Data Science

🐍 Remembering Python Built In Functions Secrets You Need to Master!

Hey there! Ready to dive into Remembering Python Built In Functions? This friendly guide will walk you through everything step-by-step with easy-to-follow examples. Perfect for beginners and pros alike!

SuperML Team
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πŸ’‘ Pro tip: This is one of those techniques that will make you look like a data science wizard! Using dir() to Explore Class Methods - Made Simple!

The dir() function in Python is a powerful tool for discovering available methods and attributes of an object or class. It’s particularly useful when you can’t recall a specific method name but remember the class it belongs to.

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πŸŽ‰ You’re doing great! This concept might seem tricky at first, but you’ve got this! Source Code for Using dir() to Explore Class Methods - Made Simple!

Here’s where it gets exciting! Here’s how we can tackle this:

# Example: Using dir() with a string object
my_string = "Hello, World!"
string_methods = dir(my_string)

print("Some string methods:")
for method in string_methods[:5]:  # Print first 5 methods
    print(method)

# Example: Using dir() with the str class itself
str_class_methods = dir(str)

print("\nSome str class methods:")
for method in str_class_methods[:5]:  # Print first 5 methods
    print(method)

πŸš€

✨ Cool fact: Many professional data scientists use this exact approach in their daily work! Results for: Using dir() to Explore Class Methods - Made Simple!

Some string methods:
__add__
__class__
__contains__
__delattr__
__dir__

Some str class methods:
__add__
__class__
__contains__
__delattr__
__dir__

πŸš€

πŸ”₯ Level up: Once you master this, you’ll be solving problems like a pro! Using doc for Method Documentation - Made Simple!

The doc attribute provides access to the docstring of a method or function. This is invaluable when you need to quickly understand how a method works or what parameters it accepts.

πŸš€ Source Code for Using doc for Method Documentation - Made Simple!

Ready for some cool stuff? Here’s how we can tackle this:

# Example: Accessing docstring of the str.format_map() method
print(str.format_map.__doc__)

# Example: Accessing docstring of a custom function
def custom_function(x, y):
    """This function adds two numbers and returns the result."""
    return x + y

print(custom_function.__doc__)

πŸš€ Results for: Using doc for Method Documentation - Made Simple!

S.format_map(mapping) -> str

Return a formatted version of S, using substitutions from mapping.
The substitutions are identified by braces ('{' and '}').

This function adds two numbers and returns the result.

πŸš€ Real-Life Example: Exploring List Methods - Made Simple!

Let’s explore the methods available for Python lists, which are commonly used in coding contests for managing collections of data.

πŸš€ Source Code for Real-Life Example: Exploring List Methods - Made Simple!

Ready for some cool stuff? Here’s how we can tackle this:

# Create a sample list
my_list = [1, 2, 3, 4, 5]

# Get all methods of the list
list_methods = dir(my_list)

# Print methods that don't start with '__'
print("List methods:")
for method in list_methods:
    if not method.startswith('__'):
        print(method)

# Get documentation for the 'append' method
print("\nDocumentation for append method:")
print(my_list.append.__doc__)

πŸš€ Results for: Real-Life Example: Exploring List Methods - Made Simple!

List methods:
append
clear
copy
count
extend
index
insert
pop
remove
reverse
sort

Documentation for append method:
Append object to the end of the list.

πŸš€ Real-Life Example: String Manipulation - Made Simple!

String manipulation is crucial in many coding challenges. Let’s explore some string methods using dir() and doc.

πŸš€ Source Code for Real-Life Example: String Manipulation - Made Simple!

Ready for some cool stuff? Here’s how we can tackle this:

# Create a sample string
text = "Python is awesome!"

# Get all methods of the string
string_methods = dir(text)

# Print methods that don't start with '__'
print("String methods:")
for method in string_methods:
    if not method.startswith('__'):
        print(method)

# Get documentation for the 'split' method
print("\nDocumentation for split method:")
print(text.split.__doc__)

# Demonstrate usage of split method
words = text.split()
print("\nSplit result:", words)

πŸš€ Results for: Real-Life Example: String Manipulation - Made Simple!

