
SELECT
|
||||
name,
|
||||
email,
|
||||
enrollment_count
|
||||
FROM inactive_users_summary
|
||||
WHERE enrollment_count > 0
|
||||
ORDER BY registration_date DESC;
|
||||
|
||||
--Курсы с самым высоким процентом завершения
|
||||
SELECT
|
||||
course_title,
|
||||
AVG(completion_rate) AS avg_completion
|
||||
FROM course_completion_rate
|
||||
GROUP BY course_title
|
||||
ORDER BY avg_completion DESC
|
||||
LIMIT 5;
|
||||
|
||||
-- топ 5 курсов по количеству уникальных пользователей
|
||||
SELECT
|
||||
course_title,
|
||||
unique_users
|
||||
FROM lesson_popularity_summary
|
||||
ORDER BY unique_users DESC
|
||||
LIMIT 5;
|
||||
|
||||
--новые пользователи за прошлый месяц
|
||||
SELECT
|
||||
user_id,
|
||||
name,
|
||||
email,
|
||||
registration_date
|
||||
FROM core_dim_user
|
||||
WHERE registration_date >= today() - INTERVAL 30 DAY
|
||||
ORDER BY registration_date DESC;
|
||||
|
||||
/*
|
||||
### ✅ **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"
|
||||
|
||||
Совпадает ли SUM, AVG, MIN, MAX
|
||||
Совпадает и в гринплам, и в кликхаус
|
||||
|
||||
Проверяй NULL, 0, округления
|
||||
С этим даже траблы были при пет проекте, кликхаус тяжело обрабатывает нулл значения
|
||||
*/
|
||||
|
||||
@@ -0,0 +1,218 @@
|
||||
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
|
||||
|
||||
*/
|
||||
@@ -0,0 +1,182 @@
|
||||
create table users(
|
||||
id int primary key,
|
||||
name varchar(255),
|
||||
age int,
|
||||
email varchar(255),
|
||||
registration_date date
|
||||
);
|
||||
|
||||
insert into 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');
|
||||
|
||||
create table courses(
|
||||
id int primary key,
|
||||
title varchar(255),
|
||||
category varchar(255),
|
||||
created_at date
|
||||
);
|
||||
|
||||
insert into 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');
|
||||
|
||||
create table lessons(
|
||||
id int primary key,
|
||||
course_id int,
|
||||
title varchar(255),
|
||||
duration_min int,
|
||||
foreign key (course_id) references courses(id)
|
||||
);
|
||||
|
||||
insert into 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);
|
||||
|
||||
create table enrollments(
|
||||
id int primary key,
|
||||
user_id int,
|
||||
course_id int,
|
||||
enrolled_at date,
|
||||
foreign key (user_id) references users(id),
|
||||
foreign key (course_id) references courses(id)
|
||||
);
|
||||
|
||||
insert into 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');
|
||||
|
||||
create table lesson_views(
|
||||
id int primary key,
|
||||
user_id int,
|
||||
lesson_id int,
|
||||
viewed_at timestamp,
|
||||
foreign key (user_id) references users(id),
|
||||
foreign key (lesson_id) references lessons(id)
|
||||
);
|
||||
|
||||
insert into 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');
|
||||
|
||||
|
||||
create materialized view user_activity_summary as (
|
||||
with available_lessons as (
|
||||
select
|
||||
e.user_id,
|
||||
count(distinct l.id) as cnt_lesson
|
||||
from lessons l
|
||||
join enrollments e on e.course_id = l.course_id
|
||||
group by e.user_id
|
||||
)
|
||||
select
|
||||
u.id,
|
||||
u.name,
|
||||
count(distinct e.course_id) as enrrollment_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 lv.lesson_id) * 100.0 / NULLIF(al.cnt_lesson, 0), 4) as engagement_rate
