Merge pull request 'Polikanov63' (#21) from Polikanov63 into main
Reviewed-on: https://gitea.de-infra.servehttp.com/de-infrastructure/DWH/pulls/21 Reviewed-by: aleksey bogatyrev <abogatyrev@example.com>
This commit is contained in:
@@ -0,0 +1,50 @@
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DROP SCHEMA IF EXISTS edu_platform CASCADE;
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CREATE SCHEMA edu_platform;
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drop table if exists edu_platform.users;
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CREATE TABLE edu_platform.users (
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id SERIAL PRIMARY KEY,
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name VARCHAR(100) NOT NULL,
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age INT NOT NULL,
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email VARCHAR(100) NOT NULL,
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registration_date DATE NOT NULL
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);
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drop table if exists edu_platform.courses;
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CREATE TABLE edu_platform.courses (
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id SERIAL PRIMARY KEY,
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title VARCHAR(100) NOT NULL,
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category VARCHAR(100) NOT NULL,
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created_at DATE not NULL
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);
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drop table if exists edu_platform.lessons;
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create TABLE edu_platform.lessons (
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id SERIAL PRIMARY KEY,
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course_id INT NOT NULL,
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title VARCHAR(100) NOT NULL,
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duration_min INT NOT null,
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FOREIGN KEY (course_id) REFERENCES edu_platform.courses(id)
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);
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drop table if exists edu_platform.enrollments;
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create TABLE edu_platform.enrollments (
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id SERIAL PRIMARY KEY,
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user_id INT NOT NULL,
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course_id INT NOT NULL,
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enrolled_at DATE not null,
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foreign key (user_id) references edu_platform.users(id),
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foreign key (course_id) references edu_platform.courses(id)
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);
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drop table if exists edu_platform.lesson_views;
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create table edu_platform.lesson_views (
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id SERIAL PRIMARY KEY,
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user_id INT NOT NULL,
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lesson_id INT NOT NULL,
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viewed_at TIMESTAMP not null,
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foreign key (user_id) references edu_platform.users(id),
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foreign key (lesson_id) references edu_platform.lessons(id)
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);
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@@ -0,0 +1,38 @@
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INSERT INTO edu_platform.users (id, name, age, email, registration_date) VALUES
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(1, 'Alice', 25, 'alice@mail.com', '2023-01-10'),
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(2,'Bob', 30, 'bob@gmail.com', '2023-02-05'),
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(3,'Charlie', 22, 'charlie@mail.com', '2023-02-20'),
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(4,'Diana', 28, 'diana@mail.com', '2023-03-01'),
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(5,'Ethan', 35, 'ethan@gmail.com', '2023-03-10');
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INSERT INTO edu_platform.courses (id, title, category, created_at) VALUES
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(1, 'SQL для начинающих', 'data', '2023-01-01'),
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(2, 'Python для анализа данных', 'programming', '2023-01-15'),
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(3, 'BI с нуля', 'business', '2023-03-01');
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-- Таблица lessons
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INSERT INTO edu_platform.lessons (id, course_id, title, duration_min) VALUES
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(1, 1, 'SELECT и FROM', 10),
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(2, 1, 'JOIN', 15),
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(3, 2, 'Pandas', 20),
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(4, 3, 'Основы BI', 12),
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(5, 3, 'Метрики и дашборды', 18);
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-- Таблица enrollments
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INSERT INTO edu_platform.enrollments (id, user_id, course_id, enrolled_at) VALUES
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(1, 1, 1, '2023-01-15'),
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(2, 1, 2, '2023-02-01'),
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(3, 2, 1, '2023-01-20'),
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(4, 3, 2, '2023-03-05'),
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(5, 4, 3, '2023-04-01');
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-- Таблица lesson_views
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INSERT INTO edu_platform.lesson_views (id, user_id, lesson_id, viewed_at) VALUES
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(1, 1, 1, '2023-01-16 10:00:00'),
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(2, 1, 2, '2023-01-16 10:15:00'),
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(3, 2, 1, '2023-01-21 09:00:00'),
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(4, 3, 3, '2023-03-06 12:00:00'),
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(5, 4, 4, '2023-04-02 10:00:00'),
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(6, 4, 5, '2023-04-03 10:00:00');
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+74
@@ -0,0 +1,74 @@
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-- Активность пользователей
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-- До анализа EXPLAIN:
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drop Materialized VIEW if exists edu_platform.user_activity_summary;
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create Materialized VIEW edu_platform.user_activity_summary as
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select
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u.id as user_id ,
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u.name as name,
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COUNT(distinct e.course_id) as enrollment_count,
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COUNT(distinct lv.lesson_id) as viewed_lessons_count,
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MAX(lv.viewed_at) as last_view,
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MIN(lv.viewed_at) as first_view,
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ROUND(
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COUNT(DISTINCT l.id) * 100.0 / NULLIF(COUNT(distinct l2.id), 0),
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2) as engagement_rate
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from
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edu_platform.users u
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left join edu_platform.enrollments e on u.id = e.user_id
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inner join edu_platform.lesson_views lv on u.id = lv.user_id
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left join edu_platform.lessons l on lv.lesson_id = l.id
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left join edu_platform.lessons l2 on e.course_id = l2.course_id
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group by
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u.id, u.name;
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-- После анализа EXPLAIN
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-- Убрал диблирование строк, возникающее при Join-ах.
