diff --git a/articles/descriptive-analysis-best_case_worst_case_emission_profile.html b/articles/descriptive-analysis-best_case_worst_case_emission_profile.html index 7704ea4..2b2f854 100644 --- a/articles/descriptive-analysis-best_case_worst_case_emission_profile.html +++ b/articles/descriptive-analysis-best_case_worst_case_emission_profile.html @@ -681,8 +681,8 @@ 

-transition_risk_product_example <- example_transition_risk_company_emission_avg_best_case_worst_case()
-kable(transition_risk_product_example)
+transition_risk_company_example <- example_transition_risk_company_emission_avg_best_case_worst_case() +kable(transition_risk_company_example) @@ -786,7 +786,7 @@

De select(-all_of(c("sum_mode", col, "companies_id", "distinct_comp"))) |> distinct() } -emission_rank_avg_equal_weight_per_benchmark <- emission_rank_avg_per_benchmark(transition_risk_product_example, "emission_rank_avg_equal_weight") |> +emission_rank_avg_equal_weight_per_benchmark <- emission_rank_avg_per_benchmark(transition_risk_company_example, "emission_rank_avg_equal_weight") |> rename("average_emission_rank_avg_equal_weight" = "average", "median_emission_rank_avg_equal_weight" = "rank_median", "25th_quantile_emission_rank_avg_equal_weight" = "rank_25th", @@ -831,7 +831,7 @@

Descr benchmark 

-emission_rank_avg_best_case_per_benchmark <- emission_rank_avg_per_benchmark(transition_risk_product_example, "emission_rank_avg_best_case") |>
+emission_rank_avg_best_case_per_benchmark <- emission_rank_avg_per_benchmark(transition_risk_company_example, "emission_rank_avg_best_case") |>
   rename("average_emission_rank_avg_best_case" = "average",
          "median_emission_rank_avg_best_case" = "rank_median",
          "25th_quantile_emission_rank_avg_best_case" = "rank_25th",
@@ -876,7 +876,7 @@ 
Desc
 per benchmark
 

 
-emission_rank_avg_worst_case_per_benchmark <- emission_rank_avg_per_benchmark(transition_risk_product_example, "emission_rank_avg_worst_case") |>
+emission_rank_avg_worst_case_per_benchmark <- emission_rank_avg_per_benchmark(transition_risk_company_example, "emission_rank_avg_worst_case") |>
   rename("average_emission_rank_avg_worst_case" = "average",
          "median_emission_rank_avg_worst_case" = "rank_median",
          "25th_quantile_emission_rank_avg_worst_case" = "rank_25th",
@@ -935,7 +935,7 @@ 
select(-all_of(c("sum_mode", col, "companies_id", "distinct_comp"))) |>
     distinct()
 }
-emission_rank_avg_equal_weight_per_benchmark_country <- emission_rank_avg_per_benchmark_country(transition_risk_product_example, "emission_rank_avg_equal_weight", "france") |>
+emission_rank_avg_equal_weight_per_benchmark_country <- emission_rank_avg_per_benchmark_country(transition_risk_company_example, "emission_rank_avg_equal_weight", "france") |>
   rename("average_emission_rank_avg_equal_weight" = "average",
          "median_emission_rank_avg_equal_weight" = "rank_median",
          "25th_quantile_emission_rank_avg_equal_weight" = "rank_25th",
@@ -984,7 +984,7 @@ 

 

 
-emission_rank_avg_best_case_per_benchmark_country <- emission_rank_avg_per_benchmark_country(transition_risk_product_example, "emission_rank_avg_best_case", "france") |>
+emission_rank_avg_best_case_per_benchmark_country <- emission_rank_avg_per_benchmark_country(transition_risk_company_example, "emission_rank_avg_best_case", "france") |>
   rename("average_emission_rank_avg_best_case" = "average",
          "median_emission_rank_avg_best_case" = "rank_median",
          "25th_quantile_emission_rank_avg_best_case" = "rank_25th",
@@ -1033,7 +1033,7 @@ 

 

 
-emission_rank_avg_worst_case_per_benchmark_country <- emission_rank_avg_per_benchmark_country(transition_risk_product_example, "emission_rank_avg_worst_case", "france") |>
+emission_rank_avg_worst_case_per_benchmark_country <- emission_rank_avg_per_benchmark_country(transition_risk_company_example, "emission_rank_avg_worst_case", "france") |>
   rename("average_emission_rank_avg_worst_case" = "average",
          "median_emission_rank_avg_worst_case" = "rank_median",
          "25th_quantile_emission_rank_avg_worst_case" = "rank_25th",
diff --git a/articles/descriptive-analysis-best_case_worst_case_transition_risk_profile.html b/articles/descriptive-analysis-best_case_worst_case_transition_risk_profile.html
index 0ba1d6a..d24c29e 100644
--- a/articles/descriptive-analysis-best_case_worst_case_transition_risk_profile.html
+++ b/articles/descriptive-analysis-best_case_worst_case_transition_risk_profile.html
@@ -61,7 +61,7 @@
 
