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.Rhistory
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theme_bw()+theme(legend.position = "bottom", axis.text.x = element_text(angle = 45, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); p1
ggsave(f
'#34cceb'
winter.layer = conv.layer %>% filter(!is.na(winter)) %>%
mutate(col =ifelse(winter == 'winter18-19', '#34cceb', ifelse(winter == 'winter19-20','#1b535e' ,'#dead1b'))) %>%
mutate(date = as.Date(format(Time, format ='%m-%d'), format ='%m-%d' )) %>%
mutate(day = day(Time),
hour = hour(Time),
week = week(Time),
datetime = ifelse(month > 6, lubridate::make_datetime(2020, month, day, hour, 0, 0), lubridate::make_datetime(2021, month, day, hour, 0, 0))) %>%
filter(!is.na(winter))
p1 <- ggplot(winter.layer) +
geom_line(aes(datetime, energy, col = winter), linewidth = 1.5) +
# facet_wrap(~ winter , ncol= 1, scales = 'free_x') +
# scale_color_gradientn(colours = rev(RColorBrewer::brewer.pal(11, 'RdYlBu'))) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
labs(y = expression(paste("Internal energy (J ",m^-2,")")), x = "") +
geom_vline(xintercept= winter.layer$datetime[ which(abs(winter.layer$minT - 4) < 0.01)], col = winter.layer$col[ which(abs(winter.layer$minT - 4) < 0.01)]) +
theme_bw()+theme(legend.position = "bottom", axis.text.x = element_text(angle = 45, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); p1
ggsave(filename = 'figs/energy_hourly.png', plot = p1, width = 30, height = 15, units = 'cm')
p1 <- ggplot(winter.layer) +
geom_line(aes(datetime, energy, col = winter), linewidth = 1.5) +
# facet_wrap(~ winter , ncol= 1, scales = 'free_x') +
# scale_color_gradientn(colours = rev(RColorBrewer::brewer.pal(11, 'RdYlBu'))) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
ylim(5e7, 1.25e8)+
labs(y = expression(paste("Internal energy (J ",m^-2,")")), x = "") +
geom_vline(xintercept= winter.layer$datetime[ which(abs(winter.layer$minT - 4) < 0.01)], col = winter.layer$col[ which(abs(winter.layer$minT - 4) < 0.01)]) +
theme_bw()+theme(legend.position = "bottom", axis.text.x = element_text(angle = 45, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); p1
p1 <- ggplot(winter.layer) +
geom_line(aes(datetime, energy, col = winter), linewidth = 1.5) +
# facet_wrap(~ winter , ncol= 1, scales = 'free_x') +
# scale_color_gradientn(colours = rev(RColorBrewer::brewer.pal(11, 'RdYlBu'))) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
ylim(5e7, 1.25e8)+
labs(y = expression(paste("Internal energy (J ",m^-2,")")), x = "") +
geom_vline(xintercept= winter.layer$datetime[ which(abs(winter.layer$minT - 4) < 0.001)], col = winter.layer$col[ which(abs(winter.layer$minT - 4) < 0.001)]) +
theme_bw()+theme(legend.position = "bottom", axis.text.x = element_text(angle = 45, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); p1
p1 <- ggplot(winter.layer) +
geom_line(aes(datetime, energy, col = winter), linewidth = 1.5) +
# facet_wrap(~ winter , ncol= 1, scales = 'free_x') +
# scale_color_gradientn(colours = rev(RColorBrewer::brewer.pal(11, 'RdYlBu'))) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
ylim(5e7, 1.25e8)+
labs(y = expression(paste("Internal energy (J ",m^-2,")")), x = "") +
geom_vline(xintercept= winter.layer$datetime[ which(abs(winter.layer$minT - 4) < 0.005)], col = winter.layer$col[ which(abs(winter.layer$minT - 4) < 0.005)]) +
theme_bw()+theme(legend.position = "bottom", axis.text.x = element_text(angle = 45, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); p1
p1 <- ggplot(winter.layer) +
geom_line(aes(datetime, energy, col = winter), linewidth = 1.5) +
# facet_wrap(~ winter , ncol= 1, scales = 'free_x') +
# scale_color_gradientn(colours = rev(RColorBrewer::brewer.pal(11, 'RdYlBu'))) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
ylim(5e7, 1.25e8)+
labs(y = expression(paste("Internal energy (J ",m^-2,")")), x = "") +
geom_vline(xintercept= winter.layer$datetime[ which(abs(winter.layer$minT - 4) < 0.003)], col = winter.layer$col[ which(abs(winter.layer$minT - 4) < 0.003)]) +
theme_bw()+theme(legend.position = "bottom", axis.text.x = element_text(angle = 45, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); p1
ggsave(filename = 'figs/energy_hourly.png', plot = p1, width = 30, height = 15, units = 'cm')
p1 <- ggplot(winter.layer) +
geom_line(aes(datetime, energy, col = winter), linewidth = 1.0) +
# facet_wrap(~ winter , ncol= 1, scales = 'free_x') +
# scale_color_gradientn(colours = rev(RColorBrewer::brewer.pal(11, 'RdYlBu'))) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
ylim(5e7, 1.25e8)+
