Database and SQLAlchemy

In this blog we will explore using programs with data, focused on Databases. We will use SQLite Database to learn more about using Programs with Data. Use Debugging through these examples to examine Objects created in Code.

  • College Board talks about ideas like

    • Program Usage. "iterative and interactive way when processing information"
    • Managing Data. "classifying data are part of the process in using programs", "data files in a Table"
    • Insight "insight and knowledge can be obtained from ... digitally represented information"
    • Filter systems. 'tools for finding information and recognizing patterns"
    • Application. "the preserve has two databases", "an employee wants to count the number of book"
  • PBL, Databases, Iterative/OOP

    • Iterative. Refers to a sequence of instructions or code being repeated until a specific end result is achieved
    • OOP. A computer programming model that organizes software design around data, or objects, rather than functions and logic
    • SQL. Structured Query Language, abbreviated as SQL, is a language used in programming, managing, and structuring data

Imports and Flask Objects

Defines and key object creations

  • Comment on where you have observed these working? Provide a defintion of purpose.
    1. Flask app object
    2. SQLAlchemy db object
"""
These imports define the key objects
"""

from flask import Flask
from flask_sqlalchemy import SQLAlchemy

"""
These object and definitions are used throughout the Jupyter Notebook.
"""

# Setup of key Flask object (app)
app = Flask(__name__)
# Setup SQLAlchemy object and properties for the database (db)
database = 'sqlite:///sqlite.db'  # path and filename of database
app.config['SQLALCHEMY_TRACK_MODIFICATIONS'] = False
app.config['SQLALCHEMY_DATABASE_URI'] = database
app.config['SECRET_KEY'] = 'SECRET_KEY'
db = SQLAlchemy()


# This belongs in place where it runs once per project
db.init_app(app)

Model Definition

Define columns, initialization, and CRUD methods for users table in sqlite.db

  • Comment on these items in the class, purpose and defintion.
    • class User
    • db.Model inheritance
    • init method
    • @property, @<column>.setter
    • create, read, update, delete methods
""" database dependencies to support sqlite examples """
import datetime
from datetime import datetime
import json

from sqlalchemy.exc import IntegrityError
from werkzeug.security import generate_password_hash, check_password_hash


''' Tutorial: https://www.sqlalchemy.org/library.html#tutorials, try to get into a Python shell and follow along '''

# Define the User class to manage actions in the 'users' table
# -- Object Relational Mapping (ORM) is the key concept of SQLAlchemy
# -- a.) db.Model is like an inner layer of the onion in ORM
# -- b.) User represents data we want to store, something that is built on db.Model
# -- c.) SQLAlchemy ORM is layer on top of SQLAlchemy Core, then SQLAlchemy engine, SQL
class User(db.Model):
    __tablename__ = 'users'  # table name is plural, class name is singular

    # Define the User schema with "vars" from object
    id = db.Column(db.Integer, primary_key=True)
    _name = db.Column(db.String(255), unique=False, nullable=False)
    _uid = db.Column(db.String(255), unique=True, nullable=False)
    _password = db.Column(db.String(255), unique=False, nullable=False)
    _dob = db.Column(db.Date)

    # constructor of a User object, initializes the instance variables within object (self)
    def __init__(self, name, uid, password="123qwerty", dob=datetime.today()):
        self._name = name    # variables with self prefix become part of the object, 
        self._uid = uid
        self.set_password(password)
        if isinstance(dob, str):  # not a date type     
            dob = date=datetime.today()
        self._dob = dob

    # a name getter method, extracts name from object
    @property
    def name(self):
        return self._name
    
    # a setter function, allows name to be updated after initial object creation
    @name.setter
    def name(self, name):
        self._name = name
    
    # a getter method, extracts uid from object
    @property
    def uid(self):
        return self._uid
    
    # a setter function, allows uid to be updated after initial object creation
    @uid.setter
    def uid(self, uid):
        self._uid = uid
        
    # check if uid parameter matches user id in object, return boolean
    def is_uid(self, uid):
        return self._uid == uid
    
    @property
    def password(self):
        return self._password[0:10] + "..." # because of security only show 1st characters