|
||||
from users u
|
||||
join enrollments e on u.id = e.user_id
|
||||
left join lesson_views lv on lv.user_id = u.id
|
||||
join available_lessons al on al.user_id = u.id
|
||||
group by u.id, u.name, al.cnt_lesson
|
||||
);
|
||||
|
||||
/*
|
||||
Витрина user_activity_summary
|
||||
Цель - показать аналитику вовлеченности пользователей в обучение на платформе
|
||||
|
||||
user_id - идентификатор пользователя
|
||||
name - имя пользователя
|
||||
enrollment_count - количество записей на курсы
|
||||
viewed_lessons_count - количество просмотренных уроков
|
||||
last_view - последний просмотр
|
||||
first_view - первый просмотр
|
||||
engagement_rate - вовлеченность
|
||||
|
||||
*/
|
||||
|
||||
create materialized view course_summary as(
|
||||
with view_cnt as (
|
||||
select l.course_id,
|
||||
count(lv.lesson_id) cnt
|
||||
from lessons l
|
||||
join lesson_views lv on l.id = lv.lesson_id
|
||||
group by l.course_id
|
||||
)
|
||||
select
|
||||
c.id as course_id,
|
||||
c.title,
|
||||
count(distinct e.user_id) unique_users,
|
||||
count(distinct l.id) lessons_count,
|
||||
vc.cnt total_views,
|
||||
round(vc.cnt * 1.0 / count(distinct e.user_id), 2) as avg_views_per_user,
|
||||
min(lv.viewed_at) as first_viewed_at,
|
||||
max(lv.viewed_at) as last_viewed_at
|
||||
from
|
||||
courses c
|
||||
join lessons l on c.id = l.course_id
|
||||
join enrollments e on e.course_id = c.id
|
||||
join view_cnt vc on vc.course_id = c.id
|
||||
left join lesson_views lv on lv.lesson_id = l.id
|
||||
group by c.title, vc.cnt, c.id
|
||||
order by course_id
|
||||
);
|
||||
|
||||
/*
|
||||
Витрина course_summary
|
||||
Цель - показать анализ эффективности по каждому курсу
|
||||
|
||||
course_id - идентификатор курса
|
||||
course title - название курса
|
||||
unique_users - кол-во уникальных пользователей в рамках одного курса
|
||||
lessons_count - кол-во уроков
|
||||
total_views - общее число просмотров уроков по курсу
|
||||
avg_views_per_user - total_views / unique_users Среднее число просмотров на пользователя, записанного на курс
|
||||
first_viewed_at - дата первого просмотра
|
||||
last_viewed_at - дата последнего просмотра
|
||||
*/
|
||||
|
||||
|
||||
create materialized view platform_summary as (
|
||||
select
|
||||
count(distinct u.id) as total_users,
|
||||
count(distinct c.id) as total_courses,
|
||||
count(distinct l.id) as total_lessons,
|
||||
count(distinct lv.user_id) as users_with_views,
|
||||
round(count(distinct l.id) * 1.0 / NULLIF(count(distinct c.id), 0), 2) as avg_lessons_per_course,
|
||||
count(lv.lesson_id) * 1.0 / NULLIF(count(distinct l.id), 0) as avg_lessons_per_lesson
|
||||
from users u
|
||||
left join lesson_views lv on lv.user_id = u.id
|
||||
left join lessons l on l.id = lv.lesson_id
|
||||
left join courses c on c.id = l.course_id
|
||||
);
|
||||
|
||||
/*
|
||||
Витрина platform_summary
|
||||
Цель - показать общую отчетность по взаимодействию
|
||||
|
||||
total_users - всего пользователей
|
||||
total_courses - всего курсов
|
||||
total_lessons - всего уроков
|
||||
users_with_views - сколько пользователей с минимум 1 просмотром
|
||||
avg_lessons_per_course - среднее число уроков на курс
|
||||
avg_views_per_lesson - среднее число просмотров на урок
|
||||
|
||||
*/
|
||||
