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^doc$ | ||
^CRAN-RELEASE$ | ||
^Meta$ | ||
^CRAN-RELEASE$ | ||
^.*\.Rproj$ | ||
^\.Rproj\.user$ | ||
^README\.R?md$ | ||
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Meta | ||
doc | ||
.Rproj.user/ | ||
.Rhistory | ||
.RData | ||
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## ----setup, include = FALSE--------------------------------------------------- | ||
knitr::opts_chunk$set( | ||
echo = TRUE, | ||
collapse = TRUE, | ||
comment = "#>" | ||
) | ||
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## ----load_data---------------------------------------------------------------- | ||
suppressPackageStartupMessages({ | ||
library(magrittr) | ||
library(dplyr) | ||
library(stringr) | ||
library(tidyr) | ||
library(purrr) | ||
library(broom) | ||
library(knitr) | ||
library(scales) | ||
library(kayadata) | ||
}) | ||
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kaya <- get_kaya_data("United States") | ||
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## ----plot_P_1990, fig.cap = str_c("Trend in population for U.S. from 1990--", max(kaya$year, na.rm = T))---- | ||
plot_kaya(kaya, "P", log_scale = TRUE, start_year = 1990, trend_line = TRUE, points = FALSE) + | ||
theme_bw() | ||
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## ----plot_g_1990, fig.cap = str_c("Trend in per-capita GDP for U.S. from 1990--", max(kaya$year, na.rm = T))---- | ||
plot_kaya(kaya, "g", log_scale = TRUE, start_year = 1990, trend_line = TRUE, points = FALSE) + | ||
theme_bw() | ||
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## ----plot_e_1990, fig.cap = str_c("Trend in primary-energy intensity of the U.S. economy from 1990--", max(kaya$year, na.rm = T))---- | ||
plot_kaya(kaya, "e", log_scale = TRUE, start_year = 1990, trend_line = TRUE, points = FALSE) + | ||
theme_bw() | ||
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## ----plot_f_1990, fig.cap = str_c("Trend in the carbon-dioxide intensity of the U.S. energy supply from 1990--", max(kaya$year, na.rm = T))---- | ||
plot_kaya(kaya, "f", log_scale = TRUE, start_year = 1990, trend_line = TRUE, points = FALSE) + | ||
theme_bw() | ||
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## ----plot_f_2005, fig.cap = str_c("Trend in the carbon-dioxide intensity of the U.S. energy supply from 2005--", max(kaya$year, na.rm = T))---- | ||
plot_kaya(kaya, "f", log_scale = TRUE, start_year = 2005, trend_line = TRUE, points = FALSE) + | ||
theme_bw() | ||
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## ----compute-bottom-up-rates-------------------------------------------------- | ||
vars <- c("P", "g", "e", "f") | ||
historical_trends <- map_dbl(vars, | ||
~kaya %>% | ||
gather(key = variable, value = value, -region, -year) %>% | ||
filter(variable == .x, | ||
year >= ifelse(.x == "f", 2005, 1990)) %>% | ||
lm(log(value) ~ year, data = .) %>% tidy() %>% | ||
filter(term == "year") %$% estimate | ||
) %>% set_names(vars) | ||
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tibble(Variable = names(historical_trends), | ||
Rate = map_chr(historical_trends, ~percent(.x, 0.01))) %>% | ||
kable(align = c("c", "r")) | ||
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## ----implied_rate_F----------------------------------------------------------- | ||
ref_year <- 2005 | ||
target_years <- c(2025, 2050) | ||
target_reduction <- c(0.26, 0.80) | ||
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F_ref <- kaya %>% filter(year == ref_year) %$% F | ||
F_target <- tibble(year = target_years, F = F_ref * (1 - target_reduction)) %>% | ||
mutate(implied_rate = log(F / F_ref) / (year - ref_year)) | ||
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F_target %>% | ||
mutate(implied_rate = map_chr(implied_rate, ~percent(.x, 0.01))) %>% | ||
rename("Target F" = F, "Implied Rate" = implied_rate) %>% | ||
kable(align = c("crr"), digits = 0) | ||
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## ----implied_decarb_bottom_up------------------------------------------------- | ||
implied_decarb_rates <- F_target %>% | ||
transmute(year, impl_F = implied_rate, | ||
hist_G = historical_trends['P'] + historical_trends['g'], | ||
hist_ef = historical_trends['e'] + historical_trends['f'], | ||
impl_ef = impl_F - hist_G) | ||
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implied_decarb_rates %>% | ||
mutate_at(vars(starts_with("hist_"), starts_with("impl_")), | ||
list(~map_chr(., ~percent(.x, 0.01)))) %>% | ||
select(Year = year, | ||
"implied F" = impl_F, | ||
"historical G" = hist_G, | ||
"implied ef" = impl_ef, | ||
"historical ef" = hist_ef | ||
) %>% | ||
kable(align="rrrrr") | ||
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## ----top_down_trends---------------------------------------------------------- | ||
top_down_trends <- get_top_down_trends("United States") | ||
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top_down_trends %>% select(P, G, E) %>% | ||
mutate_all(list(~map_chr(., ~percent(.x, 0.01)))) %>% | ||
rename("P trend" = P, "G trend" = G, "E trend" = E) %>% | ||
kable(align="rrr") | ||
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## ----implied_decarb_top_down-------------------------------------------------- | ||
implied_decarb_rates_top_down <- F_target %>% | ||
transmute(year, impl_F = implied_rate, | ||
top_down_E = top_down_trends$E, | ||
hist_f = historical_trends['f'], | ||
impl_f = impl_F - top_down_E) | ||
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implied_decarb_rates_top_down %>% | ||
mutate_at(vars(starts_with("hist_"), starts_with("impl_"), | ||
starts_with("top_down")), | ||
list(~map_chr(., ~percent(.x, 0.01)))) %>% | ||
select(Year = year, | ||
"implied F" = impl_F, | ||
"top-down E" = top_down_E, | ||
"implied f" = impl_f, | ||
"historical f" = hist_f | ||
) %>% | ||
kable(align="rrrrr") | ||
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