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numpy docstrings `-------` being interpreted as `##` by mkdocs

Intro

There are two ways to indicate the HTML headers in Markdown, the # and underlining a word/sentence with something like -------. In numpy docstrings (example here) we must use those multiple hyphens under lines like Parameters and Returns to have valid numpy documentation.

Problem

Here is the problem, the parsing library currently keys off those ------- to identify sections like Parameters and Returns (so you can't just remove them or you break the parser) however it passes the ------- on into the Markdown file. The result, is that a function entry reads like this:


foo{: #MyClass.foo}

def foo(self, bar: float = None) -> None

Some interesting information about the function foo

Parameters

foo: float


That big "Parameters" is a level 2 header, because it's underlined with ------.

For reference, that API docs excerpt reads like this in the raw:

------

[**foo**](#MyClass.foo){: #MyClass.foo}
'''
python
def foo(self, bar: float = None) -> None
'''

Some interesting information about the function foo

Parameters
----------
foo: float

------

Here is what those big headers do the the sidebar navigation when I serve up the website:
image

Suggested Change

Strip the ------- lines out before copying the numpy docstrings into markdown.

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