"""Content Performance Router""" from fastapi import APIRouter, UploadFile, File from pydantic import BaseModel from typing import Optional router = APIRouter() class EngagementData(BaseModel): content_id: str total_views: int completion_rate: float avg_time_spent: float drop_off_points: list[dict] class RetentionCurve(BaseModel): content_id: str time_points: list[float] # percentages through content retention_rates: list[float] # % still engaged at each point class ABTestResult(BaseModel): variant_a: dict variant_b: dict winner: Optional[str] = None confidence: float lift: float @router.post("/analyze") async def analyze_engagement(file: UploadFile = File(...)): """Analyze content engagement data""" # TODO: Implement engagement analysis return { "summary": {}, "top_performing": [], "needs_improvement": [] } @router.post("/retention-curve", response_model=RetentionCurve) async def calculate_retention( file: UploadFile = File(...), content_id: str = None ): """Calculate retention curve for content""" # TODO: Implement retention calculation return RetentionCurve( content_id=content_id or "unknown", time_points=[], retention_rates=[] ) @router.post("/drop-off-analysis") async def analyze_drop_offs(file: UploadFile = File(...)): """Identify content drop-off points""" # TODO: Implement drop-off analysis return { "drop_off_points": [], "recommendations": [] } @router.post("/ab-test", response_model=ABTestResult) async def analyze_ab_test( variant_a_file: UploadFile = File(...), variant_b_file: UploadFile = File(...) ): """Analyze A/B test results""" # TODO: Implement A/B test analysis return ABTestResult( variant_a={}, variant_b={}, confidence=0.0, lift=0.0 )