How is Multithreading achieved in Python?

👉Python has a multi-threading package ,but commonly not considered as good practice to use it as it will result in increased code execution time.

👉Python has a constructor called the Global Interpreter Lock (GIL). The GIL ensures that only one of your ‘threads’ can execute at one time.The process makes sure that a thread acquires the GIL, does a little work, then passes the GIL onto the next thread.

👉This happens at a very Quick instance of time and that’s why to the human eye it seems like your threads are executing parallely, but in reality they are executing one by one by just taking turns using the same CPU core.

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Inverts a dictionary with non-unique hashable values.

👉Create a collections.defaultdict with list as the default value for each key.

👉Use dictionary.items() in combination with a loop to map the values of the dictionary to keys using dict.append().

👉Use dict() to convert the collections.defaultdict to a regular dictionary.

CODE:

from collections import defaultdict

def collect_dictionary(obj):
inv_obj = defaultdict(list)
for key, value in obj.items():
inv_obj[value].append(key)
return dict(inv_obj)

Example:

ages = {
'Peter': 10,
'Isabel': 10,
'Anna': 9,
}
collect_dictionary(ages)

Output: { 10: ['Peter', 'Isabel'], 9: ['Anna'] }

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Walrus operator:

The Walrus or := operator is one of the latest additions to python 3.8.
It is an assignment operator that lets you assign value to a variable within an expression like conditional statements, loops, etc.


Example

If we want to check and print the length of a list:

Mylist = [1,2,3]
if(l := len(mylist) > 2)
print(l)

Output

3

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What Is FastAPI?

FastAPI is a modern, high-performance web framework for building APIs with Python based on standard type hints.


It has the following key features:

👉Fast to run: It offers very high performance, on par with NodeJS and Go, thanks to Starlette and pydantic.

👉Fast to code: It allows for significant increases in development speed.

👉Reduced number of bugs: It reduces the possibility for human-induced errors.

👉Intuitive: It offers great editor support, with completion everywhere and less time debugging.

👉Straightforward: It’s designed to be uncomplicated to use and learn, so you can spend less time reading documentation.

👉Short: It minimizes code duplication.

👉Robust: It provides production-ready code with automatic interactive documentation.

👉Standards-based: It’s based on the open standards for APIs, OpenAPI and JSON Schema.

You can use this instead of Django and Flask

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Difference between list and tuple in python

🔸List is mutable ( you can modify the original list) and it's values are written in sqare brackets [ ]

🔸Tuple is immutable ( you can't modify it) and it's values are written in parentheses ( ) delimited by comma( , )

🔸To convert list to tuple - we use tuple() function
list1 = [1,2,3]
print(tuple(list1)) Output : (1,2,3)

🔸 For single element list
list1 = [1]
print(tuple(list1)) Output : (1, )

▪️a tuple is a tuple because of comma not because of parentheses


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To shuffle pandas DataFrame df (in a reproducible way):

df = df.sample(frac=1, random_state=123).reset_index(drop=True)

Alternatively, you can use sklearn.utils.shuffle().

#pandas

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Do you know abou .strip()

From the above example you can see that it removed all the characters mentioned in .strip('comw.') and returns the remaining string


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Useful Pandas🐼 method you should definitely know

✅ head()
✅ info()
✅ fillna()
✅ melt()
✅ pivot()
✅ query()
✅ merge()
✅ assign()
✅ groupby()
✅ describe()
✅ sample()
✅ replace()
✅ rename()


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💡 Python Tip: Do you know Ellipsis(...) can be used as a placeholder in Python, just like a 𝘱𝘢𝘴𝘴 statement?

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Summarize any website content in just a few lines of Python code.

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💡 Python Life Hack: Do you know you can copy the files from a computer to a mobile phone 📱 without any cable using Python 🐍 ?

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