collections.ChainMap β a built-in Python class that combines multiple dictionaries or other mappings into a single, updatable view. π§
Instead of merging dictionaries and creating new data structures in memory, it links them by reference, allowing you to search and manage them as a single entity. π
#Python #Coding #DataStructures #Programming #Tech #DevTools
β¨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk
βοΈ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
Instead of merging dictionaries and creating new data structures in memory, it links them by reference, allowing you to search and manage them as a single entity. π
# Example usage of collections.ChainMap
from collections import ChainMap
dict1 = {'a': 1, 'b': 2}
dict2 = {'b': 3, 'c': 4}
combined = ChainMap(dict1, dict2)
print(combined['b']) # Output: 2
#Python #Coding #DataStructures #Programming #Tech #DevTools
β¨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk
βοΈ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
β€3
Function
is designed for pretty-printed, formatted output in Python. π
It automatically formats complex data structures, such as nested lists, dictionaries, and tuples, by adding indentation and line breaks for improved readability. β¨
Features:
β’ Supports customization of the output width for convenient formatting.
β’ Includes depth and compact parameters to control the level of nesting and display compactness.
β’ Available through the standard pprint module in the Python library. π»
#Python #Programming #Code #Developer #Tech #Scripting
β¨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk
βοΈ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
pprint()
pprint()
is designed for pretty-printed, formatted output in Python. π
It automatically formats complex data structures, such as nested lists, dictionaries, and tuples, by adding indentation and line breaks for improved readability. β¨
Features:
β’ Supports customization of the output width for convenient formatting.
β’ Includes depth and compact parameters to control the level of nesting and display compactness.
β’ Available through the standard pprint module in the Python library. π»
#Python #Programming #Code #Developer #Tech #Scripting
β¨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk
βοΈ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
β€7π1
httptap
This is a command-line tool that breaks down an HTTP request into individual stages: DNS resolution, TCP connection, TLS handshake, and data transfer.
It generates a detailed waterfall timeline, which allows you to quickly identify which stage of the request is causing the delay.
π Language: #Python 99%
βοΈ Stars: 526
More: https://github.com/ozeranskii/httptap
This is a command-line tool that breaks down an HTTP request into individual stages: DNS resolution, TCP connection, TLS handshake, and data transfer.
It generates a detailed waterfall timeline, which allows you to quickly identify which stage of the request is causing the delay.
π Language: #Python 99%
βοΈ Stars: 526
More: https://github.com/ozeranskii/httptap
β€2
π₯ Land Your Dream Job β Free Interview Prep Resources Inside!
πStruggling with tough interview questions? Nervous about technical grilling? You're not alone.
We've just released a bunch of 100% free interview prep kits for 2026 β covering common Q&As, behavioral questions, technical deep-dives, and role-specific tips for #Cisco, #AWS, #PMP, #AI, #Python, #Excel, and #Cybersecurity.
π₯No signup traps, no hidden fees β just click and download.
π― Interview Question Bank β https://bit.ly/4xzKG0o
π Free Cert EβBook β https://bit.ly/4zffDZp
πͺ Free Online Course β https://bit.ly/3TPLkbl
βοΈ Free AI Materials β https://bit.ly/4q7T7gR
π Cloud Study Guide β https://bit.ly/4wbsjgV
Tag a friend who's also job-hunting β Ace together! πͺ
π Join the community: https://chat.whatsapp.com/FQOG04r9xSiIa2ElhaNUJU
πJoin SPOTO telegram Group: https://t.me/spotoITstudygroup
π² Need personalized help? β https://wa.link/1zrbdh
πStruggling with tough interview questions? Nervous about technical grilling? You're not alone.
We've just released a bunch of 100% free interview prep kits for 2026 β covering common Q&As, behavioral questions, technical deep-dives, and role-specific tips for #Cisco, #AWS, #PMP, #AI, #Python, #Excel, and #Cybersecurity.
π₯No signup traps, no hidden fees β just click and download.
π― Interview Question Bank β https://bit.ly/4xzKG0o
π Free Cert EβBook β https://bit.ly/4zffDZp
πͺ Free Online Course β https://bit.ly/3TPLkbl
βοΈ Free AI Materials β https://bit.ly/4q7T7gR
π Cloud Study Guide β https://bit.ly/4wbsjgV
Tag a friend who's also job-hunting β Ace together! πͺ
π Join the community: https://chat.whatsapp.com/FQOG04r9xSiIa2ElhaNUJU
πJoin SPOTO telegram Group: https://t.me/spotoITstudygroup
π² Need personalized help? β https://wa.link/1zrbdh
β€1
Forwarded from Udemy Free Coupons
π Still Available!