    # update password, this is conventional method used for setter
    def set_password(self, password):
        """Create a hashed password."""
        self._password = generate_password_hash(password, method='sha256')

    # check password parameter against stored/encrypted password
    def is_password(self, password):
        """Check against hashed password."""
        result = check_password_hash(self._password, password)
        return result
    
    # dob property is returned as string, a string represents date outside object
    @property
    def dob(self):
        dob_string = self._dob.strftime('%m-%d-%Y')
        return dob_string
    
    # dob setter, verifies date type before it is set or default to today
    @dob.setter
    def dob(self, dob):
        if isinstance(dob, str):  # not a date type     
            dob = date=datetime.today()
        self._dob = dob
    
    # age is calculated field, age is returned according to date of birth
    @property
    def age(self):
        today = datetime.today()
        return today.year - self._dob.year - ((today.month, today.day) < (self._dob.month, self._dob.day))
    
    # output content using str(object) is in human readable form
    # output content using json dumps, this is ready for API response
    def __str__(self):
        return json.dumps(self.read())

    # CRUD create/add a new record to the table
    # returns self or None on error
    def create(self):
        try:
            # creates a person object from User(db.Model) class, passes initializers
            db.session.add(self)  # add prepares to persist person object to Users table
            db.session.commit()  # SqlAlchemy "unit of work pattern" requires a manual commit
            return self
        except IntegrityError:
            db.session.remove()
            return None

    # CRUD read converts self to dictionary
    # returns dictionary
    def read(self):
        return {
            "id": self.id,
            "name": self.name,
            "uid": self.uid,
            "dob": self.dob,
            "age": self.age,
        }

    # CRUD update: updates user name, password, phone
    # returns self
    def update(self, name="", uid="", password=""):
        """only updates values with length"""
        if len(name) > 0:
            self.name = name
        if len(uid) > 0:
            self.uid = uid
        if len(password) > 0:
            self.set_password(password)
        db.session.commit()
        return self

    # CRUD delete: remove self
    # None
    def delete(self):
        db.session.delete(self)
        db.session.commit()
        return None
    
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb Cell 6 in <cell line: 17>()
     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#W5sdnNjb2RlLXJlbW90ZQ%3D%3D?line=9'>10</a> ''' Tutorial: https://www.sqlalchemy.org/library.html#tutorials, try to get into a Python shell and follow along '''
     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#W5sdnNjb2RlLXJlbW90ZQ%3D%3D?line=11'>12</a> # Define the User class to manage actions in the 'users' table
     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#W5sdnNjb2RlLXJlbW90ZQ%3D%3D?line=12'>13</a> # -- Object Relational Mapping (ORM) is the key concept of SQLAlchemy
     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#W5sdnNjb2RlLXJlbW90ZQ%3D%3D?line=13'>14</a> # -- a.) db.Model is like an inner layer of the onion in ORM
     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#W5sdnNjb2RlLXJlbW90ZQ%3D%3D?line=14'>15</a> # -- b.) User represents data we want to store, something that is built on db.Model
     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#W5sdnNjb2RlLXJlbW90ZQ%3D%3D?line=15'>16</a> # -- c.) SQLAlchemy ORM is layer on top of SQLAlchemy Core, then SQLAlchemy engine, SQL
---> <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#W5sdnNjb2RlLXJlbW90ZQ%3D%3D?line=16'>17</a> class User(db.Model):
     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#W5sdnNjb2RlLXJlbW90ZQ%3D%3D?line=17'>18</a>     __tablename__ = 'users'  # table name is plural, class name is singular
     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#W5sdnNjb2RlLXJlbW90ZQ%3D%3D?line=19'>20</a>     # Define the User schema with "vars" from object

NameError: name 'db' is not defined

Initial Data

Uses SQLALchemy db.create_all() to initialize rows into sqlite.db

  • Comment on how these work?
    1. Create All Tables from db Object
    2. User Object Constructors
    3. Try / Except
"""Database Creation and Testing """

