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[Music] in this video i will give you a quick overview of a data cleaning process we will use this data set called public drinking water fountains in ottawa it includes 91 records and it is available from the ottawa open data portal so open.ottawa.ca this data set offers a list of 91 public drinking water fountains in ottawa alongside the location address name opening hours and so on about each of those 91 fountains as a quick reminder you can use those attributes on open ottawa to get a preview so here we have a chart showing how many of those fountains are available until 11 pm how many are available until 9 pm and so on and we also have a map with different colors showing the closing hours for each of those fountains and well deselect it were not really interested in that what we want is the complete data set so click on download and then we get three options shapefile and kml are mapping formats shapefile is in a zip as you can see in the bottom left corner and a kml is a kml fi