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[Music] survey data is ubiquitous we find surveys everywhere and they are a challenge to model and visualize well in this example were taking a case study of a short simple survey were going to import it into PI bi were going to create a data model that helps us build a visualization that communicates effectively to an audience the key results so lets get started lets have a look at our survey its made up of five questions the first four questions as the users it give a rating between one and five stores and theyre asking them to rate for different topic ideas for our future events fire community group crime covered schools and elections the fifth question is completely optional and its free text any suggestions that they might have heres what the results look like weve got 81 roads because there were 81 responses each row has a unique ID of the respondent the times that they completed it and it has a column for each question with a 5-star rating so theres a thousand four co