labs(y = expression(paste("Internal energy (J ",m^-2,")")), x = "") +
geom_vline(xintercept= winter.layer$datetime[ which(abs(winter.layer$minT - 4) < 0.003)], col = winter.layer$col[ which(abs(winter.layer$minT - 4) < 0.003)]) +
theme_bw()+theme(legend.position = "bottom", axis.text.x = element_text(angle = 45, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); p1
ggsave(filename = 'figs/energy_hourly.png', plot = p1, width = 30, height = 15, units = 'cm')
p1 <- ggplot(winter.layer) +
geom_line(aes(datetime, energy, col = winter), linewidth = 1.0) +
# facet_wrap(~ winter , ncol= 1, scales = 'free_x') +
# scale_color_gradientn(colours = rev(RColorBrewer::brewer.pal(11, 'RdYlBu'))) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
ylim(5e7, 1.25e8)+
labs(y = expression(paste("Internal energy (J ",m^-2,")")), x = "") +
geom_vline(xintercept= winter.layer$datetime[ which(abs(winter.layer$minT - 4) < 0.003)], col = winter.layer$col[ which(abs(winter.layer$minT - 4) < 0.003)]) +
theme_bw()+theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); p1
ggsave(filename = 'figs/energy_hourly.png', plot = p1, width = 30, height = 15, units = 'cm')
unique(m_df_timeseries$variable)
ts1 <- ggplot(m_df_timeseries %>% filter(variable == 0.75), aes(datetime, value, color = winter)) +
geom_line() +
ylab('Water temperature (\u00B0C)') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ggtitle("0.75 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); ts1
ts2 <- ggplot(m_df_timeseries %>% filter(variable == 1.55 )) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
ylab('Water temperature (\u00B0C)') +
ggtitle("1.55 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts3 <- ggplot(m_df_timeseries %>% filter(variable == 2.55 )) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylab('Water temperature (\u00B0C)') +
ggtitle("2.55 m depth") +
theme_bw() +theme(legend.position = "bottom" ,axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts4 <- ggplot(m_df_timeseries %>% filter(variable == 3.05)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylab('Water temperature (\u00B0C)') +
ggtitle("3.05 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts5 <- ggplot(m_df_timeseries %>% filter(variable == 5.45)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylab('Water temperature (\u00B0C)') +
ggtitle("5.45 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts6 <- ggplot(m_df_timeseries %>% filter(variable == 7.45 )) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylab('Water temperature (\u00B0C)') +
ggtitle("7.45 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
p3=(ts1/ts2/ts3) + (ts4/ts5/ts6) +plot_layout(guides = "collect") & theme(legend.position = 'bottom')& plot_annotation(tag_levels = 'A');p3
p3=(ts1/ts2/ts3) | (ts4/ts5/ts6) +plot_layout(guides = "collect") & theme(legend.position = 'bottom')& plot_annotation(tag_levels = 'A');p3
ggsave(filename = 'figs/wtemptimeseries.png', plot = p3, width = 30, height = 30, units = 'cm')
plot_breaks
# plot_label = (format(m_df_timeseries$Time, format ='%m-%d %H:00:00') )
plot_breaks = seq(min(plot_datetime), max(plot_datetime), 5000000)
plot_breaks
# plot_label = (format(m_df_timeseries$Time, format ='%m-%d %H:00:00') )
plot_breaks = seq(min(plot_datetime), max(plot_datetime), 2000000)
plot_breaks
plot_label = format(as.POSIXct((plot_breaks), origin='1970-01-01'), format ='%m-%d %H:00:00')
match(plot_breaks, plot_datetime)
ts1 <- ggplot(m_df_timeseries %>% filter(variable == 0.75), aes(datetime, value, color = winter)) +
geom_line() +
ylab('Water temperature (\u00B0C)') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ggtitle("0.75 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); ts1
ts2 <- ggplot(m_df_timeseries %>% filter(variable == 1.55 )) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
ylab('Water temperature (\u00B0C)') +
ggtitle("1.55 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts3 <- ggplot(m_df_timeseries %>% filter(variable == 2.55 )) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylab('Water temperature (\u00B0C)') +
ggtitle("2.55 m depth") +
theme_bw() +theme(legend.position = "bottom" ,axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts4 <- ggplot(m_df_timeseries %>% filter(variable == 3.05)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylab('Water temperature (\u00B0C)') +
