{{title}}

{% if excluded_attributes %} {% endif %}

Summary

{% include './img/cols.svg' %}
Attributes

{{ attribute_count }}

{% include './img/rows.svg' %}
Records

{{ records_count }}

{% include './img/ram.svg' %}
RAM

{{ total_ram }}

{% include './img/missing.svg' %}
Missing values

{{ missing_count }} ({{ (missing_count / (attribute_count * records_count) * 100) | round(2) }}%)

Attributes
#
Categories
Missing
RAM
{% for profile in attribute_profiles %}
{{profile['attribute']}}
{{profile['categories']|length}}
{% for category in profile['categories'] %} {{category}} {% endfor %}
{{'%0.2f'| format(profile['missing'] / records_count * 100|float)}} %
{{profile['ram']}}
{% endfor %}

Attributes

{% include './img/left.svg' %}
    {% for profile in attribute_profiles %}
    • {% endfor %}
{% include './img/right.svg' %}
{% include './img/categories.svg' %}
Categories

n/a

{% include './img/most.svg' %}
Most Frequent

n/a

{% include './img/least.svg' %}
Least Frequent

n/a

{% include './img/missing.svg' %}
Missing values

n/a

n/a

    Correlations

    x

    Cramers V

    {% if excluded_attributes %}

    Warning

    Some attributes have been removed from profiling because they have too many categories.

    Note you may increase the limit of allowed categories by setting the parameter cat_limit.

    Excluded Attributes

    {% endif %} {% if missing_count > 0 %}

    Missing values

    Some categories have been detected as missing values.

    Attributes with missing values

    {% endif %}

    Cramer's V

    Cramer's V values range from 0 (no association) to 1 (full association), it is based on a nominal variation of Pearson's Chi-Square Test and is symmetrical.

    Spearman's Rank

    Spearman's Rank Correlation values range from -1 (perfect negative association) to 1 (perfect positive association).

    Theil's U

    Theil's U (Uncertainty Coefficient) quantifies the level of uncertainty reduction in one variable given knowledge of another. It is asymmetrical.

    Individual Correlations

    Individual correlations display relationships or associations between pairs of attributes.

    Alert!