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hello and welcome to cadrific in this video we are going to see how we can prepare features and save them in csv file in python so i am back to my spider editor and as you can see i have already imported the libraries that im going to use in this program one of which is numpy and the another one is pandas that we will use to read and write the csv files for example lets say i am going to save some important data for my video and i am creating some random variables for example video name frame number and frame number as integer i want to make sure that the string is converted first into integer this format is very helpful in pre-processing when you use the data later it saves a lot of amount of preprocessing and lets say for example i have a vector that has two values and there is another vector that has two values last variable is category now i have prepared my variables next i am going to create a dictionary variable that will contain my this data so in this program my out variab