@@ -51,4 +51,4 @@ FROM pet_project.fact_lesson_views flv
|
||||
GROUP BY course_id
|
||||
) cl ON cl.course_id = l.course_id
|
||||
GROUP BY flv.user_id, l.course_id
|
||||
;
|
||||
;
|
||||
@@ -0,0 +1,70 @@
|
||||
--drop table is exists users;
|
||||
create table users(
|
||||
id int primary key,
|
||||
name varchar(50) not null,
|
||||
age int not null,
|
||||
email varchar(50) not null,
|
||||
registration_date date not null default current_date
|
||||
)
|
||||
|
||||
insert into 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')
|
||||
|
||||
create table courses(
|
||||
id int primary key,
|
||||
title text not null,
|
||||
category varchar(30) not null,
|
||||
created_at date not null default current_date
|
||||
)
|
||||
|
||||
insert into 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');
|
||||
|
||||
create table lessons(
|
||||
id int primary key,
|
||||
course_id int references courses(id),
|
||||
title text not null,
|
||||
duration_min int
|
||||
)
|
||||
|
||||
insert into 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)
|
||||
|
||||
create table enrollments(
|
||||
id int primary key,
|
||||
user_id int references users(id),
|
||||
course_id int references courses(id),
|
||||
enrolled_at date not null default current_date
|
||||
)
|
||||
|
||||
insert into 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')
|
||||
|
||||
create table lessons_views(
|
||||
id int primary key,
|
||||
user_id int references users(id),
|
||||
lesson_id int references lessons(id),
|
||||
viewed_at timestamp not null default now()
|
||||
)
|
||||
|
||||
insert into lessons_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 +1,16 @@
|
||||
create materialized view dm_course_summary as
|
||||
select
|
||||
e.course_id,
|
||||
c.title,
|
||||
count(distinct e.user_id) as unique_users,
|
||||
count(distinct l.id) as lessons_count,
|
||||
count(distinct lv.id) as total_views,
|
||||
round(count(distinct lv.id)*1.0/nullif(count(distinct e.user_id), 0), 2) as avg_views_per_user,
|
||||
min(lv.viewed_at) as first_viewed_at,
|
||||
max(lv.viewed_at) as last_viewed_at
|
||||
from enrollments e
|
||||
join courses c on e.course_id = c.id
|
||||
join lessons l on c.id = l.course_id
|
||||
join lessons_views lv on lv.lesson_id = l.id
|
||||
group by e.course_id, c.title
|
||||
order by e.course_id
|
||||
@@ -0,0 +1,8 @@
|
||||
create materialized view dm_platform_summary as
|
||||
select
|
||||
(select count(id) from users) as total_users,
|
||||
(select count(id) from courses) as total_courses,
|
||||
(select count(id) from lessons) as total_lessons,
|
||||
(select count(distinct user_id) from lessons_views) as users_with_views,
|
||||
round((select count(id) from lessons)*1.0/nullif((select count(id) from courses), 0), 2) as avg_lessons_per_course,
|
||||
round((select count(id) from lessons_views)*1.0/nullif((select count(id) from lessons), 0), 2) as avg_views_per_lesson
|
||||
@@ -0,0 +1,84 @@
|
||||
CREATE MATERIALIZED VIEW dm_user_activity_summary as
|
||||
with enrollment_counts as(
|
||||
select user_id,
|
||||
count(course_id) as enrollment_count
|
||||
from enrollments e
|
||||
group by user_id
|
||||
),views as(
|
||||
select user_id,
|
||||
count(distinct lesson_id) as viewed_lessons_count,
|
||||
min(viewed_at) as first_view,
