WIP: Add summary statistics to the dataresource
State: closed

- [ ] closes 
- [ ] tests added / passed
- [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff`
- [ ] whatsnew entry

Following the discussion in https://github.com/nteract/nteract/issues/3177, this adds summary statistics for folks using the dataresource. Our main concern is how this might affect performance.

I wouldn't have put this up before the tests are passing, but as @rgbkrk and I are currently attending a Numfocus event, we hoped we might catch up with @jreback and/or others in person if anyone is attending to discuss and wanted to get the ball rolling 🙂. 

cc @TomAugspurger 

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Comments:
Hello @alexandercbooth! Thanks for submitting the PR.

 - There are no PEP8 issues in the file [`pandas/io/json/table_schema.py`](https://github.com/alexandercbooth/pandas/blob/6015f9946e80ea772a7e1868c8276d302e2a25ab/pandas/io/json/table_schema.py) !

 - In the file [`pandas/tests/io/json/test_json_table_schema.py`](https://github.com/alexandercbooth/pandas/blob/6015f9946e80ea772a7e1868c8276d302e2a25ab/pandas/tests/io/json/test_json_table_schema.py), following                are the PEP8 issues :
> [Line 35:9](https://github.com/alexandercbooth/pandas/blob/6015f9946e80ea772a7e1868c8276d302e2a25ab/pandas/tests/io/json/test_json_table_schema.py#L35): [E128](https://duckduckgo.com/?q=pep8%20E128) continuation line under-indented for visual indent
> [Line 36:9](https://github.com/alexandercbooth/pandas/blob/6015f9946e80ea772a7e1868c8276d302e2a25ab/pandas/tests/io/json/test_json_table_schema.py#L36): [E128](https://duckduckgo.com/?q=pep8%20E128) continuation line under-indented for visual indent
> [Line 37:13](https://github.com/alexandercbooth/pandas/blob/6015f9946e80ea772a7e1868c8276d302e2a25ab/pandas/tests/io/json/test_json_table_schema.py#L37): [E128](https://duckduckgo.com/?q=pep8%20E128) continuation line under-indented for visual indent
> [Line 38:13](https://github.com/alexandercbooth/pandas/blob/6015f9946e80ea772a7e1868c8276d302e2a25ab/pandas/tests/io/json/test_json_table_schema.py#L38): [E128](https://duckduckgo.com/?q=pep8%20E128) continuation line under-indented for visual indent
> [Line 39:13](https://github.com/alexandercbooth/pandas/blob/6015f9946e80ea772a7e1868c8276d302e2a25ab/pandas/tests/io/json/test_json_table_schema.py#L39): [E128](https://duckduckgo.com/?q=pep8%20E128) continuation line under-indented for visual indent
> [Line 40:13](https://github.com/alexandercbooth/pandas/blob/6015f9946e80ea772a7e1868c8276d302e2a25ab/pandas/tests/io/json/test_json_table_schema.py#L40): [E128](https://duckduckgo.com/?q=pep8%20E128) continuation line under-indented for visual indent
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> [Line 42:13](https://github.com/alexandercbooth/pandas/blob/6015f9946e80ea772a7e1868c8276d302e2a25ab/pandas/tests/io/json/test_json_table_schema.py#L42): [E128](https://duckduckgo.com/?q=pep8%20E128) continuation line under-indented for visual indent
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With this PR, it relies on the specific output of pandas' `describe` method, but shouldn't this be some standardized fields in the table schema spec? 
@rufuspollock @pwalsh -- is there a standardized section for summary statistics (similar to what `df.describe()` does) for the data or could we add it to the spec for data resource?
closing as stale. if you'd like to continue, pls ping.