Python Complete Course And Flask Framework, HTML Essentials
Python Complete Course For Python Beginners.Learn Python and Flask Framework and HTML From Beginner To Advanced Levelβ¦
π Language: English (US)
π₯ Students: 59,595 students
βοΈ Rating: 4.5/5.0 (897 reviews)
πββοΈ Enrollments Left: 42
β³ Expires In: 0D:30H:30M
π° Price:$25.31 βΉ FREE
π Coupon:
β‘ Opens instantly β your free link unlocks on its own in seconds, no ad required.
π By: https://t.me/Udemy26
#Python #DataScience #Automation #FreeCourse #Udemy #OnlineLearning
Python Complete Course And Flask Framework, HTML Essentials
Python Complete Course For Python Beginners.Learn Python and Flask Framework and HTML From Beginner To Advanced Levelβ¦
π Language: English (US)
π₯ Students: 59,595 students
βοΈ Rating: 4.5/5.0 (897 reviews)
πββοΈ Enrollments Left: 42
β³ Expires In: 0D:30H:30M
π° Price:
π Coupon:
3E55EA920FA0654463D2β‘ Opens instantly β your free link unlocks on its own in seconds, no ad required.
π By: https://t.me/Udemy26
#Python #DataScience #Automation #FreeCourse #Udemy #OnlineLearning
Python Tip π
In Python, you can unpack both a string and a list using the same code. β¨
#Python #Coding #Programming #Tips #Tech #Developer
β¨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk
βοΈ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
In Python, you can unpack both a string and a list using the same code. β¨
# Example usage
text = "abc"
lst = [1, 2, 3]
# Unpacking works similarly for both
a, b, c = text
x, y, z = lst
#Python #Coding #Programming #Tips #Tech #Developer
β¨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk
βοΈ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
β€5
Forwarded from Udemy Free Coupons
π New Free Course Alert!
400 Python Vaex Interview Questions with Answers 2026
Python Vaex Interview Questions Practice Test | Freshers to Experienced | Detailed Explanations for Each Questionβ¦
π Category: N/A
π£ Language: English
π¨βπ Enrolled: 200 students
β Rating: 0/5.0
π΅ Price:$34.99 β FREE (100% OFF)
π Coupon:
β‘ Your free link unlocks automatically in a few seconds β no ad required.
π By: https://t.me/Udemy26
#Python #DataScience #Automation #FreeCourse #Udemy #OnlineLearning
400 Python Vaex Interview Questions with Answers 2026
Python Vaex Interview Questions Practice Test | Freshers to Experienced | Detailed Explanations for Each Questionβ¦
π Category: N/A
π£ Language: English
π¨βπ Enrolled: 200 students
β Rating: 0/5.0
π΅ Price:
π Coupon:
FD274EC04242F4560D04β‘ Your free link unlocks automatically in a few seconds β no ad required.
π By: https://t.me/Udemy26
#Python #DataScience #Automation #FreeCourse #Udemy #OnlineLearning
β€2
Forwarded from Udemy Free Coupons
π New Free Course Alert!
Data Structures & Algorithms (Python): Practice Exams
Ace technical coding interviews with 200 questions on Big O, Graphs, Hash Maps, and Dynamic Programming.β¦
π Category: Development / Software Engineering
π― Level: Intermediate Level
π£ Language: English
π¨βπ Enrolled: 317 students
β Rating: 0/5.0
π΅ Price:$49.99 β FREE (100% OFF)
π Coupon:
β‘ Your free link unlocks automatically in a few seconds β no ad required.
π By: https://t.me/Udemy26
#Programming #Coding #Development #Tech #Python #DataScience
Data Structures & Algorithms (Python): Practice Exams
Ace technical coding interviews with 200 questions on Big O, Graphs, Hash Maps, and Dynamic Programming.β¦
π Category: Development / Software Engineering
π― Level: Intermediate Level
π£ Language: English
π¨βπ Enrolled: 317 students
β Rating: 0/5.0
π΅ Price:
π Coupon:
BC7C61AF20F4AE188D90β‘ Your free link unlocks automatically in a few seconds β no ad required.
π By: https://t.me/Udemy26
#Programming #Coding #Development #Tech #Python #DataScience
β€2
Why identical arguments can create different entries in `lru_cache`? π€
The
Although both calls pass the same value, for the cache, these are different keys, so the function will be executed twice.
The order of named arguments can also affect how an entry is created in the cache.
Therefore, it is best to call cached functions in a consistent style: either by position or by name, in the same order.
π₯ A consistent call format prevents unnecessary cache misses and redundant execution of expensive operations.
#Python #lru_cache #Caching #Performance #ProgrammingTips #CodeBestPractices
β¨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk
βοΈ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
The
lru_cache creates a key not only from the values of the arguments, but also from the way they are passed.load(True)
load(debug=True)
Although both calls pass the same value, for the cache, these are different keys, so the function will be executed twice.
print(load.cache_info())
# CacheInfo(hits=0, misses=2, ...)
The order of named arguments can also affect how an entry is created in the cache.
func(a=1, b=2)
func(b=2, a=1)
Therefore, it is best to call cached functions in a consistent style: either by position or by name, in the same order.
load(debug=True)
load(debug=True)
π₯ A consistent call format prevents unnecessary cache misses and redundant execution of expensive operations.
