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Kill a process by it's PID

import os
import signal

os.kill(pid, signal.SIGTERM) #or signal.SIGKILL 

Convert the parameter of an API get request to a valid field

For example if the argument has /:

from urllib.parse import quote 


Will return value%2Fwith%2Fslashes

Get the type hints of an object

from typing import get_type_hints

    name: Annotated[str, 'some marker']

get_type_hints(Student) == {'name': str}
get_type_hints(Student, include_extras=False) == {'name': str}
get_type_hints(Student, include_extras=True) == {
    'name': Annotated[str, 'some marker']

# [Type hints of a python module](
from types import ModuleType
import os

assert isinstance(os, ModuleType)

Get all the classes of a python module

def _load_classes_from_directory(self, directory):
    classes = []
    for file_name in os.listdir(directory):
        if file_name.endswith(".py") and file_name != "":
            module_name = os.path.splitext(file_name)[0]
            module_path = os.path.join(directory, file_name)

            # Import the module dynamically
            spec = spec_from_file_location(module_name, module_path)
            if spec is None or spec.loader is None:
                raise ValueError(
                    f"Error loading the spec of {module_name} from {module_path}"
            module = module_from_spec(spec)

            # Retrieve all classes from the module
            module_classes = inspect.getmembers(module, inspect.isclass)

Import files from other directories

Add the directory where you have your function to sys.path

import sys

sys.path.append("**Put here the directory where you have the file with your function**")

from file import function

Investigate a class attributes

Expire the cache of the lru_cache

The lru_cache decorator caches forever, a way to prevent it is by adding one more parameter to your expensive function: ttl_hash=None. This new parameter is so-called "time sensitive hash", its the only purpose is to affect lru_cache. For example:

from functools import lru_cache
import time

def my_expensive_function(a, b, ttl_hash=None):
    del ttl_hash  # to emphasize we don't use it and to shut pylint up
    return a + b  # horrible CPU load...

def get_ttl_hash(seconds=3600):
    """Return the same value withing `seconds` time period"""
    return round(time.time() / seconds)

# somewhere in your code...
res = my_expensive_function(2, 2, ttl_hash=get_ttl_hash())
# cache will be updated once in an hour

Fix variable is unbound pyright error

You may receive these warnings if you set variables inside if or try/except blocks such as the next one:

  def x():
    y = True
    if y:
        a = 1
    print(a)  # "a" is possibly unbound

The easy fix is to set a = None outside those blocks

  def x():
    a = None
    y = True
    if y:
        a = 1
    print(a)  # "a" is possibly unbound

Get unique items between two lists

If you want all items from the second list that do not appear in the first list you can write:

x = [1,2,3,4]
f = [1,11,22,33,44,3,4]

result = set(f) - set(x)

Pad number with zeros

number = 1

Get the modified time of a file with Pathlib

file_ = Path('/to/some/file')

You can also access:

  • Created time: with st_ctime
  • Accessed time: with st_atime

They are timestamps, so if you want to compare it with a datetime object use the timestamp method:

assert - file_.stat().st_mtime < 60

Show the date in the logging module traces

To display the date and time of an event, you would place %(asctime)s in your format string:

import logging
logging.basicConfig(format='%(asctime)s %(message)s')
logging.warning('is when this event was logged.')

Remove html url characters

To transform an URL string into normal string, for example replacing %20 with space use:

>>> from urllib.parse import unquote
>>> print(unquote("%CE%B1%CE%BB%20"))

Read file with Pathlib

file_ = Path('/to/some/file')

Get changed time of a file

import os


Sort the returned paths of glob

glob order is arbitrary, but you can sort them yourself.

If you want sorted by name:


sorted by modification time:

import os
sorted(glob.glob('*.png'), key=os.path.getmtime)

sorted by size:

import os
sorted(glob.glob('*.png'), key=os.path.getsize)

Copy files from a python package

pkgdir = sys.modules['<mypkg>'].__path__[0]
fullpath = os.path.join(pkgdir, <myfile>)
shutil.copy(fullpath, os.getcwd())

Substract two paths

It can also framed to how to get the relative path between two absolute paths:

>>> from pathlib import Path
>>> p = Path('/home/lyz/')
>>> h = Path('/home/')
>>> p.relative_to(h)

Move a file

Use one of the following

import os
import shutil

os.rename("path/to/current/", "path/to/new/destination/for/")
os.replace("path/to/current/", "path/to/new/destination/for/")
shutil.move("path/to/current/", "path/to/new/destination/for/")

Using the logging module

Logging an exception can be done with the module-level function logging.exception() like so:

import logging

    1 / 0
except BaseException:
    logging.exception("An exception was thrown!")
ERROR:root:An exception was thrown!
Traceback (most recent call last):
File ".../Desktop/", line 4, in <module>
ZeroDivisionError: division by zero


  • The function logging.exception() should only be called from an exception handler.

