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kktsvetkov avatar kktsvetkov commented on May 21, 2024

Here's a few heuristics that would tend to indicate the first line isn't a header:

  • The first row has columns that are not strings or are empty
  • The first row's columns are not all unique
  • The first row appears to contain dates or other common data formats (eg, xx-xx-xx)

https://stackoverflow.com/a/2674078

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kktsvetkov avatar kktsvetkov commented on May 21, 2024

Python's csv.sniffer.has_header

        # Creates a dictionary of types of data in each column. If any
        # column is of a single type (say, integers), *except* for the first
        # row, then the first row is presumed to be labels. If the type
        # can't be determined, it is assumed to be a string in which case
        # the length of the string is the determining factor: if all of the
        # rows except for the first are the same length, it's a header.
        # Finally, a 'vote' is taken at the end for each column, adding or
        # subtracting from the likelihood of the first row being a header.

https://hg.python.org/cpython/file/tip/Lib/csv.py#l384

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kktsvetkov avatar kktsvetkov commented on May 21, 2024

Sticky first row should be addressed when working on #3

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