semvec/pypi-packages huggingface dataset:
example-pkg-gui 0.0.1
This is a great GUI library for beginners

- chinese:

gui是一个开源的python库，使用此库需要一下库

|easygui|这是一个非常简单的gui第三方库，大部分功能需要依靠他|pip3 install easygui|
|--|--|--|
|tkinter|这是python的自带库，非常强大，复杂的功能都靠它|无|

这个库主要为初学者开发，持续更新。

主要函数有：

|函数|主要功能|
|--|--|
|open_path()|打开文件，返回路径|
|open_io()|打开文件，返回io流|
|msgbox(msg)|文本弹窗，有ok按钮|
|enterbox(enter)|文本弹窗，有输入框和ok，有返回值|
|save()|保存文件，返回路径|
|jdt()|进度条|

- English：

GUI is an open source Python library. You need to use this library

|easygui |This is a very simple GUI third-party library, and most functions need to rely on it .|pip3 install easygui|
|--|--|--|
|tkinter |This is the built-in Library of Python. It is very powerful and has complex functions|nothing|

This library is mainly developed for beginners and continuously updated.

The main functions are:

|function|major function|
|--|--|
|open_ path() |Open the file and return the path  |
|open_ io() |Open the file and return to the IO stream  |
|msgbox(msg) |Text pop-up window with OK button |
|enterbox(enter) |Text pop-up window with input box and OK and return value  |
|save() |Save the file and return the path  |
|jdt() |progress bar|
features-anal 0.0.2
It performs feature analysis for data preprocessing or usage of data in Machine Learning.
Requires Python: >=3.6

# Feature Analysis: Simple Feature Analysis in Python

It performs feature analysis for data preprocessing or usage of data in Machine Learning.
# Methods

There are four methods used to identify features to remove:

1. Finding Missing Values (find_missing(missing_threshold)) 

   %% Find the features with a fraction of missing values above `missing_threshold`
2. Single Unique Values (find_unique())

    %% Find the features having a single unique value. NaNs do not count as a unique value.
3. Collinear Features (find_collinear(correlation_threshold,one_hot=False))

   %% Finds collinear features based on the `correlation coefficient` between features.
4. Low Importance Features (find_low_impt(cumulative_impt,label))

   %% Finds the lowest importance features not needed to account for `cumulative_importance` fraction
        of the total feature importance from the gradient boosting machine.
        label corresponding to regession or classification

## Usage

Refer to the [testing.py](https://github.com/coolestbnslz/Feature_Analysis/blob/main/testing.py) for how to use the different methods in module.

## Visualizations

The `FeatureAnalysis` methods also includes a number of visualization in each methods mentioned above to inspect 
characteristics of a dataset. 

### Histogram for missing values
![](images/Figure_1.png)

### Histogram for unique values
![](images/Figure_2.png)

### Correlation Heat map
![](images/Figure_3.png)

### Important Features
![](images/Figure_4.png)

### Cumulative Feature Importance
![](images/Figure_5.png)

# Requirements:
Install dependencies just mentioned in requirements.txt by typing command in shell.

`pip install -r requirements.txt`

## Contact

Any questions can be directed to dipanshugolan96@gmail.com.

## Contributing
Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change.

Please make sure to update tests as appropriate.
win64pyinstaller 0.1
A package for windows which installes additional and small components for modules/projects
Requires Python: >=3.5
Keywords: win64pyinstall,pywin64installer,pysetupinstaller,wpi64

                         |      |    |    |\    |     /    |    |     |\   \    /
	         	 |      |    |    | \   |    /     |    |     | \   \  /
                         |  /\  |    |    |  \  |   / \    |____|__   | /    \/     
		         | /  \ |    |    |   \ |  |   \        |     |       |
		         |/    \|    |    |    \|  \___/        |     |       |


WIN64INSTALLER (OR) WIN64PYINSTALLER IS AN SUBMODULE OF THE MAIN MODULE WIN64PY WHICH IS EXPECTED TO BE RELEASED SOON.

WIN64INSTALLER FETCHES THE FILE FROM THE PROVIDED URL AND DOWNLOADES IT USING A BIT OF POWERSHELL MAGIC.
THIS MODULE WILL BE MAINTAINED UNTILL THE MAIN MODULE WIN64PY IS RELEASED. AFTER THAT THE MODULE BECOMES A PART OF
WIN64PY AND WOULD BE DELETED SO THAT THE USERS HAVE THE UPDATED VERSION IN WIN64PY

THANK YOU FOR USING THIS MODULE!!