From 0ba5bbd299dc1babc9a834eb9c038eca6707caa1 Mon Sep 17 00:00:00 2001 From: ptrscll Date: Thu, 27 Jun 2024 16:42:32 -0400 Subject: [PATCH 01/12] Make plots/get stats for roundtable --- results/default_stats.txt | 7 +++--- results/ohc_plot.jpeg | Bin 897664 -> 1158214 bytes results/roundtable_comparison_plots.jpeg | Bin 0 -> 1477736 bytes scripts/default_stats.R | 12 +++++++--- scripts/graph_comparison_plots.R | 28 ++++++++++++----------- scripts/other/ohc_comparison.R | 12 ++++++---- 6 files changed, 35 insertions(+), 24 deletions(-) create mode 100644 results/roundtable_comparison_plots.jpeg diff --git a/results/default_stats.txt b/results/default_stats.txt index 0351005..0d48de7 100644 --- a/results/default_stats.txt +++ b/results/default_stats.txt @@ -18,9 +18,10 @@ Mean of smooth T, CO2 NMSEs (k = 5 ): 0.000846 Mean of smooth T, CO2 MSEs (k = 10 ): 2.3 Mean of smooth T, CO2 NMSEs (k = 10 ): 0.000836 -CO2 MSE: 4.58 -T MSE: 0.0358 -T MSE with unc: 0.0118 +CO2 MSE: 4.58 +T MSE: 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zaW-R$v>eo^N=sUw+y)y|vd&RdnMd!E%WC&Qe5hyOMkN1>DS`RTW@X^ScvG!@R;nKo zU$FvXQsuZoIy9+U`#fpYqDntWFZ?j~#+T=FT(rV?d0vJsXe5+TB8b-g#~hLcnlKLd5s0644s0644s0644s0644s0644s0644s0644s0644s0644s0644 Xs0644s0644s0644{(mO0Kk`2S9Ys6r literal 0 HcmV?d00001 diff --git a/scripts/default_stats.R b/scripts/default_stats.R index cc3e111..00a61d7 100644 --- a/scripts/default_stats.R +++ b/scripts/default_stats.R @@ -120,6 +120,11 @@ CO2_mse <- get_var_mse(obs_data = obs_data, hector_data = hector_data, var = CONCENTRATIONS_CO2(), yrs = c(1750, 1850:2014)) +OHC_mse_unc <- get_var_mse_unc(obs_data = obs_data, + hector_data = hector_data, + var = "OHC", + yrs = 1957:2014, + mse_fn = mse_unc) # Getting NMSEs T_nmse <- get_var_mse(obs_data = obs_data, @@ -197,9 +202,10 @@ OHC_nmae_unc <- get_var_mse_unc(obs_data = obs_data, yrs = 1957:2014, mse_fn = nmae_unc) -write_metric("CO2 MSE: ", CO2_mse, OUTPUT) -write_metric("T MSE: ", T_mse, OUTPUT) -write_metric("T MSE with unc:", T_mse_unc, OUTPUT) +write_metric("CO2 MSE: ", CO2_mse, OUTPUT) +write_metric("T MSE: ", T_mse, OUTPUT) +write_metric("T MSE with unc: ", T_mse_unc, OUTPUT) +write_metric("OHC MSE with unc:", OHC_mse_unc, OUTPUT) write_metric("RMSE: ", sqrt(mean(CO2_mse, T_mse)), OUTPUT) # not 100% sure this is how we want to calculate this write("", OUTPUT, append = TRUE) write_metric("CO2 NMSE:", CO2_nmse, OUTPUT) diff --git a/scripts/graph_comparison_plots.R b/scripts/graph_comparison_plots.R index 0a9dee7..de30667 100644 --- a/scripts/graph_comparison_plots.R +++ b/scripts/graph_comparison_plots.R @@ -7,6 +7,7 @@ # Importing libraries library(hector) library(ggplot2) +theme_set(theme_bw(base_size = 20)) # Setting up file paths COMP_DATA_DIR <- file.path(here::here(), "comparison_data") @@ -22,7 +23,7 @@ TEMP_PATH <- INI_FILE <- system.file("input/hector_ssp245.ini", package = "hector") PARAMS <- c(BETA(), Q10_RH(), DIFFUSIVITY(), ECS(), AERO_SCALE()) -OUTPUT <- file.path(RESULTS_DIR, "nmae_comparison_plots.jpeg") +OUTPUT <- file.path(RESULTS_DIR, "roundtable_comparison_plots.jpeg") source(file.path(SCRIPTS_DIR, "major_functions.R")) @@ -43,7 +44,7 @@ default_data <- run_hector(ini_file = INI_FILE, vals = NULL, yrs = 1750:2014, vars = c(GMST(), CONCENTRATIONS_CO2())) -default_data$scenario <- "Hector - Default Fit" +default_data$scenario <- "Hector - Default" nmse_data <- run_hector(ini_file = INI_FILE, @@ -51,63 +52,63 @@ nmse_data <- run_hector(ini_file = INI_FILE, vals = c(0.268, 2.64, 2.2, 3, 1), yrs = 1750:2014, vars = c(GMST(), CONCENTRATIONS_CO2())) -nmse_data$scenario <- "Hector - NMSE w/ unc Fit" +nmse_data$scenario <- "Hector - NMSE w/ unc" nmse_bb_data <- run_hector(ini_file = INI_FILE, params = PARAMS, vals = c(0.028, 1.76, 2.6, 3, 1), yrs = 1750:2014, vars = c(GMST(), CONCENTRATIONS_CO2())) -nmse_bb_data$scenario <- "Hector - NMSE w/ unc, Big Box Fit" +nmse_bb_data$scenario <- "Hector - NMSE w/ unc \nBig Box" ecs_data <- run_hector(ini_file = INI_FILE, params = PARAMS, vals = c(0.268, 1.95, 2.6, 3.97, 1), yrs = 1750:2014, vars = c(GMST(), CONCENTRATIONS_CO2())) -ecs_data$scenario <- "Hector - NMSE w/ unc, Fit w/ S" +ecs_data$scenario <- "Hector - NMSE w/ unc \nTuning S" ecs_bb_data <- run_hector(ini_file = INI_FILE, params = PARAMS, vals = c(0.006, 1, 2.6, 3.16, 1), yrs = 1750:2014, vars = c(GMST(), CONCENTRATIONS_CO2())) -ecs_bb_data$scenario <- "Hector - NMSE w/ unc, Big Box Fit w/ S" +ecs_bb_data$scenario <- "Hector - NMSE w/ unc \nBig Box, Tuning S" alpha_data <- run_hector(ini_file = INI_FILE, params = PARAMS, vals = c(0.57, 1.76, 2.38, 2.96, 0.492), yrs = 1750:2014, vars = c(GMST(), CONCENTRATIONS_CO2())) -alpha_data$scenario <- "Hector - NMSE w/ unc, Fit w/ S, Alpha" +alpha_data$scenario <- "Hector - NMSE w/ unc \nTuning S, Alpha" alpha_bb_data <- run_hector(ini_file = INI_FILE, params = PARAMS, vals = c(0.502, 0.99, 2, 2.88, 0.5), yrs = 1750:2014, vars = c(GMST(), CONCENTRATIONS_CO2())) -alpha_bb_data$scenario <- "Hector - NMSE w/ unc, Big Box Fit w/ S, Alpha" +alpha_bb_data$scenario <- "Hector - NMSE w/ unc \nBig Box, Tuning S, Alpha" alpha_ohc_data <- run_hector(ini_file = INI_FILE, params = PARAMS, vals = c(0.65, 1.76, 1.04, 2.33, 0.438), yrs = 1750:2014, vars = c(GMST(), CONCENTRATIONS_CO2())) -alpha_ohc_data$scenario <- "Hector - NMSE w/ unc (incl. OHC), Fit w/ S, Alpha" +alpha_ohc_data$scenario <- "Hector - NMSE w/ unc, incl. OHC \nTuning S, Alpha" nmae_data <- run_hector(ini_file = INI_FILE, params = PARAMS, vals = c(0.59, 1.76, 1.04, 2.17, 0.411), yrs = 1750:2014, vars = c(GMST(), CONCENTRATIONS_CO2())) -nmae_data$scenario <- "Hector - NMAE w/ unc (incl. OHC), Fit w/ S, Alpha" +nmae_data$scenario <- "Hector - NMAE w/ unc, incl. OHC \nTuning S, Alpha" -#hector_data <- rbind(default_data, nmse_data, nmse_bb_data, ecs_data, ecs_bb_data, alpha_data, alpha_bb_data) -hector_data <- rbind(default_data, alpha_ohc_data, nmae_data) +hector_data <- rbind(default_data, nmse_data, nmse_bb_data, ecs_data, alpha_data, alpha_ohc_data) hector_data$lower <- hector_data$value hector_data$upper <- hector_data$value comb_data <- rbind(obs_data, hector_data) +comb_data <- filter(comb_data, year >= 1850) ggplot(data = comb_data, aes(x = year, y = value, color = scenario)) + geom_ribbon(data = @@ -117,5 +118,6 @@ ggplot(data = comb_data, aes(x = year, y = value, color = scenario)) + color = NA) + geom_line() + facet_wrap(~ variable, scales = "free") + - ggtitle("Comparing Parameterizations") + ggtitle("Comparing Parameterizations") + + theme(legend.text = element_text(size = 15), legend.key.height = unit(2, "cm")) ggsave(OUTPUT, width = 16) \ No newline at end of file diff --git a/scripts/other/ohc_comparison.R b/scripts/other/ohc_comparison.R index ed17473..219a006 100644 --- a/scripts/other/ohc_comparison.R +++ b/scripts/other/ohc_comparison.R @@ -8,6 +8,7 @@ # Importing libraries library(hector) library(ggplot2) +theme_set(theme_bw(base_size = 20)) # Setting up file paths COMP_DATA_DIR <- file.path(here::here(), "comparison_data") @@ -157,10 +158,10 @@ ohc_optim_data <- calc_ohc(PARAMS, c(0.65, 1.76, 1.04, 2.33, 0.44), include_unc= nmae_ohc_optim_data <- calc_ohc(PARAMS, c(0.59, 1.76, 1.04, 2.17, 0.411), include_unc= T) default_data$scenario <- "Hector - Default" -reg_box_data$scenario <- "Hector - All Params, Reg Box" -low_diff_data$scenario <- "Hector - All Params, Reg Box, Diff = 1.1" -ohc_optim_data$scenario <- "Hector - All Params, Reg Box, Matilda Diff, Optimize for OHC" -nmae_ohc_optim_data$scenario <- "Hector - All Params, Reg Box, Matilda Diff, Optimize for OHC w/ NMAE" +reg_box_data$scenario <- "Hector - Old Diff Range, \nNo OHC Optimization" +low_diff_data$scenario <- "Hector - Diff = 1.1, \nNo OHC Optimization" +ohc_optim_data$scenario <- "Hector - Matilda Diff, \nOptimize for OHC" +nmae_ohc_optim_data$scenario <- "Hector - Matilda Diff, \nOptimize for OHC w/ NMAE" comb_data <- rbind(obs_data, default_data, reg_box_data, low_diff_data, ohc_optim_data, nmae_ohc_optim_data) @@ -172,5 +173,6 @@ ggplot(data = comb_data, aes(x = year, y = value, color = scenario)) + color = NA) + geom_line() + facet_wrap(~ variable, scales = "free") + - ggtitle("Comparing Parameterizations") + ggtitle("Comparing Parameterizations") + + theme(legend.text = element_text(size = 15), legend.key.height = unit(2, "cm")) ggsave(OUTPUT, width = 15) \ No newline at end of file From 47ef316e09192d65bd227e6d91c9c9c3793c322e Mon Sep 17 00:00:00 2001 From: ptrscll Date: Thu, 27 Jun 2024 17:19:59 -0400 Subject: [PATCH 02/12] made 1750 CO2 datapoint clearer --- results/roundtable_comparison_plots.jpeg | Bin 1477736 -> 1445844 bytes scripts/graph_comparison_plots.R | 9 +++++++-- 2 files changed, 7 insertions(+), 2 deletions(-) diff --git a/results/roundtable_comparison_plots.jpeg b/results/roundtable_comparison_plots.jpeg index 77f1db87c21b9dc29568426ca1a4524ab943f5b9..b528f0bfa84f0ee6494c2bfb4228e27375215ed2 100644 GIT binary patch delta 660813 zcmd?S2UJsA+CLl!MWqC3(nC{}Dpf#8Kt({5B2uKPs0c_Gq#ufa(u;5u)Tp5JCM9%K zss)iQy-SCL8UlpxsP{U0@65e(XXgEXYu2o=a&pc-yFG0``?sIHnYw4vfid>KMOH-K zh&|`B#oav$!!Yu-Y~R>{aYR`Lm2asqjh;~0f#qVx^xolaTHYr2(FjGawr|<0;;ic^ z;5)G0qQC~zKfc9|^piWmvASjCkIA%U;ahy&v2QVZpEPdnz{YgZuem+BGVmN+Kn>|P zX=l@3Rr!8Aj2EWefpzQPGxUcCtEbpJ5~zULG(txP&e8G)mZ^>W1{|B;4;8HyNkZ67 z3qQg0Gdi~{q8n0xpkCssbRUgd4_r4}@aaRtYt?a?NJc&(F4FRrtqwt-hj$0|BoV!J zha@Ysbtswv`1lSUq|rlQKK7 z#vNG0Pf1M#=}~g&@8tMLw?C3YRF;9DoOeG0z{MT#1w2WAcnhBHC+8v4!j24+_k3*| z3mK5=7-T}sa3pBz2VgdANHUQ)J4*vGs13qSP)o$n4YAd9b~DdvM)qq{0TU3}XmH^c zS81RZI9!