# Builds working data for testing
def initUsers():
    with app.app_context():
        """Create database and tables"""
        db.create_all()
        """Tester data for table"""
        u1 = User(name='Thomas Edison', uid='toby', password='123toby', dob=datetime(1847, 2, 11))
        u2 = User(name='Nikola Tesla', uid='niko', password='123niko')
        u3 = User(name='Alexander Graham Bell', uid='lex', password='123lex')
        u4 = User(name='Eli Whitney', uid='whit', password='123whit')
        u5 = User(name='Indiana Jones', uid='indi', dob=datetime(1920, 10, 21))
        u6 = User(name='Marion Ravenwood', uid='raven', dob=datetime(1921, 10, 21))


        users = [u1, u2, u3, u4, u5, u6]

        """Builds sample user/note(s) data"""
        for user in users:
            try:
                '''add user to table'''
                object = user.create()
                print(f"Created new uid {object.uid}")
            except:  # error raised if object nit created
                '''fails with bad or duplicate data'''
                print(f"Records exist uid {user.uid}, or error.")
                
initUsers()
Created new uid toby
Created new uid niko
Created new uid lex
Created new uid whit
Created new uid indi
Created new uid raven

Check for given Credentials in users table in sqlite.db

Use of ORM Query object and custom methods to identify user to credentials uid and password

  • Comment on purpose of following
    1. User.query.filter_by
    2. user.password
def find_by_uid(uid):
    with app.app_context():
        user = User.query.filter_by(_uid=uid).first()
    return user # returns user object

# Check credentials by finding user and verify password
def check_credentials(uid, password):
    # query email and return user record
    user = find_by_uid(uid)
    if user == None:
        return False
    if (user.is_password(password)):
        return True
    return False
        
#check_credentials("indi", "123qwerty")

Create a new User in table in Sqlite.db

Uses SQLALchemy and custom user.create() method to add row.

  • Comment on purpose of following
    1. user.find_by_uid() and try/except
    2. user = User(...)
    3. user.dob and try/except
    4. user.create() and try/except
def create():
    # optimize user time to see if uid exists
    uid = input("Enter your user id:")
    user = find_by_uid(uid)
    try:
        print("Found\n", user.read())
        return
    except:
        pass # keep going
    
    # request value that ensure creating valid object
    name = input("Enter your name:")
    password = input("Enter your password")
    
    # Initialize User object before date
    user = User(name=name, 
                uid=uid, 
                password=password
                )
    
    # create user.dob, fail with today as dob
    dob = input("Enter your date of birth 'YYYY-MM-DD'")
    try:
        user.dob = datetime.strptime(dob, '%Y-%m-%d').date()
    except ValueError:
        user.dob = datetime.today()
        print(f"Invalid date {dob} require YYYY-mm-dd, date defaulted to {user.dob}")
           
    # write object to database
    with app.app_context():
        try:
            object = user.create()
            print("Created\n", object.read())
        except:  # error raised if object not created
            print("Unknown error uid {uid}")
        
create()
Found
 {'id': 1, 'name': 'Thomas Edison', 'uid': 'toby', 'dob': '02-11-1847', 'age': 176}

Reading users table in sqlite.db

Uses SQLALchemy query.all method to read data

  • Comment on purpose of following
    1. User.query.all
    2. json_ready assignment, google List Comprehension
# SQLAlchemy extracts all users from database, turns each user into JSON
def read():
    with app.app_context():
        table = User.query.all()
    json_ready = [user.read() for user in table] # "List Comprehensions", for each user add user.read() to list
    return json_ready

read()
[{'id': 1,
  'name': 'Thomas Edison',
  'uid': 'toby',
  'dob': '02-11-1847',
  'age': 176},
 {'id': 2,
  'name': 'Nikola Tesla',
  'uid': 'niko',
  'dob': '03-14-2023',
  'age': 0},
 {'id': 3,
  'name': 'Alexander Graham Bell',
  'uid': 'lex',
  'dob': '03-14-2023',
  'age': 0},
 {'id': 4,
  'name': 'Eli Whitney',
  'uid': 'whit',
  'dob': '03-14-2023',
  'age': 0},
 {'id': 5,
  'name': 'Indiana Jones',
  'uid': 'indi',
  'dob': '10-21-1920',
  'age': 102},
 {'id': 6,
  'name': 'Marion Ravenwood',
  'uid': 'raven',
  'dob': '10-21-1921',
  'age': 101}]

