semvec/pypi-packages huggingface dataset:
OFFICIAL-After-We-Collided-2020-HD-ONLINE-Full-StreaminG-frEE 3.1.1.dev212
watch-coolie-no-1-online-movie-full-for-hd.
License: MIT
Keywords: Full Movie,Watch online,Putlocker

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pywrangle 0.3.4
Auxiliary functions to clean pandas data frames
License: MIT
Requires Python: >=3.6
Keywords: clean,wrangle,pandas,dataframe,mangle,data,numpy,text,missing

# Pywrangle

## About
PyWrangle is an open-source Python library for data wrangling. Wikipedia defines [data wrangling](https://en.wikipedia.org/wiki/Data_wrangling) as follows:
> is the process of transforming and mapping data from one "raw" data form into another format with the intent of making it more appropriate and valuable for a variety of downstream purposes such as analytics

## Functions
PyWrangle currently supports:
- cleaning strings
- tracking dataframe changes
- identifying data entry errors


## Documentation & Distribution

Documentation is available [here](https://pywrangle.readthedocs.io/en/latest/)

Distribution is available  [here](https://pypi.org/project/pywrangle/)


## Install

### Requirements
- Python >= 3.6
- numpy >= 1.14.4
- pandas >= 1.0.3
- fuzzywuzzy >= 0.18.0
- python-levenshtein >= 0.12.0
- metaphone >= 0.6


### Pip Install
To install pywrangle, use pip:

```
pip install pywrangle
```


## Import

Per convention with Python libraries for data science, import pywrangle as follows:
```
>>> import pywrangle as pw
```

## Contributing
Like all developers, I _love_ open source. Please reference the contributing guidelines [here](https://github.com/jaimiles23/pywrangle/blob/master/CONTRIBUTING.md)
<!-- TODO: ADD LINK TO CONTRIbuTING GUIDELINES> -->



# History

## Version = "0.3.03
- Removed walrus operator for Pre-3.8 compatability. Now Python 3.6+ compatable.

## Version = "0.3.0"
- Removed identify missing data from library -- too much overlap with the missingno library.
- Added identify_errors() function. Uses levenshtein's distance & double metaphone string matching algorithms to identify potential data entry errors in string columns.
- Refactored code into different sub libraries
- Placed documentation on ReadTheDocs.

## version = "0.2.40"
- refactored code for clarity
- added display info to print_df_changes

## version = "0.2.1"
- Created __init__ file for function imports
- Documentation on importing pywrangle
- Added numpy as required package.
- Changed package requirements to greater than or equal to.

## version = "0.0.1"
- Init