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-- Минимизировал DISTINCT.
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drop Materialized VIEW if exists edu_platform.user_activity_summary;
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create Materialized VIEW edu_platform.user_activity_summary as
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WITH
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course_lessons AS (
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SELECT course_id, COUNT(*) AS lesson_count
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FROM edu_platform.lessons
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GROUP BY course_id
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),
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users_enroll as (
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select
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u.id as user_id ,
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u.name as name,
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COUNT(DISTINCT e.course_id) as enrollment_count,
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SUM(cl.lesson_count) as lesson_sum
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from
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edu_platform.users u
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left join edu_platform.enrollments e on u.id = e.user_id
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left join course_lessons cl on e.course_id = cl.course_id
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group by u.id, u.name
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),
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users_lesson_views as (
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select
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lv.user_id,
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COUNT(distinct lv.lesson_id) as viewed_lessons_count,
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MAX(lv.viewed_at) as last_view,
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MIN(lv.viewed_at) as first_view
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from
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edu_platform.lesson_views lv
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group by lv.user_id
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)
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select
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ue.user_id,
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ue.name,
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ue.enrollment_count,
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ulv.viewed_lessons_count,
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ulv.last_view,
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ulv.first_view,
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ROUND( (nullif(ulv.viewed_lessons_count, 0) * 100.0) / ue.lesson_sum,
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2) as engagement_rate
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from users_enroll ue
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left join users_lesson_views ulv on ue.user_id = ulv.user_id;
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@@ -0,0 +1,51 @@
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-- Эффективность курсов
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-- После анализа EXPLAIN
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-- Убрал диблирование строк, возникающее при Join-ах.
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-- Минимизировал DISTINCT.
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drop Materialized VIEW if exists edu_platform.course_summary;
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create Materialized VIEW edu_platform.course_summary as
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with
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enroll as (
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select
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course_id,
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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
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from
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edu_platform.enrollments
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group by
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course_id),
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lessons as (
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select
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course_id,
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COUNT(*) as lessons_count
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from
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edu_platform.lessons
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group by
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course_id),
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views as (
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select
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l.course_id as course_id,
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count(*) as total_views,
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MIN(lv.viewed_at) as first_view,
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MAX(lv.viewed_at) as last_view
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from
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edu_platform.lesson_views lv
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left join edu_platform.lessons l on lv.lesson_id = l.id
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group by
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l.course_id)
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select
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c.id AS course_id,
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c.title AS course_title,
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e.unique_users,
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l.lessons_count,
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v.total_views,
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ROUND( v.total_views * 1.0 / nullif(e.unique_users, 0)
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,2
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) as avg_views_per_user,
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v.first_view,
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v.last_view
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from
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edu_platform.courses c
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LEFT JOIN enroll e ON c.id = e.course_id
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LEFT JOIN lessons l ON c.id = l.course_id
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LEFT JOIN views v ON c.id = v.course_id;
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@@ -0,0 +1,21 @@
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-- Общая отчетность по взаимодействию
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drop Materialized VIEW if exists edu_platform.platform_summary;
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create Materialized VIEW edu_platform.platform_summary as
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select
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(select COUNT(*) from edu_platform.users) as total_users,
