Structural Equation Model of modelEPA_20 Call: NDF_Epa ~ PropDaysOver20 + TotalPrecipGS N_Epa ~ PropDaysOver20 + TotalPrecipGS MeanWt ~ PropDaysOver20 + TotalPrecipGS + N_Epa + NDF_Epa NDF_Epa ~~ N_Epa AIC BIC 40.000 109.192 --- Tests of directed separation: No independence claims present. Tests of directed separation not possible. Global goodness-of-fit: Fisher's C = 0 with P-value = 1 and on 0 degrees of freedom --- Coefficients: Response Predictor Estimate Std.Error DF Crit.Value P.Value NDF_Epa PropDaysOver20 5.2804 2.5276 202 2.0891 0.0380 NDF_Epa TotalPrecipGS -0.0586 0.0075 202 -7.8389 0.0000 N_Epa PropDaysOver20 -0.4676 0.2197 202 -2.1285 0.0345 N_Epa TotalPrecipGS 0.0030 6e-04 202 4.6437 0.0000 MeanWt PropDaysOver20 -19.3489 2.3522 200 -8.2258 0.0000 MeanWt TotalPrecipGS -0.0013 0.0079 200 -0.1590 0.8739 MeanWt N_Epa -1.6932 0.8999 200 -1.8815 0.0614 MeanWt NDF_Epa -0.0884 0.0747 200 -1.1835 0.2380 ~~NDF_Epa ~~N_Epa -0.6041 - 235 -11.5449 0.0000 Std.Estimate 0.1306 * -0.4902 *** -0.1457 * 0.3181 *** -0.4738 *** -0.0104 -0.1331 -0.0875 -0.6041 *** Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 --- Individual R-squared: Response method Marginal Conditional NDF_Epa none 0.31 0.34 N_Epa none 0.16 0.27 MeanWt none 0.18 0.60 Structural Equation Model of modelEPA_mean Call: NDF_Epa ~ MeanAvgTempGS + TotalPrecipGS N_Epa ~ MeanAvgTempGS + TotalPrecipGS MeanWt ~ MeanAvgTempGS + TotalPrecipGS + N_Epa + NDF_Epa NDF_Epa ~~ N_Epa AIC BIC 40.000 109.192 --- Tests of directed separation: No independence claims present. Tests of directed separation not possible. Global goodness-of-fit: Fisher's C = 0 with P-value = 1 and on 0 degrees of freedom --- Coefficients: Response Predictor Estimate Std.Error DF Crit.Value P.Value Std.Estimate NDF_Epa MeanAvgTempGS 0.2597 0.2427 202 1.0699 0.2859 0.0703 NDF_Epa TotalPrecipGS -0.0621 0.0078 202 -7.9391 0.0000 -0.5200 N_Epa MeanAvgTempGS -0.0300 0.0208 202 -1.4408 0.1512 -0.1022 N_Epa TotalPrecipGS 0.0032 7e-04 202 4.8591 0.0000 0.3403 MeanWt MeanAvgTempGS -1.0519 0.2449 200 -4.2954 0.0000 -0.2819 MeanWt TotalPrecipGS 0.0089 0.0089 200 1.0052 0.3160 0.0738 MeanWt N_Epa -1.2207 0.9606 200 -1.2707 0.2053 -0.0959 MeanWt NDF_Epa -0.0930 0.081 200 -1.1479 0.2524 -0.0920 ~~NDF_Epa ~~N_Epa -0.6083 - 235 -11.6741 0.0000 -0.6083 *** *** *** *** Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 --- Individual R-squared: Response method Marginal Conditional NDF_Epa none 0.30 0.35 N_Epa none 0.16 0.25 MeanWt none 0.09 0.54 Structural Equation Model of modelBPU_20 Call: NDF_Bpu ~ PropDaysOver20 + TotalPrecipGS N_Bpu ~ PropDaysOver20 + TotalPrecipGS MeanWt ~ PropDaysOver20 + TotalPrecipGS + N_Bpu + NDF_Bpu NDF_Bpu ~~ N_Bpu AIC BIC 40.000 109.106 --- Tests of directed separation: No independence claims present. Tests of directed separation not possible. Global goodness-of-fit: Fisher's C = 0 with P-value = 1 and on 0 degrees of freedom --- Coefficients: Response Predictor Estimate Std.Error DF Crit.Value P.Value NDF_Bpu PropDaysOver20 10.6636 1.9721 201 5.4071 