  • The logging module should not be used inside a logging handler to avoid a RecursionError.

It's also possible to log the exception with another log level but still show the exception details by using the keyword argument exc_info=True, like so:

logging.critical("An exception was thrown!", exc_info=True)
logging.error("An exception was thrown!", exc_info=True)
logging.warning("An exception was thrown!", exc_info=True)"An exception was thrown!", exc_info=True)
logging.debug("An exception was thrown!", exc_info=True)

# or the general form
logging.log(level, "An exception was thrown!", exc_info=True)

With the traceback module

The traceback module provides methods for formatting and printing exceptions and their tracebacks, e.g. this would print exception like the default handler does:

import traceback

    1 / 0
except Exception:
Traceback (most recent call last):
  File "C:\scripts\", line 4, in <module>
ZeroDivisionError: division by zero

Get common elements of two lists

>>> a = ['a', 'b']
>>> b = ['c', 'd', 'b']
>>> set(a) & set(b)

Get the difference of two lists

If we want to substract the elements of one list from the other you can use:

for x in b:
  if x in a:

Recursively find files

Using pathlib.Path.rglob

from pathlib import Path

for path in Path("src").rglob("*.c"):

If you don't want to use pathlib, use can use glob.glob('**/*.c'), but don't forget to pass in the recursive keyword parameter and it will use inordinate amount of time on large directories.


For older Python versions, use os.walk to recursively walk a directory and fnmatch.filter to match against a simple expression:

import fnmatch
import os

matches = []
for root, dirnames, filenames in os.walk("src"):
    for filename in fnmatch.filter(filenames, "*.c"):
        matches.append(os.path.join(root, filename))

Pad a string with spaces

>>> name = 'John'
>>> name.ljust(15)
'John           '

Get hostname of the machine

Any of the next three options:

import os


import platform


import socket


Pathlib make parent directories if they don't exist

pathlib.Path("/tmp/sub1/sub2").mkdir(parents=True, exist_ok=True)

From the docs:

  • If parents is true, any missing parents of this path are created as needed; they are created with the default permissions without taking mode into account (mimicking the POSIX mkdir -p command).

  • If parents is false (the default), a missing parent raises FileNotFoundError.

  • If exist_ok is false (the default), FileExistsError is raised if the target directory already exists.

  • If exist_ok is true, FileExistsError exceptions will be ignored (same behavior as the POSIX mkdir -p command), but only if the last path component is not an existing non-directory file.

Pathlib touch a file

Create a file at this given path.


If the file already exists, the function succeeds if exist_ok is true (and its modification time is updated to the current time), otherwise FileExistsError is raised.

If the parent directory doesn't exist you need to create it first.

global_conf_path = xdg_home / "autoimport" / "config.toml"

Pad integer with zeros

>>> length = 1
>>> print(f'length = {length:03}')
length = 001
now =
today.strftime("We are the %d, %b %Y")

Where the datetime format is a string built from these directives.

pip install pyfiglet
from pyfiglet import figlet_format

print(figlet_format("09 : 30"))

If you want to change the default width of 80 caracteres use:

from pyfiglet import Figlet

f = Figlet(font="standard", width=100)
Code Meaning Example
%a Weekday as locale’s abbreviated name. Mon
%A Weekday as locale’s full name. Monday
%w Weekday as a decimal number, where 0 is Sunday and 6 is Saturday. 1
%d Day of the month as a zero-padded decimal number. 30
%-d Day of the month as a decimal number. (Platform specific) 30
%b Month as locale’s abbreviated name. Sep
%B Month as locale’s full name. September
%m Month as a zero-padded decimal number. 09
%-m Month as a decimal number. (Platform specific) 9
%y Year without century as a zero-padded decimal number. 13
%Y Year with century as a decimal number. 2013
%H Hour (24-hour clock) as a zero-padded decimal number. 07
%-H Hour (24-hour clock) as a decimal number. (Platform specific) 7
%I Hour (12-hour clock) as a zero-padded decimal number. 07
%-I Hour (12-hour clock) as a decimal number. (Platform specific) 7
%p Locale’s equivalent of either AM or PM. AM
%M Minute as a zero-padded decimal number. 06
%-M Minute as a decimal number. (Platform specific) 6
%S Second as a zero-padded decimal number. 05
%-S Second as a decimal number. (Platform specific) 5
%f Microsecond as a decimal number, zero-padded on the left. 000000
%z UTC offset in the form +HHMM or -HHMM (empty string if the the object is naive).
%Z Time zone name (empty string if the object is naive).
%j Day of the year as a zero-padded decimal number. 273
%-j Day of the year as a decimal number. (Platform specific) 273
%U Week number of the year (Sunday as the first day of the week) as a zero padded decimal number. All days in a new year preceding the first Sunday are considered to be in week 0. 39
%W Week number of the year (Monday as the first day of the week) as a decimal number. All days in a new year preceding the first Monday are considered to be in week 0.
%c Locale’s appropriate date and time representation. Mon Sep 30 07:06:05 2013
%x Locale’s appropriate date representation. 09/30/13
%X Locale’s appropriate time representation. 07:06:05
%% A literal '%' character. %