 
 
-
+
 

   

 
@@ -82,212 +82,496 @@ 
 transition_risk_product_example <- example_transition_risk_product_best_case_worst_case()
-kable(transition_risk_product_example)

-
-------- - - - - - - - +kable(transition_risk_product_example) |> + kable_styling(full_width = TRUE, bootstrap_options = "striped") |> + scroll_box(width = "800px") +
+
grouping_transition_riskcountrytransition_risk_categorytransition_risk_profile_equal_weighttransition_risk_profile_best_casetransition_risk_profile_worst_case
+ + + + + + + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+grouping_transition_risk + +country + +transition_risk_category + +transition_risk_profile_equal_weight + +transition_risk_profile_best_case + +transition_risk_profile_worst_case +
1.5C RPS_2030_allfrancehigh0.250.250.25
1.5C RPS_2030_allfrancehigh0.750.750.75
1.5C RPS_2030_allfrancemedium0.100.100.10
1.5C RPS_2030_allfrancelow0.150.150.15
1.5C RPS_2030_allfrancelow0.550.550.55
1.5C RPS_2030_allfranceNA0.300.300.30
NZ 2050_2030_unitfrancehigh0.450.450.45
NZ 2050_2030_unitfrancemedium0.600.600.60
NZ 2050_2030_unitfrancemedium0.400.400.40
NZ 2050_2030_unitfrancelow0.350.350.35
NZ 2050_2030_unitfrancelow0.750.750.75
NZ 2050_2030_unitaustriahigh0.350.350.35
1.5C RPS_2030_allaustriahigh0.250.250.25
1.5C RPS_2030_allaustriamedium0.100.100.10
1.5C RPS_2030_allaustriamedium0.600.600.60
1.5C RPS_2030_allaustrialow0.150.150.15
1.5C RPS_2030_allaustriaNA0.300.300.30
NZ 2050_2030_unitaustriahigh0.450.450.45
NZ 2050_2030_unitaustriamedium0.600.600.60
NZ 2050_2030_unitaustriamedium0.800.800.80
NZ 2050_2030_unitaustrialow0.350.350.35
NZ 2050_2030_unitaustrialow0.850.850.85
NZ 2050_2030_unitaustriaNA0.750.750.75
+1.5C RPS_2030_all + +france + +high + +0.25 + +0.25 + +0.25 +
+1.5C RPS_2030_all + +france + +high + +0.75 + +0.75 + +0.75 +
+1.5C RPS_2030_all + +france + +medium + +0.10 + +0.10 + +0.10 +
+1.5C RPS_2030_all + +france + +low + +0.15 + +0.15 + +0.15 +
+1.5C RPS_2030_all + +france + +low + +0.55 + +0.55 + +0.55 +
+1.5C RPS_2030_all + +france + +NA + +0.30 + +0.30 + +0.30 +
+NZ 2050_2030_unit + +france + +high + +0.45 + +0.45 + +0.45 +
+NZ 2050_2030_unit + +france + +medium + +0.60 + +0.60 + +0.60 +
+NZ 2050_2030_unit + +france + +medium + +0.40 + +0.40 + +0.40 +
+NZ 2050_2030_unit + +france + +low + +0.35 + +0.35 + +0.35 +
+NZ 2050_2030_unit + +france + +low + +0.75 + +0.75 + +0.75 +
+NZ 2050_2030_unit + +austria + +high + +0.35 + +0.35 + +0.35 +
+1.5C RPS_2030_all + +austria + +high + +0.25 + +0.25 + +0.25 +
+1.5C RPS_2030_all + +austria + +medium + +0.10 + +0.10 + +0.10 +
+1.5C RPS_2030_all + +austria + +medium + +0.60 + +0.60 + +0.60 +
+1.5C RPS_2030_all + +austria + +low + +0.15 + +0.15 + +0.15 +
+1.5C RPS_2030_all + +austria + +NA + +0.30 + +0.30 + +0.30 +
+NZ 2050_2030_unit + +austria + +high + +0.45 + +0.45 + +0.45 +
+NZ 2050_2030_unit + +austria + +medium + +0.60 + +0.60 + +0.60 +
+NZ 2050_2030_unit + +austria + +medium + +0.80 + +0.80 + +0.80 +
+NZ 2050_2030_unit + +austria + +low + +0.35 + +0.35 + +0.35 +
+NZ 2050_2030_unit + +austria + +low + +0.85 + +0.85 + +0.85 +
+NZ 2050_2030_unit + +austria + +NA + +0.75 + +0.75 + +0.75 +
+

