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Performance of v1 and v2 on metabolism variables #226

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jsadler2 opened this issue May 28, 2024 · 0 comments
Open

Performance of v1 and v2 on metabolism variables #226

jsadler2 opened this issue May 28, 2024 · 0 comments

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@jsadler2
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jsadler2 commented May 28, 2024

The question of the performance of v1 and v2 came up in the reviews. I did a little analysis on this. Below is a table of summary statistics of the NSE's for each of the sites with metabolism estimates.

count mean std min 25% 50% 75% max
('BC_24', 'v1 - Process-Informed Multitask') 10 0.183483 0.041765 0.148315 0.155368 0.173863 0.184158 0.277129
('BC_24', 'v2 - Process-Dependent Multitask') 10 0.121001 0.240079 -0.333508 -0.031117 0.137663 0.247184 0.451938
('BC_40', 'v1 - Process-Informed Multitask') 10 -0.0016963 0.040878 -0.064888 -0.0323425 -0.0013305 0.027947 0.059083
('BC_40', 'v2 - Process-Dependent Multitask') 10 0.0858435 0.120403 -0.101917 0.0097475 0.0528945 0.172728 0.268014
('BC_53', 'v1 - Process-Informed Multitask') 10 -0.129638 0.0973996 -0.323575 -0.168624 -0.116805 -0.078289 0.040102
('BC_53', 'v2 - Process-Dependent Multitask') 10 -0.111172 0.396592 -0.687346 -0.412103 -0.171459 0.199471 0.5041
('SR_40', 'v1 - Process-Informed Multitask') 10 -0.42923 0.173224 -0.76964 -0.528927 -0.394296 -0.317387 -0.160238
('SR_40', 'v2 - Process-Dependent Multitask') 10 -0.561778 0.320169 -1.0773 -0.708186 -0.482284 -0.338313 -0.213263

And here are some model outputs

SR_40_ER
SR_40_GPP
BC_24_ER
BC_24_GPP

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