Education Student Result Analysis Agent

import pandas as pd, numpy as np
RESULTS = "data/student_results.csv"
def fetch_results():
    return pd.read_csv(RESULTS)
def analyze_results(df):
    df["gpa"] = df["score"] / 25
    at_risk = df[df["gpa"] < 2.5]
    return {"avg_gpa": df["gpa"].mean(), "at_risk": len(at_risk), "top_grade": df["grade"].max()}
def generate_report(results):
    return f"Avg GPA: {results['avg_gpa']:.2f}, At-risk: {results['at_risk']}"
report = generate_report(analyze_results(fetch_results()))
print(report)