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hi welcome to this video weamp;#39;re going to have a look at three different traditional similarity search methods that we can use for comparing two separate chunks of text those three methods as you can see on the screen we have jaccard similarity w shingling and levenshine distance so letamp;#39;s jump straight into jacquard so jacquard is actually super simple all we have is the intersection between two sets so we have a and b up here these can be something like this so we have weamp;#39;ll just use numbers for now one two three and letamp;#39;s say this is our set a and we want to have a look at the intersection between that and another set which is set b and maybe this is just two and four right so our intersection here are simply the shared items that both of these sets have so we just have one here so the intersection would be one and then we also have the union up here now the union is so a set so if we union all of these we would get a total of four characters because we