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great well lets um make a start thank you everybody and um just a quick piece of housekeeping um so we please keep your cameras and microphones off um we will be recording this session um including the chat so um if you have any issues with that please bear that in mind and please do use the chat to ask questions and post comments as we go through and someone will be keeping an eye on that um throughout thank you everyone for for coming to hear about the western power distribution data science challenges this is a combined session to look at um the the wrap up for uh the first competition and to kick off the second one um so let me just very briefly um introduce uh john berry who um runs the kind of digital data area for wpd yeah thanks um yeah um theres some mention im the data individualization manager in wpd so yeah lots of lots of the data workers youd imagine sits under me and yeah im super excited about our continuing data science challenge program that originally came out