|
||||
max(viewed_at) as last_view
|
||||
from lessons_views
|
||||
group by user_id
|
||||
), total_lessons as(
|
||||
select user_id,
|
||||
count(*) as total_lessons
|
||||
from enrollments e
|
||||
join lessons using(course_id)
|
||||
group by user_id
|
||||
order by user_id
|
||||
), engagment_rate as (
|
||||
select tl.user_id, round(v.viewed_lessons_count*100.0/nullif(total_lessons), 2) as engagment_rate
|
||||
from total_lessons tl
|
||||
join views v using(user_id)
|
||||
)
|
||||
select u.id, u.name, enrollment_count, viewed_lessons_count, last_view, first_view, engagment_rate
|
||||
from users u
|
||||
join enrollment_counts ec on u.id = ec.user_id
|
||||
join views v on u.id = v.user_id
|
||||
join engagment_rate er on u.id = er.user_id
|
||||
order by u.id
|
||||
/*
|
||||
--первая попытка сделать витрину, делал избыточно с проверкой каждого подзапроса, поэтому забыл убрать order by, а также больше практиковался в оконных функциях
|
||||
CREATE MATERIALIZED VIEW user_activity_summary as
|
||||
with enrollment_counts as(
|
||||
select distinct user_id,
|
||||
count(course_id) over (partition by user_id) as enrollment_count
|
||||
from enrollments e
|
||||
order by user_id
|
||||
), viewed_lessons_count as (
|
||||
select
|
||||
user_id, count(distinct lesson_id) as viewed_lessons_count
|
||||
from lessons_views lv
|
||||
group by user_id
|
||||
order by user_id
|
||||
), first_views as(
|
||||
select
|
||||
user_id,
|
||||
viewed_at,
|
||||
row_number() over (partition by user_id order by viewed_at asc) as rnf
|
||||
from lessons_views
|
||||
), last_views as(
|
||||
select
|
||||
user_id,
|
||||
viewed_at,
|
||||
row_number() over (partition by user_id order by viewed_at desc) as rnl
|
||||
from lessons_views
|
||||
), result_views as(
|
||||
select user_id,
|
||||
fw.viewed_at as first_view,
|
||||
lw.viewed_at as last_view
|
||||
from first_views fw
|
||||
join last_views lw using(user_id)
|
||||
where rnf = 1 and rnl = 1
|
||||
), total_lessons as(
|
||||
select user_id,
|
||||
count(*) as total_lessons
|
||||
from enrollments e
|
||||
join lessons using(course_id)
|
||||
group by user_id
|
||||
order by user_id
|
||||
), engagment_rate as (
|
||||
select tl.user_id, round(vlc.viewed_lessons_count*100.0/total_lessons, 2) as engagment_rate
|
||||
from total_lessons tl
|
||||
join viewed_lessons_count vlc using(user_id)
|
||||
)
|
||||
select u.id, u.name, enrollment_count, viewed_lessons_count, last_view, first_view, engagment_rate
|
||||
from users u
|
||||
join enrollment_counts ec on u.id = ec.user_id
|
||||
join viewed_lessons_count vlc on u.id = vlc.user_id
|
||||
join result_views rv on u.id = rv.user_id
|
||||
join engagment_rate er on u.id = er.user_id
|
||||
order by u.id
|
||||
*/
|
||||
@@ -0,0 +1,278 @@
|
||||
CREATE TABLE ybirk.core_user ON CLUSTER clickhouse_cluster
|
||||
(
|
||||
user_id Int32,
|
||||
name String,
|
||||
age Int32,
|
||||
email String,
|
||||
registration_date Date
|
||||
)
|
||||
ENGINE = ReplicatedMergeTree(
|
||||
'/clickhouse/tables/{shard}/ybirk/core_user',
|
||||
'{replica}'
|
||||
)
|
||||
ORDER BY user_id;
|
||||
|
||||
CREATE TABLE ybirk.core_course ON CLUSTER clickhouse_cluster
|
||||
(
|
||||
course_id Int32,
|
||||
title String,
|
||||
category String
|
||||
)
|
||||