Get an instance of an Enum by value

If you want to initialize a pydantic model with an Enum but all you have is the value of the Enum then you need to create a method to get the correct Enum. Otherwise mypy will complain that the type of the assignation is str and not Enum.

So if the model is the next one:

class ServiceStatus(BaseModel):
    """Model the docker status of a service."""

    name: str
    environment: Environment

You can't do ServiceStatus(name='test', environment='production'). you need to add the get_by_value method to the Enum class:

class Environment(str, Enum):
    """Set the possible environments."""

    STAGING = "staging"
    PRODUCTION = "production"

    def get_by_value(cls, value: str) -> Enum:
        """Return the Enum element that meets a value"""
        return [member for member in cls if member.value == value][0]

Now you can do:

ServiceStatus(name="test", environment=Environment.get_by_value("production"))

Fix R1728: Consider using a generator

Removing [] inside calls that can use containers or generators should be considered for performance reasons since a generator will have an upfront cost to pay. The performance will be better if you are working with long lists or sets.

Problematic code:

list([0 for y in list(range(10))])  # [consider-using-generator]
tuple([0 for y in list(range(10))])  # [consider-using-generator]
sum([y**2 for y in list(range(10))])  # [consider-using-generator]
max([y**2 for y in list(range(10))])  # [consider-using-generator]
min([y**2 for y in list(range(10))])  # [consider-using-generator]

Correct code:

list(0 for y in list(range(10)))
tuple(0 for y in list(range(10)))
sum(y**2 for y in list(range(10)))
max(y**2 for y in list(range(10)))
min(y**2 for y in list(range(10)))

The run call in the example will succeed whether the command is successful or not. This is a problem because we silently ignore errors.

import subprocess

def example():
    proc ="ls")
    return proc.stdout

When we pass check=True, the behavior changes towards raising an exception when the return code of the command is non-zero.

Convert bytes to string


Use pipes with subprocess

To use pipes with subprocess you need to use the flag shell=True which is a bad idea. Instead you should use two processes and link them together in python:

ps = subprocess.Popen(("ps", "-A"), stdout=subprocess.PIPE)
output = subprocess.check_output(("grep", "process_name"), stdin=ps.stdout)

Pass input to the stdin of a subprocess

import subprocess

p =["myapp"], input="data_to_write", text=True)

Copy and paste from clipboard

You can use many libraries to do it, but if you don't want to add any other dependencies you can use subprocess run.

To copy from the selection clipboard, assuming you've got xclip installed, you could do:
    ["xclip", "-selection", "clipboard", "-i"],
    input="text to be copied",

To paste it:

subprocess.check_output(["xclip", "-o", "-selection", "clipboard"]).decode("utf-8")

Create random number

import random

a = random.randint(1, 10)

Check if local port is available or in use

Create a temporary socket and then try to bind to the port to see if it's available. Close the socket after validating that the port is available.

def port_in_use(port):
    """Test if a local port is used."""
    sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
    with suppress(OSError):
        sock.bind(("", port))
        return True
    return False

Initialize a dataclass with kwargs

If you care about accessing attributes by name, or if you can't distinguish between known and unknown arguments during initialisation, then your last resort without rewriting __init__ (which pretty much defeats the purpose of using dataclasses in the first place) is writing a @classmethod:

from dataclasses import dataclass
from inspect import signature

class Container:
    user_id: int
    body: str

    def from_kwargs(cls, **kwargs):
        # fetch the constructor's signature
        cls_fields = {field for field in signature(cls).parameters}

        # split the kwargs into native ones and new ones
        native_args, new_args = {}, {}
        for key, value in kwargs.items():
            if key in cls_fields:
                native_args[key] = value
                new_args[key] = value

        # use the native ones to create the class ...
        ret = cls(**native_args)

        # ... and add the new ones by hand
        for new_key, new_value in new_args.items():
            setattr(ret, new_key, new_value)
        return ret


params = {"user_id": 1, "body": "foo", "bar": "baz", "amount": 10}
Container(**params)  # still doesn't work, raises a TypeError
c = Container.from_kwargs(**params)
print(  # prints: 'baz'

Replace a substring of a string

txt = "I like bananas"

x = txt.replace("bananas", "apples")

Parse an RFC2822 date

Interesting to test the accepted format of RSS dates.