#Python #lru_cache #Caching #Performance #ProgrammingTips #CodeBestPractices
β¨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk
βοΈ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
Telegram
AI PYTHON π
Youβve been invited to add the folder βAI PYTHON πβ, which includes 15 chats.
β€3
Creating Nested Dictionary Values using `setdefault()` π₯
When grouping data, it's often necessary to check if a key exists, create a container for it, and then add a value.
For example, distributing users by role. Without special methods, this usually involves a separate key check.
The
The result is the same structure without a separate key existence check:
It's important to note that the expression of the second argument is evaluated every time
In this code,
π₯
#Python #Coding #Dicts #Programming #CodeTips #DevLife
β¨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk
βοΈ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
When grouping data, it's often necessary to check if a key exists, create a container for it, and then add a value.
For example, distributing users by role. Without special methods, this usually involves a separate key check.
users = [
("admin", "alex"),
("user", "max"),
("admin", "kate"),
]
groups = {}
for role, name in users:
if role not in groups:
groups[role] = []
groups[role].append(name)
The
setdefault() method allows you to perform this operation directly when accessing the dictionary. If the key exists, it returns its current value. If the key is missing, the provided value is written to the dictionary and then returned:groups = {}
for role, name in users:
groups.setdefault(
role,
[],
).append(name)The result is the same structure without a separate key existence check:
print(groups)
# {
# 'admin': ['alex', 'kate'],
# 'user': ['max']
# }
It's important to note that the expression of the second argument is evaluated every time
setdefault() is called, even if the key already exists. Therefore, you should avoid creating expensive objects or performing functions with side effects there:value = cache.setdefault(
key,
build_value(),
)
In this code,
build_value() will be called before the method itself is executed. If the value creation should only happen when the key is missing, it's better to use an explicit check or a suitable data structure, such as defaultdict.setdefault() is well-suited for compactly initializing simple mutable containers when grouping and aggregating data. However, it's important to remember that the provided value is evaluated regardless of whether the key exists.#Python #Coding #Dicts #Programming #CodeTips #DevLife
β¨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk
βοΈ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
Please open Telegram to view this post
VIEW IN TELEGRAM
Telegram
AI PYTHON π
Youβve been invited to add the folder βAI PYTHON πβ, which includes 15 chats.
β€2
π 2026 Job-Seeker Toolkit β Free Interview & IT Cert Resources
π₯The 2026 hiring market is shifting fast. We've put together a 100% free resource bundle covering #Cisco, #AWS, #PMP, #AI, #Python, #Excel, and #Cybersecurity β including:
β Q&A banks & mock exams
β Behavioral interview guides
β Technical deep-dives for coding & infrastructure roles
β Real-world project scenarios
Perfect for Software Developer Jobs, IT Internships, and Python Projects practice.
π― Interview Question Bank β https://bit.ly/4A6m0hM
πͺ Online Free Course For Python & Excelβhttps://bit.ly/46bUzWm
π Free Cert EβBook β https://bit.ly/4xXkAVx
βοΈ Free AI Materials β https://bit.ly/4xMBLJd
π Cloud Study Guide β https://bit.ly/4cAQ8rN
π§ Free Mock Exam β https://bit.ly/4xcp3Cx
Tag a friend who's job-hunting or grinding Python projects β let's ace it together! πͺ
π§ Join Study Community:
https://chat.whatsapp.com/DcpVeYSV6xNJzdBQU9eRyU
βοΈ 1-on-1 support: https://wa.link/gyvbek
π₯The 2026 hiring market is shifting fast. We've put together a 100% free resource bundle covering #Cisco, #AWS, #PMP, #AI, #Python, #Excel, and #Cybersecurity β including:
β Q&A banks & mock exams
β Behavioral interview guides
β Technical deep-dives for coding & infrastructure roles
β Real-world project scenarios
Perfect for Software Developer Jobs, IT Internships, and Python Projects practice.
π― Interview Question Bank β https://bit.ly/4A6m0hM
πͺ Online Free Course For Python & Excelβhttps://bit.ly/46bUzWm
π Free Cert EβBook β https://bit.ly/4xXkAVx
βοΈ Free AI Materials β https://bit.ly/4xMBLJd
π Cloud Study Guide β https://bit.ly/4cAQ8rN
π§ Free Mock Exam β https://bit.ly/4xcp3Cx
Tag a friend who's job-hunting or grinding Python projects β let's ace it together! πͺ
π§ Join Study Community:
https://chat.whatsapp.com/DcpVeYSV6xNJzdBQU9eRyU
βοΈ 1-on-1 support: https://wa.link/gyvbek
β€4