tqdm Async parmap schedule chardet

*OLS: Ordinary Least Squares

https://namu.wiki/w/OLS

* time series analysis

https://kerpect.tistory.com/161

*random forest

https://cnvrg.io/random-forest-regression/?gclid=CjwKCAjwnPOEBhA0EiwA609ReRg0KQqRIYimT7fvolZDgvsF92Y47CpydPOrwpLREcoZq6sTSH6gmhoCekgQAvD_BwE

* GridSearchCV 

sklearn.model_selection.GridSearchCV

* tqdm

https://github.com/tqdm/tqdm

Instantly make your loops show a smart progress meter - just wrap any iterable with tqdm(iterable), and you’re done!

* 병렬처리가 가능한 라이브러리  Async parmap

Async is a framework to process interdependent tasks in a pool of workers.

DEPRECATION NOTE: Please do not use this library ! It’s not working correctly in python 3, and besides that might be called a failed experiment.

Currently gitdb (via git-python) is it’s major user, but it will be patched to not require it anymore.

* parmap

What does parmap offer?

• Provide an easy to use syntax for both map and starmap.
• Parallelize transparently whenever possible.
• Pass additional positional and keyword arguments to parallelized functions.
• Show a progress bar (requires tqdm as optional package)

* modin

Scale your pandas workflows by changing one line of code

https://github.com/modin-project/modin

* multiprocessing

https://docs.python.org/ko/3/library/multiprocessing.html

* schedule

https://pypi.org/project/schedule/

$ pip install schedule

import schedule
import time

def job():
    print("I'm working...")

schedule.every(10).seconds.do(job)
schedule.every(10).minutes.do(job)
schedule.every().hour.do(job)
schedule.every().day.at("10:30").do(job)
schedule.every(5).to(10).minutes.do(job)
schedule.every().monday.do(job)
schedule.every().wednesday.at("13:15").do(job)
schedule.every().minute.at(":17").do(job)

while True:
    schedule.run_pending()
    time.sleep(1)

*chardet
https://pypi.org/project/chardet/

Project description
Chardet: The Universal Character Encoding Detector
   
Detects
ASCII, UTF-8, UTF-16 (2 variants), UTF-32 (4 variants)
Big5, GB2312, EUC-TW, HZ-GB-2312, ISO-2022-CN (Traditional and Simplified Chinese)
EUC-JP, SHIFT_JIS, CP932, ISO-2022-JP (Japanese)
EUC-KR, ISO-2022-KR (Korean)
KOI8-R, MacCyrillic, IBM855, IBM866, ISO-8859-5, windows-1251 (Cyrillic)
ISO-8859-5, windows-1251 (Bulgarian)
ISO-8859-1, windows-1252 (Western European languages)
ISO-8859-7, windows-1253 (Greek)
ISO-8859-8, windows-1255 (Visual and Logical Hebrew)
TIS-620 (Thai)