0.0000 NDF_Bpu TotalPrecipGS 0.0069 0.0057 201 1.1998 0.2316 N_Bpu PropDaysOver20 0.5297 0.1982 201 2.6723 0.0082 N_Bpu TotalPrecipGS 0.0015 6e-04 201 2.5524 0.0114 MeanWt PropDaysOver20 -17.8443 2.469 199 -7.2273 0.0000 MeanWt TotalPrecipGS -0.0003 0.0069 199 -0.0391 0.9689 MeanWt N_Bpu -0.0409 0.7553 199 -0.0542 0.9569 MeanWt NDF_Bpu -0.1439 0.0779 199 -1.8482 0.0661 ~~NDF_Bpu ~~N_Bpu 0.1775 - 234 2.7412 0.0033 Std.Estimate 0.3694 *** 0.0804 0.1737 ** 0.1609 * -0.4359 *** -0.0022 -0.0030 -0.1015 0.1775 ** Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 --- Individual R-squared: Response method Marginal Conditional NDF_Bpu none 0.11 0.19 N_Bpu none 0.03 0.22 MeanWt none 0.18 0.62 Structural Equation Model of modelBPU_mean Call: NDF_Bpu ~ MeanAvgTempGS + TotalPrecipGS N_Bpu ~ MeanAvgTempGS + TotalPrecipGS MeanWt ~ MeanAvgTempGS + TotalPrecipGS + N_Bpu + NDF_Bpu NDF_Bpu ~~ N_Bpu AIC BIC 40.000 109.106 --- Tests of directed separation: No independence claims present. Tests of directed separation not possible. Global goodness-of-fit: Fisher's C = 0 with P-value = 1 and on 0 degrees of freedom --- Coefficients: Response Predictor Estimate Std.Error DF Crit.Value P.Value Std.Estimate NDF_Bpu MeanAvgTempGS 0.5532 0.2006 201 2.7574 0.0064 0.2100 NDF_Bpu TotalPrecipGS 0.0007 0.0063 201 0.1069 0.9149 0.0078 N_Bpu MeanAvgTempGS -0.0322 0.0201 201 -1.6074 0.1095 -0.1159 N_Bpu TotalPrecipGS 0.0000 6e-04 201 -0.0696 0.9446 -0.0047 MeanWt MeanAvgTempGS -1.0336 0.2458 199 -4.2054 0.0000 -0.2767 MeanWt TotalPrecipGS 0.0095 0.0075 199 1.2640 0.2077 0.0785 MeanWt N_Bpu -1.0957 0.7971 199 -1.3746 0.1708 -0.0816 MeanWt NDF_Bpu -0.2183 0.0798 199 -2.7347 0.0068 -0.1539 ~~NDF_Bpu ~~N_Bpu 0.2315 - 234 3.6173 0.0002 0.2315 ** *** ** *** Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 --- Individual R-squared: Response method Marginal Conditional NDF_Bpu none 0.04 0.14 N_Bpu none 0.01 0.19 MeanWt none 0.12 0.59 R version 4.2.2 (2022-10-31) Platform: aarch64-apple-darwin21.6.0 (64-bit) Running under: macOS Ventura 13.1 Matrix products: default BLAS: /opt/homebrew/Cellar/openblas/0.3.21/lib/libopenblasp-r0.3.21.dylib LAPACK: /opt/homebrew/Cellar/r/4.2.2/lib/R/lib/libRlapack.dylib locale: [1] sv_SE.UTF-8/sv_SE.UTF-8/sv_SE.UTF-8/C/sv_SE.UTF-8/sv_SE.UTF-8 attached base packages: [1] stats graphics grDevices utils datasets methods base other attached packages: [1] piecewiseSEM_2.1.2 nlme_3.1-160 loaded via a namespace (and not attached): [1] Rcpp_1.0.9 compiler_4.2.2 RColorBrewer_1.1-3 nloptr_2.0.3 [5] boot_1.3-28 digest_0.6.29 lme4_1.1-30 jsonlite_1.8.2 [9] lattice_0.20-45 pkgconfig_2.0.3 rlang_1.0.6 Matrix_1.5-1 [13] igraph_1.3.5 cli_3.4.1 mvtnorm_1.1-3 fastmap_1.1.0 [17] DiagrammeR_1.0.9 htmlwidgets_1.5.4 grid_4.2.2 glue_1.6.2 [21] survival_3.4-0 multcomp_1.4-20 TH.data_1.1-1 carData_3.0-5 [25] minqa_1.2.4 car_3.1-0 magrittr_2.0.3 codetools_0.2-18 [29] emmeans_1.8.1-1 htmltools_0.5.3 MASS_7.3-58.1 splines_4.2.2 [33] abind_1.4-5 xtable_1.8-4 sandwich_3.0-2 estimability_1.4.1 [37] visNetwork_2.1.2 zoo_1.8-11