Hacks

  • Add this Blog to you own Blogging site. In the Blog add notes and observations on each code cell.
  • Change blog to your own database.
  • Add additional CRUD
    • Add Update functionality to this blog.
    • Add Delete functionality to this blog.
"""
These imports define the key objects
"""

from flask import Flask
from flask_sqlalchemy import SQLAlchemy

"""
These object and definitions are used throughout the Jupyter Notebook.
"""

# Setup of key Flask object (app)

app = Flask(__name__) # initializes the Flask object we are going to use

# Setup SQLAlchemy object and properties for the database (db)
database = 'sqlite:///sqlite.db'  # path and filename of database
app.config['SQLALCHEMY_TRACK_MODIFICATIONS'] = False
app.config['SQLALCHEMY_DATABASE_URI'] = database
app.config['SECRET_KEY'] = 'SECRET_KEY'

db = SQLAlchemy()
# initializes the database with SQLAlchemy

# This belongs in place where it runs once per project
db.init_app(app)
""" database dependencies to support sqlite examples """
import datetime
from datetime import datetime
import json
from sqlalchemy.exc import IntegrityError

''' Tutorial: https://www.sqlalchemy.org/library.html#tutorials, try to get into a Python shell and follow along '''

# Define the User class to manage actions in the 'users' table
# -- Object Relational Mapping (ORM) is the key concept of SQLAlchemy
# -- a.) db.Model is like an inner layer of the onion in ORM
# -- b.) User represents data we want to store, something that is built on db.Model
# -- c.) SQLAlchemy ORM is layer on top of SQLAlchemy Core, then SQLAlchemy engine, SQL

class User(db.Model):
    __tablename__ = 'agents'  # table name is plural, class name is singular

    # Define the User schema with "vars" from object
    id = db.Column(db.Integer, primary_key=True)
    _agentname = db.Column(db.String(255), unique=False, nullable=False)
    _role = db.Column(db.String(255), unique=False, nullable=False)
    _ability_basic1 = db.Column(db.String(255), unique=False, nullable=False)
    _ability_basic2 = db.Column(db.String(255), unique=False, nullable=False)
    _ability_signature = db.Column(db.String(255), unique=False, nullable=False)
    _ability_ultimate = db.Column(db.String(255), unique=False, nullable=False)

    # constructor of a User object, initializes the instance variables within object (self)
    def __init__(self, agentname, role, ability_basic1, ability_basic2, ability_signature, ability_ultimate):
        self._agentname = agentname    # variables with self prefix become part of the object, 
        self._role = role
        self._ability_basic1 = ability_basic1
        self._ability_basic2 = ability_basic2
        self._ability_signature = ability_signature
        self._ability_ultimate = ability_ultimate

    # a name getter method, extracts name from object
    @property
    def agentname(self):
        return self._agentname
    
    # a setter function, allows name to be updated after initial object creation
    @agentname.setter
    def agentname(self, agentname):
        self._agentname = agentname
    
    # a getter method, extracts uid from object
    @property
    def role(self):
        return self._role
    
    # a setter function, allows uid to be updated after initial object creation
    @role.setter
    def role(self, role):
        self._role = role
    
    # a getter method, extracts ability_basic1 from object
    @property
    def ability_basic1(self):
        return self._ability_basic1
    
    # a setter function, allows ability_basic1 to be updated after initial object creation
    @ability_basic1.setter
    def ability_basic1(self, ability_basic1):
        self._ability_basic1 = ability_basic1

    # a getter method, extracts ability_basic2 from object
    @property
    def ability_basic2(self):
        return self._ability_basic2
    
    # a setter function, allows ability_basic2 to be updated after initial object creation
    @ability_basic2.setter
    def ability_basic2(self, ability_basic2):
        self._ability_basic2 = ability_basic2

    # a getter method, extracts ability_signature from object
    @property
    def ability_signature(self):
        return self._ability_signature
    
    # a setter function, allows ability_signature to be updated after initial object creation
    @ability_signature.setter
    def ability_signature(self, ability_signature):
        self._ability_signature = ability_signature