ggtitle("3.05 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts5 <- ggplot(m_df_timeseries %>% filter(variable == 5.45)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylab('Water temperature (\u00B0C)') +
ggtitle("5.45 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts6 <- ggplot(m_df_timeseries %>% filter(variable == 7.45 )) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylab('Water temperature (\u00B0C)') +
ggtitle("7.45 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
p3=(ts1/ts2/ts3) | (ts4/ts5/ts6) +plot_layout(guides = "collect") & theme(legend.position = 'bottom')& plot_annotation(tag_levels = 'A');p3
ggsave(filename = 'figs/wtemptimeseries.png', plot = p3, width = 30, height = 30, units = 'cm')
####
ts1 <- ggplot(m_df_timeseries %>% filter(variable == 0.75), aes(datetime, value, color = winter)) +
geom_line() +
ylab('Water temperature (\u00B0C)') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ggtitle("0.75 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); ts1
ts2 <- ggplot(m_df_timeseries %>% filter(variable == 1.55 )) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
ylab('Water temperature (\u00B0C)') +
ggtitle("1.55 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts3 <- ggplot(m_df_timeseries %>% filter(variable == 2.55 )) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
ylim(3, 4.5) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylab('Water temperature (\u00B0C)') +
ggtitle("2.55 m depth") +
theme_bw() +theme(legend.position = "bottom" ,axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts4 <- ggplot(m_df_timeseries %>% filter(variable == 3.05)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylim(3, 4.5) +
ylab('Water temperature (\u00B0C)') +
ggtitle("3.05 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts5 <- ggplot(m_df_timeseries %>% filter(variable == 5.45)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylim(3, 4.5) +
ylab('Water temperature (\u00B0C)') +
ggtitle("5.45 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts6 <- ggplot(m_df_timeseries %>% filter(variable == 7.45 )) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylim(3, 4.5) +
ylab('Water temperature (\u00B0C)') +
ggtitle("7.45 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
p3=(ts1/ts2/ts3) | (ts4/ts5/ts6) +plot_layout(guides = "collect") & theme(legend.position = 'bottom')& plot_annotation(tag_levels = 'A');p3
ggsave(filename = 'figs/wtemptimeseries.png', plot = p3, width = 30, height = 30, units = 'cm')
####
ts1 <- ggplot(m_df_timeseries %>% filter(variable == 0.75), aes(datetime, value, color = winter)) +
geom_line() +
ylab('Water temperature (\u00B0C)') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ggtitle("0.75 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); ts1
ts2 <- ggplot(m_df_timeseries %>% filter(variable == 1.55 )) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
ylab('Water temperature (\u00B0C)') +
ggtitle("1.55 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts3 <- ggplot(m_df_timeseries %>% filter(variable == 2.55 )) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
ylim(3.2, 4.5) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylab('Water temperature (\u00B0C)') +
ggtitle("2.55 m depth") +
theme_bw() +theme(legend.position = "bottom" ,axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts4 <- ggplot(m_df_timeseries %>% filter(variable == 3.05)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylim(3.2, 4.5) +
ylab('Water temperature (\u00B0C)') +
ggtitle("3.05 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts5 <- ggplot(m_df_timeseries %>% filter(variable == 5.45)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylim(3.5, 4.5) +
ylab('Water temperature (\u00B0C)') +
ggtitle("5.45 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts6 <- ggplot(m_df_timeseries %>% filter(variable == 7.45 )) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylim(3.5, 4.5) +
ylab('Water temperature (\u00B0C)') +
ggtitle("7.45 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
p3=(ts1/ts2/ts3) | (ts4/ts5/ts6) +plot_layout(guides = "collect") & theme(legend.position = 'bottom')& plot_annotation(tag_levels = 'A');p3
ggsave(filename = 'figs/wtemptimeseries.png', plot = p3, width = 30, height = 30, units = 'cm')
####
ts6 <- ggplot(m_df_timeseries %>% filter(variable == 7.45 )) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylim(3.7, 4.5) +
ylab('Water temperature (\u00B0C)') +
ggtitle("7.45 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
