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hey everyone welcome to this lecture so in this lecture um ill show you how you can use a python script to generate a time series animation um using open source tools um you know this um tutorial assumes that you have a raster data set with rainfall from chirps or other sources and you know finally youll be able to use a python script to generate a time lapse or a time series animation to show some temporal variation in in you know in your data in this case rainfall data as you can see here it varies over time here and a pretty nice looking graphics you know showing both specially as well as temporally you know variability of rainfall and well be using this script lets just get rid of that um clear everything so that we have well well test the code to make sure that it runs uh nicely ill share this um script on a gita link down below uh so you can access all of this python script um to you know adapt it and just generate your own time series um animation and okay lets get start