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README.md
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Given the text formatting used by many users, complete and thorough conversion to Markdown seems very difficult without losing information in the process or causing formatting problems.
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![Median message length trend](https://files.catbox.moe/xzplhv.png)
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# Basic usage
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The files need PyArrow installed from `pip` to be loaded with `pandas`. FastParquet will not work properly due to the nested data structure.
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```python
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| from-alternative | Alternative, locally-unique name for the user in the form of `User0` ... `UserN`
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| timestamp | ISO UTC message timestamp
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# Cleaning procedure details
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## At the HTML element level
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- Simplified blockquotes
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Given the text formatting used by many users, complete and thorough conversion to Markdown seems very difficult without losing information in the process or causing formatting problems.
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# Basic dataset usage
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The files need PyArrow installed from `pip` to be loaded with `pandas`. FastParquet will not work properly due to the nested data structure.
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```python
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| from-alternative | Alternative, locally-unique name for the user in the form of `User0` ... `UserN`
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| timestamp | ISO UTC message timestamp
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# Message length analysis
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Messages in older threads were in general shorter and more casually written than those in newer ones. This might be due to a slow shift over time in the userbase and/or self-selection due to access requirements.
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![Median message length trend over time](https://files.catbox.moe/ogctt3.png)
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![Median message length vs dataset fraction](https://files.catbox.moe/0ya6jd.png)
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# Cleaning procedure details
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## At the HTML element level
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- Simplified blockquotes
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