p3=(ts1/ts2/ts3) | (ts4/ts5/ts6) +plot_layout(guides = "collect") & theme(legend.position = 'bottom')& plot_annotation(tag_levels = 'A');p3
ggsave(filename = 'figs/wtemptimeseries.png', plot = p3, width = 30, height = 30, units = 'cm')
m_df_timeseries
str(m_df_timeseries)
ts6_deep <- ggplot(m_df_timeseries %>% filter(variable == 7.45 & week == 2)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylim(3.7, 4.5) +
ylab('Water temperature (\u00B0C)') +
ggtitle("7.45 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts6_deep <- ggplot(m_df_timeseries %>% filter(variable == 7.45 & week == 2)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylim(3.7, 4.5) +
ylab('Water temperature (\u00B0C)') +
ggtitle("7.45 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank());ts6_deep
p3
p3=(ts1/ts2/ts3) | (ts4/ts5/ts6) + plot_annotation(tag_levels = 'A')+plot_layout(guides = "collect") & theme(legend.position = 'bottom');p3
p3=(ts1/ts2/ts3) | (ts4/ts5/ts6) + plot_annotation(tag_levels = 'A')+plot_layout(guides = "collect")+ theme(legend.position = 'bottom');p3
p3=((ts1/ts2/ts3) | (ts4/ts5/ts6)) + plot_annotation(tag_levels = 'A')+plot_layout(guides = "collect") & theme(legend.position = 'bottom');p3
ggsave(filename = 'figs/wtemptimeseries.png', plot = p3, width = 30, height = 30, units = 'cm')
winter.layer %>% filter(winter == 'winter18-19') %>%
summarise(min = min(energy))
winter.layer %>% filter(winter == 'winter18-19') %>%
summarise(min = min(energy, na.rm =T))
winter.layer %>% filter(winter == 'winter19-20') %>%
summarise(min = min(energy, na.rm =T))
winter.layer %>% filter(winter == 'winter20-21') %>%
summarise(min = min(energy, na.rm =T))
unique(m_df_timeseries$week)
ts1 <- ggplot(m_df_timeseries %>% filter(variable == 0.75 & week ==49), aes(datetime, value, color = winter)) +
geom_line() +
ylab('Water temperature (\u00B0C)') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ggtitle("0.75 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); ts1
ts1 <- ggplot(m_df_timeseries %>% filter(variable == 0.75 & week ==53), aes(datetime, value, color = winter)) +
geom_line() +
ylab('Water temperature (\u00B0C)') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ggtitle("0.75 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); ts1
ts1 <- ggplot(m_df_timeseries %>% filter(variable == 0.75 & week ==54), aes(datetime, value, color = winter)) +
geom_line() +
ylab('Water temperature (\u00B0C)') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ggtitle("0.75 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); ts1
ts1 <- ggplot(m_df_timeseries %>% filter(variable == 0.75 & week ==52), aes(datetime, value, color = winter)) +
geom_line() +
ylab('Water temperature (\u00B0C)') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ggtitle("0.75 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); ts1
plot_datetime = m_df_timeseries$datetime
# plot_label = (format(m_df_timeseries$Time, format ='%m-%d %H:00:00') )
plot_breaks = seq(min(plot_datetime), max(plot_datetime), 3600)
plot_label = format(as.POSIXct((plot_breaks), origin='1970-01-01'), format ='%m-%d %H:00:00')
match(plot_breaks, plot_datetime)
ts1 <- ggplot(m_df_timeseries %>% filter(variable == 0.75 & week ==52), aes(datetime, value, color = winter)) +
geom_line() +
ylab('Water temperature (\u00B0C)') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ggtitle("0.75 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); ts1
plot_label
plot_datetime = m_df_timeseries$datetime
# plot_label = (format(m_df_timeseries$Time, format ='%m-%d %H:00:00') )
plot_breaks = seq(min(plot_datetime), max(plot_datetime), 3600*24)
plot_label = format(as.POSIXct((plot_breaks), origin='1970-01-01'), format ='%m-%d %H:00:00')
match(plot_breaks, plot_datetime)
ts1 <- ggplot(m_df_timeseries %>% filter(variable == 0.75 & week ==52), aes(datetime, value, color = winter)) +
geom_line() +
ylab('Water temperature (\u00B0C)') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ggtitle("0.75 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); ts1
# plot_label = (format(m_df_timeseries$Time, format ='%m-%d %H:00:00') )
plot_breaks = seq(min(plot_datetime), max(plot_datetime), 3600*30 )
plot_label = format(as.POSIXct((plot_breaks), origin='1970-01-01'), format ='%m-%d %H:00:00')
match(plot_breaks, plot_datetime)
ts1 <- ggplot(m_df_timeseries %>% filter(variable == 0.75 & week ==52), aes(datetime, value, color = winter)) +
geom_line() +
ylab('Water temperature (\u00B0C)') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ggtitle("0.75 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); ts1
