Case Study: Dataset Overview

Target Variable: {{ target }}

1. Dataset Summary

Target Variable {{ target }} Target Type {{ target_type|capitalize }}
Total Observations {{ rows }} Total Features {{ cols }}

2. Feature Overview with Target Variable

{% for item in correlation_summary %} {% endfor %}
No. Feature Name Correlation Score Strength
{{ loop.index }} {{ item.feature }} {{ "%.4f"|format(item.correlation) }} {{ item.strength }}

3. Individual Feature Profiles

{% for profile in feature_profiles %}

{{ profile.name }}

{{ profile.type }}
{% if profile.type == 'Numeric' %} {% endif %}
Distinct Values {{ profile.distinct }} ({{ profile.distinct_pct }}%)
Missing Values {{ profile.missing }} ({{ profile.missing_pct }}%)
Memory Usage {{ profile.memory_kb }} KiB
Mean {{ profile.mean }}
Range {{ profile.min }} — {{ profile.max }}
{% if profile.dist_plot %}
{{ profile.name }} Distribution
{% endif %} {% if profile.type == 'Categorical' and profile.top_values %}

Value Distribution

{% for val in profile.top_values[:5] %} {% endfor %}
Value Count Percentage
{{ val.value }} {{ val.count }} {{ val.pct }}%
{% endif %}
{% endfor %}