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SQL and Django ORM


Reference Documentation

Making queries | Django documentation | Django

QuerySet API reference | Django documentation | Django

Aggregation | Django documentation | Django


Basic Prerequisites

  • django app

    • Install django_extensions

    • Create users app

    • Write models.py according to csv file and migrate

      python manage.py sqlmigrate users 0001
      
  • Utilize db.sqlite3 and apply data

    • Run sqlite3

      $ ls
      db.sqlite3 manage.py ...
      $ sqlite3 db.sqlite3
      
    • Load csv file data

      sqlite > .tables
      auth_group                  django_admin_log
      auth_group_permissions      django_content_type
      auth_permission             django_migrations
      auth_user                   django_session
      auth_user_groups            auth_user_user_permissions
      users_user
      sqlite > .mode csv
      sqlite > .import users.csv users_user
      sqlite > SELECT COUNT(*) FROM users_user;
      1000
      
  • Verification

    • Check schema in sqlite3

      sqlite > .schema users_user
      


Problems

Write SQL statements and corresponding ORM for the following problems.

Table Creation

  • django

    # django
    class User(models.Model):
        first_name = models.CharField(max_length=10)
        last_name = models.CharField(max_length=10)
        age = models.IntegerField()
        country = models.CharField(max_length=10)
        phone = models.CharField(max_length=15)
        balance = models.IntegerField()
        
    # python manage.py makemigrations
    # python manage.py migrate
  • SQL

    • Create the same table in sql.sqlite3

      --sql
      
      CREATE TABLE IF NOT EXISTS "users_user" (
          "id" integer NOT NULL PRIMARY KEY AUTOINCREMENT, 
          "first_name" varchar(10) NOT NULL, 
          "last_name" varchar(10) NOT NULL, 
          "age" integer NOT NULL, 
          "country" varchar(10) NOT NULL, 
          "phone" varchar(15) NOT NULL, 
          "balance" integer NOT NULL
      );

Basic CRUD Logic

  1. Retrieve all user records

    # orm
    
    users = User.objects.all()
    type(users)
    # => django.db.models.query.QuerySet
    print(users.query)
    # only queryset can output sql statement
    # => SELECT "users_user"."id", "users_user"."first_name", "users_user"."last_name", "users_user"."age", "users_user"."country", "users_user"."phone", "users_user"."balance" FROM "users_user"
    -- sql
    
    SELECT*FROM users_user;
  2. Create user record

    # orm
    
    User.objects.create (
     first_name='구름',
        last_name='김',
        age=100,
        country='제주도',
        phone='010-1234-5678',
        balance=10000000
    )
    -- sql
    
    INSERT INTO users_user(first_name, last_name, age, country, phone, balance)
    VALUES ('주현', '김', 26, '경기도', '010-0000-0000', 100000000000);
    
    • Write after excluding one record and check the NOT NULL constraint error in both ORM and SQL.

      # orm
      IntegrityError: NOT NULL constraint failed: users_user.age
      -- sql
      Error: NOT NULL constraint failed: users_user.last_name
      
  3. Retrieve the specific user record

    # orm
    
    User.objects.get(id=100)
    #=> <User: User object (100)>
    • get requires that the query result must be exactly one. (anything else returns an error!)

      User.object.get(last_name='김')
      # MultipleObjectsReturned: get() returned more than one User -- it returned 24!
      User.objects.get(id=1000)
      # DoesNotExists: User matching query does not exists.
      -- sql
      

    SELECT * FROM users_user WHERE id = 100;

    
    
  4. Update the specific user record

    # orm
    
    user = User.objects.get(id=100)
    user.last_name='성'
    user.save()
    -- sql
    
    UPDATE users_user
    SET last_name=''
    WHERE id=100;
  5. Delete the specific user record

    # orm
    
    User.objects.get(id=101).delete()
    -- sql
    DELETE FROM users_user
    WHERE id = 102;
    

Conditional Query Statements

  1. Total number of people

    # orm
    
    # ver1)
    User.objects.all().count()
    # ver2) - use this one
    User.objects.count()
    -- sql
    
    -- ver1)
    SELECT COUNT(*) FROM users_user;
    
    -- ver2)
    SELECT COUNT(id) FROM users_user;
  2. Names of people aged 30

    # orm
    User.objects.filter(age=30)
    #=> <QuerySet [<User: User object (5)>, <User: User object (57)>, <User: User object (60)>]>
    
    User.objects.filter(age=30).values('first_name')
    #=> <QuerySet [{'first_name': '영환'}, {'first_name': '보람'}, {'first_name': '은영'}]>
    
    type(User.objects.filter(age=30).values('first_name')[0])  
    #=> dict
    
    print(User.objects.filter(age=30).values('first_name').query)  
    #=> SELECT "users_user"."first_name" FROM "users_user" WHERE "users_user"."age" = 30
    -- sql
    
    SELECT first_name FROM users_user
    WHERE age = 30;
  3. Number of people aged 30 or older

    Comparison operators __gte : >=

    __gt : > __lte : <=

    __lt : <

    # orm
    User.objects.filter(age__gte=30)
    print(User.objects.filter(age__gte=30).query)
    # SELECT "users_user"."id", "users_user"."first_name", "users_user"."last_name", "users_user"."age", "users_user"."country", "users_user"."phone", "users_user"."balance" FROM "users_user" WHERE "users_user"."age" >= 30
    User.objects.filter(age__gte=30).count()
    -- sql
    
