হিউম্যান ওভারসাইট ও ওভাররাইড করার অধিকার

log = [
    {"case": 1,  "ai": "Approve", "overridden": False, "human": None,     "actual": "Approve"},
    {"case": 2,  "ai": "Approve", "overridden": True,  "human": "Deny",   "actual": "Deny"},
    {"case": 3,  "ai": "Deny",    "overridden": False, "human": None,     "actual": "Deny"},
    {"case": 4,  "ai": "Deny",    "overridden": True,  "human": "Approve","actual": "Deny"},
    {"case": 5,  "ai": "Approve", "overridden": False, "human": None,     "actual": "Approve"},
    {"case": 6,  "ai": "Approve", "overridden": True,  "human": "Deny",   "actual": "Approve"},
    {"case": 7,  "ai": "Deny",    "overridden": False, "human": None,     "actual": "Approve"},
    {"case": 8,  "ai": "Approve", "overridden": True,  "human": "Deny",   "actual": "Deny"},
    {"case": 9,  "ai": "Deny",    "overridden": True,  "human": "Approve","actual": "Approve"},
    {"case": 10, "ai": "Approve", "overridden": False, "human": None,     "actual": "Approve"},
    {"case": 11, "ai": "Deny",    "overridden": False, "human": None,     "actual": "Deny"},
    {"case": 12, "ai": "Approve", "overridden": True,  "human": "Deny",   "actual": "Deny"},
]

total_cases = len(log)
overrides = [entry for entry in log if entry["overridden"]]
override_rate = len(overrides) / total_cases * 100

human_right_in_override = sum(1 for e in overrides if e["human"] == e["actual"])
ai_right_in_override = sum(1 for e in overrides if e["ai"] == e["actual"])

human_right_pct = human_right_in_override / len(overrides) * 100
ai_right_pct = ai_right_in_override / len(overrides) * 100

ai_raw_correct = sum(1 for e in log if e["ai"] == e["actual"])
ai_raw_accuracy = ai_raw_correct / total_cases * 100

final_correct = 0
for e in log:
    final_decision = e["human"] if e["overridden"] else e["ai"]
    if final_decision == e["actual"]:
        final_correct += 1
final_accuracy = final_correct / total_cases * 100

print(f"মোট সিদ্ধান্ত: {total_cases}টি, ওভাররাইড হয়েছে: {len(overrides)}টি -> override rate = {override_rate:.1f}%")
print(f"ওভাররাইডের মধ্যে মানুষ সঠিক ছিল: {human_right_in_override}/{len(overrides)} = {human_right_pct:.1f}%")
print(f"ওভাররাইডের মধ্যে AI-এর মূল সাজেশনই সঠিক ছিল: {ai_right_in_override}/{len(overrides)} = {ai_right_pct:.1f}%")
print(f"\nAI-এর কাঁচা (raw) accuracy সব কেসে: {ai_raw_correct}/{total_cases} = {ai_raw_accuracy:.1f}%")
print(f"ওভারসাইটসহ চূড়ান্ত সিদ্ধান্তের accuracy: {final_correct}/{total_cases} = {final_accuracy:.1f}%")