Sam low and philip go built a great sight to help us visually explore how pandas is processing your data set with your specific syntax. This episode is brought to you by signal wire and the stack overflow podcast. Follow me on twitter, war im at m kennedy, and follow the show on twitter via at talk python. We've started streaming most of our episodes alive on youtube.