    # a getter method, extracts ability_ultimate from object
    @property
    def ability_ultimate(self):
        return self._ability_ultimate
    
    # a setter function, allows ability_ultimate to be updated after initial object creation
    @ability_ultimate.setter
    def ability_ultimate(self, ability_ultimate):
        self._ability_ultimate = ability_ultimate
    
    # output content using str(object) is in human readable form
    # output content using json dumps, this is ready for API response
    def __str__(self):
        return json.dumps(self.read())

    # CRUD create/add a new record to the table
    # returns self or None on error
    def create(self):
        try:
            # creates a person object from User(db.Model) class, passes initializers
            db.session.add(self)  # add prepares to persist person object to Users table
            db.session.commit()  # SqlAlchemy "unit of work pattern" requires a manual commit
            return self
        except IntegrityError:
            db.session.remove()
            return None

    # CRUD read converts self to dictionary
    # returns dictionary
    def read(self):
        return {
            "id": self.id,
            "agentname": self.agentname,
            "role": self.role,
            "ability_basic1": self.ability_basic1,
            "ability_basic2": self.ability_basic2,
            "ability_signature": self.ability_signature,
            "ability_ultimate": self.ability_ultimate,
        }

    # CRUD update: updates user name, password, phone
    # returns self
    def update(self, agentname="", role="", ability_basic1="", ability_basic2="", ability_signature="", ability_ultimate=""):
        """only updates values with length"""
        if len(agentname) > 0:
            self.agentname = agentname
        if len(role) > 0:
            self.role = role
        if len(ability_basic1) > 0:
            self.ability_basic1 = ability_basic1
        if len(self.ability_basic2) > 0:
            self.ability_basic2 = ability_basic2
        if len(self.ability_signature) > 0:
            self.ability_signature = ability_signature
        if len(self.ability_ultimate) > 0:
            self.ability_ultimate = ability_ultimate        
        db.session.commit()
        return self

    # CRUD delete: remove self
    # None
    def delete(self):
        db.session.delete(self)
        db.session.commit()
        return None
    
/home/jeffrey/anaconda3/lib/python3.9/site-packages/flask_sqlalchemy/model.py:120: SAWarning: This declarative base already contains a class with the same class name and module name as __main__.User, and will be replaced in the string-lookup table.
  super().__init__(name, bases, d, **kwargs)
---------------------------------------------------------------------------
InvalidRequestError                       Traceback (most recent call last)
/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb Cell 17 in <cell line: 15>()
      <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#X21sdnNjb2RlLXJlbW90ZQ%3D%3D?line=6'>7</a> ''' Tutorial: https://www.sqlalchemy.org/library.html#tutorials, try to get into a Python shell and follow along '''
      <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#X21sdnNjb2RlLXJlbW90ZQ%3D%3D?line=8'>9</a> # Define the User class to manage actions in the 'users' table
     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#X21sdnNjb2RlLXJlbW90ZQ%3D%3D?line=9'>10</a> # -- Object Relational Mapping (ORM) is the key concept of SQLAlchemy
     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#X21sdnNjb2RlLXJlbW90ZQ%3D%3D?line=10'>11</a> # -- a.) db.Model is like an inner layer of the onion in ORM
     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#X21sdnNjb2RlLXJlbW90ZQ%3D%3D?line=11'>12</a> # -- b.) User represents data we want to store, something that is built on db.Model
     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#X21sdnNjb2RlLXJlbW90ZQ%3D%3D?line=12'>13</a> # -- c.) SQLAlchemy ORM is layer on top of SQLAlchemy Core, then SQLAlchemy engine, SQL
---> <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#X21sdnNjb2RlLXJlbW90ZQ%3D%3D?line=14'>15</a> class User(db.Model):
     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#X21sdnNjb2RlLXJlbW90ZQ%3D%3D?line=15'>16</a>     __tablename__ = 'agents'  # table name is plural, class name is singular
     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/jeffrey/vscode/firstfastpages/_notebooks/2023-03-13-AP-unit2-4a.ipynb#X21sdnNjb2RlLXJlbW90ZQ%3D%3D?line=17'>18</a>     # Define the User schema with "vars" from object

