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patwater avatar patwater commented on September 21, 2024

I like the idea of a dashed line for predicted values though both would work. If we're really smart we'll show error bars for the predicted values ;)

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anudeepvanjavakam1 avatar anudeepvanjavakam1 commented on September 21, 2024

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christophertull avatar christophertull commented on September 21, 2024

Will take some thought about how we want to do error bars. Right now our forecasts are mean usage for each customer in each month. One option would be deriving error bars from the standard deviation of the residuals for each predicted month.

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patwater avatar patwater commented on September 21, 2024

Yeah I think we might want to hold off on error bars while we're doing this sort of arithmetic accounting type forecast. When we get into more sophisticated econometric type forecasting there's natural links to error bars with OLS and (I think?) also ARIMA.

Might also be some stuff we can learn from the Water Demand Forecasting tool @fwhigh and the DataKind folks built. See here: https://github.com/California-Data-Collaborative/waterd/blob/master/app/train.R

Note also something we discussed with @EricSchles

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christophertull avatar christophertull commented on September 21, 2024

Going to close this for now. @anudeepvanjavakam1 added a nice looking line to demarcate the predictions in dde330a:
image

Created a new issue for discussion of error bounds here: #31

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