<jupyter_start><jupyter_text>Environment Setup<jupyter_code># Import packages and modules
import os
# Set options
# Set working directory (to project root folder)
os.chdir("..")
print(f"Working directory: {os.getcwd()}")<jupyter_output><empty_output><jupyter_text>User-Defined Variables<jupyter_code># Set paths and variables<jupyter_output><empty_output><jupyter_text>Data Acquisition<jupyter_code># Acquire data<jupyter_output><empty_output><jupyter_text>Data Preprocessing<jupyter_code># Preprocess data<jupyter_output><empty_output><jupyter_text>Data Processing<jupyter_code># Process data<jupyter_output><empty_output><jupyter_text>Data Postprocessing<jupyter_code># Postprocess data<jupyter_output><empty_output><jupyter_text>Data Visualization<jupyter_code># Visualize data<jupyter_output><empty_output><jupyter_text>Data Export<jupyter_code># Export data<jupyter_output><empty_output>
{'fraction_non_alphanumeric': 0.10762331838565023, 'fraction_numerical': 0.0, 'mean_word_length': 16.50980392156863, 'pattern_counts': {'":': 0, '<': 33, '<?xml version=': 0, '>': 33, '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': '8', 'dir': 'jupyter-structured-clean-dedup', 'id': '104434', 'license': 'MIT', 'n_tokens_mistral': 328, 'n_tokens_neox': 321, 'n_words': 44, 'path': '01-code-scripts/workflow-template.ipynb', 'repo_name': 'calekochenour/workflow-structure', 'size': '892'}