Data Profile Report

Comprehensive Dataset Analysis

Dataset Overview

Summary
{{ profile.overview.num_Row }}
Total Observations
{{ profile.overview.num_Columns }}
Variables
{{ profile.overview.duplicated_rows }}
Duplicate Rows
{{ "%.2f"|format(profile.overview.missing_percentage) }}
Missing value %
🔍
    {% for var_name in profile.variables.keys() %}
  • {{ var_name }}
    • {% endfor %}
{% for var_name, details in profile.variables.items() %}

Variable: {{ var_name }}

Statistical Summary
{% for stat_key, stat_value in details.items() %} {% if stat_key not in ['plot_base64', 'value_counts', 'value_counts_top_10', 'alerts', 'value_counts_top_5'] %} {% endif %} {% endfor %}
{{ stat_key | replace('_', ' ') | title }} {% if stat_value is number and stat_value is not integer %}{{ "%.3f"|format(stat_value) }}{% else %}{{ stat_value }}{% endif %}
{% if details.value_counts or details.value_counts_top_10 or details.value_counts_top_5 %}
Value Distribution
{% set counts = details.value_counts or details.value_counts_top_10 or details.value_counts_top_5 %} {% for value, count in counts.items() %} {% endfor %}
{{ value }} {{ count }}
{% endif %} {% if details.plot_base64 %}
Distribution Plot
Distribution plot for {{ var_name }} {% endif %}
{% endfor %}

Data Quality Alerts

Issues
{% set has_alerts = false %} {% set alerts_found = [] %} {% for var_name, details in profile.variables.items() %} {% if details.alerts and details.alerts|length > 0 %} {% set _ = alerts_found.append(1) %}

Variable: {{ var_name }}

{% for alert in details.alerts %} {% if alert.alert_type and alert.message %}
{{ alert.alert_type | replace('_', ' ') | upper }}
{{ alert.message }}
{% endif %} {% endfor %}
{% endif %} {% endfor %} {% if alerts_found|length == 0 %}

No data quality issues detected.

{% endif %}

Correlation Analysis

Relationships
{% if profile.Correlations_Plots and profile.Correlations_Plots.keys() | length > 0 %}
{% for corr_name in profile.Correlations_Plots.keys() %} {% endfor %}
{% for corr_name, plot_string in profile.Correlations_Plots.items() %}
Correlation plot for {{ corr_name }}
{% endfor %}
{% else %}

No correlation plots were generated.

{% endif %}

Data Sample

Preview
{% if profile.Sample_data %}
{{ profile.Sample_data.Head | safe }}
{{ profile.Sample_data.Tail | safe }}
{% endif %}