Average transition_risk_profile_equal_weight per grouping_transition_risk and @@ -511,7 +795,7 @@

avg_transition_risk_equal_weight_per_benchmark_country_risk_category <- avg_per_benchmark_country_risk_category(transition_risk_product_example, "transition_risk_profile_equal_weight", "france") |> rename(avg_equal_weight = "proportion") -kable(avg_transition_risk_equal_weight_per_benchmark_country_risk_category)

+kable(avg_transition_risk_equal_weight_per_benchmark_country_risk_category) @@ -681,6 +965,690 @@

Bar plot

+ +
+

Example company-level output of transition risk profile for best +case and worst case +

+
+transition_risk_company_example <- example_transition_risk_company_transition_risk_avg_best_case_worst_case()
+kable(transition_risk_company_example) |>
+  kable_styling(full_width = TRUE, bootstrap_options = "striped") |>
+  scroll_box(width = "800px")
+
+

grouping_transition_risk
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+companies_id + +country + +grouping_transition_risk + +avg_transition_risk_equal_weight + +avg_transition_risk_best_case + +avg_transition_risk_worst_case +
+comp_1 + +france + +1.5C RPS_2030_all + +0.25 + +0.25 + +0.25 +
+comp_1 + +france + +NZ 2050_2030_unit + +0.85 + +0.85 + +0.85 +
+comp_2 + +france + +1.5C RPS_2030_all + +0.10 + +0.10 + +0.10 +
+comp_2 + +france + +NZ 2050_2030_unit + +0.30 + +0.30 + +0.30 +
+comp_3 + +austria + +1.5C RPS_2030_all + +0.35 + +0.35 + +0.35 +
+comp_3 + +austria + +NZ 2050_2030_unit + +0.55 + +0.55 + +0.55 +
+comp_4 + +austria + +1.5C RPS_2030_all + +0.70 + +0.70 + +0.70 +
+comp_4 + +austria + +NZ 2050_2030_unit + +0.20 + +0.20 + +0.20 +
+ + +
+

Descriptive analysis of +avg_transition_risk_equal_weight per +grouping_transition_risk +

+
+avg_transition_risk_per_benchmark <- function(data, col) {
+  data |>
+    select(all_of(c("companies_id", "grouping_transition_risk", col))) |>
+    distinct() |>
+    mutate(sum_mode = sum(.data[[col]], na.rm = TRUE), .by = "grouping_transition_risk") |>
+    mutate(distinct_comp = n_distinct(companies_id, na.rm = TRUE), .by = "grouping_transition_risk") |>
+    mutate(average = sum_mode / distinct_comp) |>
+    mutate(rank_median = median(.data[[col]], na.rm = TRUE), .by = "grouping_transition_risk") |>
+    mutate(rank_25th = quantile(.data[[col]], 0.25, na.rm = TRUE), .by = "grouping_transition_risk") |>
+    mutate(rank_75th = quantile(.data[[col]], 0.75, na.rm = TRUE), .by = "grouping_transition_risk") |>
+    select(-all_of(c("sum_mode", col, "companies_id", "distinct_comp"))) |>
+    distinct()
+}
+avg_transition_risk_equal_weight_per_benchmark <- avg_transition_risk_per_benchmark(transition_risk_company_example, "avg_transition_risk_equal_weight") |>
+  rename("average_avg_transition_risk_equal_weight" = "average",
+         "median_avg_transition_risk_equal_weight" = "rank_median",
+         "25th_quantile_avg_transition_risk_equal_weight" = "rank_25th",
+         "75th_quantile_avg_transition_risk_equal_weight" = "rank_75th")
+
+kable(avg_transition_risk_equal_weight_per_benchmark) |>
+  kable_styling(full_width = TRUE, bootstrap_options = "striped") |>
+  scroll_box(width = "800px")
+
+ + + + + + + + + + + + + + + + + + + + + + + + +
+grouping_transition_risk + +average_avg_transition_risk_equal_weight + +median_avg_transition_risk_equal_weight + +25th_quantile_avg_transition_risk_equal_weight + +75th_quantile_avg_transition_risk_equal_weight +
+1.5C RPS_2030_all + +0.350 + +0.300 + +0.2125 + +0.4375 +
+NZ 2050_2030_unit + +0.475 + +0.425 + +0.2750 + +0.6250 +
+
+
+
+

