<jupyter_start><jupyter_text>DS 5001 Module 11: Word Shift GraphsSee https://ryanjgallagher.github.io/code/word_shift/overviewand https://shifterator.readthedocs.io/en/latest/See also SocialSent lexicon https://nlp.stanford.edu/projects/socialsent/<jupyter_code>import pandas as pd
import shifterator as sh<jupyter_output><empty_output>
{'fraction_non_alphanumeric': 0.10416666666666667, 'fraction_numerical': 0.017857142857142856, 'mean_word_length': 7.219512195121951, 'pattern_counts': {'":': 0, '<': 5, '<?xml version=': 0, '>': 5, 'https://': 3, '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': '1', 'dir': 'jupyter-structured-clean-dedup', 'id': '652371', 'license': 'MIT', 'n_tokens_mistral': 130, 'n_tokens_neox': 114, 'n_words': 20, 'path': 'M10_SentimentAnalysis/M10_06_WordShiftGraphs.ipynb', 'repo_name': 'avnimalik/DS5001-2022-01', 'size': '336'}