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(select COUNT(*) from edu_platform.courses) as total_courses,
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(select COUNT(*) from edu_platform.lessons) as total_lessons,
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(select COUNT(distinct user_id) from edu_platform.lesson_views) as users_with_views,
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ROUND(
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(select AVG(t1.cnt) from
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(select course_id, COUNT(id) cnt
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from edu_platform.lessons
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group by course_id) t1)
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,2) as avg_lessons_per_course,
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ROUND(
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(select AVG(t2.cnt) from
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(select lesson_id, COUNT(id) cnt
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from edu_platform.lesson_views
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group by lesson_id) t2)
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,2) as avg_views_per_lesson;
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@@ -0,0 +1,64 @@
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-- 0. Создаём БД
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CREATE DATABASE dwh_db
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WITH OWNER = tester
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TEMPLATE = template0
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ENCODING = 'UTF8';
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-- 1. Создём схемы
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CREATE SCHEMA raw; -- сырые данные
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CREATE SCHEMA core; -- или core. Тут хранилище: факты и измерения
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CREATE SCHEMA dm; -- BI-витрины
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-- 2. Создаём raw-таблицы:
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CREATE TABLE raw.users (
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id serial4 NOT NULL,
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"name" varchar(100) NOT NULL,
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age int4 NOT NULL,
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email varchar(100) NOT NULL,
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registration_date date NOT NULL,
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CONSTRAINT users_pkey PRIMARY KEY (id)
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)
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DISTRIBUTED BY (id);
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CREATE TABLE raw.courses (
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id serial4 NOT NULL,
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title varchar(100) NOT NULL,
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category varchar(100) NOT NULL,
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created_at date NOT NULL,
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CONSTRAINT courses_pkey PRIMARY KEY (id)
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)
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DISTRIBUTED BY (id);
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|
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CREATE TABLE raw.lessons (
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id serial4 NOT NULL,
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course_id int4 NOT NULL,
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title varchar(100) NOT NULL,
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|
duration_min int4 NOT NULL,
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CONSTRAINT lessons_pkey PRIMARY KEY (id)
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)
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DISTRIBUTED BY (id);
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ALTER TABLE raw.lessons ADD CONSTRAINT lessons_course_id_fkey FOREIGN KEY (course_id) REFERENCES raw.courses(id);
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|
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CREATE TABLE raw.enrollments (
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|
id serial4 NOT NULL,
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user_id int4 NOT NULL,
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|
course_id int4 NOT NULL,
|
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|
enrolled_at date NOT NULL,
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|
CONSTRAINT enrollments_pkey PRIMARY KEY (id)
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|
)
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|
DISTRIBUTED BY (id);
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|
ALTER TABLE raw.enrollments ADD CONSTRAINT enrollments_course_id_fkey FOREIGN KEY (course_id) REFERENCES raw.courses(id);
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|
ALTER TABLE raw.enrollments ADD CONSTRAINT enrollments_user_id_fkey FOREIGN KEY (user_id) REFERENCES raw.users(id);
|
||||||
|
|
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|
CREATE TABLE raw.lesson_views (
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|
id serial4 NOT NULL,
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||||||
|
user_id int4 NOT NULL,
|
||||||
|
lesson_id int4 NOT NULL,
|
||||||
|
viewed_at timestamp NOT NULL,
|
||||||
|
CONSTRAINT lesson_views_pkey PRIMARY KEY (id)
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||||||
|
)
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|
DISTRIBUTED BY (id);
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||||||
|
ALTER TABLE raw.lesson_views ADD CONSTRAINT lesson_views_lesson_id_fkey FOREIGN KEY (lesson_id) REFERENCES raw.lessons(id);
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|
ALTER TABLE raw.lesson_views ADD CONSTRAINT lesson_views_user_id_fkey FOREIGN KEY (user_id) REFERENCES raw.users(id);
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@@ -0,0 +1,48 @@
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|||||||
|
/* 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
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|
docker cp D:/work/code/DE/GP/Pet-project/IMPORT_DATA/lesson_views_202512050730.csv gpdb1:/tmp/lesson_views_202512050730.csv
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|
docker cp D:/work/code/DE/GP/Pet-project/IMPORT_DATA/lessons_202512050730.csv gpdb1:/tmp/lessons_202512050730.csv
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||||||
|
*/
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||||||
|
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||||||
|
|
||||||
|
COPY raw.users
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||||||
|
FROM '/tmp/users_202512050730.csv'
|
||||||
|
WITH (
|
||||||
|
FORMAT csv,
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||||||
|
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'
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||||||
|
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
|
||||||
|
@@ -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
|
||||||
|
@@ -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
|
||||||
|
@@ -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
|
||||||
|
@@ -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
|
||||||
|
Reference in New Issue
Block a user