>>> from email.utils import parsedate_to_datetime
>>> datestr = 'Sun, 09 Mar 1997 13:45:00 -0500'
>>> parsedate_to_datetime(datestr)
datetime.datetime(1997, 3, 9, 13, 45, tzinfo=datetime.timezone(datetime.timedelta(-1, 68400)))

Convert a datetime to RFC2822

Interesting as it's the accepted format of RSS dates.

>>> import datetime
>>> from email import utils
>>> nowdt =
>>> utils.format_datetime(nowdt)
'Tue, 10 Feb 2020 10:06:53 -0000'

Encode url

import urllib.parse
from pydantic import AnyHttpUrl

def _normalize_url(url: str) -> AnyHttpUrl:
    """Encode url to make it compatible with AnyHttpUrl."""
    return typing.cast(
        urllib.parse.quote(url, ":/"),

The :/ is needed when you try to parse urls that have the protocol, otherwise https://www. gets transformed into https%3A//www..

Fix SIM113 Use enumerate

Use enumerate to get a running number over an iterable.

# Bad
idx = 0
for el in iterable:
    idx += 1

# Good
for idx, el in enumerate(iterable):

Define a property of a class

If you're using Python 3.9 or above you can directly use the decorators:

class G:
    def __doc__(cls):
        return f"A doc for {cls.__name__!r}"

If you're not, you can define the decorator classproperty:

# N801: class name 'classproperty' should use CapWords convention, but it's a decorator.
# C0103: Class name "classproperty" doesn't conform to PascalCase naming style but it's
# a decorator.
class classproperty:  # noqa: N801, C0103
    """Define a class property.

    From Python 3.9 you can directly use the decorators directly.

    class G:
        def __doc__(cls):
            return f'A doc for {cls.__name__!r}'

    def __init__(self, function: Callable[..., Any]) -> None:
        """Initialize the decorator."""
        self.function = function

    # ANN401: Any not allowed in typings, but I don't know how to narrow the hints in
    # this case.
    def __get__(self, owner_self: Any, owner_cls: Any) -> Any:  # noqa: ANN401
        """Return the desired value."""
        return self.function(owner_self)

But you'll run into the W0143: Comparing against a callable, did you omit the parenthesis? (comparison-with-callable) mypy error when using it to compare the result of the property with anything, as it doesn't detect it's a property instead of a method.

How to close a subprocess process


How to extend a dictionary


How to Find Duplicates in a List in Python

numbers = [1, 2, 3, 2, 5, 3, 3, 5, 6, 3, 4, 5, 7]

duplicates = [number for number in numbers if numbers.count(number) > 1]
unique_duplicates = list(set(duplicates))

# Returns: [2, 3, 5]

If you want to count the number of occurrences of each duplicate, you can use:

from collections import Counter

numbers = [1, 2, 3, 2, 5, 3, 3, 5, 6, 3, 4, 5, 7]

counts = dict(Counter(numbers))
duplicates = {key: value for key, value in counts.items() if value > 1}

# Returns: {2: 2, 3: 4, 5: 3}

To remove the duplicates use a combination of list and set:

unique = list(set(numbers))

# Returns: [1, 2, 3, 4, 5, 6, 7]

How to decompress a gz file

import gzip
import shutil

with"file.txt.gz", "rb") as f_in:
    with open("file.txt", "wb") as f_out:
        shutil.copyfileobj(f_in, f_out)

How to compress/decompress a tar file

def compress(tar_file, members):
    Adds files (`members`) to a tar_file and compress it
    tar =, mode="w:gz")

    for member in members:


def decompress(tar_file, path, members=None):
    Extracts `tar_file` and puts the `members` to `path`.
    If members is None, all members on `tar_file` will be extracted.
    tar =, mode="r:gz")
    if members is None:
        members = tar.getmembers()
    for member in members:
        tar.extract(member, path=path)

Parse XML file with beautifulsoup

You need both beautifulsoup4 and lxml:

bs = BeautifulSoup(requests.get(url), "lxml")

Get a traceback from an exception

import traceback

# `e` is an exception object that you get from somewhere
traceback_str = "".join(traceback.format_tb(e.__traceback__))

Change the logging level of a library

For example to change the logging level of the library sh use:

sh_logger = logging.getLogger("sh")

Get all subdirectories of a directory

[x[0] for x in os.walk(directory)]

Move a file

import os

os.rename("path/to/current/", "path/to/new/destination/for/")

IPv4 regular expression

regex = re.compile(

Remove the elements of a list from another

>>> set([1,2,6,8]) - set([2,3,5,8])
set([1, 6])

Note, however, that sets do not preserve the order of elements, and cause any duplicated elements to be removed. The elements also need to be hashable. If these restrictions are tolerable, this may often be the simplest and highest performance option.