ENGINE = ReplicatedMergeTree(
|
||||
'/clickhouse/tables/{shard}/ybirk/core_course',
|
||||
'{replica}'
|
||||
)
|
||||
ORDER BY course_id;
|
||||
|
||||
CREATE TABLE ybirk.core_lesson ON CLUSTER clickhouse_cluster
|
||||
(
|
||||
lesson_id Int32,
|
||||
title String,
|
||||
duration_min Int32,
|
||||
course_id Int32
|
||||
)
|
||||
ENGINE = ReplicatedMergeTree(
|
||||
'/clickhouse/tables/{shard}/ybirk/core_lesson',
|
||||
'{replica}'
|
||||
)
|
||||
ORDER BY lesson_id;
|
||||
|
||||
CREATE TABLE ybirk.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}/ybirk/core_fact_lesson_views',
|
||||
'{replica}'
|
||||
)
|
||||
ORDER BY user_id;
|
||||
|
||||
CREATE TABLE ybirk.core_enrollments ON CLUSTER clickhouse_cluster
|
||||
(
|
||||
id Int32,
|
||||
user_id Int32,
|
||||
course_id Int32,
|
||||
enrolled_at Date
|
||||
)
|
||||
ENGINE = ReplicatedMergeTree(
|
||||
'/clickhouse/tables/{shard}/ybirk/core_enrollments',
|
||||
'{replica}'
|
||||
)
|
||||
ORDER BY user_id;
|
||||
|
||||
--------------------------------
|
||||
|
||||
CREATE TABLE ybirk.inactive_users_summary ON CLUSTER clickhouse_cluster
|
||||
(
|
||||
user_id UInt32,
|
||||
name String,
|
||||
email String,
|
||||
age UInt8,
|
||||
registered_courses_count UInt32,
|
||||
registration_date DateTime64(3, 'UTC')
|
||||
)
|
||||
ENGINE = ReplicatedAggregatingMergeTree(
|
||||
'/clickhouse/tables/{shard}/ybirk/inactive_users_summary',
|
||||
'{replica}'
|
||||
)
|
||||
ORDER BY user_id;
|
||||
|
||||
CREATE TABLE ybirk.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, 'UTC'),
|
||||
last_view DateTime64(3, 'UTC')
|
||||
)
|
||||
ENGINE = ReplicatedAggregatingMergeTree(
|
||||
'/clickhouse/tables/{shard}/ybirk/lesson_popularity_summary',
|
||||
'{replica}'
|
||||
)
|
||||
ORDER BY (lesson_id, course_id);
|
||||
|
||||
CREATE TABLE ybirk.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 = ReplicatedAggregatingMergeTree(
|
||||
'/clickhouse/tables/{shard}/ybirk/course_completion_rate',
|
||||
'{replica}'
|
||||
)
|
||||
ORDER BY (user_id, course_id);
|
||||
|
||||
--------------------------------------
|
||||
|
||||
CREATE MATERIALIZED VIEW ybirk.mv_lesson_popularity_summary ON CLUSTER clickhouse_cluster
|
||||
TO ybirk.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 ybirk.core_fact_lesson_views AS flv
|
||||
JOIN ybirk.core_lesson AS l ON flv.lesson_id = l.lesson_id
|
||||
JOIN ybirk.core_course AS c ON flv.course_id = c.course_id
|
||||
GROUP BY
|
||||
flv.lesson_id,
|
||||
l.title,
|
||||
flv.course_id,
|
||||
c.title;
|
||||
|
||||
DROP VIEW IF EXISTS ybirk.mv_inactive_users_summary ON CLUSTER clickhouse_cluster;
|
||||
|
||||
CREATE MATERIALIZED VIEW ybirk.mv_inactive_users_summary ON CLUSTER clickhouse_cluster
|
||||
TO ybirk.inactive_users_summary
|
||||
AS
|
||||
SELECT
|
||||
u.user_id AS user_id,
|
||||
u.name AS name,
|
||||
u.email AS email,
|
||||
u.age AS age,
|
||||
countDistinct(e.course_id) AS registered_courses_count,
|
||||
u.registration_date AS registration_date
|
||||
FROM ybirk.core_user AS u
|
||||
LEFT JOIN ybirk.core_enrollments AS e ON u.user_id = e.user_id
|
||||
LEFT ANTI JOIN ybirk.core_fact_lesson_views AS flv ON u.user_id = flv.user_id
|
||||
GROUP BY
|
||||
u.user_id,
|
||||
u.name,
|
||||
u.email,
|
||||
u.age,
|
||||
u.registration_date;
