<jupyter_start><jupyter_text>[Template] Data Processing<jupyter_code>import re

import numpy as np
import pandas as pd
import pycountry

%matplotlib inline

pd.set_option('display.float_format', lambda x: '%.3f' % x)<jupyter_output><empty_output><jupyter_text>Load The File<jupyter_code>pd.re<jupyter_output><empty_output>
{'fraction_non_alphanumeric': 0.10869565217391304, 'fraction_numerical': 0.003105590062111801, 'mean_word_length': 9.419354838709678, 'pattern_counts': {'":': 0, '<': 9, '<?xml version=': 0, '>': 9, 'https://': 0, '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}}
{'chain_length': '2', 'dir': 'jupyter-structured-clean-dedup', 'id': '118454', 'license': 'MIT', 'n_tokens_mistral': 125, 'n_tokens_neox': 120, 'n_words': 23, 'path': 'notebooks/Subject Processing Template.ipynb', 'repo_name': 'noahbjohnson/senior-project', 'size': '322'}