Copy a directory

import shutil

shutil.copytree("bar", "foo")

Copy a file

import shutil

shutil.copyfile(src_file, dest_file)

Capture the stdout of a function

import io
from contextlib import redirect_stdout

f = io.StringIO()
with redirect_stdout(f):
out = f.getvalue()

Make temporal directory

import tempfile

dirpath = tempfile.mkdtemp()

Change the working directory of a test

The following function-level fixture will change to the test case directory, run the test (yield), then change back to the calling directory to avoid side-effects.

def change_test_dir_(request: SubRequest) -> Any:
  • request is a built-in pytest fixture
  • fspath is the LocalPath to the test module being executed
  • dirname is the directory of the test module
  • request.config.invocationdir is the folder from which pytest was executed
  • request.config.rootdir is the pytest root, doesn't change based on where you run pytest. Not used here, but could be useful.

Any processes that are kicked off by the test will use the test case folder as their working directory and copy their logs, outputs, etc. there, regardless of where the test suite was executed.

Remove a substring from the end of a string

On Python 3.9 and newer you can use the removeprefix and removesuffix methods to remove an entire substring from either side of the string:

url = ""
url.removesuffix(".com")  # Returns 'abcdc'
url.removeprefix("abcdc.")  # Returns 'com'

On Python 3.8 and older you can use endswith and slicing:

url = ""
if url.endswith(".com"):
    url = url[:-4]

Or a regular expression:

import re

url = ""
url = re.sub("\.com$", "", url)

Make a flat list of lists with a list comprehension

There is no nice way to do it :(. The best I've found is:

t = [[1, 2, 3], [4, 5, 6], [7], [8, 9]]
flat_list = [item for sublist in t for item in sublist]

Replace all characters of a string with another character

mystring = "_" * len(mystring)

Locate element in list

a = ["a", "b"]

index = a.index("b")

Transpose a list of lists

>>> l=[[1,2,3],[4,5,6],[7,8,9]]
>>> [list(i) for i in zip(*l)]
... [[1, 4, 7], [2, 5, 8], [3, 6, 9]]

Check the type of a list of strings

def _is_list_of_lists(data: Any) -> bool:
    """Check if data is a list of strings."""
    if data and isinstance(data, list):
        return all(isinstance(elem, list) for elem in data)
        return False

Install default directories and files for a command line program

I've been trying for a long time to configure to run the required steps to configure the required directories and files when doing pip install without success.

Finally, I decided that the program itself should create the data once the FileNotFoundError exception is found. That way, you don't penalize the load time because if the file or directory exists, that code is not run.

Check if a dictionary is a subset of another

If you have two dictionaries big = {'a': 1, 'b': 2, 'c':3} and small = {'c': 3, 'a': 1}, and want to check whether small is a subset of big, use the next snippet:

>>> small.items() <= big.items()

As the code is not very common or intuitive, I'd add a comment to explain what you're doing.

When to use isinstance and when to use type

isinstance takes into account inheritance, while type doesn't. So if we have the next code:

class Shape:

class Rectangle(Shape):
    def __init__(self, length, width):
        self.length = length
        self.width = width
        self.area = length * width

    def get_area(self):
        return self.length * self.width

class Square(Rectangle):
    def __init__(self, length):
        Rectangle.__init__(self, length, length)

And we want to check if an object a = Square(5) is of type Rectangle, we could not use isinstance because it'll return True as it's a subclass of Rectangle:

>>> isinstance(a, Rectangle)

Instead, use a comparison with type:

>>> type(a) == Rectangle

Find a static file of a python module

Useful when you want to initialize a configuration file of a cli program when it's not present.

Imagine you have a with the next contents:

    package_dir={"": "src"},
    package_data={"pynbox": ["py.typed", "assets/config.yaml"]},

Then you could import the data with:

import pkg_resources

file_path = (pkg_resources.resource_filename("pynbox", "assets/config.yaml"),)

Delete a file

import os


Measure elapsed time between lines of code

import time

start = time.time()
end = time.time()
print(end - start)

Create combination of elements in groups of two

Using the combinations function in Python's itertools module:

>>> list(itertools.combinations('ABC', 2))
[('A', 'B'), ('A', 'C'), ('B', 'C')]

If you want the permutations use itertools.permutations.