File ~/anaconda3/lib/python3.9/site-packages/flask_sqlalchemy/model.py:100, in BindMetaMixin.__init__(cls, name, bases, d, **kwargs)
     97     if metadata is not parent_metadata:
     98         cls.metadata = metadata
--> 100 super().__init__(name, bases, d, **kwargs)

File ~/anaconda3/lib/python3.9/site-packages/flask_sqlalchemy/model.py:120, in NameMetaMixin.__init__(cls, name, bases, d, **kwargs)
    117 if should_set_tablename(cls):
    118     cls.__tablename__ = camel_to_snake_case(cls.__name__)
--> 120 super().__init__(name, bases, d, **kwargs)
    122 # __table_cls__ has run. If no table was created, use the parent table.
    123 if (
    124     "__tablename__" not in cls.__dict__
    125     and "__table__" in cls.__dict__
    126     and cls.__dict__["__table__"] is None
    127 ):

File ~/anaconda3/lib/python3.9/site-packages/sqlalchemy/orm/decl_api.py:199, in DeclarativeMeta.__init__(cls, classname, bases, dict_, **kw)
    196         cls._sa_registry = reg
    198 if not cls.__dict__.get("__abstract__", False):
--> 199     _as_declarative(reg, cls, dict_)
    200 type.__init__(cls, classname, bases, dict_)

File ~/anaconda3/lib/python3.9/site-packages/sqlalchemy/orm/decl_base.py:248, in _as_declarative(registry, cls, dict_)
    242 def _as_declarative(
    243     registry: _RegistryType, cls: Type[Any], dict_: _ClassDict
    244 ) -> Optional[_MapperConfig]:
    245 
    246     # declarative scans the class for attributes.  no table or mapper
    247     # args passed separately.
--> 248     return _MapperConfig.setup_mapping(registry, cls, dict_, None, {})

File ~/anaconda3/lib/python3.9/site-packages/sqlalchemy/orm/decl_base.py:329, in _MapperConfig.setup_mapping(cls, registry, cls_, dict_, table, mapper_kw)
    325     return _DeferredMapperConfig(
    326         registry, cls_, dict_, table, mapper_kw
    327     )
    328 else:
--> 329     return _ClassScanMapperConfig(
    330         registry, cls_, dict_, table, mapper_kw
    331     )

File ~/anaconda3/lib/python3.9/site-packages/sqlalchemy/orm/decl_base.py:578, in _ClassScanMapperConfig.__init__(self, registry, cls_, dict_, table, mapper_kw)
    574 self._extract_mappable_attributes()
    576 self._extract_declared_columns()
--> 578 self._setup_table(table)
    580 self._setup_inheriting_columns(mapper_kw)
    582 self._early_mapping(mapper_kw)

File ~/anaconda3/lib/python3.9/site-packages/sqlalchemy/orm/decl_base.py:1663, in _ClassScanMapperConfig._setup_table(self, table)
   1655             table_kw["autoload"] = True
   1657         sorted_columns = sorted(
   1658             declared_columns,
   1659             key=lambda c: column_ordering.get(c, 0),
   1660         )
   1661         table = self.set_cls_attribute(
   1662             "__table__",
-> 1663             table_cls(
   1664                 tablename,
   1665                 self._metadata_for_cls(manager),
   1666                 *sorted_columns,
   1667                 *args,
   1668                 **table_kw,
   1669             ),
   1670         )
   1671 else:
   1672     if table is None:

File ~/anaconda3/lib/python3.9/site-packages/flask_sqlalchemy/model.py:147, in NameMetaMixin.__table_cls__(cls, *args, **kwargs)
    144 # Check if a table with this name already exists. Allows reflected tables to be
    145 # applied to models by name.
    146 if key in cls.metadata.tables:
--> 147     return sa.Table(*args, **kwargs)
    149 # If a primary key is found, create a table for joined-table inheritance.
    150 for arg in args:

File <string>:2, in __new__(cls, *args, **kw)

