<commit_before>#Best Practices in BEEVA

[Replace this logo] ![alt text](https://github.com/beeva/beeva-best-practices/blob/master/static/horizontal-beeva-logo.png "BEEVA")

Posible structure...

## Index
  * [Load data](#load_data)
  * [Work with data](#work_data)
    * [Numpy](#numpy)
    * [pandas](#pandas)
    * [SciPy](#scipy)
  * [Visualization](#visualization)
  * [Machine Learning](#ml)
    * [Scikit-learn](#scikit-learn)
    * [Shogun](#shogun)
  * [Report](#report)
  * [References](#references)


### Load data

Some examples about how load dataset from CSV, text files and urls.

````python
    import pandas as pd
    df = pd.read_csv('datos.csv')
    df = read_table('document.txt',sep='\s+', index_col=None)
````

````python<commit_msg>Replace logo and clean header<commit_after># Python for Data Science

![alt text](static/python-logo.png "Python")

## Index
  * [Load data](#load_data)
  * [Work with data](#work_data)
    * [Numpy](#numpy)
    * [pandas](#pandas)
    * [SciPy](#scipy)
  * [Visualization](#visualization)
  * [Machine Learning](#ml)
    * [Scikit-learn](#scikit-learn)
    * [Shogun](#shogun)
  * [Report](#report)
  * [References](#references)


### Load data

Some examples about how load dataset from CSV, text files and urls.

````python
    import pandas as pd
    df = pd.read_csv('datos.csv')
    df = read_table('document.txt',sep='\s+', index_col=None)
````

````python
{'fraction_non_alphanumeric': 0.18406205923836388, 'fraction_numerical': 0.0, 'mean_word_length': 4.178832116788321, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 1, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '6243223', 'n_tokens_mistral': 548, 'n_tokens_neox': 507, 'n_words': 105}