Convert html to readable plaintext

pip install html2text
import html2text

html = open("foobar.html").read()

Parse a datetime

Parse a datetime from an epoch

>>> import datetime
>>> datetime.datetime.fromtimestamp(1347517370).strftime('%c')
  '2012-09-13 02:22:50'

Parse a datetime from a string

from dateutil import parser

parser.parse("Aug 28 1999 12:00AM")  # datetime.datetime(1999, 8, 28, 0, 0)

If you don't want to use dateutil use datetime

datetime.datetime.strptime("2013-W26", "%Y-W%W-%w")

Where the datetime format is a string built from the next directives:

Directive Meaning Example
%a Abbreviated weekday name. Sun, Mon, ...
%A Full weekday name. Sunday, Monday, ...
%w Weekday as a decimal number. 0, 1, ..., 6
%d Day of the month as a zero-padded decimal. 01, 02, ..., 31
%-d Day of the month as a decimal number. 1, 2, ..., 30
%b Abbreviated month name. Jan, Feb, ..., Dec
%B Full month name. January, February, ...
%m Month as a zero-padded decimal number. 01, 02, ..., 12
%-m Month as a decimal number. 1, 2, ..., 12
%y Year without century as a zero-padded decimal number. 00, 01, ..., 99
%-y Year without century as a decimal number. 0, 1, ..., 99
%Y Year with century as a decimal number. 2013, 2019 etc.
%H Hour (24-hour clock) as a zero-padded decimal number. 00, 01, ..., 23
%-H Hour (24-hour clock) as a decimal number. 0, 1, ..., 23
%I Hour (12-hour clock) as a zero-padded decimal number. 01, 02, ..., 12
%-I Hour (12-hour clock) as a decimal number. 1, 2, ... 12
%p Locale’s AM or PM. AM, PM
%M Minute as a zero-padded decimal number. 00, 01, ..., 59
%-M Minute as a decimal number. 0, 1, ..., 59
%S Second as a zero-padded decimal number. 00, 01, ..., 59
%-S Second as a decimal number. 0, 1, ..., 59
%f Microsecond as a decimal number, zero-padded on the left. 000000 - 999999
%z UTC offset in the form +HHMM or -HHMM.
%Z Time zone name.
%j Day of the year as a zero-padded decimal number. 001, 002, ..., 366
%-j Day of the year as a decimal number. 1, 2, ..., 366
%U Week number of the year (Sunday as the first day of the week). 00, 01, ..., 53
%W Week number of the year (Monday as the first day of the week). 00, 01, ..., 53
%c Locale’s appropriate date and time representation. Mon Sep 30 07:06:05 2013
%x Locale’s appropriate date representation. 09/30/13
%X Locale’s appropriate time representation. 07:06:05
%% A literal '%' character. %

Install a python dependency from a git repository

With pip you can:

pip install git+git://

If you want to hard code it in your, you need to:

install_requires = [
    "some-pkg @ git+ssh://",

But Pypi won't allow you to upload the package, as it will give you an error:

HTTPError: 400 Bad Request from
Invalid value for requires_dist. Error: Can't have direct dependency: 'deepdiff @ git+git://'

It looks like this is a conscious decision on the PyPI side. Basically, they don't want pip to reach out to URLs outside their site when installing from PyPI.

An ugly patch is to install the dependencies in a PostInstall custom script in the of your program:

from setuptools.command.install import install
from subprocess import getoutput

# ignore: cannot subclass install, has type Any. And what would you do?
class PostInstall(install):  # type: ignore
    """Install direct dependency.

    Pypi doesn't allow uploading packages with direct dependencies, so we need to
    install them manually.

    def run(self) -> None:
        """Install dependencies."""
        print(getoutput("pip install git+git://"))

setup(cmdclass={"install": PostInstall})

Warning: It may not work! Last time I used this solution, when I added the library on a the direct dependencies weren't installed :S

Check or test directories and files

def test_dir(directory):
    from os.path import exists
    from os import makedirs

    if not exists(directory):

def test_file(filepath, mode):
    """Check if a file exist and is accessible."""

    def check_mode(os_mode, mode):
        if os.path.isfile(filepath) and os.access(filepath, os_mode):
            raise IOError("Can't access the file with mode " + mode)

    if mode is "r":
        check_mode(os.R_OK, mode)
    elif mode is "w":
        check_mode(os.W_OK, mode)
    elif mode is "a":
        check_mode(os.R_OK, mode)
        check_mode(os.W_OK, mode)

Remove the extension of a file


Iterate over the files of a directory

import os

directory = "/path/to/directory"
for entry in os.scandir(directory):
    if (entry.path.endswith(".jpg") or entry.path.endswith(".png")) and entry.is_file():

Create directory

if not os.path.exists(directory):

Touch a file

from pathlib import Path


Get the first day of next month

current = datetime.datetime(mydate.year, mydate.month, 1)
next_month = datetime.datetime(
    mydate.year + int(mydate.month / 12), ((mydate.month % 12) + 1), 1

Get the week number of a datetime

datetime.datetime has a isocalendar() method, which returns a tuple containing the calendar week:

>>> import datetime
>>> datetime.datetime(2010, 6, 16).isocalendar()[1]
24 is an instance-method returning a tuple containing year, weeknumber and weekday in respective order for the given date instance.

