Discrete choice (#544)

* [Discrete Choice #543] early commit exploring model specs

* [Discrete Choice #543] added hierarchical covariance structure

* [Discrete Choice #543] slow model run crackers data

Signed-off-by: Nathaniel <[email protected]>

* [Discrete Choice #543] trying a simpler appraoch

* [Discrete Choice #543] trying a simpler approach again

* [Discrete Choice #543] working example with heating df

* [Discrete Choice #543] tidying model iterations

* [Discrete Choice #543] adding some explanatory text

* [Discrete Choice #543] updated plots and headings

* [Discrete Choice #543] added cracker choice and individual random effects

* [Discrete Choice #543] added prior constraint on price

* [Discrete Choice #543] added prior constraint on display and feat

* [Discrete Choice #543] adding reference and counterfactual policy change

* [Discrete Choice #543] fixed ref

* [Discrete Choice #543] tidied up final plots

* [Discrete Choice #543] tidied some writing

* [Discrete Choice #543] fixed some writing, added exploratory plots

* [Discrete Choice #543] more tidying

* [Discrete Choice #543] adjusted with Ricardo's comments. Used indexing for final model instead of for loop.

* [Discrete Choice #543] fixed label ordering in cracker choice plot. Tidying

* [Discrete Choice #543] fixed data imports try except and added dependencies

* [Discrete Choice #543] added include extra installs markdown

* [Discrete Choice #543] tidied xarray dims usage as per comments

* [Discrete Choice #543] updated metadata with myst ignore

* [Discrete Choice #543] updated jupytext toml

* [Discrete Choice #543] updated final plot and adjusted with feedback

* [Discrete Choice #543] swapped dataframe for xarray

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Signed-off-by: Nathaniel <[email protected]>

Author: NathanielF