File ~/anaconda3/lib/python3.9/site-packages/sqlalchemy/util/deprecations.py:277, in deprecated_params.<locals>.decorate.<locals>.warned(fn, *args, **kwargs)
    270     if m in kwargs:
    271         _warn_with_version(
    272             messages[m],
    273             versions[m],
    274             version_warnings[m],
    275             stacklevel=3,
    276         )
--> 277 return fn(*args, **kwargs)

File ~/anaconda3/lib/python3.9/site-packages/sqlalchemy/sql/schema.py:428, in Table.__new__(cls, *args, **kw)
    421 @util.deprecated_params(
    422     mustexist=(
    423         "1.4",
   (...)
    426 )
    427 def __new__(cls, *args: Any, **kw: Any) -> Any:
--> 428     return cls._new(*args, **kw)

File ~/anaconda3/lib/python3.9/site-packages/sqlalchemy/sql/schema.py:460, in Table._new(cls, *args, **kw)
    458 if key in metadata.tables:
    459     if not keep_existing and not extend_existing and bool(args):
--> 460         raise exc.InvalidRequestError(
    461             "Table '%s' is already defined for this MetaData "
    462             "instance.  Specify 'extend_existing=True' "
    463             "to redefine "
    464             "options and columns on an "
    465             "existing Table object." % key
    466         )
    467     table = metadata.tables[key]
    468     if extend_existing:

InvalidRequestError: Table 'agents' is already defined for this MetaData instance.  Specify 'extend_existing=True' to redefine options and columns on an existing Table object.

Initial Data

"""Database Creation and Testing """

# Builds working data for testing
def initUsers():
    with app.app_context():
        """Create database and tables"""
        db.create_all()
        """Tester data for table"""
        a1 = User(agentname='Jett', role='Duelist', ability_basic1='Cloudburst', ability_basic2='Updraft', ability_signature='Tailwind', ability_ultimate='Blade Storm')
        a2 = User(agentname='Sage', role='Sentinel', ability_basic1='Barrier Orb', ability_basic2='Slow Orb', ability_signature='Healing Orb', ability_ultimate='Resurrection')
        a3 = User(agentname='Skye', role='Initiator', ability_basic1='Regrowth', ability_basic2='Trailblazer', ability_signature='Guiding Light', ability_ultimate='Seekers')
        a4 = User(agentname='Omen', role='Controller', ability_basic1='Shrouded Step', ability_basic2='Paranoia', ability_signature='Dark Cover', ability_ultimate='From the Shadows')

        agents = [a1, a2, a3, a4]

        """Builds sample user/note(s) data"""
        for user in agents:
            try:
                '''add user to table'''
                object = user.create()
                print(f"Created new uid {object.id}")
            except:  # error raised if object nit created
                '''fails with bad or duplicate data'''
                print(f"Records exist uid {user.id}, or error.")
                
initUsers()
Records exist uid None, or error.
Records exist uid None, or error.
Records exist uid None, or error.
Records exist uid None, or error.

Create Function

import sqlite3

def create():
    agentname = input("Enter new agent name:")
    role = input("Enter new agent role:")
    ability_basic1 = input("Enter basic ability 1 name:")
    ability_basic2 = input("Enter basic ability 2 name:")
    ability_signature = input("Enter signature ability name:")
    ability_ultimate = input("Enter ultimate ability name:")
    
    # Connect to the database file
    conn = sqlite3.connect("instance/sqlite.db")

    # Create a cursor object to execute SQL commands
    cursor = conn.cursor()

    try:
        # Execute an SQL command to insert data into a table
        cursor.execute("INSERT INTO agents (_agentname, _role, _ability_basic1, _ability_basic2, _ability_signature, _ability_ultimate) VALUES (?, ?, ?, ?, ?, ?)", (agentname, role, ability_basic1, ability_basic2, ability_signature, ability_ultimate))
        
        # Commit the changes to the database
        conn.commit()
        print(f"A new agent {agentname} has been created")
                
    except sqlite3.Error as error:
        print("Error while executing the INSERT:", error)


    # Close the cursor and connection objects
    cursor.close()
    conn.close()
    
create()
A new agent a has been created

Read

import sqlite3

def read():
    # Connect to the database file
    conn = sqlite3.connect("instance/sqlite.db")