Descriptive analysis of avg_transition_risk_best_case +per grouping_transition_risk +

+
+avg_transition_risk_best_case_per_benchmark <- avg_transition_risk_per_benchmark(transition_risk_company_example, "avg_transition_risk_best_case") |>
+  rename("average_avg_transition_risk_best_case" = "average",
+         "median_avg_transition_risk_best_case" = "rank_median",
+         "25th_quantile_avg_transition_risk_best_case" = "rank_25th",
+         "75th_quantile_avg_transition_risk_best_case" = "rank_75th")
+
+kable(avg_transition_risk_best_case_per_benchmark) |>
+  kable_styling(full_width = TRUE, bootstrap_options = "striped") |>
+  scroll_box(width = "800px")
+
+ + + + + + + + + + + + + + + + + + + + + + + + +
+grouping_transition_risk + +average_avg_transition_risk_best_case + +median_avg_transition_risk_best_case + +25th_quantile_avg_transition_risk_best_case + +75th_quantile_avg_transition_risk_best_case +
+1.5C RPS_2030_all + +0.350 + +0.300 + +0.2125 + +0.4375 +
+NZ 2050_2030_unit + +0.475 + +0.425 + +0.2750 + +0.6250 +
+
+
+
+

Descriptive analysis of avg_transition_risk_worst_case +per grouping_transition_risk +

+
+avg_transition_risk_worst_case_per_benchmark <- avg_transition_risk_per_benchmark(transition_risk_company_example, "avg_transition_risk_worst_case") |>
+  rename("average_avg_transition_risk_worst_case" = "average",
+         "median_avg_transition_risk_worst_case" = "rank_median",
+         "25th_quantile_avg_transition_risk_worst_case" = "rank_25th",
+         "75th_quantile_avg_transition_risk_worst_case" = "rank_75th")
+
+kable(avg_transition_risk_worst_case_per_benchmark) |>
+  kable_styling(full_width = TRUE, bootstrap_options = "striped") |>
+  scroll_box(width = "800px")
+
+ + + + + + + + + + + + + + + + + + + + + + + + +
+grouping_transition_risk + +average_avg_transition_risk_worst_case + +median_avg_transition_risk_worst_case + +25th_quantile_avg_transition_risk_worst_case + +75th_quantile_avg_transition_risk_worst_case +
+1.5C RPS_2030_all + +0.350 + +0.300 + +0.2125 + +0.4375 +
+NZ 2050_2030_unit + +0.475 + +0.425 + +0.2750 + +0.6250 +
+
+
+
+

Descriptive analysis of +avg_transition_risk_equal_weight per +grouping_transition_risk for a country +

+
+avg_transition_risk_per_benchmark_country <- function(data, col, country_value) {
+  data |>
+    select(all_of(c("companies_id", "grouping_transition_risk", "country", col))) |>
+    distinct() |>
+    filter(country == country_value) |>
+    mutate(sum_mode = sum(.data[[col]], na.rm = TRUE), .by = "grouping_transition_risk") |>
+    mutate(distinct_comp = n_distinct(companies_id, na.rm = TRUE), .by = "grouping_transition_risk") |>
+    mutate(average = sum_mode / distinct_comp) |>
+    mutate(rank_median = median(.data[[col]], na.rm = TRUE), .by = "grouping_transition_risk") |>
+    mutate(rank_25th = quantile(.data[[col]], 0.25, na.rm = TRUE), .by = "grouping_transition_risk") |>
+    mutate(rank_75th = quantile(.data[[col]], 0.75, na.rm = TRUE), .by = "grouping_transition_risk") |>
+    select(-all_of(c("sum_mode", col, "companies_id", "distinct_comp"))) |>
+    distinct()
+}
+avg_transition_risk_equal_weight_per_benchmark_country  <- avg_transition_risk_per_benchmark_country(transition_risk_company_example, "avg_transition_risk_equal_weight", "france") |>
+  rename("average_avg_transition_risk_equal_weight" = "average",
+         "median_avg_transition_risk_equal_weight" = "rank_median",
+         "25th_quantile_avg_transition_risk_equal_weight" = "rank_25th",
+         "75th_quantile_avg_transition_risk_equal_weight" = "rank_75th")
+
+kable(avg_transition_risk_equal_weight_per_benchmark_country) |>
+  kable_styling(full_width = TRUE, bootstrap_options = "striped") |>
+  scroll_box(width = "800px")
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + +
+grouping_transition_risk + +country + +average_avg_transition_risk_equal_weight + +median_avg_transition_risk_equal_weight + +25th_quantile_avg_transition_risk_equal_weight + +75th_quantile_avg_transition_risk_equal_weight +
+1.5C RPS_2030_all + +france + +0.175 + +0.175 + +0.1375 + +0.2125 +
+NZ 2050_2030_unit + +france + +0.575 + +0.575 + +0.4375 + +0.7125 +
+
+
+
+