Get the monday of a week number

A week number is not enough to generate a date; you need a day of the week as well. Add a default:

import datetime

d = "2013-W26"
r = datetime.datetime.strptime(d + "-1", "%Y-W%W-%w")

The -1 and -%w pattern tells the parser to pick the Monday in that week.

Get the month name from a number

import calendar

>> calendar.month_name[3]

Get ordinal from number

def int_to_ordinal(number: int) -> str:
    """Convert an integer into its ordinal representation.

    make_ordinal(0)   => '0th'
    make_ordinal(3)   => '3rd'
    make_ordinal(122) => '122nd'
    make_ordinal(213) => '213th'

        number: Number to convert

        ordinal representation of the number
    suffix = ["th", "st", "nd", "rd", "th"][min(number % 10, 4)]
    if 11 <= (number % 100) <= 13:
        suffix = "th"
    return f"{number}{suffix}"

Group or sort a list of dictionaries or objects by a specific key

Python lists have a built-in list.sort() method that modifies the list in-place. There is also a sorted() built-in function that builds a new sorted list from an iterable.

Sorting basics

A simple ascending sort is very easy: just call the sorted() function. It returns a new sorted list:

>>> sorted([5, 2, 3, 1, 4])
[1, 2, 3, 4, 5]

Key functions

Both list.sort() and sorted() have a key parameter to specify a function (or other callable) to be called on each list element prior to making comparisons.

For example, here’s a case-insensitive string comparison:

>>> sorted("This is a test string from Andrew".split(), key=str.lower)
['a', 'Andrew', 'from', 'is', 'string', 'test', 'This']

The value of the key parameter should be a function (or other callable) that takes a single argument and returns a key to use for sorting purposes. This technique is fast because the key function is called exactly once for each input record.

A common pattern is to sort complex objects using some of the object’s indices as keys. For example:

>>> from operator import itemgetter
>>> student_tuples = [
    ('john', 'A', 15),
    ('jane', 'B', 12),
    ('dave', 'B', 10),

>>> sorted(student_tuples, key=itemgetter(2))   # sort by age
[('dave', 'B', 10), ('jane', 'B', 12), ('john', 'A', 15)]

The same technique works for objects with named attributes. For example:

>>> from operator import attrgetter
>>> class Student:
    def __init__(self, name, grade, age): = name
        self.grade = grade
        self.age = age

    def __repr__(self):
        return repr((, self.grade, self.age))

>>> student_objects = [
    Student('john', 'A', 15),
    Student('jane', 'B', 12),
    Student('dave', 'B', 10),

>>> sorted(student_objects, key=attrgetter('age'))   # sort by age
[('dave', 'B', 10), ('jane', 'B', 12), ('john', 'A', 15)]

The operator module functions allow multiple levels of sorting. For example, to sort by grade then by age:

>>> sorted(student_tuples, key=itemgetter(1,2))
[('john', 'A', 15), ('dave', 'B', 10), ('jane', 'B', 12)]

>>> sorted(student_objects, key=attrgetter('grade', 'age'))
[('john', 'A', 15), ('dave', 'B', 10), ('jane', 'B', 12)]

Sorts stability and complex sorts

Sorts are guaranteed to be stable. That means that when multiple records have the same key, their original order is preserved.

>>> data = [('red', 1), ('blue', 1), ('red', 2), ('blue', 2)]

>>> sorted(data, key=itemgetter(0))
[('blue', 1), ('blue', 2), ('red', 1), ('red', 2)]

Notice how the two records for blue retain their original order so that ('blue', 1) is guaranteed to precede ('blue', 2).

This wonderful property lets you build complex sorts in a series of sorting steps. For example, to sort the student data by descending grade and then ascending age, do the age sort first and then sort again using grade:

>>> s = sorted(student_objects, key=attrgetter('age'))     # sort on secondary key

>>> sorted(s, key=attrgetter('grade'), reverse=True)       # now sort on primary key, descending
[('dave', 'B', 10), ('jane', 'B', 12), ('john', 'A', 15)]

This can be abstracted out into a wrapper function that can take a list and tuples of field and order to sort them on multiple passes.

