Tip for clean tests in Python:
Structure your tests with the Arrange-Act-Assert pattern to improve readability and maintainability.
• Arrange: Set up the test. Initialize objects, prepare data, and configure any mocks or stubs.
• Act: Execute the code being tested. Call the specific function or method.
• Assert: Check the outcome. Verify that the result of the action is what you expected.
#Python #Testing #CleanCode #SoftwareEngineering #Pytest #DeveloperTips #AAA
━━━━━━━━━━━━━━━
By: @DataScienceQ ✨
Structure your tests with the Arrange-Act-Assert pattern to improve readability and maintainability.
• Arrange: Set up the test. Initialize objects, prepare data, and configure any mocks or stubs.
• Act: Execute the code being tested. Call the specific function or method.
• Assert: Check the outcome. Verify that the result of the action is what you expected.
import pytest
from dataclasses import dataclass, field
# Code to be tested
@dataclass
class Product:
name: str
price: float
@dataclass
class ShoppingCart:
items: list[Product] = field(default_factory=list)
def add_item(self, product: Product):
if product.price < 0:
raise ValueError("Product price cannot be negative.")
self.items.append(product)
def get_total_price(self) -> float:
return sum(item.price for item in self.items)
# Tests using the Arrange-Act-Assert pattern
def test_get_total_price_for_multiple_items():
# Arrange
product1 = Product(name="Mouse", price=25.50)
product2 = Product(name="Keyboard", price=75.50)
cart = ShoppingCart()
cart.add_item(product1)
cart.add_item(product2)
# Act
total_price = cart.get_total_price()
# Assert
assert total_price == 101.00
def test_get_total_price_for_empty_cart():
# Arrange
cart = ShoppingCart()
# Act
total_price = cart.get_total_price()
# Assert
assert total_price == 0.0
def test_add_item_with_negative_price_raises_value_error():
# Arrange
cart = ShoppingCart()
product_with_negative_price = Product(name="Invalid Item", price=-50.0)
# Act & Assert
with pytest.raises(ValueError, match="Product price cannot be negative."):
cart.add_item(product_with_negative_price)
#Python #Testing #CleanCode #SoftwareEngineering #Pytest #DeveloperTips #AAA
━━━━━━━━━━━━━━━
By: @DataScienceQ ✨
👩💻 FREE 2026 IT Learning Kits Giveaway
🔥Whether you're preparing for #Cisco #AWS #PMP #Python #Excel #Google #Microsoft #AI or any other in-demand certification – SPOTO has got you covered!
🎁 Explore Our FREE Study Resources
·IT Certs E-book : https://bit.ly/3YvSMHL
·IT exams skill Test : https://bit.ly/4r4VHnd
·Python, ITIL, PMP, Excel, Cyber Security, cloud, SQL Courses : https://bit.ly/4qNWl8r
·Free AI online preparation material and support tools : https://bit.ly/4qKiKTN
🔗 Need IT Certs Exam Help? contact: wa.link/dm4kyz
📲 Join IT Study Group for insider tips & expert support:
https://chat.whatsapp.com/BEQ9WrfLnpg1SgzGQw69oM
🔥Whether you're preparing for #Cisco #AWS #PMP #Python #Excel #Google #Microsoft #AI or any other in-demand certification – SPOTO has got you covered!
🎁 Explore Our FREE Study Resources
·IT Certs E-book : https://bit.ly/3YvSMHL
·IT exams skill Test : https://bit.ly/4r4VHnd
·Python, ITIL, PMP, Excel, Cyber Security, cloud, SQL Courses : https://bit.ly/4qNWl8r
·Free AI online preparation material and support tools : https://bit.ly/4qKiKTN
🔗 Need IT Certs Exam Help? contact: wa.link/dm4kyz
📲 Join IT Study Group for insider tips & expert support:
https://chat.whatsapp.com/BEQ9WrfLnpg1SgzGQw69oM
❤3
🔬Python 3.14: What's New? 📈
⏰ In 2025, a wave of developer-focused improvements arrived with Python 3.14. Let's dive into some exciting new features:
• Lazy annotations resolve long-standing type hinting quirks
• Clever t-strings give more control over string interpolation
These enhancements solidify Python's position as the language of choice for AI-powered development.