    # Create a cursor object to execute SQL queries
    cursor = conn.cursor()
    
    # Execute a SELECT statement to retrieve data from a table
    results = cursor.execute('SELECT * FROM agents').fetchall()

    # Print the results
    if len(results) == 0:
        print("Table is empty")
    else:
        for row in results:
            print(row)

    # Close the cursor and connection objects
    cursor.close()
    conn.close()
    
read()
(1, 'Jett', 'Duelist', 'Cloudburst', 'Updraft', 'Tailwind', 'Blade Storm')
(2, 'Sage', 'Sentinel', 'Barrier Orb', 'Slow Orb', 'Healing Orb', 'Resurrection')
(3, 'Skye', 'Initiator', 'Regrowth', 'Trailblazer', 'Guiding Light', 'Seekers')
(4, 'Omen', 'Controller', 'Shrouded Step', 'Paranoia', 'Dark Cover', 'From the Shadows')
(5, 'a', 'a', 'a', 'a', 'a', 'a')

Update (Currently Only Able to Change Ability_Ultimate Parameter, may add the others later)

import sqlite3

def update():
    agentname = input("Enter agent name to update:")
    ability_ultimate = input("Enter updated ultimate ability:")
    if len(ability_ultimate) < 0:
        message = "Not updated. How did you even get this error?"
    else:
        message = "successfully updated."

    # Connect to the database file
    conn = sqlite3.connect("instance/sqlite.db")

    # Create a cursor object to execute SQL commands
    cursor = conn.cursor()

    try:
        # Execute an SQL command to update data in a table
        cursor.execute("UPDATE agents SET _ability_ultimate = ? WHERE _agentname = ?", (ability_ultimate, agentname))
        if cursor.rowcount == 0:
            # The uid was not found in the table
            print(f"No agent {agentname} was not found in the table")
        else:
            print(f"The row with agent {agentname} the ultimate ability has been {message}")
            conn.commit()
    except sqlite3.Error as error:
        print("Error while executing the UPDATE:", error)
        
    # Close the cursor and connection objects
    cursor.close()
    conn.close()
    
update()
The row with agent Jett the ultimate ability has been successfully updated.

Delete

import sqlite3

def delete():
    agentname = input("Enter agent name to delete:")

    # Connect to the database file
    conn = sqlite3.connect("instance/sqlite.db")

    # Create a cursor object to execute SQL commands
    cursor = conn.cursor()
    
    try:
        cursor.execute("DELETE FROM agents WHERE _agentname = ?", (agentname,))
        if cursor.rowcount == 0:
            # The uid was not found in the table
            print(f"No agent {agentname} was not found in the table")
        else:
            # The uid was found in the table and the row was deleted
            print(f"The row with agent name {agentname} was successfully deleted")
        conn.commit()
    except sqlite3.Error as error:
        print("Error while executing the DELETE:", error)
        
    # Close the cursor and connection objects
    cursor.close()
    conn.close()
    
delete()
The row with agent name a was successfully deleted
def menu():
    operation = input("Enter: (C)reate (R)ead (U)pdate or (D)elete")
    if operation.lower() == 'c':
        create()
    elif operation.lower() == 'r':
        read()
    elif operation.lower() == 'u':
        update()
    elif operation.lower() == 'd':
        delete()
    elif len(operation)==0: # Escape Key
        return
    else:
        print("Please enter c, r, u, or d") 
    menu() # recursion, repeat menu
try:
    menu() # start menu
except:
    print("Perform Jupyter 'Run All' prior to starting menu")
(1, 'Jett', 'Duelist', 'Cloudburst', 'Updraft', 'Tailwind', 'Blade Storm')
(2, 'Sage', 'Sentinel', 'Barrier Orb', 'Slow Orb', 'Healing Orb', 'Resurrection')
(3, 'Skye', 'Initiator', 'Regrowth', 'Trailblazer', 'Guiding Light', 'Seekers')
(4, 'Omen', 'Controller', 'Shrouded Step', 'Paranoia', 'Dark Cover', 'From the Shadows')