1 INTRODUCTION

2 DATA SAMPLES

3 OVERVIEW OF BIAS CORRECTIONS & SIMULATION

4 FAKE SN IA LIGHT CURVES OVERLAID ON IMAGES

5 SOURCE MODEL

6 MODELING FLUX AND NOISE

7 TRIGGER MODEL

8 COMPARING DATA & SIMULATIONS

9 DISTANCE MODULUS BIAS VS. REDSHIFT

10 CONCLUSION