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@@ -56,21 +56,13 @@ Adithya Vaidyanathan {adithya [at] debate.land}.
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  ### Personal and Sensitive Information
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- [More Information Needed]
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  ## Considerations for Using the Data
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- ### Social Impact of Dataset
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- [More Information Needed]
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- ### Discussion of Biases
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- [More Information Needed]
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  ### Other Known Limitations
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- [More Information Needed]
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  ## Additional Information
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  ### Personal and Sensitive Information
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+ Judges' personal email addresses are often included in their paradigms as a way to provide debaters a point of contact. Since this information was publicly available on [Tabroom](https://tabroom.com), no new data is being revealed.
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  ## Considerations for Using the Data
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  ### Other Known Limitations
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+ This data only considers national circuit paradigms and it is known that judging philosophy (and subsequently, their paradigms) vary greatly between the national and the local levels.
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  ## Additional Information
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