# eflow
I designed this project to help make my life easier for my data science projects. It uses a combination of generating code in cell blocks (Check my testing/templates for example notebooks) and well designed objects for analysis and modeling. Currently it is far from done; (studying for GRE and have a full time job in my defense: ) ).

This project was mainly designed for and in Jupyter-Lab. I don't know how well it works in Jupyter-Notebook.

# Documentation
Can be found by clicking on docs/build/html/index.html in eflow using sphinx or go to https://eflow.readthedocs.io/en/latest/index.html.

# Installation
```bash
$ pip install eflow
```
# Other commands/steps to make the project work properly
Ensuring the widgets work properly
```bash
$ jupyterlab nbextension enable --py widgetsnbextension --sys-prefix
$ jupyter nbextension enable --py widgetsnbextension --sys-prefix
$ jupyter labextension install @jupyter-widgets/jupyterlab-manager
$ jupyter lab clean
$ jupyter lab build
```
Getting natural language datasets setup. Start by opening up a Python Repl.

```bash
$ python
>>> nltk.download('wordnet')
>>> nltk.download('words')
>>> nltk.download('punkt')
```

# Project Requirements
* Python >= 3.7 
* Latest version's of the following packages:
    * jupyterlab
    * numpy
    * pandas
    * missingno
    * matplotlib
    * seaborn
    * sklearn
    * kneed
    * Pillow
    * tqdm
    * python-dateutil
    * scikit-plot
    * scipy
    * ipywidgets
    * ipython_blocking
    * nltk




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eflow

EricCacciavillani

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Ambiguous License Classifier

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Bad text encoding

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What is bad semver?

Bad semver

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Bad dependency semver

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Bidirectional unicode control characters

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What is bin script confusion?

Bin script confusion

Semantic versions published out of chronological order.

What is a chronological version anomaly?

Chronological version anomaly

Project maintainer's SSH key has been compromised.

What is a compromised SSH key?

Compromised SSH key

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Copyleft License

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Title

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Debug access

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Deprecated

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Deprecated license

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Possible typosquat attack

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Dynamic require

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Empty package

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Environment variable access

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Name

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File dependency

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Filesystem access

Package has a dependency with a floating version range. This can cause issues if the dependency publishes a new major version.

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Wildcard dependency

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Git dependency

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GitHub dependency

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AI-detected potential malware

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AI-detected potential security risk

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Native code

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High entropy strings

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Unicode homoglyphs

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HTTP dependency

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Install scripts

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Invisible chars

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Long strings

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Major refactor

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Known malware

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Manifest confusion

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Medium CVE

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Low CVE

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Misc. License Issues

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Modified license exception

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Network access

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No repository

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eflow

eflow

Documentation

Installation

Other commands/steps to make the project work properly

Project Requirements

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