    SELECT COUNT(*) FROM users_user
    WHERE age>=30;
  4. Number of people aged 30 with surname Kim

    # orm -1 
    User.objects.filter(age=30).filter(last_name='김').count()
    # orm -2
    User.objects.filter(age=30, last_name='김').count()
    # query
    print(User.objects.filter(age=30).filter(last_name='김').query)
    # => SELECT "users_user"."id", "users_user"."first_name", "users_user"."last_name", "users_user"."age", "users_user"."country", "users_user"."phone", "users_user"."balance" FROM "users_user" WHERE ("users_user"."age" = 30 AND "users_user"."last_name" = 김)
    -- sql
    
    SELECT COUNT(*) from users_nuser
    WHERE age = 30 AND last_name ='';
  5. Number of people with area code 02

    https://docs.djangoproject.com/en/2.2/topics/db/queries/#escaping-percent-signs-and-underscores-in-like-statements

    # orm
    
    User.objects.filter(phone__startswith='02-').count()
    
    # query
    print(User.objects.filter(phone__startswith='02-').query)
    #=> SELECT "users_user"."id", "users_user"."first_name", "users_user"."last_name", "users_user"."age", "users_user"."country", "users_user"."phone", "users_user"."balance" FROM "users_user" WHERE "users_user"."phone" LIKE 02-% ESCAPE '\'
    -- sql
    
    SELECT COUNT(*) FROM users_user
    WHERE phone LIKE '02-%';
  6. Names of people living in Gangwon-do with surname Hwang

    # orm
    -- sql

Sorting and LIMIT, OFFSET

  1. Top 10 oldest people

    # orm
    User.objects.order_by('-age')[:10]
    
    # query
    print(User.objects.order_by('-age')[:10].query)
    #=> SELECT "users_user"."id", "users_user"."first_name", "users_user"."last_name", "users_user"."age", "users_user"."country", "users_user"."phone", "users_user"."balance" FROM "users_user" ORDER BY "users_user"."age" DESC  LIMIT 10
    -- sql
    
    SELECT * FROM users_user
    ORDER BY age DESC
    LIMIT 10;
    
    id | first_name | last_name | age | country | phone | balance
    1 | 정호 | 유 | 40 | 전라북도 | 016-7280-2855 | 370
    4 | 미경 | 장 | 40 | 충청남도 | 011-9079-4419 | 250000
    28 | 성현 | 박 | 40 | 경상남도 | 011-2884-6546 | 580000
  2. Top 10 people with lowest balance (ascending order)

    # orm
    User.objects.order_by('balance')[:10]
    -- sql
    SELECT * FROM users_user
    ORDER BY balance ASC
    LIMIT 10;
  3. The 5th person in descending order by last name and first name

    # orm
    
    User.objects.order_by('-last_name', '-first_name')[4]
    #=>  <User: User object (67)>
    -- sql
    
    SELECT * FROM users_user
    ORDER BY last_name DESC, first_name DESC
    LIMIT 1 OFFSET 4;
    
    id | first_name | last_name | age | country | phone | balance
    67 | 보람 | 허 | 28 | 충청북도 | 016-4392-9432 | 82000

Expressions

To use expressions, you need to know aggregate.

  1. Overall average age

    # orm
    
    from django.db.models import Avg
    User.objects.aggregate(Avg('age'))
    #=> {'age__avg': 28.23}
    -- sql
    
    SELECT AVG(age) FROM users_user;
    AVG(age)
    28.23
  2. Average age of people with surname Kim

    # orm
    
    from django.db.models import Avg
    User.objects.filter(last_name='김').aggregate(Avg('age'))
    -- sql
    
    SELECT AVG(age) FROM users_user
    WHERE last_name = '';
  3. Highest account balance

    # orm
    
    from django.db.models import Max
    User.objects.aggregate(Max('balance'))
    -- sql
    
    SELECT MAX(balance) FROM users_user;
  4. Total account balance

    # orm
    
    from django.db.models import Sum
    User.objects.aggregate(Sum('balance'))
    -- sql
    
    SELECT SUM(balance) FROM users_user;

Group by

annotate adds additional fields to individual items. Will be used later in 1:N relationships.

  1. Number of people by region

    # orm
    
    User.objects.values('country')
     # <QuerySet [{'country': '전라북도'}, {'country': '경상남도'}, {'country': '전라남도'}, ...
    from django.db.models import Count
    User.objects.values('country').annotate(Count('country'))
    # <QuerySet [{'country': '강원도', 'country__count': 14}, {'country': '경기도', 'country__count': 9}, {'country': '경상남도', 'country__count': 9}, {'country': '경상북도', 'country__count': 15}, {'country': '전라남도', 'country__count': 10}, {'country': '전라북도', 'country__count': 11}, {'country': '제주특별자치도', 'country__count': 9}, {'country': '충청남도', 'country__count': 9}, {'country': '충청북도', 'country__count': 14}]>
    -- sql
    
    SELECT country, COUNT(country) FROM users_user
    GROUP BY country;
    
    country | COUNT(country)
    강원도 | 14
    경기도 | 9
    경상남도 | 9
    경상북도 | 15
    전라남도 | 10
    전라북도 | 11
    제주특별자치도 | 9
    충청남도 | 9
    충청북도 | 14