# plot_label = (format(m_df_timeseries$Time, format ='%m-%d %H:00:00') )
plot_breaks = seq(min(plot_datetime), max(plot_datetime), 3600*24 )
plot_label = format(as.POSIXct((plot_breaks), origin='1970-01-01'), format ='%m-%d %H:00:00')
match(plot_breaks, plot_datetime)
ts1 <- ggplot(m_df_timeseries %>% filter(variable == 0.75 & week ==52), aes(datetime, value, color = winter)) +
geom_line() +
ylab('Water temperature (\u00B0C)') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ggtitle("0.75 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); ts1
ts2 <- ggplot(m_df_timeseries %>% filter(variable == 1.55 & week ==52)) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
ylab('Water temperature (\u00B0C)') +
ggtitle("1.55 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts3 <- ggplot(m_df_timeseries %>% filter(variable == 2.55 & week ==52)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
ylim(3.2, 4.5) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylab('Water temperature (\u00B0C)') +
ggtitle("2.55 m depth") +
theme_bw() +theme(legend.position = "bottom" ,axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts4 <- ggplot(m_df_timeseries %>% filter(variable == 3.05& week ==52)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylim(3.2, 4.5) +
ylab('Water temperature (\u00B0C)') +
ggtitle("3.05 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts5 <- ggplot(m_df_timeseries %>% filter(variable == 5.45& week ==52)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylim(3.5, 4.5) +
ylab('Water temperature (\u00B0C)') +
ggtitle("5.45 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts6 <- ggplot(m_df_timeseries %>% filter(variable == 7.45 & week ==52)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylim(3.7, 4.5) +
ylab('Water temperature (\u00B0C)') +
ggtitle("7.45 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
p3=((ts1/ts2/ts3) | (ts4/ts5/ts6)) + plot_annotation(tag_levels = 'A')+plot_layout(guides = "collect") & theme(legend.position = 'bottom');p3
plot_datetime = m_df_timeseries$datetime
# plot_label = (format(m_df_timeseries$Time, format ='%m-%d %H:00:00') )
plot_breaks = seq(min(plot_datetime), max(plot_datetime), 3600*24 )
plot_label = format(as.POSIXct((plot_breaks), origin='1970-01-01'), format ='%m-%d %H:00:00')
match(plot_breaks, plot_datetime)
week_plot = 2
ts1 <- ggplot(m_df_timeseries %>% filter(variable == 0.75 & week ==week_plot), aes(datetime, value, color = winter)) +
geom_line() +
ylab('Water temperature (\u00B0C)') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ggtitle("0.75 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank()); ts1
ts2 <- ggplot(m_df_timeseries %>% filter(variable == 1.55 & week ==week_plot)) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
ylab('Water temperature (\u00B0C)') +
ggtitle("1.55 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts3 <- ggplot(m_df_timeseries %>% filter(variable == 2.55 & week ==week_plot)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
ylim(3.2, 4.5) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylab('Water temperature (\u00B0C)') +
ggtitle("2.55 m depth") +
theme_bw() +theme(legend.position = "bottom" ,axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts4 <- ggplot(m_df_timeseries %>% filter(variable == 3.05& week ==week_plot)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylim(3.2, 4.5) +
ylab('Water temperature (\u00B0C)') +
ggtitle("3.05 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts5 <- ggplot(m_df_timeseries %>% filter(variable == 5.45& week ==week_plot)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylim(3.5, 4.5) +
ylab('Water temperature (\u00B0C)') +
ggtitle("5.45 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
ts6 <- ggplot(m_df_timeseries %>% filter(variable == 7.45 & week ==week_plot)) +
scale_x_continuous(breaks = plot_breaks,labels= plot_label) +
geom_line(aes(datetime, value, color = winter)) + scale_color_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
scale_fill_manual(values = c('#34cceb','#1b535e','#dead1b'), name = 'Winter') +
ylim(3.7, 4.5) +
ylab('Water temperature (\u00B0C)') +
ggtitle("7.45 m depth") +
theme_bw() +theme(legend.position = "bottom", axis.text.x = element_text(angle = 15, vjust = 0.5, hjust = 1), axis.title.x = element_blank())
p3=((ts1/ts2/ts3) | (ts4/ts5/ts6)) + plot_annotation(tag_levels = 'A')+plot_layout(guides = "collect") & theme(legend.position = 'bottom');p3