>>> def multisort(xs, specs):
    for key, reverse in reversed(specs):
        xs.sort(key=attrgetter(key), reverse=reverse)
    return xs

>>> multisort(list(student_objects), (('grade', True), ('age', False)))
[('dave', 'B', 10), ('jane', 'B', 12), ('john', 'A', 15)]

Get the attribute of an attribute

To sort the list in place:

ut.sort(key=lambda x: x.count, reverse=True)

To return a new list, use the sorted() built-in function:

newlist = sorted(ut, key=lambda x: x.body.id_, reverse=True)

Iterate over an instance object's data attributes in Python

class Search:
    center: str
    distance: str

se = Search("a", "b")
for key, value in se.__dict__.items():
    print(key, value)

Generate ssh key

pip install cryptography
from os import chmod
from cryptography.hazmat.primitives import serialization
from cryptography.hazmat.primitives.asymmetric import rsa
from cryptography.hazmat.backends import default_backend as crypto_default_backend

private_key = rsa.generate_private_key(
    backend=crypto_default_backend(), public_exponent=65537, key_size=4096
pem = private_key.private_bytes(

with open("/tmp/private.key", "wb") as content_file:
    chmod("/tmp/private.key", 0600)

public_key = (
    + b""
with open("/tmp/public.key", "wb") as content_file:

Make multiline code look clean

If you need variables that contain multiline strings inside functions or methods you need to remove the indentation

def test():
    # end first line with \ to avoid the empty line!
    s = """\

Which is inconvenient as it breaks some editor source code folding and it's ugly for the eye.

The solution is to use textwrap.dedent()

import textwrap

def test():
    # end first line with \ to avoid the empty line!
    s = """\
    print(repr(s))  # prints '    hello\n      world\n    '
    print(repr(textwrap.dedent(s)))  # prints 'hello\n  world\n'

If you forget to add the trailing \ character of s = '''\ or use s = '''hello, you're going to have a bad time with black.

Play a sound

pip install playsound
from playsound import playsound


Deep copy a dictionary

import copy

d = {...}
d2 = copy.deepcopy(d)

Find the root directory of a package

pyprojroot finds the root working directory for your project as a pathlib object. You can now use the here function to pass in a relative path from the project root directory (no matter what working directory you are in the project), and you will get a full path to the specified file.


pip install pyprojroot


from pyprojroot import here


Check if an object has an attribute

if hasattr(a, "property"):

Check if a loop ends completely

for loops can take an else block which is not run if the loop has ended with a break statement.

for i in [1, 2, 3]:
    if i == 3:
    print("for loop was not broken")

Merge two lists

z = x + y

Merge two dictionaries

z = {**x, **y}

Create user defined exceptions

Programs may name their own exceptions by creating a new exception class. Exceptions should typically be derived from the Exception class, either directly or indirectly.

Exception classes are meant to be kept simple, only offering a number of attributes that allow information about the error to be extracted by handlers for the exception. When creating a module that can raise several distinct errors, a common practice is to create a base class for exceptions defined by that module, and subclass that to create specific exception classes for different error conditions:

class Error(Exception):
    """Base class for exceptions in this module."""

class ConceptNotFoundError(Error):
    """Transactions with unmatched concept."""

    def __init__(self, message: str, transactions: List[Transaction]) -> None:
        """Initialize the exception."""
        self.message = message
        self.transactions = transactions

Most exceptions are defined with names that end in “Error”, similar to the naming of the standard exceptions.

Import a module or it's objects from within a python program

import importlib

module = importlib.import_module("os")
module_class = module.getcwd

relative_module = importlib.import_module(".model", package="mypackage")
class_to_extract = "MyModel"
extracted_class = geattr(relative_module, class_to_extract)

The first argument specifies what module to import in absolute or relative terms (e.g. either pkg.mod or ..mod). If the name is specified in relative terms, then the package argument must be set to the name of the package which is to act as the anchor for resolving the package name (e.g. import_module('..mod', 'pkg.subpkg') will import pkg.mod).

Get system's timezone and use it in datetime

To obtain timezone information in the form of a datetime.tzinfo object, use

from dateutil import tz

myTimeZone = tz.tzlocal()

This object can be used in the tz parameter of

from datetime import datetime
from dateutil import tz

localisedDatetime =

Capitalize a sentence

To change the caps of the first letter of the first word of a sentence use:

>> sentence = "add funny Emojis"
>> sentence[0].upper() + sentence[1:]
Add funny Emojis

The .capitalize method transforms the rest of words to lowercase. The .title transforms all sentence words to capitalize.

Get the last monday datetime

import datetime

today =
last_monday = today - datetime.timedelta(days=today.weekday())