📚 Stay up-to-date with the latest Python news and advancements in 2026! #Python #MachineLearning
⏰ In 2025, a wave of developer-focused improvements arrived with Python 3.14. Let's dive into some exciting new features:
• Lazy annotations resolve long-standing type hinting quirks
• Clever t-strings give more control over string interpolation
These enhancements solidify Python's position as the language of choice for AI-powered development.
📚 Stay up-to-date with the latest Python news and advancements in 2026! #Python #MachineLearning
❤1
Forwarded from Code With Python
Python Cheat sheet
#python #oop #interview #coding #programming #datastructures
https://t.me/DataScience4
#python #oop #interview #coding #programming #datastructures
https://t.me/DataScience4
❤3
If you're testing forms, mockups, or just want to play with data, there's Mimesis — a generator of fake data. Names, emails, addresses, and phone numbers. There's a location setting that allows you to select a country, and the data will be generated accordingly.
from typing import Dict
from mimesis.enums import Gender
from mimesis import Person
def generate_fake_user(locale: str = "es", gender: Gender = Gender.MALE) -> Dict[str, str]:
"""
Generates fake user data based on the locale and gender.
:param locale: The locale (for example, 'ru', 'en', 'es')
:param gender: The gender (Gender.MALE or Gender.FEMALE)
:return: A dictionary with the fake user data
"""
person = Person(locale)
user_data = {
"name": person.full_name(gender=gender),
"height": person.height(),
"phone": person.telephone(),
"occupation": person.occupation(),
}
return user_data
if __name__ == "__main__":
fake_user = generate_fake_user(locale="es", gender=Gender.MALE)
print(fake_user)
{
'name': 'Carlos Herrera',
'height': '1.84',
'phone': '912 475 289',
'occupation': 'Arquitecto'
)ru, 🇺🇸 en, 🇪🇸 es, etc.) Save it, it'll come in handy
#python #github #interview
Please open Telegram to view this post
VIEW IN TELEGRAM
❤5
🎯 Want to Upskill in IT? Try Our FREE 2026 Learning Kits!
SPOTO gives you free, instant access to high-quality, updated resources that help you study smarter and pass exams faster.
✅ Latest Exam Materials:
Covering #Python, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #AI, #Excel, #comptia, #ITIL, #cloud & more!
✅ 100% Free, No Sign-up:
All materials are instantly downloadable
✅ What’s Inside:
・📘IT Certs E-book: https://bit.ly/3Mlu5ez
・📝IT Exams Skill Test: https://bit.ly/3NVrgRU
・🎓Free IT courses: https://bit.ly/3M9h5su
・🤖Free PMP Study Guide: https://bit.ly/4te3EIn
・☁️Free Cloud Study Guide: https://bit.ly/4kgFVDs
👉 Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/FlG2rOYVySLEHLKXF3nKGB
💬 Want exam help? Chat with an admin now!
wa.link/8fy3x4
SPOTO gives you free, instant access to high-quality, updated resources that help you study smarter and pass exams faster.
✅ Latest Exam Materials:
Covering #Python, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #AI, #Excel, #comptia, #ITIL, #cloud & more!
✅ 100% Free, No Sign-up:
All materials are instantly downloadable
✅ What’s Inside:
・📘IT Certs E-book: https://bit.ly/3Mlu5ez
・📝IT Exams Skill Test: https://bit.ly/3NVrgRU
・🎓Free IT courses: https://bit.ly/3M9h5su
・🤖Free PMP Study Guide: https://bit.ly/4te3EIn
・☁️Free Cloud Study Guide: https://bit.ly/4kgFVDs
👉 Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/FlG2rOYVySLEHLKXF3nKGB
💬 Want exam help? Chat with an admin now!
wa.link/8fy3x4
❤2
Forwarded from Machine Learning with Python
A full-fledged educational course has been published on the university's website: 24 lectures, practical tasks, homework assignments, and a collection of materials for self-study.
The program includes modern neural network architectures, generative models, transformers, inference, and other key topics.