String methods:
capitalize
casefold
center
count
encode
endswith
expandtabs
find
format
format_map
index
isalnum
isalpha
isascii
isdecimal
isdigit
isidentifier
islower
isnumeric
isprintable
isspace
istitle
isupper
join
ljust
lower
lstrip
maketrans
partition
removeprefix
removesuffix
replace
rfind
rindex
rjust
rpartition
rsplit
rstrip
split
splitlines
startswith
strip
swapcase
title
translate
upper
zfill

Documentation for split method:
Return a list of the substrings in the string, using sep as the separator string.

  sep
    The separator used to split the string.
    When set to None (the default value), will split on any whitespace
    character (including \\n \\r \\t \\f and spaces) and will discard
    empty strings from the result.
  maxsplit
    Maximum number of splits (starting from the left).
    -1 (the default value) means no limit.

Note, str.split() is mainly useful for data that has been intentionally
delimited.  With natural text that includes punctuation, consider using
the regular expression module.

Split result: ['Python', 'is', 'awesome!']

πŸš€ Combining dir() and doc for Efficient Coding - Made Simple!

By combining dir() and doc, you can quickly explore and understand available methods, enhancing your coding efficiency during contests or everyday programming tasks.

πŸš€ Source Code for Combining dir() and doc for Efficient Coding - Made Simple!

Here’s where it gets exciting! Here’s how we can tackle this:

def explore_methods(obj, prefix=''):
    """Explore methods of an object that start with a given prefix."""
    methods = [method for method in dir(obj) if method.startswith(prefix)]
    
    for method in methods:
        print(f"Method: {method}")
        print(f"Documentation: {getattr(obj, method).__doc__}\n")

# Example usage with string methods starting with 'is'
explore_methods("", 'is')

πŸš€ Results for: Combining dir() and doc for Efficient Coding - Made Simple!

Method: isalnum
Documentation: Return True if the string is an alpha-numeric string, False otherwise.

A string is alpha-numeric if all characters in the string are alpha-numeric and
there is at least one character in the string.

Method: isalpha
Documentation: Return True if the string is an alphabetic string, False otherwise.

A string is alphabetic if all characters in the string are alphabetic and there
is at least one character in the string.

Method: isascii
Documentation: Return True if all characters in the string are ASCII, False otherwise.

ASCII characters have code points in the range U+0000-U+007F.
Empty string is ASCII too.

Method: isdecimal
Documentation: Return True if the string is a decimal string, False otherwise.

A string is a decimal string if all characters in the string are decimal and
there is at least one character in the string.

Method: isdigit
Documentation: Return True if the string is a digit string, False otherwise.

A string is a digit string if all characters in the string are digits and there
is at least one character in the string.

Method: isidentifier
Documentation: Return True if the string is a valid Python identifier, False otherwise.

Call keyword.iskeyword(s) to test whether string s is a reserved identifier,
such as "def" or "class".

Method: islower
Documentation: Return True if the string is a lowercase string, False otherwise.

A string is lowercase if all cased characters in the string are lowercase and
there is at least one cased character in the string.

Method: isnumeric
Documentation: Return True if the string is a numeric string, False otherwise.

A string is numeric if all characters in the string are numeric and there is at
least one character in the string.

Method: isprintable
Documentation: Return True if the string is printable, False otherwise.

A string is printable if all of its characters are considered printable in
repr() or if it is empty.

Method: isspace
Documentation: Return True if the string is a whitespace string, False otherwise.

A string is whitespace if all characters in the string are whitespace and there
is at least one character in the string.

Method: istitle
Documentation: Return True if the string is a title-cased string, False otherwise.

In a title-cased string, upper- and title-case characters may only
follow uncased characters and lowercase characters only cased ones.

Method: isupper
Documentation: Return True if the string is an uppercase string, False otherwise.

A string is uppercase if all cased characters in the string are uppercase and
there is at least one cased character in the string.

πŸš€ Additional Resources - Made Simple!

For more information on Python’s built-in functions and object-oriented programming concepts:

  1. Python Official Documentation: https://docs.python.org/3/
  2. β€œObject-Oriented Programming in Python” by Goldwasser et al. (2013): arXiv:1303.6207 [cs.PL]

🎊 Awesome Work!

You’ve just learned some really powerful techniques! Don’t worry if everything doesn’t click immediately - that’s totally normal. The best way to master these concepts is to practice with your own data.

What’s next? Try implementing these examples with your own datasets. Start small, experiment, and most importantly, have fun with it! Remember, every data science expert started exactly where you are right now.

Keep coding, keep learning, and keep being awesome! πŸš€

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