{% if summary["top_associations"] %}
{% for association in summary["top_associations"] %} {% endfor %}
Column 1 Column 2 Cramér's V
{{ association["left_column"] }} {{ association["right_column"] }} {{ association["cramer_v"] | format_number }}
The table below shows the strength of association between the most similar columns in the dataframe. Cramér's V statistic is a number between 0 and 1. When it is close to 1 the columns are strongly associated — they contain similar information. In this case, one of them may be redundant and for some models (such as linear models) it might be beneficial to remove it.
{% else %} No strong associations between any pair of columns were identified by a quick screening of a subsample of the dataframe. {% endif %}