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morning everyone and so Im going to be talking on data cleaning on text to prepare for machine learning or for doing other things with text and really this is a this is a wonderful excuse to me to complain to you about the difficulty of working with text and all the challenges Ive had over the last ten years so you get to listen to me whinge so Im a past speaker at a lot of Python conferences PI cons PI data 0 pythons and ike organized the PI data London event meetup in London so every month we have about 200 people meeting up to talk about data science if youre at all available to come into London Id love to have you along we have a really a rich and vibrant community there I also wrote a book on high-performance Python for OReilly last year and so Deirdre then stuck one of these I like to talk about stickers on me so I like to talk about HPC and data cleaning as well and I hope you will all wear your I like to talk about stickers might I see yeah good so that we can now encour