Descriptive analysis of avg_transition_risk_best_case +per grouping_transition_risk for a country +

+
+avg_transition_risk_best_case_per_benchmark_country  <- avg_transition_risk_per_benchmark_country(transition_risk_company_example, "avg_transition_risk_best_case", "france") |>
+  rename("average_avg_transition_risk_best_case" = "average",
+         "median_avg_transition_risk_best_case" = "rank_median",
+         "25th_quantile_avg_transition_risk_best_case" = "rank_25th",
+         "75th_quantile_avg_transition_risk_best_case" = "rank_75th")
+
+kable(avg_transition_risk_best_case_per_benchmark_country) |>
+  kable_styling(full_width = TRUE, bootstrap_options = "striped") |>
+  scroll_box(width = "800px")
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + +
+grouping_transition_risk + +country + +average_avg_transition_risk_best_case + +median_avg_transition_risk_best_case + +25th_quantile_avg_transition_risk_best_case + +75th_quantile_avg_transition_risk_best_case +
+1.5C RPS_2030_all + +france + +0.175 + +0.175 + +0.1375 + +0.2125 +
+NZ 2050_2030_unit + +france + +0.575 + +0.575 + +0.4375 + +0.7125 +
+
+
+
+

Descriptive analysis of avg_transition_risk_worst_case +per grouping_transition_risk for a country +

+
+avg_transition_risk_worst_case_per_benchmark_country  <- avg_transition_risk_per_benchmark_country(transition_risk_company_example, "avg_transition_risk_worst_case", "france") |>
+  rename("average_avg_transition_risk_worst_case" = "average",
+         "median_avg_transition_risk_worst_case" = "rank_median",
+         "25th_quantile_avg_transition_risk_worst_case" = "rank_25th",
+         "75th_quantile_avg_transition_risk_worst_case" = "rank_75th")
+
+kable(avg_transition_risk_worst_case_per_benchmark_country) |>
+  kable_styling(full_width = TRUE, bootstrap_options = "striped") |>
+  scroll_box(width = "800px")
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + +
+grouping_transition_risk + +country + +average_avg_transition_risk_worst_case + +median_avg_transition_risk_worst_case + +25th_quantile_avg_transition_risk_worst_case + +75th_quantile_avg_transition_risk_worst_case +
+1.5C RPS_2030_all + +france + +0.175 + +0.175 + +0.1375 + +0.2125 +
+NZ 2050_2030_unit + +france + +0.575 + +0.575 + +0.4375 + +0.7125 +
+
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Usage example_transition_risk_company_sector_avg_best_case_worst_case() -example_transition_risk_product_best_case_worst_case() +example_transition_risk_product_best_case_worst_case() + +example_transition_risk_company_transition_risk_avg_best_case_worst_case()
@@ -245,6 +247,20 @@

Examples#> # ³​transition_risk_profile_equal_weight #> # ℹ 2 more variables: transition_risk_profile_best_case <dbl>, #> # transition_risk_profile_worst_case <dbl> +example_transition_risk_company_transition_risk_avg_best_case_worst_case() +#> # A tibble: 8 × 6 +#> companies_id country grouping_transition_risk avg_transition_risk_equal_weight +#> <chr> <chr> <chr> <dbl> +#> 1 comp_1 france 1.5C RPS_2030_all 0.25 +#> 2 comp_1 france NZ 2050_2030_unit 0.85 +#> 3 comp_2 france 1.5C RPS_2030_all 0.1 +#> 4 comp_2 france NZ 2050_2030_unit 0.3 +#> 5 comp_3 austria 1.5C RPS_2030_all 0.35 +#> 6 comp_3 austria NZ 2050_2030_unit 0.55 +#> 7 comp_4 austria 1.5C RPS_2030_all 0.7 +#> 8 comp_4 austria NZ 2050_2030_unit 0.2 +#> # ℹ 2 more variables: avg_transition_risk_best_case <dbl>, +#> # avg_transition_risk_worst_case <dbl>