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the web is full of interesting datasets we build a programming by demonstration tool to help non coders collect them say we want to scrape a dataset of authors in their papers this is hard because the information is distributed meaning itamp;#39;s scattered across multiple web pages and itamp;#39;s hierarchical there are many authors in each author has many papers to collect the distributed hierarchical data set with our tool we demonstrate how to collect the first row of each table our dual rights our program for collecting the whole dataset hereamp;#39;s the program for scraping 10000 authors and their 3 million papers with one loop or authors and a nested loop for papers coders complete scraping past 8 times faster with our demonstration based tool than with traditional programming