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Adding results from selected weekly average chlorophyll model
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mountaindboz committed Feb 1, 2024
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4 changes: 3 additions & 1 deletion docs/index.md
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### Final Analyses

Placeholder for final analyses
* [Results from selected Weekly Average Model](rtm_chl_model_final.html)

After looking at the results more closely from this selected model, we decided to use time series plots and descriptive text in the manuscript for the continuous chlorophyll. None of the models we tried seemed to fit the observed data that well.

## Contaminants Manuscript

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2,334 changes: 2,334 additions & 0 deletions docs/rtm_chl_model_final.html

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16 changes: 16 additions & 0 deletions manuscript_synthesis/results/tables/chl_GAM_anova.csv
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Term,df,F,p_value
Year_fct,4.000##,2.543##,0.04034##
StationCode,3.000##,0.4058##,0.749##
lag1,1.000##,82.41##,< 0.001##
lag2,1.000##,5.407##,0.02089##
Year_fct:StationCode,12.00##,5.961##,< 0.001##
s(Flow):StationCodeRD22,1.000##,0.003479##,0.9531##
s(Flow):StationCodeSTTD,0.9546##,0.4397##,0.6398##
s(Flow):StationCodeLIB,1.000##,5.871e-06##,0.9993##
s(Flow):StationCodeRVB,1.000##,2.005e-05##,0.9977##
s(Flow):Year_fct2015,1.323##,0.06519##,0.9259##
s(Flow):Year_fct2016,1.010##,3.604e-04##,0.9989##
s(Flow):Year_fct2017,1.000##,1.595e-05##,0.9976##
s(Flow):Year_fct2018,1.000##,1.550e-05##,0.9984##
s(Flow):Year_fct2019,1.000##,1.259e-06##,0.9999##
s(Week),2.510##,10.07##,< 0.001##
8 changes: 8 additions & 0 deletions manuscript_synthesis/results/tables/chl_aic_weekly_models.csv
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Model,df,AIC,AIC_delta,BIC,BIC_delta
m_gam_sflow_lag2,35.57415484692513,141.15474528053326,0,269.6887240189599,0.6970647568738286
m_gam_flow2_lag2,33.79578601533502,148.00333347414727,6.848588193614006,270.1118378036311,1.1201785415450445
m_gam_flow3_lag2,45.81545450095707,154.37991969060016,13.225174410066899,319.917026054952,50.92536679286593
m_lm_flow2_lag2,31,173.14918915246182,31.994443871928553,285.156160450492,16.16450118840595
m_gam_cat2_lag2,25.626464012547373,176.39996187100868,35.24521659047542,268.99165926208605,0
m_lm_flow3_lag2,43,177.8826776169015,36.72793233636824,333.2471861915885,64.25552692950248
m_lm_cat2_lag2,23,189.59693557295293,48.44219029241967,272.6988820198785,3.707222757792465
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