![]() If you like to check for yourself or investigate further, take a look at the notebook I’ve used to create these benchmarks. Clippings.io is the easy way to organise your Kindle highlights. Review them in your personally organised library and stick the important ideas in your mind. Lastly, and often times most importantly, especially for memory reduction and therefore for speeding up the subsequent steps in your workflow, klib.data_cleaning() also optimizes the datatypes as we saw in the table above. A Python package to copy all your Kindle highlights and notes to a database in Notion.If you are dealing with data where duplicates add value, consider setting drop_duplicates=False. drops duplicate rows: This is a straightforward drop of entirely duplicate rows.Other examples are “download_date” or indicator variables which are identical for all entries. ![]() This comes in handy when columns such as “year” are included while you’re just looking at a single year. ![]()
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