A great opportunity to study deep learning based on the structure of a top university, free of charge and without simplifications — let's learn here.
https://ocw.mit.edu/courses/6-7960-deep-learning-fall-2024/resources/lecture-videos/
tags: #python #deeplearning
Please open Telegram to view this post
VIEW IN TELEGRAM
❤2
Forwarded from Machine Learning with Python
This media is not supported in your browser
VIEW IN TELEGRAM
We're sharing a cool resource for learning about neural networks, offering clear, step-by-step instruction with dynamic visualizations and easy-to-understand explanations.
In addition, you'll find many other useful materials on machine learning on the site.
Find and use it — https://mlu-explain.github.io/neural-networks/
tags: #AI #ML #PYTHON
Please open Telegram to view this post
VIEW IN TELEGRAM
❤1
Forwarded from Machine Learning with Python
🎁 23 Years of SPOTO – Claim Your Free IT Certs Prep Kit!
🔥Whether you're preparing for #Python, #AI, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #Excel, #comptia, #ITIL, #cloud or any other in-demand certification – SPOTO has got you covered!
✅ Free Resources :
・Free Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS courses: https://bit.ly/4lk4m3c
・IT Certs E-book: https://bit.ly/4bdZOqt
・IT Exams Skill Test: https://bit.ly/4sDvi0b
・Free AI material and support tools: https://bit.ly/46TpsQ8
・Free Cloud Study Guide: https://bit.ly/4lk3dIS
🎁 Join SPOTO 23rd anniversary Lucky Draw:
📱 iPhone 17
🛒free order
🛒 Amazon Gift Card $50/$100
📘 AI/CCNA/PMP Course Training + Study Material + eBook
Enter the Draw 👉: https://bit.ly/3NwkceD
👉 Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/Cnc5M5353oSBo3savBl397
💬 Want exam help? Chat with an admin now!
wa.link/rozuuw
⏰Last Chance – Get It Before It’s Gone!
🔥Whether you're preparing for #Python, #AI, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #Excel, #comptia, #ITIL, #cloud or any other in-demand certification – SPOTO has got you covered!
✅ Free Resources :
・Free Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS courses: https://bit.ly/4lk4m3c
・IT Certs E-book: https://bit.ly/4bdZOqt
・IT Exams Skill Test: https://bit.ly/4sDvi0b
・Free AI material and support tools: https://bit.ly/46TpsQ8
・Free Cloud Study Guide: https://bit.ly/4lk3dIS
🎁 Join SPOTO 23rd anniversary Lucky Draw:
📱 iPhone 17
🛒free order
🛒 Amazon Gift Card $50/$100
📘 AI/CCNA/PMP Course Training + Study Material + eBook
Enter the Draw 👉: https://bit.ly/3NwkceD
👉 Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/Cnc5M5353oSBo3savBl397
💬 Want exam help? Chat with an admin now!
wa.link/rozuuw
⏰Last Chance – Get It Before It’s Gone!
Forwarded from Machine Learning with Python
🎁 23 Years of SPOTO – Claim Your Free IT Certs Prep Kit!
🔥Whether you're preparing for #Python, #AI, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #Excel, #comptia, #ITIL, #cloud or any other in-demand certification – SPOTO has got you covered!
✅ Free Resources :
・Free Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS courses: https://bit.ly/4lk4m3c
・IT Certs E-book: https://bit.ly/4bdZOqt
・IT Exams Skill Test: https://bit.ly/4sDvi0b
・Free AI material and support tools: https://bit.ly/46TpsQ8
・Free Cloud Study Guide: https://bit.ly/4lk3dIS
👉 Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/Cnc5M5353oSBo3savBl397
💬 Want exam help? Chat with an admin now!
wa.link/rozuuw
🔥Whether you're preparing for #Python, #AI, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #Excel, #comptia, #ITIL, #cloud or any other in-demand certification – SPOTO has got you covered!
✅ Free Resources :
・Free Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS courses: https://bit.ly/4lk4m3c
・IT Certs E-book: https://bit.ly/4bdZOqt
・IT Exams Skill Test: https://bit.ly/4sDvi0b
・Free AI material and support tools: https://bit.ly/46TpsQ8
・Free Cloud Study Guide: https://bit.ly/4lk3dIS
👉 Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/Cnc5M5353oSBo3savBl397
💬 Want exam help? Chat with an admin now!
wa.link/rozuuw