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as I said the spoiler is going to be that some of the the a lot of techniques were describe the modern columnar databases arenamp;#39;t going to support this but uh and weamp;#39;ll mostly see the bitmap indexes will be mostly used in roast or database systems that then want to have sort of accelerated columnar access um but well you know letamp;#39;s go through a lot of different things so where are we off where we left off last class was we were discussing uh the pros and cons of the sort of the columnar storage versus row based storage and I talked about how uh most modern overlap systems are going to be implementing some variant of packs because thatamp;#39;s going to be better for doing sequential access credential scans on on our large amounts of data and thereamp;#39;ll be a bunch of optimizations that we can apply to make these run faster the key thing to remember too is also all the attributes in a columnar database must be fixed length because the way we