Refactor leaderboard code #990
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I moved all the code involving data and preprocessing to |
Sbozzolo
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| seasons = ["ANN", "MAM", "JJA", "SON", "DJF"] | ||
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| # Print dates for debugging | ||
| pr_var = sim_var_dict["pr"]() # it shouldn't matter what short name we use |
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Instead of assuming that pr is available, you can pick the first entry in the dict
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| if season != "ANN" | ||
| CairoMakie.save( | ||
| joinpath(leaderboard_base_path, "bias_$(first(compare_vars_biases))_$season.png"), | ||
| fig_bias, | ||
| ) | ||
| else | ||
| CairoMakie.save( | ||
| joinpath(leaderboard_base_path, "bias_$(first(compare_vars_biases))_total.png"), | ||
| fig_bias, | ||
| ) | ||
| end |
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| if season != "ANN" | |
| CairoMakie.save( | |
| joinpath(leaderboard_base_path, "bias_$(first(compare_vars_biases))_$season.png"), | |
| fig_bias, | |
| ) | |
| else | |
| CairoMakie.save( | |
| joinpath(leaderboard_base_path, "bias_$(first(compare_vars_biases))_total.png"), | |
| fig_bias, | |
| ) | |
| end | |
| CairoMakie.save( | |
| joinpath(leaderboard_base_path, "bias_$(first(compare_vars_biases))_$season.png"), | |
| fig_bias, | |
| ) |
It's fine to change the name to _ANN
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juliasloan25
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I don't think this is rebased on the latest main. I am going to rebase and push right now. |
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This commit refactors the leaderboard code using the new features from ClimaAnalysis. This commit also deletes the old leaderboard code and the tests for it. Also, there is an off by one month issue when handling the dates and seasons. This arises because the simulation data assigns the next month the monthly average for this month. For instance, the monthly average for January 2010 is assigned the date 2/1/2010. This is fixed in this commit. The commit also moves the code to leaderboard.jl and data_sources.jl. The file read_amip.jl calls leaderboard.jl to plot now. The conditional to run leaderboard.jl is changed from t_end > 86400 to t_end > 86400 * 31 * 3 since it doesn't make sense to run the code unless monthly averages are computed. This is because the dataset contains monthly averages. One significant difference is the leaderboard which now plot the best and worst single model using only annual rather than averaging the error over annual and seasonal data.
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closes #948 , closes #956
This PR refactors the leaderboard code using the new features from ClimaAnalysis. This commit also deletes the old leaderboard code and the tests for it. Also, there is an off by one month issue when handling the dates and seasons. This issue arises because the first day of each month in the simulation data represents the monthly average of the previous month. This issue only affect the plots involving seasonal data. This is fixed in this commit.
The commit also moves the code to leaderboard.jl and a line is added to the pipeline to run the script.
One significant difference is the leaderboard which now plot the best and worst single model using only annual rather than averaging the error over the annual and seasonal data.
The leaderboard now looks like this:
To compare, the previous leaderboard looks like this:
The errors for the seasonal data change slightly because of the off by one month issue. The new bias plot for MAM looks like this:
The old bias plot for MAM looks this:
In addition to the plots above, there is now a plot with all the seasons for a subset of the variables (see
compare_vars_biases_groupsfor which variables are plotted together in data_sources.jl).