|
||||
|
||||
CREATE MATERIALIZED VIEW ybirk.mv_course_completion_rate ON CLUSTER clickhouse_cluster
|
||||
TO ybirk.course_completion_rate
|
||||
AS
|
||||
SELECT
|
||||
u.user_id AS user_id,
|
||||
u.name AS user_name,
|
||||
c.course_id AS course_id,
|
||||
c.title AS course_title,
|
||||
countDistinct(l.lesson_id) AS lessons_in_course,
|
||||
countDistinct(flv.lesson_id) AS lessons_viewed,
|
||||
if(countDistinct(l.lesson_id) = 0, 0,
|
||||
round(countDistinct(flv.lesson_id) * 1.0 / countDistinct(l.lesson_id), 2)
|
||||
) AS completion_rate
|
||||
FROM ybirk.core_enrollments AS e
|
||||
JOIN ybirk.core_user AS u ON e.user_id = u.user_id
|
||||
JOIN ybirk.core_course AS c ON e.course_id = c.course_id
|
||||
JOIN ybirk.core_lesson AS l ON c.course_id = l.course_id
|
||||
LEFT JOIN ybirk.core_fact_lesson_views AS flv
|
||||
ON flv.user_id = e.user_id
|
||||
AND flv.course_id = e.course_id
|
||||
GROUP BY
|
||||
u.user_id,
|
||||
u.name,
|
||||
c.course_id,
|
||||
c.title;
|
||||
|
||||
----------------------------------------------
|
||||
|
||||
INSERT INTO ybirk.core_user (user_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 ybirk.core_course (course_id, title, category) VALUES
|
||||
(1, 'SQL для начинающих', 'data'),
|
||||
(2, 'Python для анализа данных', 'programming'),
|
||||
(3, 'BI с нуля', 'business');
|
||||
|
||||
INSERT INTO ybirk.core_lesson (lesson_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 ybirk.core_fact_lesson_views (user_id, lesson_id, course_id, viewed_at) VALUES
|
||||
(1, 1, 1, '2023-01-16 10:00:00'),
|
||||
(1, 2, 1, '2023-01-16 10:15:00'),
|
||||
(2, 1, 1, '2023-01-21 09:00:00'),
|
||||
(3, 3, 2, '2023-03-06 12:00:00'),
|
||||
(4, 4, 3, '2023-04-02 10:00:00'),
|
||||
(4, 5, 3, '2023-04-03 10:00:00');
|
||||
|
||||
INSERT INTO ybirk.core_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');
|
||||
|
||||
--------------------------------------------------
|
||||
|
||||
--Примеры
|
||||
|
||||
SELECT
|
||||
lesson_title,
|
||||
course_title,
|
||||
total_views
|
||||
FROM ybirk.mv_lesson_popularity_summary
|
||||
ORDER BY total_views DESC
|
||||
LIMIT 5;
|
||||
|
||||
SELECT
|
||||
name,
|
||||
email,
|
||||
registered_courses_count
|
||||
FROM ybirk.inactive_users_summary
|
||||
WHERE registered_courses_count > 0
|
||||
ORDER BY registration_date DESC;
|
||||
|
||||
SELECT
|
||||
course_title,
|
||||
AVG(completion_rate) AS avg_completion
|
||||
FROM ybirk.course_completion_rate
|
||||
GROUP BY course_title
|
||||
ORDER BY avg_completion DESC
|
||||
LIMIT 5;
|
||||
|
||||
-- ЗАпросы
|
||||
|
||||
-- самый популярный курс
|
||||
SELECT
|
||||
course_title,
|
||||
SUM(total_views) as sum_views
|
||||
FROM ybirk.mv_lesson_popularity_summary
|
||||
GROUP BY course_title
|
||||
ORDER BY sum_views DESC;
|
||||
|
||||
|
||||
-- Кто застрял
|
||||
SELECT
|
||||
user_name,
|
||||
course_title,
|
||||
completion_rate
|
||||
FROM ybirk.mv_course_completion_rate
|
||||
WHERE completion_rate > 0 AND completion_rate < 1.0;
|
||||
|
||||
-- тест3
|
||||
SELECT
|
||||
t1.user_name,
|
||||
t1.course_title,
|
||||
t2.email
|
||||
FROM ybirk.mv_course_completion_rate AS t1
|
||||
JOIN ybirk.mv_inactive_users_summary AS t2
|
||||
ON t1.user_id = t2.user_id
|
||||
WHERE t1.completion_rate = 1.0;
|
||||