{% extends "base.html" %} {% block title %}Analyst Panel - Fraud Detection System{% endblock %} {% block extra_head %} {% endblock %} {% block content %}

Analytics Dashboard

Advanced fraud detection analytics and insights

Fraud Trends Over Time (Last 30 Days)
Fraud Rate by Transaction Amount
Fraud vs Safe Ratio
Amount Range Analysis
{% for item in fraud_by_amount %} {% endfor %}
Amount Range Total Transactions Fraud Cases Fraud Rate Risk Level Visual
{{ item.range }} {{ item.total }} {{ item.fraud }} {{ "%.2f"|format(item.rate) }}% {% if item.rate >= 5 %} High Risk {% elif item.rate >= 2 %} Medium Risk {% elif item.rate >= 0.5 %} Low Risk {% else %} Very Low Risk {% endif %}
Daily Fraud Statistics
{% if fraud_by_day %}
{% for day in fraud_by_day[:10] %} {% endfor %}
Date Total Transactions Fraud Cases Fraud Rate Risk Trend
{{ day.date.strftime('%Y-%m-%d') }}
{{ day.date.strftime('%A') }}
{{ day.total }} {{ day.fraud or 0 }} {{ "%.2f"|format(((day.fraud or 0) / day.total) * 100) }}% {% set fraud_rate = ((day.fraud or 0) / day.total) * 100 %}
{% if fraud_rate >= 2 %} High {% elif fraud_rate >= 1 %} Medium {% else %} Low {% endif %}
{% else %}

No fraud statistics available

Data will appear here once transactions are processed

{% endif %}
Key Insights & Recommendations
High-Risk Patterns

Large transactions (>$5,000) show higher fraud rates. Consider additional verification for amounts above this threshold.

Temporal Patterns

Monitor unusual transaction times. Fraud attempts often occur during off-hours when manual review is limited.

Model Performance

Current model shows excellent performance. Continue monitoring for any degradation in accuracy over time.

{% endblock %}