~!fH7T(*J7UcB(?-?-ZbKOV38^{yNW+wsKLdi2_YLvvQ{MK#@pzrE73bJ zejw6#2Noe%pue2dA!7nPd0c2nF?=t8k)FRlkHW47YXCZW-hO z8-aeI4-Eq7nQdXjPa;A6lSl+%`O3+u$xfXHhdeC?J?D)8y4kZd%}V28$`_cR-lqwg>*@4(LdSSf}G@%)V+y&eAf z*ystR9ay^#{<#`1$Rc(vdhg>MSPf?EbodBWmB2iYfarUPk?2KGolIg-Li^GkQ+cVLN7QD6Gb_@(b3(2y*(?v(6B7_WM0R3-_68&} zHC=_1J1~nKm`Mv}+k4w~qJ|ipmAC_&Va+w&fu)g7-=$20IT?7PbIybz&(J~Sg||7Oaxi565{5x5Wy7U+?y?=?8L1B>p;%z*Od z80eGGCg2DYToKAgFYyNGL~lO7FF{P(f!%1|zXO9_T}VpVN9@>vc^I(Obfs;+POm2w zqX$`1Ok`8y$@uuOI4@=fN`RSgQz8NHS~njtIWMpS6UgyMt1a`%3x6bZ-5PC!+~BsW zM{&QK@G-+5wNlvBfDF*AMeSPc4h#}{lQm=sa$}O%oxh#G18YHdMSs0*{WTf&37Evp zs`nwbmbb5MUfh8_0&&eW!?LZX zKTmFk**7T9sJg4bt!K~Dynu0{O=8SrU_HdPUs?=+-&#`hbF=1RPyHHP}{0R=u-g z&qyiz6yR>nvnq4*D1-R>vBBq2lb0xa9(cD`e^n>#Uli%+uPXF!H5~ZM8vAcm_q*Eu z)Ij`atNWcf0)AtU{*SBsU2VX>WHtYDtprT|npx}6k=rm>8)F-jWooWA@GWhSZ$7c? zm|*E386|!87n}O*7YWt+Cu|GwACcnUiPi7;{5!(`LU&-2_*aIj{~Y0ep*!%0qvL

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zg;}-`(Fj(#UFc=mN7)U!H-cpzbZhkVzlQ%0i$sV$ diff --git a/scripts/graph_comparison_plots.R b/scripts/graph_comparison_plots.R index de30667..5e764e2 100644 --- a/scripts/graph_comparison_plots.R +++ b/scripts/graph_comparison_plots.R @@ -107,8 +107,12 @@ hector_data <- rbind(default_data, nmse_data, nmse_bb_data, ecs_data, alpha_data hector_data$lower <- hector_data$value hector_data$upper <- hector_data$value +# Filtering data to look nice for graph +hector_data <- filter(hector_data, variable == CONCENTRATIONS_CO2() | + (year >= 1850 & variable == GMST())) + + comb_data <- rbind(obs_data, hector_data) -comb_data <- filter(comb_data, year >= 1850) ggplot(data = comb_data, aes(x = year, y = value, color = scenario)) + geom_ribbon(data = @@ -116,7 +120,8 @@ ggplot(data = comb_data, aes(x = year, y = value, color = scenario)) + aes(ymin = lower, ymax = upper), fill = 'orchid1', color = NA) + - geom_line() + + geom_line(data = filter(comb_data, scenario != "historical" | year >= 1850)) + + geom_point(data = filter(comb_data, scenario == "historical" & year < 1850)) + facet_wrap(~ variable, scales = "free") + ggtitle("Comparing Parameterizations") + theme(legend.text = element_text(size = 15), legend.key.height = unit(2, "cm")) From 593c0272e5dd97bd862bfcdb676cb1814a780e31 Mon Sep 17 00:00:00 2001 From: ptrscll Date: Fri, 28 Jun 2024 16:42:58 -0400 Subject: [PATCH 03/12] Developed better T, CO2 figures --- results/all_run_CO2_comparison.jpeg | Bin 0 -> 905928 bytes results/all_run_T_comparison.jpeg | Bin 0 -> 1093525 bytes results/all_run_comparison_plots.jpeg | Bin 0 -> 2273357 bytes scripts/graph_comparison_plots.R | 134 ++++++++++++---- scripts/other/CO2_comparison.R | 216 ++++++++++++++++++++++++++ scripts/other/T_comparison.R | 214 +++++++++++++++++++++++++ 6 files changed, 537 insertions(+), 27 deletions(-) create mode 100644 results/all_run_CO2_comparison.jpeg create mode 100644 results/all_run_T_comparison.jpeg create mode 100644 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