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hello welcome to ecmwf tutorials in this videos we are going to walking through how you can manipulate and discover observation buffer format using ecmwf library easy codes now we are going to learn how we can use a command line buffer filter for example we have some buffer file that we create and then we discover that maybe some values are not correct we can use buffer ls to print the key year in a sign up buffer and when we execute you see that actually our year is 2018 instead of 2019 instead of writing all program again and run all production we can use buffer filter rule file that we can run through buffer filter command and then changed only the value of that particular key in data section so letamp;#39;s have a look how our buffer filter rule file should look like we need first to unpack equal one to say easy codes that we want to unpack the values in data section then we need to set the correct value for the year in our data and then we need to say easy codes to pack t