Fix state serialization bug with pandas.DataFrame. #126
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To fix this issue we add custom JSON encoding and decoding logic.
For most accurate serialization/deserialization, we use Pandas's built in JSON serialization (via to_json) with the "table" strategy. This is more verbose, but provides enough metadata to deserialize as close as possible to the original DataFrame.
To deserialize we use
pandas.read_json
withorient="table"
.One difference I've noticed so far is that pandas.NA becomes np.nan.
Ref: #117