Skip to content

python utilities for discovering file types and inferring schemas

License

Notifications You must be signed in to change notification settings

pouyatafti/discovery

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

5 Commits
 
 
 
 
 
 
 
 
 
 

Repository files navigation

discovery

small collection of Python utilities for inferring types of files and variables using regular expressions. there is some support for localisation (for dates, numbers, and booleans), mainly with the help of babel.

status

there is no documentation other than the source code. not really tested (esp. for non-English locales). there are also some quirks. use at your own risk.

usage

there are more features and utilities, but here is an example of what you can do. assuming datetime is using the en_US locale, the script below

from datetime import datetime
from discovery import infer_format

dt = [datetime.fromtimestamp(s).strftime("%Y-%b-%d %H:%M") for s in range(1234567890,9876543210,1000000)]
print(infer_format(dt))

fl = [str(n/73) for n in range(1000,11000)]
print(infer_format(fl))

will print the following lines, listing all "common" type variants that match each column (you can also add your own variants):

{TypeVar(type=<Type.DATETIME: 'datetime'>, variant='%Y-%b-%d %H:%M'): 8642, TypeVar(type=<Type.STRING: 'string'>, variant=''): 8642}

{TypeVar(type=<Type.DECIMAL: 'decimal'>, variant='%sign%?%int%?%frac'): 10000, TypeVar(type=<Type.DECIMAL: 'decimal'>, variant='%sign%?%int%?%frac%exp%?'): 10000, TypeVar(type=<Type.STRING: 'string'>, variant=''): 10000}

About

python utilities for discovering file types and inferring schemas

Topics

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages