From 25102bb85bfc2a731a7858d7ba3b93fbeaa4800f Mon Sep 17 00:00:00 2001
From: Chih-Hsuan Chang <100536001@alumnos.uc3m.es>
Date: Sun, 14 Dec 2025 14:06:17 +0100
Subject: [PATCH 1/3] initial verson_replication

---
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diff --git a/_projects/2025/100536001/100536001.Rmd b/_projects/2025/100536001/100536001.Rmd
new file mode 100644
index 00000000..89ef04de
--- /dev/null
+++ b/_projects/2025/100536001/100536001.Rmd
@@ -0,0 +1,767 @@
+---
+title: "Final Project_Chih Hsuan Chang"
+description: |
+categories: "2025"
+author: Chih Hsuan Chang
+date: "`r Sys.Date()`"
+output:
+  distill::distill_article:
+    self_contained: false
+    toc: true
+---
+
+## Consumer Inflation 2020 - 2025
+
+```{r setup, include = FALSE}
+knitr::opts_chunk$set(out.width="100%", fig.align="center", fig.showtext=TRUE)
+```
+
+I have choose the graph from Visual Capitalist, "Consumer Inflation from 2020 to 2025". The dataset is from Deutsche Bank, record consumer inflation from 2020 to June 2025.
+
+![original graph](Consumer-Inflation_2020-2025.jpeg)
+
+### Packages
+
+```{r}
+library(readr)
+library(ggplot2)
+library(tidyverse)
+library(sf) # map structure
+library(scales) # making the scale
+library(rnaturalearth) # map info
+library(showtext) # fonts
+library(systemfonts)
+library(cowplot) # composite maps together
+```
+
+### Data Cleaning
+
+```{r}
+# import data
+inflation2025 <- read_csv("global inflation 2025_Deutsche Bank - Sheet1.csv")
+
+# clean data
+cum_inflation_2025 <- inflation2025 |> 
+  select(-`cum change since 2012 (%)`,
+         -`cum change since 2020 (%)`,
+         -`Rank based on change from 2012 Economy`) |> 
+  mutate(Economy = case_when(Economy == "United States" ~ "United States of America",
+                             Economy == "Czech Republic" ~ "Czechia",
+                             TRUE ~ Economy))
+
+# sf data object
+world_map <- ne_countries(scale = "medium", returnclass = "sf") |> 
+  filter(admin != "Antarctica")
+world_inflation <- world_map |> 
+  left_join(cum_inflation_2025, by = c("name" = "Economy")) |>
+  # change names that are shown/not shown on the map 
+  mutate(name = case_when(name == "South Africa" ~ "S. Africa", 
+                          name == "Turkey" ~ "Türkiye", 
+                          name == "United Kingdom" ~ "UK",
+                          name == "South Korea" ~ "S. Korea",
+                          name == "United Arab Emirates" ~ "UAE",
+                          name == "United States of America" ~ "U.S.",
+                          name %in% c(
+                            "Austria", "Netherlands", "Belgium", 
+                            "Luxembourg", "Portugal", "Singapore", 
+                            "Denmark", "Ireland") ~ "",
+                          TRUE ~ name))
+```
+
+### Fonts
+
+```{r}
+#| include: false
+knitr::opts_chunk$set(dev = "ragg_png")
+```
+
+```{r}
+font_add_google("Poppins", "poppins")
+font_add(family = "Modak",
+         regular = "/Users/karlazhong/Library/Fonts/Modak-Regular.ttf")
+showtext_auto()
+```
+
+### The Gradient Scale on Top of the Map
+
+```{r}
+# bar legend
+vc_palette <- c("#53a6e8", "#6b9bd1", "#7B95C5","#8a8eb8", "#9B88AC","#ab809f", "#B87993","#c87284", "#D86C7B","#e56569", "#B0022A")
+limit_range <- c(0, 55)
+legend_data <- data.frame(x = seq(limit_range[1], limit_range[2], length.out = 500))
+legend_data$y_height <- 0.2 + (legend_data$x / 50) * 2
+
+legend_plot <- ggplot(legend_data) +
+  geom_segment(aes(x = x, xend = x, y = 0, yend = y_height, color = x), linewidth = 1) +
+  scale_color_gradientn(
+    colors = vc_palette,
+    limits = limit_range,
+    oob = scales::squish,
+  ) +
+  annotate("text", x = 1, y = -1, label = "0%", size = 2.5, fontface = "bold", color = "#333333") +
+  annotate("text", x = 10, y = -1, label = "10%", size = 2.5, fontface = "bold", color = "#333333") +
+  annotate("text", x = 20, y = -1, label = "20%", size = 2.5, fontface = "bold", color = "#333333") +
+  annotate("text", x = 30, y = -1, label = "30%", size = 2.5, fontface = "bold", color = "#333333") +
+  annotate("text", x = 40, y = -1, label = "40%", size = 2.5, fontface = "bold", color = "#333333") +
+  annotate("text", x = 50, y = -1, label = "50%", size = 2.5, fontface = "bold", color = "#333333") +
+  annotate("segment", x = 0, xend = 0, y = 0, yend = -0.3, color = "#333333") +
+  annotate("segment", x = 5, xend = 5, y = 0, yend = -0.3, color = "#333333") +
+  annotate("segment", x = 10, xend = 10, y = 0, yend = -0.3, color = "#333333") +
+  annotate("segment", x = 15, xend = 15, y = 0, yend = -0.3, color = "#333333") +
+  annotate("segment", x = 20, xend = 20, y = 0, yend = -0.3, color = "#333333") +
+  annotate("segment", x = 25, xend = 25, y = 0, yend = -0.3, color = "#333333") +
+  annotate("segment", x = 30, xend = 30, y = 0, yend = -0.3, color = "#333333") +
+  annotate("segment", x = 35, xend = 35, y = 0, yend = -0.3, color = "#333333") +
+  annotate("segment", x = 40, xend = 40, y = 0, yend = -0.3, color = "#333333") +
+  annotate("segment", x = 45, xend = 45, y = 0, yend = -0.3, color = "#333333") +
+  annotate("segment", x = 50, xend = 50, y = 0, yend = -0.3, color = "#333333") +
+  ylim(-1, 4) + 
+  xlim(10, 60) +
+  scale_y_continuous(expand = c(0, 0), limits = c(-5, 4)) + 
+  scale_x_continuous(expand = c(0, 0)) +
+  theme_void() +
+  theme(legend.position = "none")
+
+scale_grob <- ggplotGrob(legend_plot)
+```
+
+### Numbers on Bubbles
+
+```{r}
+# inside the lens
+bubble_list_eu <- tibble::tribble(
+  ~name_label, ~value_label,
+  "Hungary", "52%",
+  "Czechia", "41%",
+  "UK", "24%",
+  "Italy", "18%",
+  "Greece", "16%",
+  "Switzerland", "6%")
+bubble_list_sea <- tibble::tribble(
+  ~name_label, ~value_label,
+  "Philippines", "24%",
+  "Indonesia", "14%",
+  "Taiwan", "10%",
+  "Malaysia", "9%",
+  "Hong Kong", "8%",
+  "Thailand", "8%")
+bubble_geo_eu <- world_inflation |> 
+  right_join(bubble_list_eu, by = c("name" = "name_label")) |> 
+  st_point_on_surface()
+bubble_geo_sea <- world_inflation |> 
+  right_join(bubble_list_sea, by = c("name" = "name_label")) |> 
+  st_point_on_surface()
+
+# adjust bubble position
+row_greece <- which(bubble_geo_eu$name_label == "Greece")
+new_grc_coords <- st_point(c(21.65, 40.25))
+bubble_geo_eu$geometry[row_greece] <- st_sfc(new_grc_coords) |>  
+  st_set_crs(st_crs(bubble_geo_eu))
+st_geometry(bubble_geo_eu)[bubble_geo_eu$name == "Czechia"] <- st_sfc(
+  st_point(c(18.0, 50.0)), crs = st_crs(bubble_geo_eu))
+
+# outside of the lens
+bubble_list_rest <- tibble::tribble(
+  ~name_label, ~value_label,
+  "Chile", "34%",
+  "New Zealand", "23%",
+  "S. Korea", "15%",
+  "Israel", "13%",
+  "Qatar", "9%",
+  "Japan", "8%",
+  "UAE", "6%")
+bubble_geo_rest <- world_inflation |> 
+  right_join(bubble_list_rest, by = c("name" = "name_label")) |>
+  st_point_on_surface()
+
+# Argentina
+bubble_arg <- tibble::tribble(
+  ~ name_label, ~ value_label,
+  "Argentina", "2,614%")
+bubble_geo_arg <- world_inflation |> 
+  right_join(bubble_arg, by = c("name" = "name_label")) |>
+  st_point_on_surface()
+
+# Türkiye
+bubble_tur <- tibble::tribble(
+  ~ name_label, ~ value_label,
+  "Türkiye", "464%")
+bubble_geo_tur <- world_inflation |> 
+  right_join(bubble_tur, by = c("name" = "name_label")) |>
+  st_point_on_surface()
+
+# adjust the bubbles' position
+st_geometry(bubble_geo_rest)[bubble_geo_rest$name == "Qatar"] <- st_sfc(
+  st_point(c(51.2, 27.5)), crs = st_crs(bubble_geo_rest))
+st_geometry(bubble_geo_rest)[bubble_geo_rest$name == "UAE"] <- st_sfc(
+  st_point(c(54, 22)), crs = st_crs(bubble_geo_rest))
+st_geometry(bubble_geo_tur)[bubble_geo_tur$name == "Türkiye"] <- st_sfc(
+  st_point(c(44.0, 41.0)), crs = st_crs(bubble_geo_tur))
+st_geometry(bubble_geo_rest)[bubble_geo_rest$name == "New Zealand"] <- st_sfc(
+  st_point(c(160.0, -46.0)), crs = st_crs(bubble_geo_rest))
+st_geometry(bubble_geo_rest)[bubble_geo_rest$name == "Chile"] <- st_sfc(
+  st_point(c(-72.0, -23.0)), crs = st_crs(bubble_geo_rest))
+st_geometry(bubble_geo_arg)[bubble_geo_arg$name == "Argentina"] <- st_sfc(
+  st_point(c(-60.0, -39.0)), crs = st_crs(bubble_geo_arg))
+st_geometry(bubble_geo_sea)[bubble_geo_sea$name == "Malaysia"] <- st_sfc(
+  st_point(c(116.0, 5.0)), crs = st_crs(bubble_geo_sea))
+st_geometry(bubble_geo_sea)[bubble_geo_sea$name == "Indonesia"] <- st_sfc(
+  st_point(c(106.0, -6.6)), crs = st_crs(bubble_geo_sea))
+st_geometry(bubble_geo_sea)[bubble_geo_sea$name == "Philippines"] <- st_sfc(
+  st_point(c(120.0, 14.6)), crs = st_crs(bubble_geo_sea))
+```
+
+### Base Map + Scale + Base Countries' Bubbles - Plot1
+
+```{r}
+plot1 <- ggplot(world_inflation) +
+  # Map Layer
+  geom_sf(aes(fill = `5-yr cum\nchange (%)`), color = "grey70", size = 0.2) +
+  # The Gradient Scale on the map
+  scale_fill_gradientn(
+    colors = vc_palette,
+    limits = limit_range, 
+    oob = scales::squish,
+    na.value = "#fffce9",
+  ) +
+  # The Gradient Bar
+  annotation_custom(
+    grob = scale_grob, 
+    xmin = -10500000, xmax = 10500000,
+    ymin = 6500000, ymax = 16000000
+  ) +
+  # bubbles rest
+  geom_point(
+    data = bubble_geo_rest,
+    stat = "sf_coordinates",
+    aes(geometry = geometry,
+        fill = `5-yr cum\nchange (%)`,
+        ),
+    size = 4.5,           # Adjust bubble size here
+    color = "#fffce9",    # The border of the bubble
+    shape = 21,         # Shape 21 allows both fill and color (border)
+    stroke = 0.15,        # Thickness of the white border
+  ) +
+    # text inside bubbles rest
+  geom_text(
+    data = bubble_geo_rest,
+    stat = "sf_coordinates",
+    aes(geometry = geometry, label = value_label),
+    color = "#fffce9",
+    size = 1.7,
+    fontface = "plain",
+    family = "poppins"
+  )+
+  # bubble Argentina
+  geom_point(
+    data = bubble_geo_arg,
+    stat = "sf_coordinates",
+    aes(geometry = geometry,
+        fill = `5-yr cum\nchange (%)`),
+    size = 11,           # Adjust bubble size here
+    color = "#fffce9",    # The border of the bubble
+    shape = 21,         # Shape 21 allows both fill and color (border)
+    stroke = 0.15,        # Thickness of the white border
+  ) +
+    # text inside bubble Argentina
+  geom_text(
+    data = bubble_geo_arg,
+    stat = "sf_coordinates",
+    aes(geometry = geometry, label = value_label),
+    color = "#fffce9",
+    size = 2.5,
+    fontface = "plain",
+    family = "poppins"
+  )+
+  # bubble Türkiye
+  geom_point(
+    data = bubble_geo_tur,
+    stat = "sf_coordinates",
+    aes(geometry = geometry,
+        fill = `5-yr cum\nchange (%)`),
+    size = 6,           # Adjust bubble size here
+    color = "#fffce9",    # The border of the bubble
+    shape = 21,         # Shape 21 allows both fill and color (border)
+    stroke = 0.15,        # Thickness of the white border
+  ) +
+    # text inside bubble Türkiye
+  geom_text(
+    data = bubble_geo_tur,
+    stat = "sf_coordinates",
+    aes(geometry = geometry, label = value_label),
+    color = "#fffce9",
+    size = 1.7,
+    fontface = "plain",
+    family = "poppins"
+  ) +
+  # Theme and Projection
+  coord_sf(crs = "+proj=robin") + # Robinson Projection
+  theme_void() + # Removes axes and standard grid
+  theme(
+    # Background Colors
+    plot.background = element_rect(fill = "#fffce9", color = NA),
+    panel.background = element_rect(fill = "#fffce9", color = NA),
+    # Legend Positioning
+    legend.position = "none"
+  ) +
+  # Title (the "Consumer Inflation" header)
+  labs(title = "Consumer Inflation",
+       subtitle = "2 0 2 0  -  2 0 2 5") +
+  theme(
+    plot.title = element_text(
+      hjust = 0.5,
+      face = "plain", 
+      size = 30, 
+      margin = margin(t = 10),
+      family = "Modak"),
+    plot.subtitle = element_text(
+      hjust = 0.5,
+      face = "bold", 
+      size = 12, 
+      margin = margin(t = 4, b = 70),
+      family = "poppins",
+      ))
+
+print(plot1)
+```
+
+### Country Labels and Numbers
+
+```{r}
+country_label_base <- tibble::tribble(
+  ~ name_label,
+  "Argentina", "Türkiye", "Egypt", "Russia", "Colombia", "Chile", "Brazil",
+  "India", "Mexico", "S. Africa", "New Zealand", "Australia", "Canada", "S. Korea", 
+  "Saudi Arabia", "Israel", "Qatar", "Japan", "China", "UAE", "U.S.") 
+country_label_geo_base <- world_inflation |> 
+  right_join(country_label_base, by = c("name" = "name_label")) |> 
+  st_point_on_surface()
+# adjusting the position
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "Argentina"] <- st_sfc(
+  st_point(c(-36.0, -39.0)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "Türkiye"] <- st_sfc(
+  st_point(c(60.0, 41.0)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "Egypt"] <- st_sfc(
+  st_point(c(17.0, 27.1)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "Russia"] <- st_sfc(
+  st_point(c(102.0, 62.0)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "Colombia"] <- st_sfc(
+  st_point(c(-90.5, 4.1)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "Chile"] <- st_sfc(
+  st_point(c(-83.0, -23.0)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "Brazil"] <- st_sfc(
+  st_point(c(-46.0, -8.4)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "India"] <- st_sfc(
+  st_point(c(92.0, 22.35)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "Mexico"] <- st_sfc(
+  st_point(c(-117.0, 23.5)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "S. Africa"] <- st_sfc(
+  st_point(c(41.0, -29.0)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "New Zealand"] <- st_sfc(
+  st_point(c(137.0, -47.0)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "Australia"] <- st_sfc(
+  st_point(c(138.0, -26.0)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "Canada"] <- st_sfc(
+  st_point(c(-100.5, 56.0)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "S. Korea"] <- st_sfc(
+  st_point(c(127.0, 31.0)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "Saudi Arabia"] <- st_sfc(
+  st_point(c(30.0, 19.0)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "Israel"] <- st_sfc(
+  st_point(c(25.0, 34.0)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "Qatar"] <- st_sfc(
+  st_point(c(62.4, 29.0)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "China"] <- st_sfc(
+  st_point(c(107.0, 35.0)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "Japan"] <- st_sfc(
+  st_point(c(155.0, 42.5)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "UAE"] <- st_sfc(
+  st_point(c(64.0, 21.0)), crs = st_crs(country_label_geo_base))
+st_geometry(country_label_geo_base)[country_label_geo_base$name == "U.S."] <- st_sfc(
+  st_point(c(-94.0, 40.0)), crs = st_crs(country_label_geo_base))
+
+country_label_eu <- tibble::tribble(
+  ~ name_label,
+  "Spain", "France", "Finland", "Sweden", "Poland", "Germany", "Norway", "Hungary", "Czechia", "UK", "Italy", "Greece", "Switzerland") 
+country_label_geo_eu <- world_inflation |> 
+  right_join(country_label_eu, by = c("name" = "name_label")) |> 
+  st_point_on_surface()
+# adjusting the position
+st_geometry(country_label_geo_eu)[country_label_geo_eu$name == "Spain"] <- st_sfc(
+  st_point(c(3.0, 40.5)), crs = st_crs(country_label_geo_eu))
+st_geometry(country_label_geo_eu)[country_label_geo_eu$name == "France"] <- st_sfc(
+  st_point(c(-5.0, 46.2)), crs = st_crs(country_label_geo_eu))
+st_geometry(country_label_geo_eu)[country_label_geo_eu$name == "Finland"] <- st_sfc(
+  st_point(c(36.0, 61.0)), crs = st_crs(country_label_geo_eu))
+st_geometry(country_label_geo_eu)[country_label_geo_eu$name == "Sweden"] <- st_sfc(
+  st_point(c(17.0, 60.0)), crs = st_crs(country_label_geo_eu))
+st_geometry(country_label_geo_eu)[country_label_geo_eu$name == "Norway"] <- st_sfc(
+  st_point(c(6.0, 59.0)), crs = st_crs(country_label_geo_eu))
+st_geometry(country_label_geo_eu)[country_label_geo_eu$name == "Poland"] <- st_sfc(
+  st_point(c(26.5, 52.2)), crs = st_crs(country_label_geo_eu))
+st_geometry(country_label_geo_eu)[country_label_geo_eu$name == "Germany"] <- st_sfc(
+  st_point(c(9.5, 49.8)), crs = st_crs(country_label_geo_eu))
+st_geometry(country_label_geo_eu)[country_label_geo_eu$name == "Hungary"] <- st_sfc(
+  st_point(c(26.0, 46.0)), crs = st_crs(country_label_geo_eu))
+st_geometry(country_label_geo_eu)[country_label_geo_eu$name == "Czechia"] <- st_sfc(
+  st_point(c(25.5, 49.0)), crs = st_crs(country_label_geo_eu))
+st_geometry(country_label_geo_eu)[country_label_geo_eu$name == "UK"] <- st_sfc(
+  st_point(c(3.0, 54.7)), crs = st_crs(country_label_geo_eu))
+st_geometry(country_label_geo_eu)[country_label_geo_eu$name == "Italy"] <- st_sfc(
+  st_point(c(8.56, 41.87)), crs = st_crs(country_label_geo_eu))
+st_geometry(country_label_geo_eu)[country_label_geo_eu$name == "Greece"] <- st_sfc(
+  st_point(c(23.0, 41.0)), crs = st_crs(country_label_geo_eu))
+st_geometry(country_label_geo_eu)[country_label_geo_eu$name == "Switzerland"] <- st_sfc(
+  st_point(c(8.2, 45.0)), crs = st_crs(country_label_geo_eu))
+
+
+
+country_label_sea <- tibble::tribble(
+  ~ name_label,
+  "Philippines", "Indonesia", "Taiwan", "Malaysia", "Hong Kong", "Thailand")
+country_label_geo_sea <- world_inflation |> 
+  right_join(country_label_sea, by = c("name" = "name_label")) |> 
+  st_point_on_surface()
+# adjusting the position
+st_geometry(country_label_geo_sea)[country_label_geo_sea$name == "Taiwan"] <- st_sfc(
+  st_point(c(130.0, 23.82)), crs = st_crs(country_label_geo_sea))
+st_geometry(country_label_geo_sea)[country_label_geo_sea$name == "Philippines"] <- st_sfc(
+  st_point(c(130.88, 14.0)), crs = st_crs(country_label_geo_sea))
+st_geometry(country_label_geo_sea)[country_label_geo_sea$name == "Indonesia"] <- st_sfc(
+  st_point(c(116.5, -6.48)), crs = st_crs(country_label_geo_sea))
+st_geometry(country_label_geo_sea)[country_label_geo_sea$name == "Malaysia"] <- st_sfc(
+  st_point(c(126.69, 5.0)), crs = st_crs(country_label_geo_sea))
+st_geometry(country_label_geo_sea)[country_label_geo_sea$name == "Hong Kong"] <- st_sfc(
+  st_point(c(114.18, 18.5)), crs = st_crs(country_label_geo_sea))
+st_geometry(country_label_geo_sea)[country_label_geo_sea$name == "Thailand"] <- st_sfc(
+  st_point(c(111.00, 13.5)), crs = st_crs(country_label_geo_sea))
+
+number_label_base <- tibble::tribble(
+  ~ name_label,
+  "Egypt", "Russia", "Colombia", "Brazil", "India", "Mexico", "S. Africa",
+  "U.S.", "Australia", "Canada", "Saudi Arabia", "China") 
+number_label_geo_base <- world_inflation |> 
+  right_join(number_label_base, by = c("name" = "name_label")) |> 
+  mutate(`5-yr cum\nchange (%)` = paste0(`5-yr cum\nchange (%)`, "%")) |> 
+  st_point_on_surface()
+# adjust the position
+st_geometry(number_label_geo_base)[number_label_geo_base$name == "Russia"] <- st_sfc(
+  st_point(c(85.0, 62.0)), crs = st_crs(number_label_geo_base))
+st_geometry(number_label_geo_base)[number_label_geo_base$name == "Brazil"] <- st_sfc(
+  st_point(c(-57.0, -8.4)), crs = st_crs(number_label_geo_base))
+st_geometry(number_label_geo_base)[number_label_geo_base$name == "China"] <- st_sfc(
+  st_point(c(96.0, 35.0)), crs = st_crs(number_label_geo_base))
+st_geometry(number_label_geo_base)[number_label_geo_base$name == "Saudi Arabia"] <- st_sfc(
+  st_point(c(44.57, 23.0)), crs = st_crs(number_label_geo_base))
+st_geometry(number_label_geo_base)[number_label_geo_base$name == "U.S."] <- st_sfc(
+  st_point(c(-105.0, 40.0)), crs = st_crs(number_label_geo_base))
+st_geometry(number_label_geo_base)[number_label_geo_base$name == "Canada"] <- st_sfc(
+  st_point(c(-116.0, 56.0)), crs = st_crs(number_label_geo_base))
+st_geometry(number_label_geo_base)[number_label_geo_base$name == "Australia"] <- st_sfc(
+  st_point(c(123.0, -26.0)), crs = st_crs(number_label_geo_base))
+
+number_label_eu <- tibble::tribble(
+  ~ name_label,
+  "Spain", "France", "Finland", "Sweden", "Poland", "Germany", "Norway") 
+number_label_geo_eu <- world_inflation |> 
+  right_join(number_label_eu, by = c("name" = "name_label")) |> 
+  mutate(`5-yr cum\nchange (%)` = paste0(`5-yr cum\nchange (%)`, "%")) |> 
+  st_point_on_surface()
+# adjust the position
+st_geometry(number_label_geo_eu)[number_label_geo_eu$name == "Gremany"] <- st_sfc(
+  st_point(c(10.0, 60.0)), crs = st_crs(number_label_geo_eu))
+st_geometry(number_label_geo_eu)[number_label_geo_eu$name == "Norway"] <- st_sfc(
+  st_point(c(8.5, 61.0)), crs = st_crs(number_label_geo_eu))
+st_geometry(number_label_geo_eu)[number_label_geo_eu$name == "Finland"] <- st_sfc(
+  st_point(c(26.0, 62.0)), crs = st_crs(number_label_geo_eu))
+st_geometry(number_label_geo_eu)[number_label_geo_eu$name == "Poland"] <- st_sfc(
+  st_point(c(19.14, 53.0)), crs = st_crs(number_label_geo_eu))
+```
+
+### plot1(base plot) + Country Labels and Numbers - plot2
+
+```{r}
+plot2 <- plot1 +
+  # country names
+  geom_text(
+    data = country_label_geo_base,
+    stat = "sf_coordinates",
+    aes(geometry = geometry, label = name),
+    color = "#333333", 
+    size = 2,        # Adjust text size
+    fontface = "bold", # "plain", "bold", "italic"
+    family = "roboto",
+    inherit.aes = FALSE
+  ) +
+  # number labels
+  geom_text(
+    data = number_label_geo_base,
+    stat = "sf_coordinates",
+    aes(geometry = geometry, label = `5-yr cum\nchange (%)`),
+    color = "#fffce9", 
+    size = 1.6,        # Adjust text size
+    fontface = "plain", # "plain", "bold", "italic"
+    family = "poppins",
+    inherit.aes = FALSE
+  )
+print(plot2)
+```
+
+### Magnified EU and SEA and the Bubbles in the Lenses
+
+build the magnifying function and add the bubble + number + country name layer
+
+```{r}
+sf_use_s2(FALSE)
+
+create_lens_eu <- function(data, bubble_data, center_lon, center_lat, radius_km) {
+  
+  # A. PRE-CROP: Cut the map to a rough square box first.
+  #    This prevents "global wrapping" errors that cause the solid purple circle.
+  #    We create a bounding box +/- 25 degrees around the center.
+  buff <- 25 
+  bbox <- st_bbox(c(xmin = center_lon - buff, xmax = center_lon + buff, 
+                    ymin = center_lat - buff, ymax = center_lat + buff), 
+                  crs = st_crs(data))
+  
+  # Suppress warnings for the crop
+  data_cropped <- suppressWarnings(st_crop(data, bbox))
+  
+  # define projection (Azimuthal Equidistant)
+  lens_crs <- paste0("+proj=aeqd +lat_0=", center_lat, " +lon_0=", center_lon)
+  
+  # create circle
+  center_pt <- st_sfc(st_point(c(center_lon, center_lat)), crs = 4326)
+  center_pt_proj <- st_transform(center_pt, lens_crs)
+  circle_border <- st_buffer(center_pt_proj, dist = radius_km * 1000)
+  data_proj <- st_transform(data_cropped, lens_crs)
+  data_proj <- st_make_valid(data_proj)
+  lens_data <- st_intersection(data_proj, circle_border)
+  lens_data <- st_collection_extract(lens_data, "POLYGON")
+  
+  # Process Bubble Data (Transform -> Clip)
+  bubbles_proj_eu <- st_transform(bubble_geo_eu, lens_crs)
+  lens_bubbles_eu <- st_intersection(bubbles_proj_eu, circle_border)
+  
+  # Create Plot
+  ggplot() +
+    # Background (Beige)
+    geom_sf(data = circle_border, fill = "#fffce9", color = NA) +
+    # Map Data : 
+    geom_sf(data = lens_data, 
+            aes(fill = `5-yr cum\nchange (%)`), 
+            color = "grey70", size = 0.25) +
+    # bubbles
+    geom_point(
+    data = bubble_geo_eu,
+    stat = "sf_coordinates",
+    aes(geometry = geometry,
+        fill = `5-yr cum\nchange (%)`),
+    size = 4.5,           # Adjust bubble size here
+    color = "#fffce9",    # The border of the bubble
+    shape = 21,         # Shape 21 allows both fill and color (border)
+    stroke = 0.15        # Thickness of the white border
+    ) +
+    # numbers inside bubbles
+  geom_text(
+    data = bubble_geo_eu,
+    stat = "sf_coordinates",
+    aes(geometry = geometry, label = value_label),
+    color = "#fffce9",
+    size = 1.5,
+    fontface = "plain",
+    family = "poppins",
+    ) +
+    # country labels
+    geom_text(
+    data = country_label_geo_eu,
+    stat = "sf_coordinates",
+    aes(geometry = geometry, label = name),
+    color = "#333333",
+    size = 1.6,
+    fontface = "bold",
+    family = "poppins",
+    ) +
+    # number labels
+    geom_text(
+    data = number_label_geo_eu,
+    stat = "sf_coordinates",
+    aes(geometry = geometry, label = `5-yr cum\nchange (%)`),
+    color = "#fffce9",
+    size = 1.6,
+    fontface = "plain",
+    family = "poppins",
+    ) +
+    # Scale
+    scale_fill_gradientn(
+      colors = vc_palette,
+      limits = limit_range, 
+      oob = scales::squish,
+      na.value = "#fffce9"
+    ) +
+    # Border
+    geom_sf(data = circle_border, fill = NA, color = "grey50", linewidth = 0.1) +
+    # Theme
+    coord_sf(datum = NA) +
+    theme_void() +
+    theme(legend.position = "none"
+    ) 
+}
+
+create_lens_sea <- function(data, bubble_data, center_lon, center_lat, radius_km) {
+  
+  # A. PRE-CROP: Cut the map to a rough square box first.
+  #    This prevents "global wrapping" errors that cause the solid purple circle.
+  #    We create a bounding box +/- 25 degrees around the center.
+  buff <- 25 
+  bbox <- st_bbox(c(xmin = center_lon - buff, xmax = center_lon + buff, 
+                    ymin = center_lat - buff, ymax = center_lat + buff), 
+                  crs = st_crs(data))
+  
+  # Suppress warnings for the crop
+  data_cropped <- suppressWarnings(st_crop(data, bbox))
+  
+  # define projection (Azimuthal Equidistant)
+  lens_crs <- paste0("+proj=aeqd +lat_0=", center_lat, " +lon_0=", center_lon)
+  
+  # create circle
+  center_pt <- st_sfc(st_point(c(center_lon, center_lat)), crs = 4326)
+  center_pt_proj <- st_transform(center_pt, lens_crs)
+  circle_border <- st_buffer(center_pt_proj, dist = radius_km * 1000)
+  data_proj <- st_transform(data_cropped, lens_crs)
+  data_proj <- st_make_valid(data_proj)
+  lens_data <- st_intersection(data_proj, circle_border)
+  lens_data <- st_collection_extract(lens_data, "POLYGON")
+  
+  # Process Bubble Data (Transform -> Clip)
+  bubbles_proj_sea <- st_transform(bubble_geo_sea, lens_crs)
+  lens_bubbles_sea <- st_intersection(bubbles_proj_sea, circle_border)
+  
+  # Create Plot
+  ggplot() +
+    # Background (Beige)
+    geom_sf(data = circle_border, fill = "#fffce9", color = NA) +
+    # Map Data : 
+    geom_sf(data = lens_data, 
+            aes(fill = `5-yr cum\nchange (%)`), 
+            color = "grey70", size = 0.25) +
+    # bubbles
+    geom_point(
+    data = bubble_geo_sea,
+    stat = "sf_coordinates",
+    aes(geometry = geometry,
+        fill = `5-yr cum\nchange (%)`),
+    size = 4.5,           # Adjust bubble size here
+    color = "#fffce9",    # The border of the bubble
+    shape = 21,         # Shape 21 allows both fill and color (border)
+    stroke = 0.15        # Thickness of the white border
+    ) +
+    # text inside bubbles
+  geom_text(
+    data = bubble_geo_sea,
+    stat = "sf_coordinates",
+    aes(geometry = geometry, label = value_label),
+    color = "#fffce9",
+    size = 1.5,
+    fontface = "plain",
+    family = "poppins"
+    ) +
+    # country labels
+    geom_text(
+    data = country_label_geo_sea,
+    stat = "sf_coordinates",
+    aes(geometry = geometry, label = name),
+    color = "#333333",
+    size = 1.6,
+    fontface = "bold",
+    family = "poppins"
+    ) +
+    # Scale
+    scale_fill_gradientn(
+      colors = vc_palette,
+      limits = limit_range, 
+      oob = scales::squish,
+      na.value = "#fffce9"
+    ) +
+    # Border
+    geom_sf(data = circle_border, fill = NA, color = "grey50", linewidth = 0.2) +
+    # Theme
+    coord_sf(datum = NA) +
+    theme_void() +
+    theme(legend.position = "none"
+    ) 
+}
+```
+
+```{r}
+p_lens_eu <- create_lens_eu(
+  data = world_inflation, 
+  bubble_data = bubble_geo_eu,
+  center_lon = 7, # 7
+  center_lat = 50, # 49
+  radius_km = 2000
+)
+p_lens_sea <- create_lens_sea(
+  data = world_inflation,
+  bubble_data = bubble_geo_sea,
+  center_lon = 113, 
+  center_lat = 9, 
+  radius_km = 2200
+)
+```
+
+### plot2 + the Magnifying Lenses - plot3
+
+```{r}
+plot_3 <- ggdraw(plot2) +
+  draw_plot(p_lens_eu, x = -0.045, y = 0.375, width = 1, height = 0.3, scale = 1.25) +
+  draw_plot(p_lens_sea, x = 0.27, y = 0.14, width = 1, height = 0.3, scale = 0.8)
+print(plot_3)
+```
+
+### plot3 + the Texts and Arrows - final_plot
+
+```{r}
+texts <- tibble(label = c(
+  "Consumer Inflation Cumulative\nChange, 2020-2025",
+  "President Milei's fiscal\noverhaul has lowered\nArgentina's annualized\ninflation rate to 21%\nas of June 2025.",
+  "Post-pandemic inflation\ndidn't hit Asia as hard\nas it hit Europe."),
+  x = c(0.24, 0.43, 0.65), 
+  y = c(0.797, 0.16, 0.16),
+  hjust = c(0, 0, 0),
+  size = c(2, 1.5, 1.3),
+  font = "poppins",
+  fontface = c("bold", "italic", "italic"),
+  color = c("#333333", "#D86C7B", "#6b9bd1")
+)
+
+final_plot <- plot_3 +
+  geom_text(
+    data = texts,
+    aes(x = x, y = y, label = label, hjust = hjust),
+    color = texts$color,
+    size = texts$size,
+    fontface = texts$fontface,
+    family = "poppins",
+    lineheight = 0.9,
+    inherit.aes = FALSE # Essential to ignore map data
+  ) +
+  geom_curve(
+    aes(x = 0.425, y = 0.18, xend = 0.40, yend = 0.13),
+    curvature = 0.3,       # Negative = Curves Right (concave down)
+    color = "#D86C7B",
+    size = 0.3,
+    arrow = arrow(length = unit(0.01, "npc"), type = "closed"),
+    inherit.aes = FALSE
+  ) +
+  geom_curve(
+    aes(x = 0.69, y = 0.19, xend = 0.717, yend = 0.24),
+    curvature = -0.3,       # Negative = Curves Right (looks best for this angle)
+    color = "#6b9bd1",
+    size = 0.3,
+    arrow = arrow(length = unit(0.01, "npc"), type = "closed"),
+    inherit.aes = FALSE
+  )
+
+print(final_plot)
+```
diff --git a/_projects/2025/100536001/100536001.html b/_projects/2025/100536001/100536001.html
new file mode 100644
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+
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+  <meta property="og:type" content="article"/>
+  <meta property="og:locale" content="en_US"/>
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+  </script>
+  <!--radix_placeholder_navigation_in_header-->
+  <!--/radix_placeholder_navigation_in_header-->
+  <!--radix_placeholder_distill-->
+
+  <style type="text/css">
+
+  body {
+    background-color: white;
+  }
+
+  .pandoc-table {
+    width: 100%;
+  }
+
+  .pandoc-table>caption {
+    margin-bottom: 10px;
+  }
+
+  .pandoc-table th:not([align]) {
+    text-align: left;
+  }
+
+  .pagedtable-footer {
+    font-size: 15px;
+  }
+
+  d-byline .byline {
+    grid-template-columns: 2fr 2fr;
+  }
+
+  d-byline .byline h3 {
+    margin-block-start: 1.5em;
+  }
+
+  d-byline .byline .authors-affiliations h3 {
+    margin-block-start: 0.5em;
+  }
+
+  .authors-affiliations .orcid-id {
+    width: 16px;
+    height:16px;
+    margin-left: 4px;
+    margin-right: 4px;
+    vertical-align: middle;
+    padding-bottom: 2px;
+  }
+
+  d-title .dt-tags {
+    margin-top: 1em;
+    grid-column: text;
+  }
+
+  .dt-tags .dt-tag {
+    text-decoration: none;
+    display: inline-block;
+    color: rgba(0,0,0,0.6);
+    padding: 0em 0.4em;
+    margin-right: 0.5em;
+    margin-bottom: 0.4em;
+    font-size: 70%;
+    border: 1px solid rgba(0,0,0,0.2);
+    border-radius: 3px;
+    text-transform: uppercase;
+    font-weight: 500;
+  }
+
+  d-article table.gt_table td,
+  d-article table.gt_table th {
+    border-bottom: none;
+    font-size: 100%;
+  }
+
+  .html-widget {
+    margin-bottom: 2.0em;
+  }
+
+  .l-screen-inset {
+    padding-right: 16px;
+  }
+
+  .l-screen .caption {
+    margin-left: 10px;
+  }
+
+  .shaded {
+    background: rgb(247, 247, 247);
+    padding-top: 20px;
+    padding-bottom: 20px;
+    border-top: 1px solid rgba(0, 0, 0, 0.1);
+    border-bottom: 1px solid rgba(0, 0, 0, 0.1);
+  }
+
+  .shaded .html-widget {
+    margin-bottom: 0;
+    border: 1px solid rgba(0, 0, 0, 0.1);
+  }
+
+  .shaded .shaded-content {
+    background: white;
+  }
+
+  .text-output {
+    margin-top: 0;
+    line-height: 1.5em;
+  }
+
+  .hidden {
+    display: none !important;
+  }
+
+  hr.section-separator {
+    border: none;
+    border-top: 1px solid rgba(0, 0, 0, 0.1);
+    margin: 0px;
+  }
+
+
+  d-byline {
+    border-top: none;
+  }
+
+  d-article {
+    padding-top: 2.5rem;
+    padding-bottom: 30px;
+    border-top: none;
+  }
+
+  d-appendix {
+    padding-top: 30px;
+  }
+
+  d-article>p>img {
+    width: 100%;
+  }
+
+  d-article h2 {
+    margin: 1rem 0 1.5rem 0;
+  }
+
+  d-article h3 {
+    margin-top: 1.5rem;
+  }
+
+  d-article iframe {
+    border: 1px solid rgba(0, 0, 0, 0.1);
+    margin-bottom: 2.0em;
+    width: 100%;
+  }
+
+  /* Tweak code blocks */
+
+  d-article div.sourceCode code,
+  d-article pre code {
+    font-family: Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;
+  }
+
+  d-article pre,
+  d-article div.sourceCode,
+  d-article div.sourceCode pre {
+    overflow: auto;
+  }
+
+  d-article div.sourceCode {
+    background-color: white;
+  }
+
+  d-article div.sourceCode pre {
+    padding-left: 10px;
+    font-size: 12px;
+    border-left: 2px solid rgba(0,0,0,0.1);
+  }
+
+  d-article pre {
+    font-size: 12px;
+    color: black;
+    background: none;
+    margin-top: 0;
+    text-align: left;
+    white-space: pre;
+    word-spacing: normal;
+    word-break: normal;
+    word-wrap: normal;
+    line-height: 1.5;
+
+    -moz-tab-size: 4;
+    -o-tab-size: 4;
+    tab-size: 4;
+
+    -webkit-hyphens: none;
+    -moz-hyphens: none;
+    -ms-hyphens: none;
+    hyphens: none;
+  }
+
+  d-article pre a {
+    border-bottom: none;
+  }
+
+  d-article pre a:hover {
+    border-bottom: none;
+    text-decoration: underline;
+  }
+
+  d-article details {
+    grid-column: text;
+    margin-bottom: 0.8em;
+  }
+
+  @media(min-width: 768px) {
+
+  d-article pre,
+  d-article div.sourceCode,
+  d-article div.sourceCode pre {
+    overflow: visible !important;
+  }
+
+  d-article div.sourceCode pre {
+    padding-left: 18px;
+    font-size: 14px;
+  }
+
+  /* tweak for Pandoc numbered line within distill */
+  d-article pre.numberSource code > span {
+      left: -2em;
+  }
+
+  d-article pre {
+    font-size: 14px;
+  }
+
+  }
+
+  figure img.external {
+    background: white;
+    border: 1px solid rgba(0, 0, 0, 0.1);
+    box-shadow: 0 1px 8px rgba(0, 0, 0, 0.1);
+    padding: 18px;
+    box-sizing: border-box;
+  }
+
+  /* CSS for d-contents */
+
+  .d-contents {
+    grid-column: text;
+    color: rgba(0,0,0,0.8);
+    font-size: 0.9em;
+    padding-bottom: 1em;
+    margin-bottom: 1em;
+    padding-bottom: 0.5em;
+    margin-bottom: 1em;
+    padding-left: 0.25em;
+    justify-self: start;
+  }
+
+  @media(min-width: 1000px) {
+    .d-contents.d-contents-float {
+      height: 0;
+      grid-column-start: 1;
+      grid-column-end: 4;
+      justify-self: center;
+      padding-right: 3em;
+      padding-left: 2em;
+    }
+  }
+
+  .d-contents nav h3 {
+    font-size: 18px;
+    margin-top: 0;
+    margin-bottom: 1em;
+  }
+
+  .d-contents li {
+    list-style-type: none
+  }
+
+  .d-contents nav > ul {
+    padding-left: 0;
+  }
+
+  .d-contents ul {
+    padding-left: 1em
+  }
+
+  .d-contents nav ul li {
+    margin-top: 0.6em;
+    margin-bottom: 0.2em;
+  }
+
+  .d-contents nav a {
+    font-size: 13px;
+    border-bottom: none;
+    text-decoration: none
+    color: rgba(0, 0, 0, 0.8);
+  }
+
+  .d-contents nav a:hover {
+    text-decoration: underline solid rgba(0, 0, 0, 0.6)
+  }
+
+  .d-contents nav > ul > li > a {
+    font-weight: 600;
+  }
+
+  .d-contents nav > ul > li > ul {
+    font-weight: inherit;
+  }
+
+  .d-contents nav > ul > li > ul > li {
+    margin-top: 0.2em;
+  }
+
+
+  .d-contents nav ul {
+    margin-top: 0;
+    margin-bottom: 0.25em;
+  }
+
+  .d-article-with-toc h2:nth-child(2) {
+    margin-top: 0;
+  }
+
+
+  /* Figure */
+
+  .figure {
+    position: relative;
+    margin-bottom: 2.5em;
+    margin-top: 1.5em;
+  }
+
+  .figure .caption {
+    color: rgba(0, 0, 0, 0.6);
+    font-size: 12px;
+    line-height: 1.5em;
+  }
+
+  .figure img.external {
+    background: white;
+    border: 1px solid rgba(0, 0, 0, 0.1);
+    box-shadow: 0 1px 8px rgba(0, 0, 0, 0.1);
+    padding: 18px;
+    box-sizing: border-box;
+  }
+
+  .figure .caption a {
+    color: rgba(0, 0, 0, 0.6);
+  }
+
+  .figure .caption b,
+  .figure .caption strong, {
+    font-weight: 600;
+    color: rgba(0, 0, 0, 1.0);
+  }
+
+  /* Citations */
+
+  d-article .citation {
+    color: inherit;
+    cursor: inherit;
+  }
+
+  div.hanging-indent{
+    margin-left: 1em; text-indent: -1em;
+  }
+
+  /* Citation hover box */
+
+  .tippy-box[data-theme~=light-border] {
+    background-color: rgba(250, 250, 250, 0.95);
+  }
+
+  .tippy-content > p {
+    margin-bottom: 0;
+    padding: 2px;
+  }
+
+
+  /* Tweak 1000px media break to show more text */
+
+  @media(min-width: 1000px) {
+    .base-grid,
+    distill-header,
+    d-title,
+    d-abstract,
+    d-article,
+    d-appendix,
+    distill-appendix,
+    d-byline,
+    d-footnote-list,
+    d-citation-list,
+    distill-footer {
+      grid-template-columns: [screen-start] 1fr [page-start kicker-start] 80px [middle-start] 50px [text-start kicker-end] 65px 65px 65px 65px 65px 65px 65px 65px [text-end gutter-start] 65px [middle-end] 65px [page-end gutter-end] 1fr [screen-end];
+      grid-column-gap: 16px;
+    }
+
+    .grid {
+      grid-column-gap: 16px;
+    }
+
+    d-article {
+      font-size: 1.06rem;
+      line-height: 1.7em;
+    }
+    figure .caption, .figure .caption, figure figcaption {
+      font-size: 13px;
+    }
+  }
+
+  @media(min-width: 1180px) {
+    .base-grid,
+    distill-header,
+    d-title,
+    d-abstract,
+    d-article,
+    d-appendix,
+    distill-appendix,
+    d-byline,
+    d-footnote-list,
+    d-citation-list,
+    distill-footer {
+      grid-template-columns: [screen-start] 1fr [page-start kicker-start] 60px [middle-start] 60px [text-start kicker-end] 60px 60px 60px 60px 60px 60px 60px 60px [text-end gutter-start] 60px [middle-end] 60px [page-end gutter-end] 1fr [screen-end];
+      grid-column-gap: 32px;
+    }
+
+    .grid {
+      grid-column-gap: 32px;
+    }
+  }
+
+
+  /* Get the citation styles for the appendix (not auto-injected on render since
+     we do our own rendering of the citation appendix) */
+
+  d-appendix .citation-appendix,
+  .d-appendix .citation-appendix {
+    font-size: 11px;
+    line-height: 15px;
+    border-left: 1px solid rgba(0, 0, 0, 0.1);
+    padding-left: 18px;
+    border: 1px solid rgba(0,0,0,0.1);
+    background: rgba(0, 0, 0, 0.02);
+    padding: 10px 18px;
+    border-radius: 3px;
+    color: rgba(150, 150, 150, 1);
+    overflow: hidden;
+    margin-top: -12px;
+    white-space: pre-wrap;
+    word-wrap: break-word;
+  }
+
+  /* Include appendix styles here so they can be overridden */
+
+  d-appendix {
+    contain: layout style;
+    font-size: 0.8em;
+    line-height: 1.7em;
+    margin-top: 60px;
+    margin-bottom: 0;
+    border-top: 1px solid rgba(0, 0, 0, 0.1);
+    color: rgba(0,0,0,0.5);
+    padding-top: 60px;
+    padding-bottom: 48px;
+  }
+
+  d-appendix h3 {
+    grid-column: page-start / text-start;
+    font-size: 15px;
+    font-weight: 500;
+    margin-top: 1em;
+    margin-bottom: 0;
+    color: rgba(0,0,0,0.65);
+  }
+
+  d-appendix h3 + * {
+    margin-top: 1em;
+  }
+
+  d-appendix ol {
+    padding: 0 0 0 15px;
+  }
+
+  @media (min-width: 768px) {
+    d-appendix ol {
+      padding: 0 0 0 30px;
+      margin-left: -30px;
+    }
+  }
+
+  d-appendix li {
+    margin-bottom: 1em;
+  }
+
+  d-appendix a {
+    color: rgba(0, 0, 0, 0.6);
+  }
+
+  d-appendix > * {
+    grid-column: text;
+  }
+
+  d-appendix > d-footnote-list,
+  d-appendix > d-citation-list,
+  d-appendix > distill-appendix {
+    grid-column: screen;
+  }
+
+  /* Include footnote styles here so they can be overridden */
+
+  d-footnote-list {
+    contain: layout style;
+  }
+
+  d-footnote-list > * {
+    grid-column: text;
+  }
+
+  d-footnote-list a.footnote-backlink {
+    color: rgba(0,0,0,0.3);
+    padding-left: 0.5em;
+  }
+
+
+
+  /* Anchor.js */
+
+  .anchorjs-link {
+    /*transition: all .25s linear; */
+    text-decoration: none;
+    border-bottom: none;
+  }
+  *:hover > .anchorjs-link {
+    margin-left: -1.125em !important;
+    text-decoration: none;
+    border-bottom: none;
+  }
+
+  /* Social footer */
+
+  .social_footer {
+    margin-top: 30px;
+    margin-bottom: 0;
+    color: rgba(0,0,0,0.67);
+  }
+
+  .disqus-comments {
+    margin-right: 30px;
+  }
+
+  .disqus-comment-count {
+    border-bottom: 1px solid rgba(0, 0, 0, 0.4);
+    cursor: pointer;
+  }
+
+  #disqus_thread {
+    margin-top: 30px;
+  }
+
+  .article-sharing a {
+    border-bottom: none;
+    margin-right: 8px;
+  }
+
+  .article-sharing a:hover {
+    border-bottom: none;
+  }
+
+  .sidebar-section.subscribe {
+    font-size: 12px;
+    line-height: 1.6em;
+  }
+
+  .subscribe p {
+    margin-bottom: 0.5em;
+  }
+
+
+  .article-footer .subscribe {
+    font-size: 15px;
+    margin-top: 45px;
+  }
+
+
+  .sidebar-section.custom {
+    font-size: 12px;
+    line-height: 1.6em;
+  }
+
+  .custom p {
+    margin-bottom: 0.5em;
+  }
+
+  /* Styles for listing layout (hide title) */
+  .layout-listing d-title, .layout-listing .d-title {
+    display: none;
+  }
+
+  /* Styles for posts lists (not auto-injected) */
+
+
+  .posts-with-sidebar {
+    padding-left: 45px;
+    padding-right: 45px;
+  }
+
+  .posts-list .description h2,
+  .posts-list .description p {
+    font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Oxygen, Ubuntu, Cantarell, "Fira Sans", "Droid Sans", "Helvetica Neue", Arial, sans-serif;
+  }
+
+  .posts-list .description h2 {
+    font-weight: 700;
+    border-bottom: none;
+    padding-bottom: 0;
+  }
+
+  .posts-list h2.post-tag {
+    border-bottom: 1px solid rgba(0, 0, 0, 0.2);
+    padding-bottom: 12px;
+  }
+  .posts-list {
+    margin-top: 60px;
+    margin-bottom: 24px;
+  }
+
+  .posts-list .post-preview {
+    text-decoration: none;
+    overflow: hidden;
+    display: block;
+    border-bottom: 1px solid rgba(0, 0, 0, 0.1);
+    padding: 24px 0;
+  }
+
+  .post-preview-last {
+    border-bottom: none !important;
+  }
+
+  .posts-list .posts-list-caption {
+    grid-column: screen;
+    font-weight: 400;
+  }
+
+  .posts-list .post-preview h2 {
+    margin: 0 0 6px 0;
+    line-height: 1.2em;
+    font-style: normal;
+    font-size: 24px;
+  }
+
+  .posts-list .post-preview p {
+    margin: 0 0 12px 0;
+    line-height: 1.4em;
+    font-size: 16px;
+  }
+
+  .posts-list .post-preview .thumbnail {
+    box-sizing: border-box;
+    margin-bottom: 24px;
+    position: relative;
+    max-width: 500px;
+  }
+  .posts-list .post-preview img {
+    width: 100%;
+    display: block;
+  }
+
+  .posts-list .metadata {
+    font-size: 12px;
+    line-height: 1.4em;
+    margin-bottom: 18px;
+  }
+
+  .posts-list .metadata > * {
+    display: inline-block;
+  }
+
+  .posts-list .metadata .publishedDate {
+    margin-right: 2em;
+  }
+
+  .posts-list .metadata .dt-authors {
+    display: block;
+    margin-top: 0.3em;
+    margin-right: 2em;
+  }
+
+  .posts-list .dt-tags {
+    display: block;
+    line-height: 1em;
+  }
+
+  .posts-list .dt-tags .dt-tag {
+    display: inline-block;
+    color: rgba(0,0,0,0.6);
+    padding: 0.3em 0.4em;
+    margin-right: 0.2em;
+    margin-bottom: 0.4em;
+    font-size: 60%;
+    border: 1px solid rgba(0,0,0,0.2);
+    border-radius: 3px;
+    text-transform: uppercase;
+    font-weight: 500;
+  }
+
+  .posts-list img {
+    opacity: 1;
+  }
+
+  .posts-list img[data-src] {
+    opacity: 0;
+  }
+
+  .posts-more {
+    clear: both;
+  }
+
+
+  .posts-sidebar {
+    font-size: 16px;
+  }
+
+  .posts-sidebar h3 {
+    font-size: 16px;
+    margin-top: 0;
+    margin-bottom: 0.5em;
+    font-weight: 400;
+    text-transform: uppercase;
+  }
+
+  .sidebar-section {
+    margin-bottom: 30px;
+  }
+
+  .categories ul {
+    list-style-type: none;
+    margin: 0;
+    padding: 0;
+  }
+
+  .categories li {
+    color: rgba(0, 0, 0, 0.8);
+    margin-bottom: 0;
+  }
+
+  .categories li>a {
+    border-bottom: none;
+  }
+
+  .categories li>a:hover {
+    border-bottom: 1px solid rgba(0, 0, 0, 0.4);
+  }
+
+  .categories .active {
+    font-weight: 600;
+  }
+
+  .categories .category-count {
+    color: rgba(0, 0, 0, 0.4);
+  }
+
+
+  @media(min-width: 768px) {
+    .posts-list .post-preview h2 {
+      font-size: 26px;
+    }
+    .posts-list .post-preview .thumbnail {
+      float: right;
+      width: 30%;
+      margin-bottom: 0;
+    }
+    .posts-list .post-preview .description {
+      float: left;
+      width: 45%;
+    }
+    .posts-list .post-preview .metadata {
+      float: left;
+      width: 20%;
+      margin-top: 8px;
+    }
+    .posts-list .post-preview p {
+      margin: 0 0 12px 0;
+      line-height: 1.5em;
+      font-size: 16px;
+    }
+    .posts-with-sidebar .posts-list {
+      float: left;
+      width: 75%;
+    }
+    .posts-with-sidebar .posts-sidebar {
+      float: right;
+      width: 20%;
+      margin-top: 60px;
+      padding-top: 24px;
+      padding-bottom: 24px;
+    }
+  }
+
+
+  /* Improve display for browsers without grid (IE/Edge <= 15) */
+
+  .downlevel {
+    line-height: 1.6em;
+    font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Oxygen, Ubuntu, Cantarell, "Fira Sans", "Droid Sans", "Helvetica Neue", Arial, sans-serif;
+    margin: 0;
+  }
+
+  .downlevel .d-title {
+    padding-top: 6rem;
+    padding-bottom: 1.5rem;
+  }
+
+  .downlevel .d-title h1 {
+    font-size: 50px;
+    font-weight: 700;
+    line-height: 1.1em;
+    margin: 0 0 0.5rem;
+  }
+
+  .downlevel .d-title p {
+    font-weight: 300;
+    font-size: 1.2rem;
+    line-height: 1.55em;
+    margin-top: 0;
+  }
+
+  .downlevel .d-byline {
+    padding-top: 0.8em;
+    padding-bottom: 0.8em;
+    font-size: 0.8rem;
+    line-height: 1.8em;
+  }
+
+  .downlevel .section-separator {
+    border: none;
+    border-top: 1px solid rgba(0, 0, 0, 0.1);
+  }
+
+  .downlevel .d-article {
+    font-size: 1.06rem;
+    line-height: 1.7em;
+    padding-top: 1rem;
+    padding-bottom: 2rem;
+  }
+
+
+  .downlevel .d-appendix {
+    padding-left: 0;
+    padding-right: 0;
+    max-width: none;
+    font-size: 0.8em;
+    line-height: 1.7em;
+    margin-bottom: 0;
+    color: rgba(0,0,0,0.5);
+    padding-top: 40px;
+    padding-bottom: 48px;
+  }
+
+  .downlevel .footnotes ol {
+    padding-left: 13px;
+  }
+
+  .downlevel .base-grid,
+  .downlevel .distill-header,
+  .downlevel .d-title,
+  .downlevel .d-abstract,
+  .downlevel .d-article,
+  .downlevel .d-appendix,
+  .downlevel .distill-appendix,
+  .downlevel .d-byline,
+  .downlevel .d-footnote-list,
+  .downlevel .d-citation-list,
+  .downlevel .distill-footer,
+  .downlevel .appendix-bottom,
+  .downlevel .posts-container {
+    padding-left: 40px;
+    padding-right: 40px;
+  }
+
+  @media(min-width: 768px) {
+    .downlevel .base-grid,
+    .downlevel .distill-header,
+    .downlevel .d-title,
+    .downlevel .d-abstract,
+    .downlevel .d-article,
+    .downlevel .d-appendix,
+    .downlevel .distill-appendix,
+    .downlevel .d-byline,
+    .downlevel .d-footnote-list,
+    .downlevel .d-citation-list,
+    .downlevel .distill-footer,
+    .downlevel .appendix-bottom,
+    .downlevel .posts-container {
+    padding-left: 150px;
+    padding-right: 150px;
+    max-width: 900px;
+  }
+  }
+
+  .downlevel pre code {
+    display: block;
+    border-left: 2px solid rgba(0, 0, 0, .1);
+    padding: 0 0 0 20px;
+    font-size: 14px;
+  }
+
+  .downlevel code, .downlevel pre {
+    color: black;
+    background: none;
+    font-family: Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;
+    text-align: left;
+    white-space: pre;
+    word-spacing: normal;
+    word-break: normal;
+    word-wrap: normal;
+    line-height: 1.5;
+
+    -moz-tab-size: 4;
+    -o-tab-size: 4;
+    tab-size: 4;
+
+    -webkit-hyphens: none;
+    -moz-hyphens: none;
+    -ms-hyphens: none;
+    hyphens: none;
+  }
+
+  .downlevel .posts-list .post-preview {
+    color: inherit;
+  }
+
+
+
+  </style>
+
+  <script type="application/javascript">
+
+  function is_downlevel_browser() {
+    if (bowser.isUnsupportedBrowser({ msie: "12", msedge: "16"},
+                                   window.navigator.userAgent)) {
+      return true;
+    } else {
+      return window.load_distill_framework === undefined;
+    }
+  }
+
+  // show body when load is complete
+  function on_load_complete() {
+
+    // add anchors
+    if (window.anchors) {
+      window.anchors.options.placement = 'left';
+      window.anchors.add('d-article > h2, d-article > h3, d-article > h4, d-article > h5');
+    }
+
+
+    // set body to visible
+    document.body.style.visibility = 'visible';
+
+    // force redraw for leaflet widgets
+    if (window.HTMLWidgets) {
+      var maps = window.HTMLWidgets.findAll(".leaflet");
+      $.each(maps, function(i, el) {
+        var map = this.getMap();
+        map.invalidateSize();
+        map.eachLayer(function(layer) {
+          if (layer instanceof L.TileLayer)
+            layer.redraw();
+        });
+      });
+    }
+
+    // trigger 'shown' so htmlwidgets resize
+    $('d-article').trigger('shown');
+  }
+
+  function init_distill() {
+
+    init_common();
+
+    // create front matter
+    var front_matter = $('<d-front-matter></d-front-matter>');
+    $('#distill-front-matter').wrap(front_matter);
+
+    // create d-title
+    $('.d-title').changeElementType('d-title');
+
+    // separator
+    var separator = '<hr class="section-separator" style="clear: both"/>';
+    // prepend separator above appendix
+    $('.d-byline').before(separator);
+    $('.d-article').before(separator);
+
+    // create d-byline
+    var byline = $('<d-byline></d-byline>');
+    $('.d-byline').replaceWith(byline);
+
+    // create d-article
+    var article = $('<d-article></d-article>');
+    $('.d-article').wrap(article).children().unwrap();
+
+    // move posts container into article
+    $('.posts-container').appendTo($('d-article'));
+
+    // create d-appendix
+    $('.d-appendix').changeElementType('d-appendix');
+
+    // flag indicating that we have appendix items
+    var appendix = $('.appendix-bottom').children('h3').length > 0;
+
+    // replace footnotes with <d-footnote>
+    $('.footnote-ref').each(function(i, val) {
+      appendix = true;
+      var href = $(this).attr('href');
+      var id = href.replace('#', '');
+      var fn = $('#' + id);
+      var fn_p = $('#' + id + '>p');
+      fn_p.find('.footnote-back').remove();
+      var text = fn_p.html();
+      var dtfn = $('<d-footnote></d-footnote>');
+      dtfn.html(text);
+      $(this).replaceWith(dtfn);
+    });
+    // remove footnotes
+    $('.footnotes').remove();
+
+    // move refs into #references-listing
+    $('#references-listing').replaceWith($('#refs'));
+
+    $('h1.appendix, h2.appendix').each(function(i, val) {
+      $(this).changeElementType('h3');
+    });
+    $('h3.appendix').each(function(i, val) {
+      var id = $(this).attr('id');
+      $('.d-contents a[href="#' + id + '"]').parent().remove();
+      appendix = true;
+      $(this).nextUntil($('h1, h2, h3')).addBack().appendTo($('d-appendix'));
+    });
+
+    // show d-appendix if we have appendix content
+    $("d-appendix").css('display', appendix ? 'grid' : 'none');
+
+    // localize layout chunks to just output
+    $('.layout-chunk').each(function(i, val) {
+
+      // capture layout
+      var layout = $(this).attr('data-layout');
+
+      // apply layout to markdown level block elements
+      var elements = $(this).children().not('details, div.sourceCode, pre, script');
+      elements.each(function(i, el) {
+        var layout_div = $('<div class="' + layout + '"></div>');
+        if (layout_div.hasClass('shaded')) {
+          var shaded_content = $('<div class="shaded-content"></div>');
+          $(this).wrap(shaded_content);
+          $(this).parent().wrap(layout_div);
+        } else {
+          $(this).wrap(layout_div);
+        }
+      });
+
+
+      // unwrap the layout-chunk div
+      $(this).children().unwrap();
+    });
+
+    // remove code block used to force  highlighting css
+    $('.distill-force-highlighting-css').parent().remove();
+
+    // remove empty line numbers inserted by pandoc when using a
+    // custom syntax highlighting theme, except when numbering line
+    // in code chunk
+    $('pre:not(.numberLines) code.sourceCode a:empty').remove();
+
+    // load distill framework
+    load_distill_framework();
+
+    // wait for window.distillRunlevel == 4 to do post processing
+    function distill_post_process() {
+
+      if (!window.distillRunlevel || window.distillRunlevel < 4)
+        return;
+
+      // hide author/affiliations entirely if we have no authors
+      var front_matter = JSON.parse($("#distill-front-matter").html());
+      var have_authors = front_matter.authors && front_matter.authors.length > 0;
+      if (!have_authors)
+        $('d-byline').addClass('hidden');
+
+      // article with toc class
+      $('.d-contents').parent().addClass('d-article-with-toc');
+
+      // strip links that point to #
+      $('.authors-affiliations').find('a[href="#"]').removeAttr('href');
+
+      // add orcid ids
+      $('.authors-affiliations').find('.author').each(function(i, el) {
+        var orcid_id = front_matter.authors[i].orcidID;
+        var author_name = front_matter.authors[i].author
+        if (orcid_id) {
+          var a = $('<a></a>');
+          a.attr('href', 'https://orcid.org/' + orcid_id);
+          var img = $('<img></img>');
+          img.addClass('orcid-id');
+          img.attr('alt', author_name ? 'ORCID ID for ' + author_name : 'ORCID ID');
+          img.attr('src','data:image/png;base64,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');
+          a.append(img);
+          $(this).append(a);
+        }
+      });
+
+      // hide elements of author/affiliations grid that have no value
+      function hide_byline_column(caption) {
+        $('d-byline').find('h3:contains("' + caption + '")').parent().css('visibility', 'hidden');
+      }
+
+      // affiliations
+      var have_affiliations = false;
+      for (var i = 0; i<front_matter.authors.length; ++i) {
+        var author = front_matter.authors[i];
+        if (author.affiliation !== "&nbsp;") {
+          have_affiliations = true;
+          break;
+        }
+      }
+      if (!have_affiliations)
+        $('d-byline').find('h3:contains("Affiliations")').css('visibility', 'hidden');
+
+      // published date
+      if (!front_matter.publishedDate)
+        hide_byline_column("Published");
+
+      // document object identifier
+      var doi = $('d-byline').find('h3:contains("DOI")');
+      var doi_p = doi.next().empty();
+      if (!front_matter.doi) {
+        // if we have a citation and valid citationText then link to that
+        if ($('#citation').length > 0 && front_matter.citationText) {
+          doi.html('Citation');
+          $('<a href="#citation"></a>')
+            .text(front_matter.citationText)
+            .appendTo(doi_p);
+        } else {
+          hide_byline_column("DOI");
+        }
+      } else {
+        $('<a></a>')
+           .attr('href', "https://doi.org/" + front_matter.doi)
+           .html(front_matter.doi)
+           .appendTo(doi_p);
+      }
+
+       // change plural form of authors/affiliations
+      if (front_matter.authors.length === 1) {
+        var grid = $('.authors-affiliations');
+        grid.children('h3:contains("Authors")').text('Author');
+        grid.children('h3:contains("Affiliations")').text('Affiliation');
+      }
+
+      // remove d-appendix and d-footnote-list local styles
+      $('d-appendix > style:first-child').remove();
+      $('d-footnote-list > style:first-child').remove();
+
+      // move appendix-bottom entries to the bottom
+      $('.appendix-bottom').appendTo('d-appendix').children().unwrap();
+      $('.appendix-bottom').remove();
+
+      // hoverable references
+      $('span.citation[data-cites]').each(function() {
+        const citeChild = $(this).children()[0]
+        // Do not process if @xyz has been used without escaping and without bibliography activated
+        // https://github.com/rstudio/distill/issues/466
+        if (citeChild === undefined) return true
+
+        if (citeChild.nodeName == "D-FOOTNOTE") {
+          var fn = citeChild
+          $(this).html(fn.shadowRoot.querySelector("sup"))
+          $(this).id = fn.id
+          fn.remove()
+        }
+        var refs = $(this).attr('data-cites').split(" ");
+        var refHtml = refs.map(function(ref) {
+          // Could use CSS.escape too here, we insure backward compatibility in navigator
+          return "<p>" + $('div[id="ref-' + ref + '"]').html() + "</p>";
+        }).join("\n");
+        window.tippy(this, {
+          allowHTML: true,
+          content: refHtml,
+          maxWidth: 500,
+          interactive: true,
+          interactiveBorder: 10,
+          theme: 'light-border',
+          placement: 'bottom-start'
+        });
+      });
+
+      // fix footnotes in tables (#411)
+      // replacing broken distill.pub feature
+      $('table d-footnote').each(function() {
+        // we replace internal showAtNode methode which is triggered when hovering a footnote
+        this.hoverBox.showAtNode = function(node) {
+          // ported from https://github.com/distillpub/template/pull/105/files
+          calcOffset = function(elem) {
+              let x = elem.offsetLeft;
+              let y = elem.offsetTop;
+              // Traverse upwards until an `absolute` element is found or `elem`
+              // becomes null.
+              while (elem = elem.offsetParent && elem.style.position != 'absolute') {
+                  x += elem.offsetLeft;
+                  y += elem.offsetTop;
+              }
+
+              return { left: x, top: y };
+          }
+          // https://developer.mozilla.org/en-US/docs/Web/API/HTMLElement/offsetTop
+          const bbox = node.getBoundingClientRect();
+          const offset = calcOffset(node);
+          this.show([offset.left + bbox.width, offset.top + bbox.height]);
+        }
+      })
+
+      // clear polling timer
+      clearInterval(tid);
+
+      // show body now that everything is ready
+      on_load_complete();
+    }
+
+    var tid = setInterval(distill_post_process, 50);
+    distill_post_process();
+
+  }
+
+  function init_downlevel() {
+
+    init_common();
+
+     // insert hr after d-title
+    $('.d-title').after($('<hr class="section-separator"/>'));
+
+    // check if we have authors
+    var front_matter = JSON.parse($("#distill-front-matter").html());
+    var have_authors = front_matter.authors && front_matter.authors.length > 0;
+
+    // manage byline/border
+    if (!have_authors)
+      $('.d-byline').remove();
+    $('.d-byline').after($('<hr class="section-separator"/>'));
+    $('.d-byline a').remove();
+
+    // remove toc
+    $('.d-contents').remove();
+
+    // move appendix elements
+    $('h1.appendix, h2.appendix').each(function(i, val) {
+      $(this).changeElementType('h3');
+    });
+    $('h3.appendix').each(function(i, val) {
+      $(this).nextUntil($('h1, h2, h3')).addBack().appendTo($('.d-appendix'));
+    });
+
+
+    // inject headers into references and footnotes
+    var refs_header = $('<h3></h3>');
+    refs_header.text('References');
+    $('#refs').prepend(refs_header);
+
+    var footnotes_header = $('<h3></h3');
+    footnotes_header.text('Footnotes');
+    $('.footnotes').children('hr').first().replaceWith(footnotes_header);
+
+    // move appendix-bottom entries to the bottom
+    $('.appendix-bottom').appendTo('.d-appendix').children().unwrap();
+    $('.appendix-bottom').remove();
+
+    // remove appendix if it's empty
+    if ($('.d-appendix').children().length === 0)
+      $('.d-appendix').remove();
+
+    // prepend separator above appendix
+    $('.d-appendix').before($('<hr class="section-separator" style="clear: both"/>'));
+
+    // trim code
+    $('pre>code').each(function(i, val) {
+      $(this).html($.trim($(this).html()));
+    });
+
+    // move posts-container right before article
+    $('.posts-container').insertBefore($('.d-article'));
+
+    $('body').addClass('downlevel');
+
+    on_load_complete();
+  }
+
+
+  function init_common() {
+
+    // jquery plugin to change element types
+    (function($) {
+      $.fn.changeElementType = function(newType) {
+        var attrs = {};
+
+        $.each(this[0].attributes, function(idx, attr) {
+          attrs[attr.nodeName] = attr.nodeValue;
+        });
+
+        this.replaceWith(function() {
+          return $("<" + newType + "/>", attrs).append($(this).contents());
+        });
+      };
+    })(jQuery);
+
+    // prevent underline for linked images
+    $('a > img').parent().css({'border-bottom' : 'none'});
+
+    // mark non-body figures created by knitr chunks as 100% width
+    $('.layout-chunk').each(function(i, val) {
+      var figures = $(this).find('img, .html-widget');
+      // ignore leaflet img layers (#106)
+      figures = figures.filter(':not(img[class*="leaflet"])')
+      if ($(this).attr('data-layout') !== "l-body") {
+        figures.css('width', '100%');
+      } else {
+        figures.css('max-width', '100%');
+        figures.filter("[width]").each(function(i, val) {
+          var fig = $(this);
+          fig.css('width', fig.attr('width') + 'px');
+        });
+
+      }
+    });
+
+    // auto-append index.html to post-preview links in file: protocol
+    // and in rstudio ide preview
+    $('.post-preview').each(function(i, val) {
+      if (window.location.protocol === "file:")
+        $(this).attr('href', $(this).attr('href') + "index.html");
+    });
+
+    // get rid of index.html references in header
+    if (window.location.protocol !== "file:") {
+      $('.distill-site-header a[href]').each(function(i,val) {
+        $(this).attr('href', $(this).attr('href').replace(/^index[.]html/, "./"));
+      });
+    }
+
+    // add class to pandoc style tables
+    $('tr.header').parent('thead').parent('table').addClass('pandoc-table');
+    $('.kable-table').children('table').addClass('pandoc-table');
+
+    // add figcaption style to table captions
+    $('caption').parent('table').addClass("figcaption");
+
+    // initialize posts list
+    if (window.init_posts_list)
+      window.init_posts_list();
+
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+{"title":"Final Project_Chih Hsuan Chang","authors":[{"author":"Chih Hsuan Chang","authorURL":"#","affiliation":"&nbsp;","affiliationURL":"#","orcidID":""}],"publishedDate":"2025-12-14T00:00:00.000+01:00","citationText":"Chang, 2025"}
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+<h1>Final Project_Chih Hsuan Chang</h1>
+
+<!--radix_placeholder_categories-->
+<div class="dt-tags">
+<div class="dt-tag">2025</div>
+</div>
+<!--/radix_placeholder_categories-->
+
+</div>
+
+<div class="d-byline">
+  
+  Chih Hsuan Chang
+  
+<br/>2025-12-14
+</div>
+
+<div class="d-article">
+<div class="d-contents d-contents-float">
+<nav class="l-text toc figcaption" id="TOC">
+<h3>Contents</h3>
+<ul>
+<li><a href="#consumer-inflation-2020---2025" id="toc-consumer-inflation-2020---2025">Consumer Inflation 2020 - 2025</a>
+<ul>
+<li><a href="#packages" id="toc-packages">Packages</a></li>
+<li><a href="#data-cleaning" id="toc-data-cleaning">Data Cleaning</a></li>
+<li><a href="#fonts" id="toc-fonts">Fonts</a></li>
+<li><a href="#the-gradient-scale-on-top-of-the-map" id="toc-the-gradient-scale-on-top-of-the-map">The Gradient Scale on Top of the Map</a></li>
+<li><a href="#numbers-on-bubbles" id="toc-numbers-on-bubbles">Numbers on Bubbles</a></li>
+<li><a href="#base-map-scale-base-countries-bubbles---plot1" id="toc-base-map-scale-base-countries-bubbles---plot1">Base Map + Scale + Base Countries’ Bubbles - Plot1</a></li>
+<li><a href="#country-labels-and-numbers" id="toc-country-labels-and-numbers">Country Labels and Numbers</a></li>
+<li><a href="#plot1base-plot-country-labels-and-numbers---plot2" id="toc-plot1base-plot-country-labels-and-numbers---plot2">plot1(base plot) + Country Labels and Numbers - plot2</a></li>
+<li><a href="#magnified-eu-and-sea-and-the-bubbles-in-the-lenses" id="toc-magnified-eu-and-sea-and-the-bubbles-in-the-lenses">Magnified EU and SEA and the Bubbles in the Lenses</a></li>
+<li><a href="#plot2-the-magnifying-lenses---plot3" id="toc-plot2-the-magnifying-lenses---plot3">plot2 + the Magnifying Lenses - plot3</a></li>
+<li><a href="#plot3-the-texts-and-arrows---final_plot" id="toc-plot3-the-texts-and-arrows---final_plot">plot3 + the Texts and Arrows - final_plot</a></li>
+</ul></li>
+</ul>
+</nav>
+</div>
+<h2 id="consumer-inflation-2020---2025">Consumer Inflation 2020 - 2025</h2>
+<p>I have choose the graph from Visual Capitalist, “Consumer Inflation from 2020 to 2025”. The dataset is from Deutsche Bank, record consumer inflation from 2020 to June 2025.</p>
+<figure>
+<img src="Consumer-Inflation_2020-2025.jpeg" alt="original graph" />
+<figcaption aria-hidden="true">original graph</figcaption>
+</figure>
+<h3 id="packages">Packages</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://readr.tidyverse.org'>readr</a></span><span class='op'>)</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://ggplot2.tidyverse.org'>ggplot2</a></span><span class='op'>)</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://tidyverse.tidyverse.org'>tidyverse</a></span><span class='op'>)</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://r-spatial.github.io/sf/'>sf</a></span><span class='op'>)</span> <span class='co'># map structure</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://scales.r-lib.org'>scales</a></span><span class='op'>)</span> <span class='co'># making the scale</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://docs.ropensci.org/rnaturalearth/'>rnaturalearth</a></span><span class='op'>)</span> <span class='co'># map info</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://github.com/yixuan/showtext'>showtext</a></span><span class='op'>)</span> <span class='co'># fonts</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://github.com/r-lib/systemfonts'>systemfonts</a></span><span class='op'>)</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://wilkelab.org/cowplot/'>cowplot</a></span><span class='op'>)</span> <span class='co'># composite maps together</span></span></code></pre>
+</div>
+</div>
+<h3 id="data-cleaning">Data Cleaning</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='co'># import data</span></span>
+<span><span class='va'>inflation2025</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://readr.tidyverse.org/reference/read_delim.html'>read_csv</a></span><span class='op'>(</span><span class='st'>"global inflation 2025_Deutsche Bank - Sheet1.csv"</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='co'># clean data</span></span>
+<span><span class='va'>cum_inflation_2025</span> <span class='op'>&lt;-</span> <span class='va'>inflation2025</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/select.html'>select</a></span><span class='op'>(</span><span class='op'>-</span><span class='va'>`cum change since 2012 (%)`</span>,</span>
+<span>         <span class='op'>-</span><span class='va'>`cum change since 2020 (%)`</span>,</span>
+<span>         <span class='op'>-</span><span class='va'>`Rank based on change from 2012 Economy`</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span>Economy <span class='op'>=</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/case_when.html'>case_when</a></span><span class='op'>(</span><span class='va'>Economy</span> <span class='op'>==</span> <span class='st'>"United States"</span> <span class='op'>~</span> <span class='st'>"United States of America"</span>,</span>
+<span>                             <span class='va'>Economy</span> <span class='op'>==</span> <span class='st'>"Czech Republic"</span> <span class='op'>~</span> <span class='st'>"Czechia"</span>,</span>
+<span>                             <span class='cn'>TRUE</span> <span class='op'>~</span> <span class='va'>Economy</span><span class='op'>)</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='co'># sf data object</span></span>
+<span><span class='va'>world_map</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://docs.ropensci.org/rnaturalearth/reference/ne_countries.html'>ne_countries</a></span><span class='op'>(</span>scale <span class='op'>=</span> <span class='st'>"medium"</span>, returnclass <span class='op'>=</span> <span class='st'>"sf"</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/filter.html'>filter</a></span><span class='op'>(</span><span class='va'>admin</span> <span class='op'>!=</span> <span class='st'>"Antarctica"</span><span class='op'>)</span></span>
+<span><span class='va'>world_inflation</span> <span class='op'>&lt;-</span> <span class='va'>world_map</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>left_join</a></span><span class='op'>(</span><span class='va'>cum_inflation_2025</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"Economy"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span></span>
+<span>  <span class='co'># change names that are shown/not shown on the map </span></span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span>name <span class='op'>=</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/case_when.html'>case_when</a></span><span class='op'>(</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"South Africa"</span> <span class='op'>~</span> <span class='st'>"S. Africa"</span>, </span>
+<span>                          <span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Turkey"</span> <span class='op'>~</span> <span class='st'>"Türkiye"</span>, </span>
+<span>                          <span class='va'>name</span> <span class='op'>==</span> <span class='st'>"United Kingdom"</span> <span class='op'>~</span> <span class='st'>"UK"</span>,</span>
+<span>                          <span class='va'>name</span> <span class='op'>==</span> <span class='st'>"South Korea"</span> <span class='op'>~</span> <span class='st'>"S. Korea"</span>,</span>
+<span>                          <span class='va'>name</span> <span class='op'>==</span> <span class='st'>"United Arab Emirates"</span> <span class='op'>~</span> <span class='st'>"UAE"</span>,</span>
+<span>                          <span class='va'>name</span> <span class='op'>==</span> <span class='st'>"United States of America"</span> <span class='op'>~</span> <span class='st'>"U.S."</span>,</span>
+<span>                          <span class='va'>name</span> <span class='op'><a href='https://rdrr.io/r/base/match.html'>%in%</a></span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span></span>
+<span>                            <span class='st'>"Austria"</span>, <span class='st'>"Netherlands"</span>, <span class='st'>"Belgium"</span>, </span>
+<span>                            <span class='st'>"Luxembourg"</span>, <span class='st'>"Portugal"</span>, <span class='st'>"Singapore"</span>, </span>
+<span>                            <span class='st'>"Denmark"</span>, <span class='st'>"Ireland"</span><span class='op'>)</span> <span class='op'>~</span> <span class='st'>""</span>,</span>
+<span>                          <span class='cn'>TRUE</span> <span class='op'>~</span> <span class='va'>name</span><span class='op'>)</span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="fonts">Fonts</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='fu'><a href='https://rdrr.io/pkg/sysfonts/man/font_add_google.html'>font_add_google</a></span><span class='op'>(</span><span class='st'>"Poppins"</span>, <span class='st'>"poppins"</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://rdrr.io/pkg/sysfonts/man/font_add.html'>font_add</a></span><span class='op'>(</span>family <span class='op'>=</span> <span class='st'>"Modak"</span>,</span>
+<span>         regular <span class='op'>=</span> <span class='st'>"/Users/karlazhong/Library/Fonts/Modak-Regular.ttf"</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://rdrr.io/pkg/showtext/man/showtext_auto.html'>showtext_auto</a></span><span class='op'>(</span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="the-gradient-scale-on-top-of-the-map">The Gradient Scale on Top of the Map</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='co'># bar legend</span></span>
+<span><span class='va'>vc_palette</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"#53a6e8"</span>, <span class='st'>"#6b9bd1"</span>, <span class='st'>"#7B95C5"</span>,<span class='st'>"#8a8eb8"</span>, <span class='st'>"#9B88AC"</span>,<span class='st'>"#ab809f"</span>, <span class='st'>"#B87993"</span>,<span class='st'>"#c87284"</span>, <span class='st'>"#D86C7B"</span>,<span class='st'>"#e56569"</span>, <span class='st'>"#B0022A"</span><span class='op'>)</span></span>
+<span><span class='va'>limit_range</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>0</span>, <span class='fl'>55</span><span class='op'>)</span></span>
+<span><span class='va'>legend_data</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/data.frame.html'>data.frame</a></span><span class='op'>(</span>x <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/seq.html'>seq</a></span><span class='op'>(</span><span class='va'>limit_range</span><span class='op'>[</span><span class='fl'>1</span><span class='op'>]</span>, <span class='va'>limit_range</span><span class='op'>[</span><span class='fl'>2</span><span class='op'>]</span>, length.out <span class='op'>=</span> <span class='fl'>500</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='va'>legend_data</span><span class='op'>$</span><span class='va'>y_height</span> <span class='op'>&lt;-</span> <span class='fl'>0.2</span> <span class='op'>+</span> <span class='op'>(</span><span class='va'>legend_data</span><span class='op'>$</span><span class='va'>x</span> <span class='op'>/</span> <span class='fl'>50</span><span class='op'>)</span> <span class='op'>*</span> <span class='fl'>2</span></span>
+<span></span>
+<span><span class='va'>legend_plot</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggplot.html'>ggplot</a></span><span class='op'>(</span><span class='va'>legend_data</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_segment.html'>geom_segment</a></span><span class='op'>(</span><span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>x <span class='op'>=</span> <span class='va'>x</span>, xend <span class='op'>=</span> <span class='va'>x</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='va'>y_height</span>, color <span class='op'>=</span> <span class='va'>x</span><span class='op'>)</span>, linewidth <span class='op'>=</span> <span class='fl'>1</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/scale_gradient.html'>scale_color_gradientn</a></span><span class='op'>(</span></span>
+<span>    colors <span class='op'>=</span> <span class='va'>vc_palette</span>,</span>
+<span>    limits <span class='op'>=</span> <span class='va'>limit_range</span>,</span>
+<span>    oob <span class='op'>=</span> <span class='fu'>scales</span><span class='fu'>::</span><span class='va'><a href='https://scales.r-lib.org/reference/oob.html'>squish</a></span>,</span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"text"</span>, x <span class='op'>=</span> <span class='fl'>1</span>, y <span class='op'>=</span> <span class='op'>-</span><span class='fl'>1</span>, label <span class='op'>=</span> <span class='st'>"0%"</span>, size <span class='op'>=</span> <span class='fl'>2.5</span>, fontface <span class='op'>=</span> <span class='st'>"bold"</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"text"</span>, x <span class='op'>=</span> <span class='fl'>10</span>, y <span class='op'>=</span> <span class='op'>-</span><span class='fl'>1</span>, label <span class='op'>=</span> <span class='st'>"10%"</span>, size <span class='op'>=</span> <span class='fl'>2.5</span>, fontface <span class='op'>=</span> <span class='st'>"bold"</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"text"</span>, x <span class='op'>=</span> <span class='fl'>20</span>, y <span class='op'>=</span> <span class='op'>-</span><span class='fl'>1</span>, label <span class='op'>=</span> <span class='st'>"20%"</span>, size <span class='op'>=</span> <span class='fl'>2.5</span>, fontface <span class='op'>=</span> <span class='st'>"bold"</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"text"</span>, x <span class='op'>=</span> <span class='fl'>30</span>, y <span class='op'>=</span> <span class='op'>-</span><span class='fl'>1</span>, label <span class='op'>=</span> <span class='st'>"30%"</span>, size <span class='op'>=</span> <span class='fl'>2.5</span>, fontface <span class='op'>=</span> <span class='st'>"bold"</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"text"</span>, x <span class='op'>=</span> <span class='fl'>40</span>, y <span class='op'>=</span> <span class='op'>-</span><span class='fl'>1</span>, label <span class='op'>=</span> <span class='st'>"40%"</span>, size <span class='op'>=</span> <span class='fl'>2.5</span>, fontface <span class='op'>=</span> <span class='st'>"bold"</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"text"</span>, x <span class='op'>=</span> <span class='fl'>50</span>, y <span class='op'>=</span> <span class='op'>-</span><span class='fl'>1</span>, label <span class='op'>=</span> <span class='st'>"50%"</span>, size <span class='op'>=</span> <span class='fl'>2.5</span>, fontface <span class='op'>=</span> <span class='st'>"bold"</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>0</span>, xend <span class='op'>=</span> <span class='fl'>0</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>5</span>, xend <span class='op'>=</span> <span class='fl'>5</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>10</span>, xend <span class='op'>=</span> <span class='fl'>10</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>15</span>, xend <span class='op'>=</span> <span class='fl'>15</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>20</span>, xend <span class='op'>=</span> <span class='fl'>20</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>25</span>, xend <span class='op'>=</span> <span class='fl'>25</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>30</span>, xend <span class='op'>=</span> <span class='fl'>30</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>35</span>, xend <span class='op'>=</span> <span class='fl'>35</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>40</span>, xend <span class='op'>=</span> <span class='fl'>40</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>45</span>, xend <span class='op'>=</span> <span class='fl'>45</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>50</span>, xend <span class='op'>=</span> <span class='fl'>50</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/lims.html'>ylim</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>1</span>, <span class='fl'>4</span><span class='op'>)</span> <span class='op'>+</span> </span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/lims.html'>xlim</a></span><span class='op'>(</span><span class='fl'>10</span>, <span class='fl'>60</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/scale_continuous.html'>scale_y_continuous</a></span><span class='op'>(</span>expand <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>0</span>, <span class='fl'>0</span><span class='op'>)</span>, limits <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>5</span>, <span class='fl'>4</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>+</span> </span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/scale_continuous.html'>scale_x_continuous</a></span><span class='op'>(</span>expand <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>0</span>, <span class='fl'>0</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggtheme.html'>theme_void</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span>legend.position <span class='op'>=</span> <span class='st'>"none"</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='va'>scale_grob</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggplotGrob.html'>ggplotGrob</a></span><span class='op'>(</span><span class='va'>legend_plot</span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="numbers-on-bubbles">Numbers on Bubbles</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='co'># inside the lens</span></span>
+<span><span class='va'>bubble_list_eu</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span><span class='va'>name_label</span>, <span class='op'>~</span><span class='va'>value_label</span>,</span>
+<span>  <span class='st'>"Hungary"</span>, <span class='st'>"52%"</span>,</span>
+<span>  <span class='st'>"Czechia"</span>, <span class='st'>"41%"</span>,</span>
+<span>  <span class='st'>"UK"</span>, <span class='st'>"24%"</span>,</span>
+<span>  <span class='st'>"Italy"</span>, <span class='st'>"18%"</span>,</span>
+<span>  <span class='st'>"Greece"</span>, <span class='st'>"16%"</span>,</span>
+<span>  <span class='st'>"Switzerland"</span>, <span class='st'>"6%"</span><span class='op'>)</span></span>
+<span><span class='va'>bubble_list_sea</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span><span class='va'>name_label</span>, <span class='op'>~</span><span class='va'>value_label</span>,</span>
+<span>  <span class='st'>"Philippines"</span>, <span class='st'>"24%"</span>,</span>
+<span>  <span class='st'>"Indonesia"</span>, <span class='st'>"14%"</span>,</span>
+<span>  <span class='st'>"Taiwan"</span>, <span class='st'>"10%"</span>,</span>
+<span>  <span class='st'>"Malaysia"</span>, <span class='st'>"9%"</span>,</span>
+<span>  <span class='st'>"Hong Kong"</span>, <span class='st'>"8%"</span>,</span>
+<span>  <span class='st'>"Thailand"</span>, <span class='st'>"8%"</span><span class='op'>)</span></span>
+<span><span class='va'>bubble_geo_eu</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>bubble_list_eu</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span><span class='va'>bubble_geo_sea</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>bubble_list_sea</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='co'># adjust bubble position</span></span>
+<span><span class='va'>row_greece</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/which.html'>which</a></span><span class='op'>(</span><span class='va'>bubble_geo_eu</span><span class='op'>$</span><span class='va'>name_label</span> <span class='op'>==</span> <span class='st'>"Greece"</span><span class='op'>)</span></span>
+<span><span class='va'>new_grc_coords</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>21.65</span>, <span class='fl'>40.25</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='va'>bubble_geo_eu</span><span class='op'>$</span><span class='va'>geometry</span><span class='op'>[</span><span class='va'>row_greece</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span><span class='va'>new_grc_coords</span><span class='op'>)</span> <span class='op'>|&gt;</span>  </span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_set_crs</a></span><span class='op'>(</span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Czechia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>18.0</span>, <span class='fl'>50.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='co'># outside of the lens</span></span>
+<span><span class='va'>bubble_list_rest</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span><span class='va'>name_label</span>, <span class='op'>~</span><span class='va'>value_label</span>,</span>
+<span>  <span class='st'>"Chile"</span>, <span class='st'>"34%"</span>,</span>
+<span>  <span class='st'>"New Zealand"</span>, <span class='st'>"23%"</span>,</span>
+<span>  <span class='st'>"S. Korea"</span>, <span class='st'>"15%"</span>,</span>
+<span>  <span class='st'>"Israel"</span>, <span class='st'>"13%"</span>,</span>
+<span>  <span class='st'>"Qatar"</span>, <span class='st'>"9%"</span>,</span>
+<span>  <span class='st'>"Japan"</span>, <span class='st'>"8%"</span>,</span>
+<span>  <span class='st'>"UAE"</span>, <span class='st'>"6%"</span><span class='op'>)</span></span>
+<span><span class='va'>bubble_geo_rest</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>bubble_list_rest</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='co'># Argentina</span></span>
+<span><span class='va'>bubble_arg</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span> <span class='va'>name_label</span>, <span class='op'>~</span> <span class='va'>value_label</span>,</span>
+<span>  <span class='st'>"Argentina"</span>, <span class='st'>"2,614%"</span><span class='op'>)</span></span>
+<span><span class='va'>bubble_geo_arg</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>bubble_arg</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='co'># Türkiye</span></span>
+<span><span class='va'>bubble_tur</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span> <span class='va'>name_label</span>, <span class='op'>~</span> <span class='va'>value_label</span>,</span>
+<span>  <span class='st'>"Türkiye"</span>, <span class='st'>"464%"</span><span class='op'>)</span></span>
+<span><span class='va'>bubble_geo_tur</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>bubble_tur</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='co'># adjust the bubbles' position</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_rest</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_rest</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Qatar"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>51.2</span>, <span class='fl'>27.5</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_rest</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_rest</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_rest</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"UAE"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>54</span>, <span class='fl'>22</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_rest</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_tur</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_tur</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Türkiye"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>44.0</span>, <span class='fl'>41.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_tur</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_rest</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_rest</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"New Zealand"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>160.0</span>, <span class='op'>-</span><span class='fl'>46.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_rest</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_rest</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_rest</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Chile"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>72.0</span>, <span class='op'>-</span><span class='fl'>23.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_rest</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_arg</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_arg</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Argentina"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>60.0</span>, <span class='op'>-</span><span class='fl'>39.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_arg</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Malaysia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>116.0</span>, <span class='fl'>5.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Indonesia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>106.0</span>, <span class='op'>-</span><span class='fl'>6.6</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Philippines"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>120.0</span>, <span class='fl'>14.6</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="base-map-scale-base-countries-bubbles---plot1">Base Map + Scale + Base Countries’ Bubbles - Plot1</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>plot1</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggplot.html'>ggplot</a></span><span class='op'>(</span><span class='va'>world_inflation</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='co'># Map Layer</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>geom_sf</a></span><span class='op'>(</span><span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>, color <span class='op'>=</span> <span class='st'>"grey70"</span>, size <span class='op'>=</span> <span class='fl'>0.2</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='co'># The Gradient Scale on the map</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/scale_gradient.html'>scale_fill_gradientn</a></span><span class='op'>(</span></span>
+<span>    colors <span class='op'>=</span> <span class='va'>vc_palette</span>,</span>
+<span>    limits <span class='op'>=</span> <span class='va'>limit_range</span>, </span>
+<span>    oob <span class='op'>=</span> <span class='fu'>scales</span><span class='fu'>::</span><span class='va'><a href='https://scales.r-lib.org/reference/oob.html'>squish</a></span>,</span>
+<span>    na.value <span class='op'>=</span> <span class='st'>"#fffce9"</span>,</span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='co'># The Gradient Bar</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotation_custom.html'>annotation_custom</a></span><span class='op'>(</span></span>
+<span>    grob <span class='op'>=</span> <span class='va'>scale_grob</span>, </span>
+<span>    xmin <span class='op'>=</span> <span class='op'>-</span><span class='fl'>10500000</span>, xmax <span class='op'>=</span> <span class='fl'>10500000</span>,</span>
+<span>    ymin <span class='op'>=</span> <span class='fl'>6500000</span>, ymax <span class='op'>=</span> <span class='fl'>16000000</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='co'># bubbles rest</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_point.html'>geom_point</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_rest</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>,</span>
+<span>        fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span>,</span>
+<span>        <span class='op'>)</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>4.5</span>,           <span class='co'># Adjust bubble size here</span></span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,    <span class='co'># The border of the bubble</span></span>
+<span>    shape <span class='op'>=</span> <span class='fl'>21</span>,         <span class='co'># Shape 21 allows both fill and color (border)</span></span>
+<span>    stroke <span class='op'>=</span> <span class='fl'>0.15</span>,        <span class='co'># Thickness of the white border</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># text inside bubbles rest</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_rest</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>value_label</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>1.7</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"plain"</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span></span>
+<span>  <span class='op'>)</span><span class='op'>+</span></span>
+<span>  <span class='co'># bubble Argentina</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_point.html'>geom_point</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_arg</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>,</span>
+<span>        fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>11</span>,           <span class='co'># Adjust bubble size here</span></span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,    <span class='co'># The border of the bubble</span></span>
+<span>    shape <span class='op'>=</span> <span class='fl'>21</span>,         <span class='co'># Shape 21 allows both fill and color (border)</span></span>
+<span>    stroke <span class='op'>=</span> <span class='fl'>0.15</span>,        <span class='co'># Thickness of the white border</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># text inside bubble Argentina</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_arg</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>value_label</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>2.5</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"plain"</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span></span>
+<span>  <span class='op'>)</span><span class='op'>+</span></span>
+<span>  <span class='co'># bubble Türkiye</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_point.html'>geom_point</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_tur</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>,</span>
+<span>        fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>6</span>,           <span class='co'># Adjust bubble size here</span></span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,    <span class='co'># The border of the bubble</span></span>
+<span>    shape <span class='op'>=</span> <span class='fl'>21</span>,         <span class='co'># Shape 21 allows both fill and color (border)</span></span>
+<span>    stroke <span class='op'>=</span> <span class='fl'>0.15</span>,        <span class='co'># Thickness of the white border</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># text inside bubble Türkiye</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_tur</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>value_label</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>1.7</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"plain"</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='co'># Theme and Projection</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>coord_sf</a></span><span class='op'>(</span>crs <span class='op'>=</span> <span class='st'>"+proj=robin"</span><span class='op'>)</span> <span class='op'>+</span> <span class='co'># Robinson Projection</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggtheme.html'>theme_void</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span> <span class='co'># Removes axes and standard grid</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span></span>
+<span>    <span class='co'># Background Colors</span></span>
+<span>    plot.background <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_rect</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='st'>"#fffce9"</span>, color <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span>,</span>
+<span>    panel.background <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_rect</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='st'>"#fffce9"</span>, color <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span>,</span>
+<span>    <span class='co'># Legend Positioning</span></span>
+<span>    legend.position <span class='op'>=</span> <span class='st'>"none"</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='co'># Title (the "Consumer Inflation" header)</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/labs.html'>labs</a></span><span class='op'>(</span>title <span class='op'>=</span> <span class='st'>"Consumer Inflation"</span>,</span>
+<span>       subtitle <span class='op'>=</span> <span class='st'>"2 0 2 0  -  2 0 2 5"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span></span>
+<span>    plot.title <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_text</a></span><span class='op'>(</span></span>
+<span>      hjust <span class='op'>=</span> <span class='fl'>0.5</span>,</span>
+<span>      face <span class='op'>=</span> <span class='st'>"plain"</span>, </span>
+<span>      size <span class='op'>=</span> <span class='fl'>30</span>, </span>
+<span>      margin <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>margin</a></span><span class='op'>(</span>t <span class='op'>=</span> <span class='fl'>10</span><span class='op'>)</span>,</span>
+<span>      family <span class='op'>=</span> <span class='st'>"Modak"</span><span class='op'>)</span>,</span>
+<span>    plot.subtitle <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_text</a></span><span class='op'>(</span></span>
+<span>      hjust <span class='op'>=</span> <span class='fl'>0.5</span>,</span>
+<span>      face <span class='op'>=</span> <span class='st'>"bold"</span>, </span>
+<span>      size <span class='op'>=</span> <span class='fl'>12</span>, </span>
+<span>      margin <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>margin</a></span><span class='op'>(</span>t <span class='op'>=</span> <span class='fl'>4</span>, b <span class='op'>=</span> <span class='fl'>70</span><span class='op'>)</span>,</span>
+<span>      family <span class='op'>=</span> <span class='st'>"poppins"</span>,</span>
+<span>      <span class='op'>)</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>plot1</span><span class='op'>)</span></span></code></pre>
+</div>
+<p><img src="100536001_files/figure-html5/unnamed-chunk-7-1.png" width="100%" style="display: block; margin: auto;" /></p>
+</div>
+<h3 id="country-labels-and-numbers">Country Labels and Numbers</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>country_label_base</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span> <span class='va'>name_label</span>,</span>
+<span>  <span class='st'>"Argentina"</span>, <span class='st'>"Türkiye"</span>, <span class='st'>"Egypt"</span>, <span class='st'>"Russia"</span>, <span class='st'>"Colombia"</span>, <span class='st'>"Chile"</span>, <span class='st'>"Brazil"</span>,</span>
+<span>  <span class='st'>"India"</span>, <span class='st'>"Mexico"</span>, <span class='st'>"S. Africa"</span>, <span class='st'>"New Zealand"</span>, <span class='st'>"Australia"</span>, <span class='st'>"Canada"</span>, <span class='st'>"S. Korea"</span>, </span>
+<span>  <span class='st'>"Saudi Arabia"</span>, <span class='st'>"Israel"</span>, <span class='st'>"Qatar"</span>, <span class='st'>"Japan"</span>, <span class='st'>"China"</span>, <span class='st'>"UAE"</span>, <span class='st'>"U.S."</span><span class='op'>)</span> </span>
+<span><span class='va'>country_label_geo_base</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>country_label_base</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span><span class='co'># adjusting the position</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Argentina"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>36.0</span>, <span class='op'>-</span><span class='fl'>39.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Türkiye"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>60.0</span>, <span class='fl'>41.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Egypt"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>17.0</span>, <span class='fl'>27.1</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Russia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>102.0</span>, <span class='fl'>62.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Colombia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>90.5</span>, <span class='fl'>4.1</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Chile"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>83.0</span>, <span class='op'>-</span><span class='fl'>23.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Brazil"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>46.0</span>, <span class='op'>-</span><span class='fl'>8.4</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"India"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>92.0</span>, <span class='fl'>22.35</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Mexico"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>117.0</span>, <span class='fl'>23.5</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"S. Africa"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>41.0</span>, <span class='op'>-</span><span class='fl'>29.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"New Zealand"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>137.0</span>, <span class='op'>-</span><span class='fl'>47.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Australia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>138.0</span>, <span class='op'>-</span><span class='fl'>26.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Canada"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>100.5</span>, <span class='fl'>56.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"S. Korea"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>127.0</span>, <span class='fl'>31.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Saudi Arabia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>30.0</span>, <span class='fl'>19.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Israel"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>25.0</span>, <span class='fl'>34.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Qatar"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>62.4</span>, <span class='fl'>29.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"China"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>107.0</span>, <span class='fl'>35.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Japan"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>155.0</span>, <span class='fl'>42.5</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"UAE"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>64.0</span>, <span class='fl'>21.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"U.S."</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>94.0</span>, <span class='fl'>40.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='va'>country_label_eu</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span> <span class='va'>name_label</span>,</span>
+<span>  <span class='st'>"Spain"</span>, <span class='st'>"France"</span>, <span class='st'>"Finland"</span>, <span class='st'>"Sweden"</span>, <span class='st'>"Poland"</span>, <span class='st'>"Germany"</span>, <span class='st'>"Norway"</span>, <span class='st'>"Hungary"</span>, <span class='st'>"Czechia"</span>, <span class='st'>"UK"</span>, <span class='st'>"Italy"</span>, <span class='st'>"Greece"</span>, <span class='st'>"Switzerland"</span><span class='op'>)</span> </span>
+<span><span class='va'>country_label_geo_eu</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>country_label_eu</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span><span class='co'># adjusting the position</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Spain"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>3.0</span>, <span class='fl'>40.5</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"France"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>5.0</span>, <span class='fl'>46.2</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Finland"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>36.0</span>, <span class='fl'>61.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Sweden"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>17.0</span>, <span class='fl'>60.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Norway"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>6.0</span>, <span class='fl'>59.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Poland"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>26.5</span>, <span class='fl'>52.2</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Germany"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>9.5</span>, <span class='fl'>49.8</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Hungary"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>26.0</span>, <span class='fl'>46.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Czechia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>25.5</span>, <span class='fl'>49.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"UK"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>3.0</span>, <span class='fl'>54.7</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Italy"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>8.56</span>, <span class='fl'>41.87</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Greece"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>23.0</span>, <span class='fl'>41.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Switzerland"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>8.2</span>, <span class='fl'>45.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span></span>
+<span></span>
+<span></span>
+<span><span class='va'>country_label_sea</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span> <span class='va'>name_label</span>,</span>
+<span>  <span class='st'>"Philippines"</span>, <span class='st'>"Indonesia"</span>, <span class='st'>"Taiwan"</span>, <span class='st'>"Malaysia"</span>, <span class='st'>"Hong Kong"</span>, <span class='st'>"Thailand"</span><span class='op'>)</span></span>
+<span><span class='va'>country_label_geo_sea</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>country_label_sea</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span><span class='co'># adjusting the position</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Taiwan"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>130.0</span>, <span class='fl'>23.82</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Philippines"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>130.88</span>, <span class='fl'>14.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Indonesia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>116.5</span>, <span class='op'>-</span><span class='fl'>6.48</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Malaysia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>126.69</span>, <span class='fl'>5.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Hong Kong"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>114.18</span>, <span class='fl'>18.5</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Thailand"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>111.00</span>, <span class='fl'>13.5</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='va'>number_label_base</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span> <span class='va'>name_label</span>,</span>
+<span>  <span class='st'>"Egypt"</span>, <span class='st'>"Russia"</span>, <span class='st'>"Colombia"</span>, <span class='st'>"Brazil"</span>, <span class='st'>"India"</span>, <span class='st'>"Mexico"</span>, <span class='st'>"S. Africa"</span>,</span>
+<span>  <span class='st'>"U.S."</span>, <span class='st'>"Australia"</span>, <span class='st'>"Canada"</span>, <span class='st'>"Saudi Arabia"</span>, <span class='st'>"China"</span><span class='op'>)</span> </span>
+<span><span class='va'>number_label_geo_base</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>number_label_base</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span>`5-yr cum\nchange (%)` <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/paste.html'>paste0</a></span><span class='op'>(</span><span class='va'>`5-yr cum\nchange (%)`</span>, <span class='st'>"%"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span><span class='co'># adjust the position</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Russia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>85.0</span>, <span class='fl'>62.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Brazil"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>57.0</span>, <span class='op'>-</span><span class='fl'>8.4</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"China"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>96.0</span>, <span class='fl'>35.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Saudi Arabia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>44.57</span>, <span class='fl'>23.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"U.S."</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>105.0</span>, <span class='fl'>40.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Canada"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>116.0</span>, <span class='fl'>56.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Australia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>123.0</span>, <span class='op'>-</span><span class='fl'>26.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='va'>number_label_eu</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span> <span class='va'>name_label</span>,</span>
+<span>  <span class='st'>"Spain"</span>, <span class='st'>"France"</span>, <span class='st'>"Finland"</span>, <span class='st'>"Sweden"</span>, <span class='st'>"Poland"</span>, <span class='st'>"Germany"</span>, <span class='st'>"Norway"</span><span class='op'>)</span> </span>
+<span><span class='va'>number_label_geo_eu</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>number_label_eu</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span>`5-yr cum\nchange (%)` <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/paste.html'>paste0</a></span><span class='op'>(</span><span class='va'>`5-yr cum\nchange (%)`</span>, <span class='st'>"%"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span><span class='co'># adjust the position</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Gremany"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>10.0</span>, <span class='fl'>60.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Norway"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>8.5</span>, <span class='fl'>61.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Finland"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>26.0</span>, <span class='fl'>62.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Poland"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>19.14</span>, <span class='fl'>53.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="plot1base-plot-country-labels-and-numbers---plot2">plot1(base plot) + Country Labels and Numbers - plot2</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>plot2</span> <span class='op'>&lt;-</span> <span class='va'>plot1</span> <span class='op'>+</span></span>
+<span>  <span class='co'># country names</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>country_label_geo_base</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>name</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#333333"</span>, </span>
+<span>    size <span class='op'>=</span> <span class='fl'>2</span>,        <span class='co'># Adjust text size</span></span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"bold"</span>, <span class='co'># "plain", "bold", "italic"</span></span>
+<span>    family <span class='op'>=</span> <span class='st'>"roboto"</span>,</span>
+<span>    inherit.aes <span class='op'>=</span> <span class='cn'>FALSE</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='co'># number labels</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>number_label_geo_base</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>, </span>
+<span>    size <span class='op'>=</span> <span class='fl'>1.6</span>,        <span class='co'># Adjust text size</span></span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"plain"</span>, <span class='co'># "plain", "bold", "italic"</span></span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span>,</span>
+<span>    inherit.aes <span class='op'>=</span> <span class='cn'>FALSE</span></span>
+<span>  <span class='op'>)</span></span>
+<span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>plot2</span><span class='op'>)</span></span></code></pre>
+</div>
+<p><img src="100536001_files/figure-html5/unnamed-chunk-9-1.png" width="100%" style="display: block; margin: auto;" /></p>
+</div>
+<h3 id="magnified-eu-and-sea-and-the-bubbles-in-the-lenses">Magnified EU and SEA and the Bubbles in the Lenses</h3>
+<p>build the magnifying function and add the bubble + number + country name layer</p>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/s2.html'>sf_use_s2</a></span><span class='op'>(</span><span class='cn'>FALSE</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='va'>create_lens_eu</span> <span class='op'>&lt;-</span> <span class='kw'>function</span><span class='op'>(</span><span class='va'>data</span>, <span class='va'>bubble_data</span>, <span class='va'>center_lon</span>, <span class='va'>center_lat</span>, <span class='va'>radius_km</span><span class='op'>)</span> <span class='op'>{</span></span>
+<span>  </span>
+<span>  <span class='co'># A. PRE-CROP: Cut the map to a rough square box first.</span></span>
+<span>  <span class='co'>#    This prevents "global wrapping" errors that cause the solid purple circle.</span></span>
+<span>  <span class='co'>#    We create a bounding box +/- 25 degrees around the center.</span></span>
+<span>  <span class='va'>buff</span> <span class='op'>&lt;-</span> <span class='fl'>25</span> </span>
+<span>  <span class='va'>bbox</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_bbox.html'>st_bbox</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span>xmin <span class='op'>=</span> <span class='va'>center_lon</span> <span class='op'>-</span> <span class='va'>buff</span>, xmax <span class='op'>=</span> <span class='va'>center_lon</span> <span class='op'>+</span> <span class='va'>buff</span>, </span>
+<span>                    ymin <span class='op'>=</span> <span class='va'>center_lat</span> <span class='op'>-</span> <span class='va'>buff</span>, ymax <span class='op'>=</span> <span class='va'>center_lat</span> <span class='op'>+</span> <span class='va'>buff</span><span class='op'>)</span>, </span>
+<span>                  crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>data</span><span class='op'>)</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># Suppress warnings for the crop</span></span>
+<span>  <span class='va'>data_cropped</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/warning.html'>suppressWarnings</a></span><span class='op'>(</span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crop.html'>st_crop</a></span><span class='op'>(</span><span class='va'>data</span>, <span class='va'>bbox</span><span class='op'>)</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># define projection (Azimuthal Equidistant)</span></span>
+<span>  <span class='va'>lens_crs</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/paste.html'>paste0</a></span><span class='op'>(</span><span class='st'>"+proj=aeqd +lat_0="</span>, <span class='va'>center_lat</span>, <span class='st'>" +lon_0="</span>, <span class='va'>center_lon</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># create circle</span></span>
+<span>  <span class='va'>center_pt</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='va'>center_lon</span>, <span class='va'>center_lat</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fl'>4326</span><span class='op'>)</span></span>
+<span>  <span class='va'>center_pt_proj</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_transform.html'>st_transform</a></span><span class='op'>(</span><span class='va'>center_pt</span>, <span class='va'>lens_crs</span><span class='op'>)</span></span>
+<span>  <span class='va'>circle_border</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_buffer</a></span><span class='op'>(</span><span class='va'>center_pt_proj</span>, dist <span class='op'>=</span> <span class='va'>radius_km</span> <span class='op'>*</span> <span class='fl'>1000</span><span class='op'>)</span></span>
+<span>  <span class='va'>data_proj</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_transform.html'>st_transform</a></span><span class='op'>(</span><span class='va'>data_cropped</span>, <span class='va'>lens_crs</span><span class='op'>)</span></span>
+<span>  <span class='va'>data_proj</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/valid.html'>st_make_valid</a></span><span class='op'>(</span><span class='va'>data_proj</span><span class='op'>)</span></span>
+<span>  <span class='va'>lens_data</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_binary_ops.html'>st_intersection</a></span><span class='op'>(</span><span class='va'>data_proj</span>, <span class='va'>circle_border</span><span class='op'>)</span></span>
+<span>  <span class='va'>lens_data</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_collection_extract.html'>st_collection_extract</a></span><span class='op'>(</span><span class='va'>lens_data</span>, <span class='st'>"POLYGON"</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># Process Bubble Data (Transform -&gt; Clip)</span></span>
+<span>  <span class='va'>bubbles_proj_eu</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_transform.html'>st_transform</a></span><span class='op'>(</span><span class='va'>bubble_geo_eu</span>, <span class='va'>lens_crs</span><span class='op'>)</span></span>
+<span>  <span class='va'>lens_bubbles_eu</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_binary_ops.html'>st_intersection</a></span><span class='op'>(</span><span class='va'>bubbles_proj_eu</span>, <span class='va'>circle_border</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># Create Plot</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggplot.html'>ggplot</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Background (Beige)</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>geom_sf</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>circle_border</span>, fill <span class='op'>=</span> <span class='st'>"#fffce9"</span>, color <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Map Data : </span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>geom_sf</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>lens_data</span>, </span>
+<span>            <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>, </span>
+<span>            color <span class='op'>=</span> <span class='st'>"grey70"</span>, size <span class='op'>=</span> <span class='fl'>0.25</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># bubbles</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_point.html'>geom_point</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_eu</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>,</span>
+<span>        fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>4.5</span>,           <span class='co'># Adjust bubble size here</span></span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,    <span class='co'># The border of the bubble</span></span>
+<span>    shape <span class='op'>=</span> <span class='fl'>21</span>,         <span class='co'># Shape 21 allows both fill and color (border)</span></span>
+<span>    stroke <span class='op'>=</span> <span class='fl'>0.15</span>        <span class='co'># Thickness of the white border</span></span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># numbers inside bubbles</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_eu</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>value_label</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>1.5</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"plain"</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span>,</span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># country labels</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>country_label_geo_eu</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>name</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#333333"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>1.6</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"bold"</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span>,</span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># number labels</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>number_label_geo_eu</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>1.6</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"plain"</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span>,</span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Scale</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/scale_gradient.html'>scale_fill_gradientn</a></span><span class='op'>(</span></span>
+<span>      colors <span class='op'>=</span> <span class='va'>vc_palette</span>,</span>
+<span>      limits <span class='op'>=</span> <span class='va'>limit_range</span>, </span>
+<span>      oob <span class='op'>=</span> <span class='fu'>scales</span><span class='fu'>::</span><span class='va'><a href='https://scales.r-lib.org/reference/oob.html'>squish</a></span>,</span>
+<span>      na.value <span class='op'>=</span> <span class='st'>"#fffce9"</span></span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Border</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>geom_sf</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>circle_border</span>, fill <span class='op'>=</span> <span class='cn'>NA</span>, color <span class='op'>=</span> <span class='st'>"grey50"</span>, linewidth <span class='op'>=</span> <span class='fl'>0.1</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Theme</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>coord_sf</a></span><span class='op'>(</span>datum <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggtheme.html'>theme_void</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span>legend.position <span class='op'>=</span> <span class='st'>"none"</span></span>
+<span>    <span class='op'>)</span> </span>
+<span><span class='op'>}</span></span>
+<span></span>
+<span><span class='va'>create_lens_sea</span> <span class='op'>&lt;-</span> <span class='kw'>function</span><span class='op'>(</span><span class='va'>data</span>, <span class='va'>bubble_data</span>, <span class='va'>center_lon</span>, <span class='va'>center_lat</span>, <span class='va'>radius_km</span><span class='op'>)</span> <span class='op'>{</span></span>
+<span>  </span>
+<span>  <span class='co'># A. PRE-CROP: Cut the map to a rough square box first.</span></span>
+<span>  <span class='co'>#    This prevents "global wrapping" errors that cause the solid purple circle.</span></span>
+<span>  <span class='co'>#    We create a bounding box +/- 25 degrees around the center.</span></span>
+<span>  <span class='va'>buff</span> <span class='op'>&lt;-</span> <span class='fl'>25</span> </span>
+<span>  <span class='va'>bbox</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_bbox.html'>st_bbox</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span>xmin <span class='op'>=</span> <span class='va'>center_lon</span> <span class='op'>-</span> <span class='va'>buff</span>, xmax <span class='op'>=</span> <span class='va'>center_lon</span> <span class='op'>+</span> <span class='va'>buff</span>, </span>
+<span>                    ymin <span class='op'>=</span> <span class='va'>center_lat</span> <span class='op'>-</span> <span class='va'>buff</span>, ymax <span class='op'>=</span> <span class='va'>center_lat</span> <span class='op'>+</span> <span class='va'>buff</span><span class='op'>)</span>, </span>
+<span>                  crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>data</span><span class='op'>)</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># Suppress warnings for the crop</span></span>
+<span>  <span class='va'>data_cropped</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/warning.html'>suppressWarnings</a></span><span class='op'>(</span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crop.html'>st_crop</a></span><span class='op'>(</span><span class='va'>data</span>, <span class='va'>bbox</span><span class='op'>)</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># define projection (Azimuthal Equidistant)</span></span>
+<span>  <span class='va'>lens_crs</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/paste.html'>paste0</a></span><span class='op'>(</span><span class='st'>"+proj=aeqd +lat_0="</span>, <span class='va'>center_lat</span>, <span class='st'>" +lon_0="</span>, <span class='va'>center_lon</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># create circle</span></span>
+<span>  <span class='va'>center_pt</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='va'>center_lon</span>, <span class='va'>center_lat</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fl'>4326</span><span class='op'>)</span></span>
+<span>  <span class='va'>center_pt_proj</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_transform.html'>st_transform</a></span><span class='op'>(</span><span class='va'>center_pt</span>, <span class='va'>lens_crs</span><span class='op'>)</span></span>
+<span>  <span class='va'>circle_border</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_buffer</a></span><span class='op'>(</span><span class='va'>center_pt_proj</span>, dist <span class='op'>=</span> <span class='va'>radius_km</span> <span class='op'>*</span> <span class='fl'>1000</span><span class='op'>)</span></span>
+<span>  <span class='va'>data_proj</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_transform.html'>st_transform</a></span><span class='op'>(</span><span class='va'>data_cropped</span>, <span class='va'>lens_crs</span><span class='op'>)</span></span>
+<span>  <span class='va'>data_proj</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/valid.html'>st_make_valid</a></span><span class='op'>(</span><span class='va'>data_proj</span><span class='op'>)</span></span>
+<span>  <span class='va'>lens_data</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_binary_ops.html'>st_intersection</a></span><span class='op'>(</span><span class='va'>data_proj</span>, <span class='va'>circle_border</span><span class='op'>)</span></span>
+<span>  <span class='va'>lens_data</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_collection_extract.html'>st_collection_extract</a></span><span class='op'>(</span><span class='va'>lens_data</span>, <span class='st'>"POLYGON"</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># Process Bubble Data (Transform -&gt; Clip)</span></span>
+<span>  <span class='va'>bubbles_proj_sea</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_transform.html'>st_transform</a></span><span class='op'>(</span><span class='va'>bubble_geo_sea</span>, <span class='va'>lens_crs</span><span class='op'>)</span></span>
+<span>  <span class='va'>lens_bubbles_sea</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_binary_ops.html'>st_intersection</a></span><span class='op'>(</span><span class='va'>bubbles_proj_sea</span>, <span class='va'>circle_border</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># Create Plot</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggplot.html'>ggplot</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Background (Beige)</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>geom_sf</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>circle_border</span>, fill <span class='op'>=</span> <span class='st'>"#fffce9"</span>, color <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Map Data : </span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>geom_sf</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>lens_data</span>, </span>
+<span>            <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>, </span>
+<span>            color <span class='op'>=</span> <span class='st'>"grey70"</span>, size <span class='op'>=</span> <span class='fl'>0.25</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># bubbles</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_point.html'>geom_point</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_sea</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>,</span>
+<span>        fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>4.5</span>,           <span class='co'># Adjust bubble size here</span></span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,    <span class='co'># The border of the bubble</span></span>
+<span>    shape <span class='op'>=</span> <span class='fl'>21</span>,         <span class='co'># Shape 21 allows both fill and color (border)</span></span>
+<span>    stroke <span class='op'>=</span> <span class='fl'>0.15</span>        <span class='co'># Thickness of the white border</span></span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># text inside bubbles</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_sea</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>value_label</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>1.5</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"plain"</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span></span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># country labels</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>country_label_geo_sea</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>name</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#333333"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>1.6</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"bold"</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span></span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Scale</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/scale_gradient.html'>scale_fill_gradientn</a></span><span class='op'>(</span></span>
+<span>      colors <span class='op'>=</span> <span class='va'>vc_palette</span>,</span>
+<span>      limits <span class='op'>=</span> <span class='va'>limit_range</span>, </span>
+<span>      oob <span class='op'>=</span> <span class='fu'>scales</span><span class='fu'>::</span><span class='va'><a href='https://scales.r-lib.org/reference/oob.html'>squish</a></span>,</span>
+<span>      na.value <span class='op'>=</span> <span class='st'>"#fffce9"</span></span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Border</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>geom_sf</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>circle_border</span>, fill <span class='op'>=</span> <span class='cn'>NA</span>, color <span class='op'>=</span> <span class='st'>"grey50"</span>, linewidth <span class='op'>=</span> <span class='fl'>0.2</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Theme</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>coord_sf</a></span><span class='op'>(</span>datum <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggtheme.html'>theme_void</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span>legend.position <span class='op'>=</span> <span class='st'>"none"</span></span>
+<span>    <span class='op'>)</span> </span>
+<span><span class='op'>}</span></span></code></pre>
+</div>
+</div>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>p_lens_eu</span> <span class='op'>&lt;-</span> <span class='fu'>create_lens_eu</span><span class='op'>(</span></span>
+<span>  data <span class='op'>=</span> <span class='va'>world_inflation</span>, </span>
+<span>  bubble_data <span class='op'>=</span> <span class='va'>bubble_geo_eu</span>,</span>
+<span>  center_lon <span class='op'>=</span> <span class='fl'>7</span>, <span class='co'># 7</span></span>
+<span>  center_lat <span class='op'>=</span> <span class='fl'>50</span>, <span class='co'># 49</span></span>
+<span>  radius_km <span class='op'>=</span> <span class='fl'>2000</span></span>
+<span><span class='op'>)</span></span>
+<span><span class='va'>p_lens_sea</span> <span class='op'>&lt;-</span> <span class='fu'>create_lens_sea</span><span class='op'>(</span></span>
+<span>  data <span class='op'>=</span> <span class='va'>world_inflation</span>,</span>
+<span>  bubble_data <span class='op'>=</span> <span class='va'>bubble_geo_sea</span>,</span>
+<span>  center_lon <span class='op'>=</span> <span class='fl'>113</span>, </span>
+<span>  center_lat <span class='op'>=</span> <span class='fl'>9</span>, </span>
+<span>  radius_km <span class='op'>=</span> <span class='fl'>2200</span></span>
+<span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="plot2-the-magnifying-lenses---plot3">plot2 + the Magnifying Lenses - plot3</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>plot_3</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://wilkelab.org/cowplot/reference/ggdraw.html'>ggdraw</a></span><span class='op'>(</span><span class='va'>plot2</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://wilkelab.org/cowplot/reference/draw_plot.html'>draw_plot</a></span><span class='op'>(</span><span class='va'>p_lens_eu</span>, x <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.045</span>, y <span class='op'>=</span> <span class='fl'>0.375</span>, width <span class='op'>=</span> <span class='fl'>1</span>, height <span class='op'>=</span> <span class='fl'>0.3</span>, scale <span class='op'>=</span> <span class='fl'>1.25</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://wilkelab.org/cowplot/reference/draw_plot.html'>draw_plot</a></span><span class='op'>(</span><span class='va'>p_lens_sea</span>, x <span class='op'>=</span> <span class='fl'>0.27</span>, y <span class='op'>=</span> <span class='fl'>0.14</span>, width <span class='op'>=</span> <span class='fl'>1</span>, height <span class='op'>=</span> <span class='fl'>0.3</span>, scale <span class='op'>=</span> <span class='fl'>0.8</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>plot_3</span><span class='op'>)</span></span></code></pre>
+</div>
+<p><img src="100536001_files/figure-html5/unnamed-chunk-12-1.png" width="100%" style="display: block; margin: auto;" /></p>
+</div>
+<h3 id="plot3-the-texts-and-arrows---final_plot">plot3 + the Texts and Arrows - final_plot</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>texts</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://tibble.tidyverse.org/reference/tibble.html'>tibble</a></span><span class='op'>(</span>label <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span></span>
+<span>  <span class='st'>"Consumer Inflation Cumulative\nChange, 2020-2025"</span>,</span>
+<span>  <span class='st'>"President Milei's fiscal\noverhaul has lowered\nArgentina's annualized\ninflation rate to 21%\nas of June 2025."</span>,</span>
+<span>  <span class='st'>"Post-pandemic inflation\ndidn't hit Asia as hard\nas it hit Europe."</span><span class='op'>)</span>,</span>
+<span>  x <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>0.24</span>, <span class='fl'>0.43</span>, <span class='fl'>0.65</span><span class='op'>)</span>, </span>
+<span>  y <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>0.797</span>, <span class='fl'>0.16</span>, <span class='fl'>0.16</span><span class='op'>)</span>,</span>
+<span>  hjust <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>0</span>, <span class='fl'>0</span>, <span class='fl'>0</span><span class='op'>)</span>,</span>
+<span>  size <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>2</span>, <span class='fl'>1.5</span>, <span class='fl'>1.3</span><span class='op'>)</span>,</span>
+<span>  font <span class='op'>=</span> <span class='st'>"poppins"</span>,</span>
+<span>  fontface <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"bold"</span>, <span class='st'>"italic"</span>, <span class='st'>"italic"</span><span class='op'>)</span>,</span>
+<span>  color <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"#333333"</span>, <span class='st'>"#D86C7B"</span>, <span class='st'>"#6b9bd1"</span><span class='op'>)</span></span>
+<span><span class='op'>)</span></span>
+<span></span>
+<span><span class='va'>final_plot</span> <span class='op'>&lt;-</span> <span class='va'>plot_3</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>texts</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>x <span class='op'>=</span> <span class='va'>x</span>, y <span class='op'>=</span> <span class='va'>y</span>, label <span class='op'>=</span> <span class='va'>label</span>, hjust <span class='op'>=</span> <span class='va'>hjust</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='va'>texts</span><span class='op'>$</span><span class='va'>color</span>,</span>
+<span>    size <span class='op'>=</span> <span class='va'>texts</span><span class='op'>$</span><span class='va'>size</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='va'>texts</span><span class='op'>$</span><span class='va'>fontface</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span>,</span>
+<span>    lineheight <span class='op'>=</span> <span class='fl'>0.9</span>,</span>
+<span>    inherit.aes <span class='op'>=</span> <span class='cn'>FALSE</span> <span class='co'># Essential to ignore map data</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_segment.html'>geom_curve</a></span><span class='op'>(</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>x <span class='op'>=</span> <span class='fl'>0.425</span>, y <span class='op'>=</span> <span class='fl'>0.18</span>, xend <span class='op'>=</span> <span class='fl'>0.40</span>, yend <span class='op'>=</span> <span class='fl'>0.13</span><span class='op'>)</span>,</span>
+<span>    curvature <span class='op'>=</span> <span class='fl'>0.3</span>,       <span class='co'># Negative = Curves Right (concave down)</span></span>
+<span>    color <span class='op'>=</span> <span class='st'>"#D86C7B"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>0.3</span>,</span>
+<span>    arrow <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/grid/arrow.html'>arrow</a></span><span class='op'>(</span>length <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/grid/unit.html'>unit</a></span><span class='op'>(</span><span class='fl'>0.01</span>, <span class='st'>"npc"</span><span class='op'>)</span>, type <span class='op'>=</span> <span class='st'>"closed"</span><span class='op'>)</span>,</span>
+<span>    inherit.aes <span class='op'>=</span> <span class='cn'>FALSE</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_segment.html'>geom_curve</a></span><span class='op'>(</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>x <span class='op'>=</span> <span class='fl'>0.69</span>, y <span class='op'>=</span> <span class='fl'>0.19</span>, xend <span class='op'>=</span> <span class='fl'>0.717</span>, yend <span class='op'>=</span> <span class='fl'>0.24</span><span class='op'>)</span>,</span>
+<span>    curvature <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>,       <span class='co'># Negative = Curves Right (looks best for this angle)</span></span>
+<span>    color <span class='op'>=</span> <span class='st'>"#6b9bd1"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>0.3</span>,</span>
+<span>    arrow <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/grid/arrow.html'>arrow</a></span><span class='op'>(</span>length <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/grid/unit.html'>unit</a></span><span class='op'>(</span><span class='fl'>0.01</span>, <span class='st'>"npc"</span><span class='op'>)</span>, type <span class='op'>=</span> <span class='st'>"closed"</span><span class='op'>)</span>,</span>
+<span>    inherit.aes <span class='op'>=</span> <span class='cn'>FALSE</span></span>
+<span>  <span class='op'>)</span></span>
+<span></span>
+<span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>final_plot</span><span class='op'>)</span></span></code></pre>
+</div>
+<p><img src="100536001_files/figure-html5/unnamed-chunk-13-1.png" width="100%" style="display: block; margin: auto;" /></p>
+</div>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r distill-force-highlighting-css"><code class="sourceCode r"></code></pre></div>
+<!--radix_placeholder_article_footer-->
+<!--/radix_placeholder_article_footer-->
+</div>
+
+<div class="d-appendix">
+</div>
+
+
+<!--radix_placeholder_site_after_body-->
+<!--/radix_placeholder_site_after_body-->
+<!--radix_placeholder_appendices-->
+<div class="appendix-bottom"></div>
+<!--/radix_placeholder_appendices-->
+<!--radix_placeholder_navigation_after_body-->
+<!--/radix_placeholder_navigation_after_body-->
+
+</body>
+
+</html>
diff --git a/_projects/2025/100536001/100536001_files/anchor-4.2.2/anchor.min.js b/_projects/2025/100536001/100536001_files/anchor-4.2.2/anchor.min.js
new file mode 100644
index 00000000..1342f5f6
--- /dev/null
+++ b/_projects/2025/100536001/100536001_files/anchor-4.2.2/anchor.min.js
@@ -0,0 +1,9 @@
+// @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat
+//
+// AnchorJS - v4.2.2 - 2019-11-14
+// https://www.bryanbraun.com/anchorjs/
+// Copyright (c) 2019 Bryan Braun; Licensed MIT
+//
+// @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat
+!function(A,e){"use strict";"function"==typeof define&&define.amd?define([],e):"object"==typeof module&&module.exports?module.exports=e():(A.AnchorJS=e(),A.anchors=new A.AnchorJS)}(this,function(){"use strict";return function(A){function f(A){A.icon=A.hasOwnProperty("icon")?A.icon:"",A.visible=A.hasOwnProperty("visible")?A.visible:"hover",A.placement=A.hasOwnProperty("placement")?A.placement:"right",A.ariaLabel=A.hasOwnProperty("ariaLabel")?A.ariaLabel:"Anchor",A.class=A.hasOwnProperty("class")?A.class:"",A.base=A.hasOwnProperty("base")?A.base:"",A.truncate=A.hasOwnProperty("truncate")?Math.floor(A.truncate):64,A.titleText=A.hasOwnProperty("titleText")?A.titleText:""}function p(A){var e;if("string"==typeof A||A instanceof String)e=[].slice.call(document.querySelectorAll(A));else{if(!(Array.isArray(A)||A instanceof NodeList))throw new Error("The selector provided to AnchorJS was invalid.");e=[].slice.call(A)}return e}this.options=A||{},this.elements=[],f(this.options),this.isTouchDevice=function(){return!!("ontouchstart"in window||window.DocumentTouch&&document instanceof DocumentTouch)},this.add=function(A){var e,t,i,n,o,s,a,r,c,h,l,u,d=[];if(f(this.options),"touch"===(l=this.options.visible)&&(l=this.isTouchDevice()?"always":"hover"),0===(e=p(A=A||"h2, h3, h4, h5, h6")).length)return this;for(!function(){if(null!==document.head.querySelector("style.anchorjs"))return;var A,e=document.createElement("style");e.className="anchorjs",e.appendChild(document.createTextNode("")),void 0===(A=document.head.querySelector('[rel="stylesheet"], style'))?document.head.appendChild(e):document.head.insertBefore(e,A);e.sheet.insertRule(" .anchorjs-link {   opacity: 0; 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+// @license-end
\ No newline at end of file
diff --git a/_projects/2025/100536001/100536001_files/bowser-1.9.3/bowser.min.js b/_projects/2025/100536001/100536001_files/bowser-1.9.3/bowser.min.js
new file mode 100644
index 00000000..3da61049
--- /dev/null
+++ b/_projects/2025/100536001/100536001_files/bowser-1.9.3/bowser.min.js
@@ -0,0 +1,6 @@
+/*!
+ * Bowser - a browser detector
+ * https://github.com/ded/bowser
+ * MIT License | (c) Dustin Diaz 2015
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new file mode 100644
index 00000000..01a5319e
--- /dev/null
+++ b/_projects/2025/100536001/100536001_files/distill-2.2.21/template.v2.js
@@ -0,0 +1,744 @@
+function load_distill_framework() {
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under the License is distributed on an "AS IS" BASIS,\n * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n * See the License for the specific language governing permissions and\n * limitations under the License.\n */\n\nhtml {\n  font-size: 14px;\n\tline-height: 1.6em;\n  /* font-family: "Libre Franklin", "Helvetica Neue", sans-serif; */\n  font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Oxygen, Ubuntu, Cantarell, "Fira Sans", "Droid Sans", "Helvetica Neue", Arial, sans-serif;\n  /*, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";*/\n  text-size-adjust: 100%;\n  -ms-text-size-adjust: 100%;\n  -webkit-text-size-adjust: 100%;\n}\n\n@media(min-width: 768px) {\n  html {\n    font-size: 16px;\n  }\n}\n\nbody {\n  margin: 0;\n}\n\na {\n  color: #004276;\n}\n\nfigure {\n  margin: 0;\n}\n\ntable {\n\tborder-collapse: collapse;\n\tborder-spacing: 0;\n}\n\ntable th {\n\ttext-align: left;\n}\n\ntable thead {\n  border-bottom: 1px solid 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grid-template-columns: [screen-start] 1fr [page-start kicker-start] 60px [middle-start] 60px [text-start kicker-end] 60px 60px 60px 60px 60px 60px 60px 60px [text-end gutter-start] 60px [middle-end] 60px [page-end gutter-end] 1fr [screen-end];\n    grid-column-gap: 32px;\n  }\n\n  .grid {\n    grid-column-gap: 32px;\n  }\n}\n\n\n\n\n.base-grid {\n  grid-column: screen;\n}\n\n/* .l-body,\nd-article > *  {\n  grid-column: text;\n}\n\n.l-page,\nd-title > *,\nd-figure {\n  grid-column: page;\n} */\n\n.l-gutter {\n  grid-column: gutter;\n}\n\n.l-text,\n.l-body {\n  grid-column: text;\n}\n\n.l-page {\n  grid-column: page;\n}\n\n.l-body-outset {\n  grid-column: middle;\n}\n\n.l-page-outset {\n  grid-column: page;\n}\n\n.l-screen {\n  grid-column: screen;\n}\n\n.l-screen-inset {\n  grid-column: screen;\n  padding-left: 16px;\n  padding-left: 16px;\n}\n\n\n/* Aside */\n\nd-article aside {\n  grid-column: gutter;\n  font-size: 12px;\n  line-height: 1.6em;\n  color: rgba(0, 0, 0, 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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n * See the License for the specific language governing permissions and\n * limitations under the License.\n */\n\nd-byline {\n  contain: content;\n  overflow: hidden;\n  border-top: 1px solid rgba(0, 0, 0, 0.1);\n  font-size: 0.8rem;\n  line-height: 1.8em;\n  padding: 1.5rem 0;\n  min-height: 1.8em;\n}\n\n\nd-byline .byline {\n  grid-template-columns: 1fr 1fr;\n  grid-column: text;\n}\n\n@media(min-width: 768px) {\n  d-byline .byline {\n    grid-template-columns: 1fr 1fr 1fr 1fr;\n  }\n}\n\nd-byline .authors-affiliations {\n  grid-column-end: span 2;\n  grid-template-columns: 1fr 1fr;\n  margin-bottom: 1em;\n}\n\n@media(min-width: 768px) {\n  d-byline .authors-affiliations {\n    margin-bottom: 0;\n  }\n}\n\nd-byline h3 {\n  font-size: 0.6rem;\n  font-weight: 400;\n  color: rgba(0, 0, 0, 0.5);\n  margin: 0;\n  text-transform: uppercase;\n}\n\nd-byline p {\n  margin: 0;\n}\n\nd-byline a,\nd-article d-byline a {\n  color: rgba(0, 0, 0, 0.8);\n  text-decoration: none;\n  border-bottom: none;\n}\n\nd-article d-byline a:hover {\n  text-decoration: underline;\n  border-bottom: none;\n}\n\nd-byline p.author {\n  font-weight: 500;\n}\n\nd-byline .affiliations {\n\n}\n'+'/*\n * Copyright 2018 The Distill Template Authors\n *\n * Licensed under the Apache License, Version 2.0 (the "License");\n * you may not use this file except in compliance with the License.\n * You may obtain a copy of the License at\n *\n *      http://www.apache.org/licenses/LICENSE-2.0\n *\n * Unless required by applicable law or agreed to in writing, software\n * distributed under the License is distributed on an "AS IS" BASIS,\n * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n * See the License for the specific language governing permissions and\n * limitations under the License.\n */\n\nd-article {\n  contain: layout style;\n  overflow-x: hidden;\n  border-top: 1px solid rgba(0, 0, 0, 0.1);\n  padding-top: 2rem;\n  color: rgba(0, 0, 0, 0.8);\n}\n\nd-article > * {\n  grid-column: text;\n}\n\n@media(min-width: 768px) {\n  d-article {\n    font-size: 16px;\n  }\n}\n\n@media(min-width: 1024px) {\n  d-article {\n    font-size: 1.06rem;\n    line-height: 1.7em;\n  }\n}\n\n\n/* H2 */\n\n\nd-article .marker {\n  text-decoration: none;\n  border: none;\n  counter-reset: section;\n  grid-column: kicker;\n  line-height: 1.7em;\n}\n\nd-article .marker:hover {\n  border: none;\n}\n\nd-article .marker span {\n  padding: 0 3px 4px;\n  border-bottom: 1px solid rgba(0, 0, 0, 0.2);\n  position: relative;\n  top: 4px;\n}\n\nd-article .marker:hover span {\n  color: rgba(0, 0, 0, 0.7);\n  border-bottom: 1px solid rgba(0, 0, 0, 0.7);\n}\n\nd-article h2 {\n  font-weight: 600;\n  font-size: 24px;\n  line-height: 1.25em;\n  margin: 2rem 0 1.5rem 0;\n  border-bottom: 1px solid rgba(0, 0, 0, 0.1);\n  padding-bottom: 1rem;\n}\n\n@media(min-width: 1024px) {\n  d-article h2 {\n    font-size: 36px;\n  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24px;\n}\n\nd-article li {\n  margin-bottom: 1em;\n  margin-left: 0;\n  padding-left: 0;\n}\n\nd-article li:last-child {\n  margin-bottom: 0;\n}\n\nd-article pre {\n  font-size: 14px;\n  margin-bottom: 20px;\n}\n\nd-article hr {\n  grid-column: screen;\n  width: 100%;\n  border: none;\n  border-bottom: 1px solid rgba(0, 0, 0, 0.1);\n  margin-top: 60px;\n  margin-bottom: 60px;\n}\n\nd-article section {\n  margin-top: 60px;\n  margin-bottom: 60px;\n}\n\nd-article span.equation-mimic {\n  font-family: georgia;\n  font-size: 115%;\n  font-style: italic;\n}\n\nd-article > d-code,\nd-article section > d-code  {\n  display: block;\n}\n\nd-article > d-math[block],\nd-article section > d-math[block]  {\n  display: block;\n}\n\n@media (max-width: 768px) {\n  d-article > d-code,\n  d-article section > d-code,\n  d-article > d-math[block],\n  d-article section > d-math[block] {\n      overflow-x: scroll;\n      -ms-overflow-style: none;  // IE 10+\n      overflow: -moz-scrollbars-none;  // Firefox\n  }\n\n  d-article > d-code::-webkit-scrollbar,\n  d-article section > d-code::-webkit-scrollbar,\n  d-article > d-math[block]::-webkit-scrollbar,\n  d-article section > d-math[block]::-webkit-scrollbar {\n    display: none;  // Safari and Chrome\n  }\n}\n\nd-article .citation {\n  color: #668;\n  cursor: pointer;\n}\n\nd-include {\n  width: auto;\n  display: block;\n}\n\nd-figure {\n  contain: layout style;\n}\n\n/* KaTeX */\n\n.katex, .katex-prerendered {\n  contain: style;\n  display: inline-block;\n}\n\n/* Tables */\n\nd-article table {\n  border-collapse: collapse;\n  margin-bottom: 1.5rem;\n  border-bottom: 1px solid rgba(0, 0, 0, 0.2);\n}\n\nd-article table th {\n  border-bottom: 1px solid rgba(0, 0, 0, 0.2);\n}\n\nd-article table td {\n  border-bottom: 1px solid rgba(0, 0, 0, 0.05);\n}\n\nd-article table tr:last-of-type td {\n  border-bottom: none;\n}\n\nd-article table th,\nd-article table td {\n  font-size: 15px;\n  padding: 2px 8px;\n}\n\nd-article table tbody :first-child td {\n  padding-top: 2px;\n}\n'+ni+'/*\n * Copyright 2018 The Distill Template Authors\n *\n * Licensed under the Apache License, Version 2.0 (the "License");\n * you may not use this file except in compliance with the License.\n * You may obtain a copy of the License at\n *\n *      http://www.apache.org/licenses/LICENSE-2.0\n *\n * Unless required by applicable law or agreed to in writing, software\n * distributed under the License is distributed on an "AS IS" BASIS,\n * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n * See the License for the specific language governing permissions and\n * limitations under the License.\n */\n\n@media print {\n\n  @page {\n    size: 8in 11in;\n    @bottom-right {\n      content: counter(page) " of " counter(pages);\n    }\n  }\n\n  html {\n    /* no general margins -- CSS Grid takes care of those */\n  }\n\n  p, code {\n    page-break-inside: avoid;\n  }\n\n  h2, h3 {\n    page-break-after: avoid;\n  }\n\n  d-header {\n    visibility: hidden;\n  }\n\n  d-footer {\n    display: none!important;\n  }\n\n}\n',mi=[{name:'WebComponents',support:function(){return'customElements'in window&&'attachShadow'in Element.prototype&&'getRootNode'in Element.prototype&&'content'in document.createElement('template')&&'Promise'in window&&'from'in Array},url:'https://distill.pub/third-party/polyfills/webcomponents-lite.js'},{name:'IntersectionObserver',support:function(){return'IntersectionObserver'in window&&'IntersectionObserverEntry'in window},url:'https://distill.pub/third-party/polyfills/intersection-observer.js'}];class yi{static browserSupportsAllFeatures(){return mi.every((e)=>e.support())}static load(e){const t=function(t){t.loaded=!0,console.info('Runlevel 0: Polyfill has finished loading: '+t.name),yi.neededPolyfills.every((e)=>e.loaded)&&(console.info('Runlevel 0: All required polyfills have finished loading.'),console.info('Runlevel 0->1.'),window.distillRunlevel=1,e())};for(const n of yi.neededPolyfills)g(n,t)}static get neededPolyfills(){return yi._neededPolyfills||(yi._neededPolyfills=mi.filter((e)=>!e.support())),yi._neededPolyfills}}const xi=ti('d-abstract',`
+<style>
+  :host {
+    font-size: 1.25rem;
+    line-height: 1.6em;
+    color: rgba(0, 0, 0, 0.7);
+    -webkit-font-smoothing: antialiased;
+  }
+
+  ::slotted(p) {
+    margin-top: 0;
+    margin-bottom: 1em;
+    grid-column: text-start / middle-end;
+  }
+  ${function(e){return`${e} {
+      grid-column: left / text;
+    }
+  `}('d-abstract')}
+</style>
+
+<slot></slot>
+`);class ki extends xi(HTMLElement){}const vi=ti('d-appendix',`
+<style>
+
+d-appendix {
+  contain: layout style;
+  font-size: 0.8em;
+  line-height: 1.7em;
+  margin-top: 60px;
+  margin-bottom: 0;
+  border-top: 1px solid rgba(0, 0, 0, 0.1);
+  color: rgba(0,0,0,0.5);
+  padding-top: 60px;
+  padding-bottom: 48px;
+}
+
+d-appendix h3 {
+  grid-column: page-start / text-start;
+  font-size: 15px;
+  font-weight: 500;
+  margin-top: 1em;
+  margin-bottom: 0;
+  color: rgba(0,0,0,0.65);
+}
+
+d-appendix h3 + * {
+  margin-top: 1em;
+}
+
+d-appendix ol {
+  padding: 0 0 0 15px;
+}
+
+@media (min-width: 768px) {
+  d-appendix ol {
+    padding: 0 0 0 30px;
+    margin-left: -30px;
+  }
+}
+
+d-appendix li {
+  margin-bottom: 1em;
+}
+
+d-appendix a {
+  color: rgba(0, 0, 0, 0.6);
+}
+
+d-appendix > * {
+  grid-column: text;
+}
+
+d-appendix > d-footnote-list,
+d-appendix > d-citation-list,
+d-appendix > distill-appendix {
+  grid-column: screen;
+}
+
+</style>
+
+`,!1);class wi extends vi(HTMLElement){}const Si=/^\s*$/;class Ci extends HTMLElement{static get is(){return'd-article'}constructor(){super(),new MutationObserver((e)=>{for(const t of e)for(const e of t.addedNodes)switch(e.nodeName){case'#text':{const t=e.nodeValue;if(!Si.test(t)){console.warn('Use of unwrapped text in distill articles is discouraged as it breaks layout! Please wrap any text in a <span> or <p> tag. 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0==t||null==t)&&(t=!0),this.skipWhitespace(t),this.input.substring(this.pos,this.pos+e.length)==e},this.matchAt=function(){for(;this.input.length>this.pos&&'@'!=this.input[this.pos];)this.pos++;return!('@'!=this.input[this.pos])},this.skipWhitespace=function(e){for(;this.isWhitespace(this.input[this.pos]);)this.pos++;if('%'==this.input[this.pos]&&!0==e){for(;'\n'!=this.input[this.pos];)this.pos++;this.skipWhitespace(e)}},this.value_braces=function(){var e=0;this.match('{',!1);for(var t=this.pos,n=!1;;){if(!n)if('}'==this.input[this.pos]){if(0<e)e--;else{var i=this.pos;return this.match('}',!1),this.input.substring(t,i)}}else if('{'==this.input[this.pos])e++;else if(this.pos>=this.input.length-1)throw'Unterminated value';n='\\'==this.input[this.pos]&&!1==n,this.pos++}},this.value_comment=function(){for(var e='',t=0;!(this.tryMatch('}',!1)&&0==t);){if(e+=this.input[this.pos],'{'==this.input[this.pos]&&t++,'}'==this.input[this.pos]&&t--,this.pos>=this.input.length-1)throw'Unterminated 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this.input.substring(e,this.pos);this.pos++}},this.key_equals_value=function(){var e=this.key();if(this.tryMatch('=')){this.match('=');var t=this.value();return[e,t]}throw'... = value expected, equals sign missing:'+this.input.substring(this.pos)},this.key_value_list=function(){var e=this.key_equals_value();for(this.currentEntry.entryTags={},this.currentEntry.entryTags[e[0]]=e[1];this.tryMatch(',')&&(this.match(','),!this.tryMatch('}'));)e=this.key_equals_value(),this.currentEntry.entryTags[e[0]]=e[1]},this.entry_body=function(e){this.currentEntry={},this.currentEntry.citationKey=this.key(),this.currentEntry.entryType=e.substring(1),this.match(','),this.key_value_list(),this.entries.push(this.currentEntry)},this.directive=function(){return this.match('@'),'@'+this.key()},this.preamble=function(){this.currentEntry={},this.currentEntry.entryType='PREAMBLE',this.currentEntry.entry=this.value_comment(),this.entries.push(this.currentEntry)},this.comment=function(){this.currentEntry={},this.currentEntry.entryType='COMMENT',this.currentEntry.entry=this.value_comment(),this.entries.push(this.currentEntry)},this.entry=function(e){this.entry_body(e)},this.bibtex=function(){for(;this.matchAt();){var e=this.directive();this.match('{'),'@STRING'==e?this.string():'@PREAMBLE'==e?this.preamble():'@COMMENT'==e?this.comment():this.entry(e),this.match('}')}}}e.toJSON=function(e){var n=new t;return n.setInput(e),n.bibtex(),n.entries},e.toBibtex=function(e){var t='';for(var n in e){if(t+='@'+e[n].entryType,t+='{',e[n].citationKey&&(t+=e[n].citationKey+', '),e[n].entry&&(t+=e[n].entry),e[n].entryTags){var i='';for(var a in e[n].entryTags)0!=i.length&&(i+=', '),i+=a+'= {'+e[n].entryTags[a]+'}';t+=i}t+='}\n\n'}return t}})(t)});class Li extends HTMLElement{static get is(){return'd-bibliography'}constructor(){super();const e=new MutationObserver((e)=>{for(const t of e)('SCRIPT'===t.target.nodeName||'characterData'===t.type)&&this.parseIfPossible()});e.observe(this,{childList:!0,characterData:!0,subtree:!0})}connectedCallback(){requestAnimationFrame(()=>{this.parseIfPossible()})}parseIfPossible(){const e=this.querySelector('script');if(e)if('text/bibtex'==e.type){const t=e.textContent;if(this.bibtex!==t){this.bibtex=t;const e=b(this.bibtex);this.notify(e)}}else if('text/json'==e.type){const t=new Map(JSON.parse(e.textContent));this.notify(t)}else console.warn('Unsupported bibliography script tag type: '+e.type)}notify(e){const t=new CustomEvent('onBibliographyChanged',{detail:e,bubbles:!0});this.dispatchEvent(t)}static get observedAttributes(){return['src']}receivedBibtex(e){const t=b(e.target.response);this.notify(t)}attributeChangedCallback(e,t,n){var i=new XMLHttpRequest;i.onload=(t)=>this.receivedBibtex(t),i.onerror=()=>console.warn(`Could not load Bibtex! (tried ${n})`),i.responseType='text',i.open('GET',n,!0),i.send()}}class Ai extends HTMLElement{static get is(){return'd-byline'}set frontMatter(e){this.innerHTML=y(e)}}const Ei=ti('d-cite',`
+<style>
+
+:host {
+
+}
+
+.citation {
+  display: inline-block;
+  color: hsla(206, 90%, 20%, 0.7);
+}
+
+.citation-number {
+  cursor: default;
+  white-space: nowrap;
+  font-family: -apple-system, BlinkMacSystemFont, "Roboto", Helvetica, sans-serif;
+  font-size: 75%;
+  color: hsla(206, 90%, 20%, 0.7);
+  display: inline-block;
+  line-height: 1.1em;
+  text-align: center;
+  position: relative;
+  top: -2px;
+  margin: 0 2px;
+}
+
+figcaption .citation-number {
+  font-size: 11px;
+  font-weight: normal;
+  top: -2px;
+  line-height: 1em;
+}
+
+ul {
+  margin: 0;
+  padding: 0;
+  list-style-type: none;
+}
+
+ul li {
+  padding: 15px 10px 15px 10px;
+  border-bottom: 1px solid rgba(0,0,0,0.1)
+}
+
+ul li:last-of-type {
+  border-bottom: none;
+}
+
+</style>
+
+<d-hover-box id="hover-box"></d-hover-box>
+
+<div id="citation-" class="citation">
+  <slot></slot>
+  <span class="citation-number"></span>
+</div>
+`);class Di extends Ei(HTMLElement){connectedCallback(){this.outerSpan=this.root.querySelector('#citation-'),this.innerSpan=this.root.querySelector('.citation-number'),this.hoverBox=this.root.querySelector('d-hover-box'),window.customElements.whenDefined('d-hover-box').then(()=>{this.hoverBox.listen(this)})}static get observedAttributes(){return['key']}attributeChangedCallback(e,t,n){const i=t?'onCiteKeyChanged':'onCiteKeyCreated',a=n.split(','),d={detail:[this,a],bubbles:!0},r=new CustomEvent(i,d);document.dispatchEvent(r)}set key(e){this.setAttribute('key',e)}get key(){return this.getAttribute('key')}get keys(){return this.getAttribute('key').split(',')}set numbers(e){const t=e.map((e)=>{return-1==e?'?':e+1+''}),n='['+t.join(', ')+']';this.innerSpan&&(this.innerSpan.textContent=n)}set entries(e){this.hoverBox&&(this.hoverBox.innerHTML=`<ul>
+      ${e.map(l).map((e)=>`<li>${e}</li>`).join('\n')}
+      </ul>`)}}const Mi=`
+d-citation-list {
+  contain: layout style;
+}
+
+d-citation-list .references {
+  grid-column: text;
+}
+
+d-citation-list .references .title {
+  font-weight: 500;
+}
+`;class Oi extends HTMLElement{static get is(){return'd-citation-list'}connectedCallback(){this.hasAttribute('distill-prerendered')||(this.style.display='none')}set citations(e){x(this,e)}}var Ui=f(function(e){var t='undefined'==typeof window?'undefined'!=typeof WorkerGlobalScope&&self instanceof WorkerGlobalScope?self:{}:window,n=function(){var e=/\blang(?:uage)?-(\w+)\b/i,n=0,a=t.Prism={util:{encode:function(e){return e instanceof i?new i(e.type,a.util.encode(e.content),e.alias):'Array'===a.util.type(e)?e.map(a.util.encode):e.replace(/&/g,'&amp;').replace(/</g,'&lt;').replace(/\u00a0/g,' ')},type:function(e){return Object.prototype.toString.call(e).match(/\[object (\w+)\]/)[1]},objId:function(e){return e.__id||Object.defineProperty(e,'__id',{value:++n}),e.__id},clone:function(e){var t=a.util.type(e);switch(t){case'Object':var n={};for(var i in e)e.hasOwnProperty(i)&&(n[i]=a.util.clone(e[i]));return n;case'Array':return e.map&&e.map(function(e){return a.util.clone(e)});}return 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d,r=n.elements||document.querySelectorAll(n.selector),o=0;d=r[o++];)a.highlightElement(d,!0===e,n.callback)},highlightElement:function(n,i,d){for(var r,o,l=n;l&&!e.test(l.className);)l=l.parentNode;l&&(r=(l.className.match(e)||[,''])[1].toLowerCase(),o=a.languages[r]),n.className=n.className.replace(e,'').replace(/\s+/g,' ')+' language-'+r,l=n.parentNode,/pre/i.test(l.nodeName)&&(l.className=l.className.replace(e,'').replace(/\s+/g,' ')+' language-'+r);var s=n.textContent,c={element:n,language:r,grammar:o,code:s};if(a.hooks.run('before-sanity-check',c),!c.code||!c.grammar)return c.code&&(c.element.textContent=c.code),void a.hooks.run('complete',c);if(a.hooks.run('before-highlight',c),i&&t.Worker){var u=new Worker(a.filename);u.onmessage=function(e){c.highlightedCode=e.data,a.hooks.run('before-insert',c),c.element.innerHTML=c.highlightedCode,d&&d.call(c.element),a.hooks.run('after-highlight',c),a.hooks.run('complete',c)},u.postMessage(JSON.stringify({language:c.language,code:c.code,immediateClose:!0}))}else c.highlightedCode=a.highlight(c.code,c.grammar,c.language),a.hooks.run('before-insert',c),c.element.innerHTML=c.highlightedCode,d&&d.call(n),a.hooks.run('after-highlight',c),a.hooks.run('complete',c)},highlight:function(e,t,n){var d=a.tokenize(e,t);return i.stringify(a.util.encode(d),n)},tokenize:function(e,t){var n=a.Token,d=[e],r=t.rest;if(r){for(var o in r)t[o]=r[o];delete t.rest}tokenloop:for(var o in t)if(t.hasOwnProperty(o)&&t[o]){var l=t[o];l='Array'===a.util.type(l)?l:[l];for(var s=0;s<l.length;++s){var c=l[s],u=c.inside,g=!!c.lookbehind,f=!!c.greedy,h=0,b=c.alias;if(f&&!c.pattern.global){var m=c.pattern.toString().match(/[imuy]*$/)[0];c.pattern=RegExp(c.pattern.source,m+'g')}c=c.pattern||c;for(var y,x=0,i=0;x<d.length;i+=d[x].length,++x){if(y=d[x],d.length>e.length)break tokenloop;if(!(y instanceof n)){c.lastIndex=0;var v=c.exec(y),w=1;if(!v&&f&&x!=d.length-1){if(c.lastIndex=i,v=c.exec(e),!v)break;for(var S=v.index+(g?v[1].length:0),C=v.index+v[0].length,T=x,k=i,p=d.length;T<p&&k<C;++T)k+=d[T].length,S>=k&&(++x,i=k);if(d[x]instanceof n||d[T-1].greedy)continue;w=T-x,y=e.slice(i,k),v.index-=i}if(v){g&&(h=v[1].length);var S=v.index+h,v=v[0].slice(h),C=S+v.length,_=y.slice(0,S),L=y.slice(C),A=[x,w];_&&A.push(_);var E=new n(o,u?a.tokenize(v,u):v,b,v,f);A.push(E),L&&A.push(L),Array.prototype.splice.apply(d,A)}}}}}return d},hooks:{all:{},add:function(e,t){var n=a.hooks.all;n[e]=n[e]||[],n[e].push(t)},run:function(e,t){var n=a.hooks.all[e];if(n&&n.length)for(var d,r=0;d=n[r++];)d(t)}}},i=a.Token=function(e,t,n,i,a){this.type=e,this.content=t,this.alias=n,this.length=0|(i||'').length,this.greedy=!!a};if(i.stringify=function(e,t,n){if('string'==typeof e)return e;if('Array'===a.util.type(e))return e.map(function(n){return i.stringify(n,t,e)}).join('');var d={type:e.type,content:i.stringify(e.content,t,n),tag:'span',classes:['token',e.type],attributes:{},language:t,parent:n};if('comment'==d.type&&(d.attributes.spellcheck='true'),e.alias){var r='Array'===a.util.type(e.alias)?e.alias:[e.alias];Array.prototype.push.apply(d.classes,r)}a.hooks.run('wrap',d);var l=Object.keys(d.attributes).map(function(e){return e+'="'+(d.attributes[e]||'').replace(/"/g,'&quot;')+'"'}).join(' ');return'<'+d.tag+' class="'+d.classes.join(' ')+'"'+(l?' '+l:'')+'>'+d.content+'</'+d.tag+'>'},!t.document)return t.addEventListener?(t.addEventListener('message',function(e){var n=JSON.parse(e.data),i=n.language,d=n.code,r=n.immediateClose;t.postMessage(a.highlight(d,a.languages[i],i)),r&&t.close()},!1),t.Prism):t.Prism;var d=document.currentScript||[].slice.call(document.getElementsByTagName('script')).pop();return d&&(a.filename=d.src,document.addEventListener&&!d.hasAttribute('data-manual')&&('loading'===document.readyState?document.addEventListener('DOMContentLoaded',a.highlightAll):window.requestAnimationFrame?window.requestAnimationFrame(a.highlightAll):window.setTimeout(a.highlightAll,16))),t.Prism}();e.exports&&(e.exports=n),'undefined'!=typeof Ti&&(Ti.Prism=n),n.languages.markup={comment:/<!--[\w\W]*?-->/,prolog:/<\?[\w\W]+?\?>/,doctype:/<!DOCTYPE[\w\W]+?>/i,cdata:/<!\[CDATA\[[\w\W]*?]]>/i,tag:{pattern:/<\/?(?!\d)[^\s>\/=$<]+(?:\s+[^\s>\/=]+(?:=(?:("|')(?:\\\1|\\?(?!\1)[\w\W])*\1|[^\s'">=]+))?)*\s*\/?>/i,inside:{tag:{pattern:/^<\/?[^\s>\/]+/i,inside:{punctuation:/^<\/?/,namespace:/^[^\s>\/:]+:/}},"attr-value":{pattern:/=(?:('|")[\w\W]*?(\1)|[^\s>]+)/i,inside:{punctuation:/[=>"']/}},punctuation:/\/?>/,"attr-name":{pattern:/[^\s>\/]+/,inside:{namespace:/^[^\s>\/:]+:/}}}},entity:/&#?[\da-z]{1,8};/i},n.hooks.add('wrap',function(e){'entity'===e.type&&(e.attributes.title=e.content.replace(/&amp;/,'&'))}),n.languages.xml=n.languages.markup,n.languages.html=n.languages.markup,n.languages.mathml=n.languages.markup,n.languages.svg=n.languages.markup,n.languages.css={comment:/\/\*[\w\W]*?\*\//,atrule:{pattern:/@[\w-]+?.*?(;|(?=\s*\{))/i,inside:{rule:/@[\w-]+/}},url:/url\((?:(["'])(\\(?:\r\n|[\w\W])|(?!\1)[^\\\r\n])*\1|.*?)\)/i,selector:/[^\{\}\s][^\{\};]*?(?=\s*\{)/,string:{pattern:/("|')(\\(?:\r\n|[\w\W])|(?!\1)[^\\\r\n])*\1/,greedy:!0},property:/(\b|\B)[\w-]+(?=\s*:)/i,important:/\B!important\b/i,function:/[-a-z0-9]+(?=\()/i,punctuation:/[(){};:]/},n.languages.css.atrule.inside.rest=n.util.clone(n.languages.css),n.languages.markup&&(n.languages.insertBefore('markup','tag',{style:{pattern:/(<style[\w\W]*?>)[\w\W]*?(?=<\/style>)/i,lookbehind:!0,inside:n.languages.css,alias:'language-css'}}),n.languages.insertBefore('inside','attr-value',{"style-attr":{pattern:/\s*style=("|').*?\1/i,inside:{"attr-name":{pattern:/^\s*style/i,inside:n.languages.markup.tag.inside},punctuation:/^\s*=\s*['"]|['"]\s*$/,"attr-value":{pattern:/.+/i,inside:n.languages.css}},alias:'language-css'}},n.languages.markup.tag)),n.languages.clike={comment:[{pattern:/(^|[^\\])#.*/,lookbehind:!0},{pattern:/(^|[^\\])\/\*[\w\W]*?\*\//,lookbehind:!0},{pattern:/(^|[^\\:])\/\/.*/,lookbehind:!0}],string:{pattern:/(["'])(\\(?:\r\n|[\s\S])|(?!\1)[^\\\r\n])*\1/,greedy:!0},"class-name":{pattern:/((?:\b(?:class|interface|extends|implements|trait|instanceof|new)\s+)|(?:catch\s+\())[a-z0-9_\.\\]+/i,lookbehind:!0,inside:{punctuation:/(\.|\\)/}},keyword:/\b(if|else|while|do|for|return|in|instanceof|function|new|try|throw|catch|finally|null|break|continue)\b/,boolean:/\b(true|false)\b/,function:/[a-z\.0-9_]+(?=\()/i,number:/\b-?(?:0x[\da-f]+|\d*\.?\d+(?:e[+-]?\d+)?)\b/i,operator:/--?|\+\+?|!=?=?|<=?|>=?|==?=?|&&?|\|\|?|\?|\*|\/|~|\^|%/,punctuation:/[{}[\];(),.:]/},n.languages.javascript=n.languages.extend('clike',{keyword:/\b(as|async|await|break|case|catch|class|const|continue|debugger|default|delete|do|else|enum|export|extends|finally|for|from|function|get|if|implements|import|in|instanceof|interface|let|new|null|of|package|private|protected|public|return|set|static|super|switch|this|throw|try|typeof|var|void|while|with|yield)\b/,number:/\b-?(0x[\dA-Fa-f]+|0b[01]+|0o[0-7]+|\d*\.?\d+([Ee][+-]?\d+)?|NaN|Infinity)\b/,function:/[_$a-zA-Z\xA0-\uFFFF][_$a-zA-Z0-9\xA0-\uFFFF]*(?=\()/i,operator:/--?|\+\+?|!=?=?|<=?|>=?|==?=?|&&?|\|\|?|\?|\*\*?|\/|~|\^|%|\.{3}/}),n.languages.insertBefore('javascript','keyword',{regex:{pattern:/(^|[^/])\/(?!\/)(\[.+?]|\\.|[^/\\\r\n])+\/[gimyu]{0,5}(?=\s*($|[\r\n,.;})]))/,lookbehind:!0,greedy:!0}}),n.languages.insertBefore('javascript','string',{"template-string":{pattern:/`(?:\\\\|\\?[^\\])*?`/,greedy:!0,inside:{interpolation:{pattern:/\$\{[^}]+\}/,inside:{"interpolation-punctuation":{pattern:/^\$\{|\}$/,alias:'punctuation'},rest:n.languages.javascript}},string:/[\s\S]+/}}}),n.languages.markup&&n.languages.insertBefore('markup','tag',{script:{pattern:/(<script[\w\W]*?>)[\w\W]*?(?=<\/script>)/i,lookbehind:!0,inside:n.languages.javascript,alias:'language-javascript'}}),n.languages.js=n.languages.javascript,function(){'undefined'!=typeof self&&self.Prism&&self.document&&document.querySelector&&(self.Prism.fileHighlight=function(){var e={js:'javascript',py:'python',rb:'ruby',ps1:'powershell',psm1:'powershell',sh:'bash',bat:'batch',h:'c',tex:'latex'};Array.prototype.forEach&&Array.prototype.slice.call(document.querySelectorAll('pre[data-src]')).forEach(function(t){for(var i,a=t.getAttribute('data-src'),d=t,r=/\blang(?:uage)?-(?!\*)(\w+)\b/i;d&&!r.test(d.className);)d=d.parentNode;if(d&&(i=(t.className.match(r)||[,''])[1]),!i){var o=(a.match(/\.(\w+)$/)||[,''])[1];i=e[o]||o}var l=document.createElement('code');l.className='language-'+i,t.textContent='',l.textContent='Loading\u2026',t.appendChild(l);var s=new XMLHttpRequest;s.open('GET',a,!0),s.onreadystatechange=function(){4==s.readyState&&(400>s.status&&s.responseText?(l.textContent=s.responseText,n.highlightElement(l)):400<=s.status?l.textContent='\u2716 Error '+s.status+' while fetching file: '+s.statusText:l.textContent='\u2716 Error: File does not exist or is 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t={variable:[{pattern:/\$?\(\([\w\W]+?\)\)/,inside:{variable:[{pattern:/(^\$\(\([\w\W]+)\)\)/,lookbehind:!0},/^\$\(\(/],number:/\b-?(?:0x[\dA-Fa-f]+|\d*\.?\d+(?:[Ee]-?\d+)?)\b/,operator:/--?|-=|\+\+?|\+=|!=?|~|\*\*?|\*=|\/=?|%=?|<<=?|>>=?|<=?|>=?|==?|&&?|&=|\^=?|\|\|?|\|=|\?|:/,punctuation:/\(\(?|\)\)?|,|;/}},{pattern:/\$\([^)]+\)|`[^`]+`/,inside:{variable:/^\$\(|^`|\)$|`$/}},/\$(?:[a-z0-9_#\?\*!@]+|\{[^}]+\})/i]};e.languages.bash={shebang:{pattern:/^#!\s*\/bin\/bash|^#!\s*\/bin\/sh/,alias:'important'},comment:{pattern:/(^|[^"{\\])#.*/,lookbehind:!0},string:[{pattern:/((?:^|[^<])<<\s*)(?:"|')?(\w+?)(?:"|')?\s*\r?\n(?:[\s\S])*?\r?\n\2/g,lookbehind:!0,greedy:!0,inside:t},{pattern:/(["'])(?:\\\\|\\?[^\\])*?\1/g,greedy:!0,inside:t}],variable:t.variable,function:{pattern:/(^|\s|;|\||&)(?:alias|apropos|apt-get|aptitude|aspell|awk|basename|bash|bc|bg|builtin|bzip2|cal|cat|cd|cfdisk|chgrp|chmod|chown|chroot|chkconfig|cksum|clear|cmp|comm|command|cp|cron|crontab|csplit|cut|date|dc|dd|ddrescue|df|diff|diff3|dig|dir|dircolors|dirname|dirs|dmesg|du|egrep|eject|enable|env|ethtool|eval|exec|expand|expect|export|expr|fdformat|fdisk|fg|fgrep|file|find|fmt|fold|format|free|fsck|ftp|fuser|gawk|getopts|git|grep|groupadd|groupdel|groupmod|groups|gzip|hash|head|help|hg|history|hostname|htop|iconv|id|ifconfig|ifdown|ifup|import|install|jobs|join|kill|killall|less|link|ln|locate|logname|logout|look|lpc|lpr|lprint|lprintd|lprintq|lprm|ls|lsof|make|man|mkdir|mkfifo|mkisofs|mknod|more|most|mount|mtools|mtr|mv|mmv|nano|netstat|nice|nl|nohup|notify-send|npm|nslookup|open|op|passwd|paste|pathchk|ping|pkill|popd|pr|printcap|printenv|printf|ps|pushd|pv|pwd|quota|quotacheck|quotactl|ram|rar|rcp|read|readarray|readonly|reboot|rename|renice|remsync|rev|rm|rmdir|rsync|screen|scp|sdiff|sed|seq|service|sftp|shift|shopt|shutdown|sleep|slocate|sort|source|split|ssh|stat|strace|su|sudo|sum|suspend|sync|tail|tar|tee|test|time|timeout|times|touch|top|traceroute|trap|tr|tsort|tty|type|ulimit|umask|umount|unalias|uname|unexpand|uniq|units|unrar|unshar|uptime|useradd|userdel|usermod|users|uuencode|uudecode|v|vdir|vi|vmstat|wait|watch|wc|wget|whereis|which|who|whoami|write|xargs|xdg-open|yes|zip)(?=$|\s|;|\||&)/,lookbehind:!0},keyword:{pattern:/(^|\s|;|\||&)(?:let|:|\.|if|then|else|elif|fi|for|break|continue|while|in|case|function|select|do|done|until|echo|exit|return|set|declare)(?=$|\s|;|\||&)/,lookbehind:!0},boolean:{pattern:/(^|\s|;|\||&)(?:true|false)(?=$|\s|;|\||&)/,lookbehind:!0},operator:/&&?|\|\|?|==?|!=?|<<<?|>>|<=?|>=?|=~/,punctuation:/\$?\(\(?|\)\)?|\.\.|[{}[\];]/};var n=t.variable[1].inside;n['function']=e.languages.bash['function'],n.keyword=e.languages.bash.keyword,n.boolean=e.languages.bash.boolean,n.operator=e.languages.bash.operator,n.punctuation=e.languages.bash.punctuation}(Prism),Prism.languages.go=Prism.languages.extend('clike',{keyword:/\b(break|case|chan|const|continue|default|defer|else|fallthrough|for|func|go(to)?|if|import|interface|map|package|range|return|select|struct|switch|type|var)\b/,builtin:/\b(bool|byte|complex(64|128)|error|float(32|64)|rune|string|u?int(8|16|32|64|)|uintptr|append|cap|close|complex|copy|delete|imag|len|make|new|panic|print(ln)?|real|recover)\b/,boolean:/\b(_|iota|nil|true|false)\b/,operator:/[*\/%^!=]=?|\+[=+]?|-[=-]?|\|[=|]?|&(?:=|&|\^=?)?|>(?:>=?|=)?|<(?:<=?|=|-)?|:=|\.\.\./,number:/\b(-?(0x[a-f\d]+|(\d+\.?\d*|\.\d+)(e[-+]?\d+)?)i?)\b/i,string:/("|'|`)(\\?.|\r|\n)*?\1/}),delete Prism.languages.go['class-name'],Prism.languages.markdown=Prism.languages.extend('markup',{}),Prism.languages.insertBefore('markdown','prolog',{blockquote:{pattern:/^>(?:[\t ]*>)*/m,alias:'punctuation'},code:[{pattern:/^(?: {4}|\t).+/m,alias:'keyword'},{pattern:/``.+?``|`[^`\n]+`/,alias:'keyword'}],title:[{pattern:/\w+.*(?:\r?\n|\r)(?:==+|--+)/,alias:'important',inside:{punctuation:/==+$|--+$/}},{pattern:/(^\s*)#+.+/m,lookbehind:!0,alias:'important',inside:{punctuation:/^#+|#+$/}}],hr:{pattern:/(^\s*)([*-])([\t ]*\2){2,}(?=\s*$)/m,lookbehind:!0,alias:'punctuation'},list:{pattern:/(^\s*)(?:[*+-]|\d+\.)(?=[\t ].)/m,lookbehind:!0,alias:'punctuation'},"url-reference":{pattern:/!?\[[^\]]+\]:[\t ]+(?:\S+|<(?:\\.|[^>\\])+>)(?:[\t 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Ii=ti('d-code',`
+<style>
+
+code {
+  white-space: nowrap;
+  background: rgba(0, 0, 0, 0.04);
+  border-radius: 2px;
+  padding: 4px 7px;
+  font-size: 15px;
+  color: rgba(0, 0, 0, 0.6);
+}
+
+pre code {
+  display: block;
+  border-left: 2px solid rgba(0, 0, 0, .1);
+  padding: 0 0 0 36px;
+}
+
+${'/**\n * prism.js default theme for JavaScript, CSS and HTML\n * Based on dabblet (http://dabblet.com)\n * @author Lea Verou\n */\n\ncode[class*="language-"],\npre[class*="language-"] {\n\tcolor: black;\n\tbackground: none;\n\ttext-shadow: 0 1px white;\n\tfont-family: Consolas, Monaco, \'Andale Mono\', \'Ubuntu Mono\', monospace;\n\ttext-align: left;\n\twhite-space: pre;\n\tword-spacing: normal;\n\tword-break: normal;\n\tword-wrap: normal;\n\tline-height: 1.5;\n\n\t-moz-tab-size: 4;\n\t-o-tab-size: 4;\n\ttab-size: 4;\n\n\t-webkit-hyphens: none;\n\t-moz-hyphens: none;\n\t-ms-hyphens: none;\n\thyphens: none;\n}\n\npre[class*="language-"]::-moz-selection, pre[class*="language-"] ::-moz-selection,\ncode[class*="language-"]::-moz-selection, code[class*="language-"] ::-moz-selection {\n\ttext-shadow: none;\n\tbackground: #b3d4fc;\n}\n\npre[class*="language-"]::selection, pre[class*="language-"] ::selection,\ncode[class*="language-"]::selection, code[class*="language-"] ::selection {\n\ttext-shadow: none;\n\tbackground: #b3d4fc;\n}\n\n@media print {\n\tcode[class*="language-"],\n\tpre[class*="language-"] {\n\t\ttext-shadow: none;\n\t}\n}\n\n/* Code blocks */\npre[class*="language-"] {\n\tpadding: 1em;\n\tmargin: .5em 0;\n\toverflow: auto;\n}\n\n:not(pre) > code[class*="language-"],\npre[class*="language-"] {\n\tbackground: #f5f2f0;\n}\n\n/* Inline code */\n:not(pre) > code[class*="language-"] {\n\tpadding: .1em;\n\tborder-radius: .3em;\n\twhite-space: normal;\n}\n\n.token.comment,\n.token.prolog,\n.token.doctype,\n.token.cdata {\n\tcolor: slategray;\n}\n\n.token.punctuation {\n\tcolor: #999;\n}\n\n.namespace {\n\topacity: .7;\n}\n\n.token.property,\n.token.tag,\n.token.boolean,\n.token.number,\n.token.constant,\n.token.symbol,\n.token.deleted {\n\tcolor: #905;\n}\n\n.token.selector,\n.token.attr-name,\n.token.string,\n.token.char,\n.token.builtin,\n.token.inserted {\n\tcolor: #690;\n}\n\n.token.operator,\n.token.entity,\n.token.url,\n.language-css .token.string,\n.style .token.string {\n\tcolor: #a67f59;\n\tbackground: hsla(0, 0%, 100%, .5);\n}\n\n.token.atrule,\n.token.attr-value,\n.token.keyword {\n\tcolor: #07a;\n}\n\n.token.function {\n\tcolor: #DD4A68;\n}\n\n.token.regex,\n.token.important,\n.token.variable {\n\tcolor: #e90;\n}\n\n.token.important,\n.token.bold {\n\tfont-weight: bold;\n}\n.token.italic {\n\tfont-style: italic;\n}\n\n.token.entity {\n\tcursor: help;\n}\n'}
+</style>
+
+<code id="code-container"></code>
+
+`);class Ni extends ei(Ii(HTMLElement)){renderContent(){if(this.languageName=this.getAttribute('language'),!this.languageName)return void console.warn('You need to provide a language attribute to your <d-code> block to let us know how to highlight your code; e.g.:\n <d-code language="python">zeros = np.zeros(shape)</d-code>.');const e=Ui.languages[this.languageName];if(void 0==e)return void console.warn(`Distill does not yet support highlighting your code block in "${this.languageName}'.`);let t=this.textContent;const n=this.shadowRoot.querySelector('#code-container');if(this.hasAttribute('block')){t=t.replace(/\n/,'');const e=t.match(/\s*/);if(t=t.replace(new RegExp('\n'+e,'g'),'\n'),t=t.trim(),n.parentNode instanceof ShadowRoot){const e=document.createElement('pre');this.shadowRoot.removeChild(n),e.appendChild(n),this.shadowRoot.appendChild(e)}}n.className=`language-${this.languageName}`,n.innerHTML=Ui.highlight(t,e)}}const ji=ti('d-footnote',`
+<style>
+
+d-math[block] {
+  display: block;
+}
+
+:host {
+
+}
+
+sup {
+  line-height: 1em;
+  font-size: 0.75em;
+  position: relative;
+  top: -.5em;
+  vertical-align: baseline;
+}
+
+span {
+  color: hsla(206, 90%, 20%, 0.7);
+  cursor: default;
+}
+
+.footnote-container {
+  padding: 10px;
+}
+
+</style>
+
+<d-hover-box>
+  <div class="footnote-container">
+    <slot id="slot"></slot>
+  </div>
+</d-hover-box>
+
+<sup>
+  <span id="fn-" data-hover-ref=""></span>
+</sup>
+
+`);class Ri extends ji(HTMLElement){constructor(){super();const e=new MutationObserver(this.notify);e.observe(this,{childList:!0,characterData:!0,subtree:!0})}notify(){const e={detail:this,bubbles:!0},t=new CustomEvent('onFootnoteChanged',e);document.dispatchEvent(t)}connectedCallback(){this.hoverBox=this.root.querySelector('d-hover-box'),window.customElements.whenDefined('d-hover-box').then(()=>{this.hoverBox.listen(this)}),Ri.currentFootnoteId+=1;const e=Ri.currentFootnoteId.toString();this.root.host.id='d-footnote-'+e;const t='dt-fn-hover-box-'+e;this.hoverBox.id=t;const n=this.root.querySelector('#fn-');n.setAttribute('id','fn-'+e),n.setAttribute('data-hover-ref',t),n.textContent=e}}Ri.currentFootnoteId=0;const qi=ti('d-footnote-list',`
+<style>
+
+d-footnote-list {
+  contain: layout style;
+}
+
+d-footnote-list > * {
+  grid-column: text;
+}
+
+d-footnote-list a.footnote-backlink {
+  color: rgba(0,0,0,0.3);
+  padding-left: 0.5em;
+}
+
+</style>
+
+<h3>Footnotes</h3>
+<ol></ol>
+`,!1);class Fi extends qi(HTMLElement){connectedCallback(){super.connectedCallback(),this.list=this.root.querySelector('ol'),this.root.style.display='none'}set footnotes(e){if(this.list.innerHTML='',e.length){this.root.style.display='';for(const t of e){const e=document.createElement('li');e.id=t.id+'-listing',e.innerHTML=t.innerHTML;const n=document.createElement('a');n.setAttribute('class','footnote-backlink'),n.textContent='[\u21A9]',n.href='#'+t.id,e.appendChild(n),this.list.appendChild(e)}}else this.root.style.display='none'}}const Pi=ti('d-hover-box',`
+<style>
+
+:host {
+  position: absolute;
+  width: 100%;
+  left: 0px;
+  z-index: 10000;
+  display: none;
+  white-space: normal
+}
+
+.container {
+  position: relative;
+  width: 704px;
+  max-width: 100vw;
+  margin: 0 auto;
+}
+
+.panel {
+  position: absolute;
+  font-size: 1rem;
+  line-height: 1.5em;
+  top: 0;
+  left: 0;
+  width: 100%;
+  border: 1px solid rgba(0, 0, 0, 0.1);
+  background-color: rgba(250, 250, 250, 0.95);
+  box-shadow: 0 0 7px rgba(0, 0, 0, 0.1);
+  border-radius: 4px;
+  box-sizing: border-box;
+
+  backdrop-filter: blur(2px);
+  -webkit-backdrop-filter: blur(2px);
+}
+
+</style>
+
+<div class="container">
+  <div class="panel">
+    <slot></slot>
+  </div>
+</div>
+`);class Hi extends Pi(HTMLElement){constructor(){super()}connectedCallback(){}listen(e){this.bindDivEvents(this),this.bindTriggerEvents(e)}bindDivEvents(e){e.addEventListener('mouseover',()=>{this.visible||this.showAtNode(e),this.stopTimeout()}),e.addEventListener('mouseout',()=>{this.extendTimeout(500)}),e.addEventListener('touchstart',(e)=>{e.stopPropagation()},{passive:!0}),document.body.addEventListener('touchstart',()=>{this.hide()},{passive:!0})}bindTriggerEvents(e){e.addEventListener('mouseover',()=>{this.visible||this.showAtNode(e),this.stopTimeout()}),e.addEventListener('mouseout',()=>{this.extendTimeout(300)}),e.addEventListener('touchstart',(t)=>{this.visible?this.hide():this.showAtNode(e),t.stopPropagation()},{passive:!0})}show(e){this.visible=!0,this.style.display='block',this.style.top=Pn(e[1]+10)+'px'}showAtNode(e){const t=e.getBoundingClientRect();this.show([e.offsetLeft+t.width,e.offsetTop+t.height])}hide(){this.visible=!1,this.style.display='none',this.stopTimeout()}stopTimeout(){this.timeout&&clearTimeout(this.timeout)}extendTimeout(e){this.stopTimeout(),this.timeout=setTimeout(()=>{this.hide()},e)}}class zi extends HTMLElement{static get is(){return'd-title'}}const Yi=ti('d-references',`
+<style>
+d-references {
+  display: block;
+}
+</style>
+`,!1);class Bi extends Yi(HTMLElement){}class Wi extends HTMLElement{static get is(){return'd-toc'}connectedCallback(){this.getAttribute('prerendered')||(window.onload=()=>{const e=document.querySelector('d-article'),t=e.querySelectorAll('h2, h3');k(this,t)})}}class Vi extends HTMLElement{static get is(){return'd-figure'}static get readyQueue(){return Vi._readyQueue||(Vi._readyQueue=[]),Vi._readyQueue}static addToReadyQueue(e){-1===Vi.readyQueue.indexOf(e)&&(Vi.readyQueue.push(e),Vi.runReadyQueue())}static runReadyQueue(){const e=Vi.readyQueue.sort((e,t)=>e._seenOnScreen-t._seenOnScreen).filter((e)=>!e._ready).pop();e&&(e.ready(),requestAnimationFrame(Vi.runReadyQueue))}constructor(){super(),this._ready=!1,this._onscreen=!1,this._offscreen=!0}connectedCallback(){this.loadsWhileScrolling=this.hasAttribute('loadsWhileScrolling'),Vi.marginObserver.observe(this),Vi.directObserver.observe(this)}disconnectedCallback(){Vi.marginObserver.unobserve(this),Vi.directObserver.unobserve(this)}static get marginObserver(){if(!Vi._marginObserver){const e=window.innerHeight,t=Fn(2*e),n=Vi.didObserveMarginIntersection,i=new IntersectionObserver(n,{rootMargin:t+'px 0px '+t+'px 0px',threshold:0.01});Vi._marginObserver=i}return Vi._marginObserver}static didObserveMarginIntersection(e){for(const t of e){const e=t.target;t.isIntersecting&&!e._ready&&Vi.addToReadyQueue(e)}}static get directObserver(){return Vi._directObserver||(Vi._directObserver=new IntersectionObserver(Vi.didObserveDirectIntersection,{rootMargin:'0px',threshold:[0,1]})),Vi._directObserver}static didObserveDirectIntersection(e){for(const t of e){const e=t.target;t.isIntersecting?(e._seenOnScreen=new Date,e._offscreen&&e.onscreen()):e._onscreen&&e.offscreen()}}addEventListener(e,t){super.addEventListener(e,t),'ready'===e&&-1!==Vi.readyQueue.indexOf(this)&&(this._ready=!1,Vi.runReadyQueue()),'onscreen'===e&&this.onscreen()}ready(){this._ready=!0,Vi.marginObserver.unobserve(this);const e=new CustomEvent('ready');this.dispatchEvent(e)}onscreen(){this._onscreen=!0,this._offscreen=!1;const e=new CustomEvent('onscreen');this.dispatchEvent(e)}offscreen(){this._onscreen=!1,this._offscreen=!0;const e=new CustomEvent('offscreen');this.dispatchEvent(e)}}if('undefined'!=typeof window){Vi.isScrolling=!1;let e;window.addEventListener('scroll',()=>{Vi.isScrolling=!0,clearTimeout(e),e=setTimeout(()=>{Vi.isScrolling=!1,Vi.runReadyQueue()},500)},!0)}const Ki=ti('d-interstitial',`
+<style>
+
+.overlay {
+  position: fixed;
+  width: 100%;
+  height: 100%;
+  top: 0;
+  left: 0;
+  background: white;
+
+  opacity: 1;
+  visibility: visible;
+
+  display: flex;
+  flex-flow: column;
+  justify-content: center;
+  z-index: 2147483647 /* MaxInt32 */
+
+}
+
+.container {
+  position: relative;
+  margin-left: auto;
+  margin-right: auto;
+  max-width: 420px;
+  padding: 2em;
+}
+
+h1 {
+  text-decoration: underline;
+  text-decoration-color: hsl(0,100%,40%);
+  -webkit-text-decoration-color: hsl(0,100%,40%);
+  margin-bottom: 1em;
+  line-height: 1.5em;
+}
+
+input[type="password"] {
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  appearance: none;
+  -webkit-box-shadow: none;
+  -moz-box-shadow: none;
+  box-shadow: none;
+  -webkit-border-radius: none;
+  -moz-border-radius: none;
+  -ms-border-radius: none;
+  -o-border-radius: none;
+  border-radius: none;
+  outline: none;
+
+  font-size: 18px;
+  background: none;
+  width: 25%;
+  padding: 10px;
+  border: none;
+  border-bottom: solid 2px #999;
+  transition: border .3s;
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+
+input[type="password"]:focus {
+  border-bottom: solid 2px #333;
+}
+
+input[type="password"].wrong {
+  border-bottom: solid 2px hsl(0,100%,40%);
+}
+
+p small {
+  color: #888;
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+
+.logo {
+  position: relative;
+  font-size: 1.5em;
+  margin-bottom: 3em;
+}
+
+.logo svg {
+  width: 36px;
+  position: relative;
+  top: 6px;
+  margin-right: 2px;
+}
+
+.logo svg path {
+  fill: none;
+  stroke: black;
+  stroke-width: 2px;
+}
+
+</style>
+
+<div class="overlay">
+  <div class="container">
+    <h1>This article is in review.</h1>
+    <p>Do not share this URL or the contents of this article. Thank you!</p>
+    <input id="interstitial-password-input" type="password" name="password" autofocus/>
+    <p><small>Enter the password we shared with you as part of the review process to view the article.</small></p>
+  </div>
+</div>
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+<style>
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+    position: relative;
+    display: inline-block;
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+
+  :host(:focus) {
+    outline: none;
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+
+  .background {
+    padding: 9px 0;
+    color: white;
+    position: relative;
+  }
+
+  .track {
+    height: 3px;
+    width: 100%;
+    border-radius: 2px;
+    background-color: hsla(0, 0%, 0%, 0.2);
+  }
+
+  .track-fill {
+    position: absolute;
+    top: 9px;
+    height: 3px;
+    border-radius: 4px;
+    background-color: hsl(24, 100%, 50%);
+  }
+
+  .knob-container {
+    position: absolute;
+    top: 10px;
+  }
+
+  .knob {
+    position: absolute;
+    top: -6px;
+    left: -6px;
+    width: 13px;
+    height: 13px;
+    background-color: hsl(24, 100%, 50%);
+    border-radius: 50%;
+    transition-property: transform;
+    transition-duration: 0.18s;
+    transition-timing-function: ease;
+  }
+  .mousedown .knob {
+    transform: scale(1.5);
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+
+  .knob-highlight {
+    position: absolute;
+    top: -6px;
+    left: -6px;
+    width: 13px;
+    height: 13px;
+    background-color: hsla(0, 0%, 0%, 0.1);
+    border-radius: 50%;
+    transition-property: transform;
+    transition-duration: 0.18s;
+    transition-timing-function: ease;
+  }
+
+  .focus .knob-highlight {
+    transform: scale(2);
+  }
+
+  .ticks {
+    position: absolute;
+    top: 16px;
+    height: 4px;
+    width: 100%;
+    z-index: -1;
+  }
+
+  .ticks .tick {
+    position: absolute;
+    height: 100%;
+    border-left: 1px solid hsla(0, 0%, 0%, 0.2);
+  }
+
+</style>
+
+  <div class='background'>
+    <div class='track'></div>
+    <div class='track-fill'></div>
+    <div class='knob-container'>
+      <div class='knob-highlight'></div>
+      <div class='knob'></div>
+    </div>
+    <div class='ticks'></div>
+  </div>
+`),Dr={left:37,up:38,right:39,down:40,pageUp:33,pageDown:34,end:35,home:36};class Mr extends Er(HTMLElement){connectedCallback(){this.connected=!0,this.setAttribute('role','slider'),this.hasAttribute('tabindex')||this.setAttribute('tabindex',0),this.mouseEvent=!1,this.knob=this.root.querySelector('.knob-container'),this.background=this.root.querySelector('.background'),this.trackFill=this.root.querySelector('.track-fill'),this.track=this.root.querySelector('.track'),this.min=this.min?this.min:0,this.max=this.max?this.max:100,this.scale=me().domain([this.min,this.max]).range([0,1]).clamp(!0),this.origin=this.origin===void 0?this.min:this.origin,this.step=this.step?this.step:1,this.update(this.value?this.value:0),this.ticks=!!this.ticks&&this.ticks,this.renderTicks(),this.drag=Ar().container(this.background).on('start',()=>{this.mouseEvent=!0,this.background.classList.add('mousedown'),this.changeValue=this.value,this.dragUpdate()}).on('drag',()=>{this.dragUpdate()}).on('end',()=>{this.mouseEvent=!1,this.background.classList.remove('mousedown'),this.dragUpdate(),this.changeValue!==this.value&&this.dispatchChange(),this.changeValue=this.value}),this.drag(Sr(this.background)),this.addEventListener('focusin',()=>{this.mouseEvent||this.background.classList.add('focus')}),this.addEventListener('focusout',()=>{this.background.classList.remove('focus')}),this.addEventListener('keydown',this.onKeyDown)}static get observedAttributes(){return['min','max','value','step','ticks','origin','tickValues','tickLabels']}attributeChangedCallback(e,t,n){isNaN(n)||void 0===n||null===n||('min'==e&&(this.min=+n,this.setAttribute('aria-valuemin',this.min)),'max'==e&&(this.max=+n,this.setAttribute('aria-valuemax',this.max)),'value'==e&&this.update(+n),'origin'==e&&(this.origin=+n),'step'==e&&0<n&&(this.step=+n),'ticks'==e&&(this.ticks=!(''!==n)||n))}onKeyDown(e){this.changeValue=this.value;let t=!1;switch(e.keyCode){case Dr.left:case Dr.down:this.update(this.value-this.step),t=!0;break;case Dr.right:case Dr.up:this.update(this.value+this.step),t=!0;break;case Dr.pageUp:this.update(this.value+10*this.step),t=!0;break;case Dr.pageDown:this.update(this.value+10*this.step),t=!0;break;case Dr.home:this.update(this.min),t=!0;break;case Dr.end:this.update(this.max),t=!0;break;default:}t&&(this.background.classList.add('focus'),e.preventDefault(),e.stopPropagation(),this.changeValue!==this.value&&this.dispatchChange())}validateValueRange(e,t,n){return Rn(Hn(t,n),e)}quantizeValue(e,t){return Pn(e/t)*t}dragUpdate(){const e=this.background.getBoundingClientRect(),t=ur.x,n=e.width;this.update(this.scale.invert(t/n))}update(e){let t=e;'any'!==this.step&&(t=this.quantizeValue(e,this.step)),t=this.validateValueRange(this.min,this.max,t),this.connected&&(this.knob.style.left=100*this.scale(t)+'%',this.trackFill.style.width=100*this.scale(this.min+Un(t-this.origin))+'%',this.trackFill.style.left=100*this.scale(Hn(t,this.origin))+'%'),this.value!==t&&(this.value=t,this.setAttribute('aria-valuenow',this.value),this.dispatchInput())}dispatchChange(){const t=new Event('change');this.dispatchEvent(t,{})}dispatchInput(){const t=new Event('input');this.dispatchEvent(t,{})}renderTicks(){const e=this.root.querySelector('.ticks');if(!1!==this.ticks){let t=[];t=0<this.ticks?this.scale.ticks(this.ticks):'any'===this.step?this.scale.ticks():Zi(this.min,this.max+1e-6,this.step),t.forEach((t)=>{const n=document.createElement('div');n.classList.add('tick'),n.style.left=100*this.scale(t)+'%',e.appendChild(n)})}else e.style.display='none'}}var Or='<svg viewBox="-607 419 64 64">\n  <path d="M-573.4,478.9c-8,0-14.6-6.4-14.6-14.5s14.6-25.9,14.6-40.8c0,14.9,14.6,32.8,14.6,40.8S-565.4,478.9-573.4,478.9z"/>\n</svg>\n';const Ur=ti('distill-header',`
+<style>
+distill-header {
+  position: relative;
+  height: 60px;
+  background-color: hsl(200, 60%, 15%);
+  width: 100%;
+  box-sizing: border-box;
+  z-index: 2;
+  color: rgba(0, 0, 0, 0.8);
+  border-bottom: 1px solid rgba(0, 0, 0, 0.08);
+  box-shadow: 0 1px 6px rgba(0, 0, 0, 0.05);
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+distill-header .content {
+  height: 70px;
+  grid-column: page;
+}
+distill-header a {
+  font-size: 16px;
+  height: 60px;
+  line-height: 60px;
+  text-decoration: none;
+  color: rgba(255, 255, 255, 0.8);
+  padding: 22px 0;
+}
+distill-header a:hover {
+  color: rgba(255, 255, 255, 1);
+}
+distill-header svg {
+  width: 24px;
+  position: relative;
+  top: 4px;
+  margin-right: 2px;
+}
+@media(min-width: 1080px) {
+  distill-header {
+    height: 70px;
+  }
+  distill-header a {
+    height: 70px;
+    line-height: 70px;
+    padding: 28px 0;
+  }
+  distill-header .logo {
+  }
+}
+distill-header svg path {
+  fill: none;
+  stroke: rgba(255, 255, 255, 0.8);
+  stroke-width: 3px;
+}
+distill-header .logo {
+  font-size: 17px;
+  font-weight: 200;
+}
+distill-header .nav {
+  float: right;
+  font-weight: 300;
+}
+distill-header .nav a {
+  font-size: 12px;
+  margin-left: 24px;
+  text-transform: uppercase;
+}
+</style>
+<div class="content">
+  <a href="/" class="logo">
+    ${Or}
+    Distill
+  </a>
+  <nav class="nav">
+    <a href="/about/">About</a>
+    <a href="/prize/">Prize</a>
+    <a href="/journal/">Submit</a>
+  </nav>
+</div>
+`,!1);class Ir extends Ur(HTMLElement){}const Nr=`
+<style>
+  distill-appendix {
+    contain: layout style;
+  }
+
+  distill-appendix .citation {
+    font-size: 11px;
+    line-height: 15px;
+    border-left: 1px solid rgba(0, 0, 0, 0.1);
+    padding-left: 18px;
+    border: 1px solid rgba(0,0,0,0.1);
+    background: rgba(0, 0, 0, 0.02);
+    padding: 10px 18px;
+    border-radius: 3px;
+    color: rgba(150, 150, 150, 1);
+    overflow: hidden;
+    margin-top: -12px;
+    white-space: pre-wrap;
+    word-wrap: break-word;
+  }
+
+  distill-appendix > * {
+    grid-column: text;
+  }
+</style>
+`;class jr extends HTMLElement{static get is(){return'distill-appendix'}set frontMatter(e){this.innerHTML=Ln(e)}}const Rr=ti('distill-footer',`
+<style>
+
+:host {
+  color: rgba(255, 255, 255, 0.5);
+  font-weight: 300;
+  padding: 2rem 0;
+  border-top: 1px solid rgba(0, 0, 0, 0.1);
+  background-color: hsl(180, 5%, 15%); /*hsl(200, 60%, 15%);*/
+  text-align: left;
+  contain: content;
+}
+
+.logo svg {
+  width: 24px;
+  position: relative;
+  top: 4px;
+  margin-right: 2px;
+}
+
+.logo svg path {
+  fill: none;
+  stroke: rgba(255, 255, 255, 0.8);
+  stroke-width: 3px;
+}
+
+.logo {
+  font-size: 17px;
+  font-weight: 200;
+  color: rgba(255, 255, 255, 0.8);
+  text-decoration: none;
+  margin-right: 6px;
+}
+
+.container {
+  grid-column: text;
+}
+
+.nav {
+  font-size: 0.9em;
+  margin-top: 1.5em;
+}
+
+.nav a {
+  color: rgba(255, 255, 255, 0.8);
+  margin-right: 6px;
+  text-decoration: none;
+}
+
+</style>
+
+<div class='container'>
+
+  <a href="/" class="logo">
+    ${Or}
+    Distill
+  </a> is dedicated to clear explanations of machine learning
+
+  <div class="nav">
+    <a href="https://distill.pub/about/">About</a>
+    <a href="https://distill.pub/journal/">Submit</a>
+    <a href="https://distill.pub/prize/">Prize</a>
+    <a href="https://distill.pub/archive/">Archive</a>
+    <a href="https://distill.pub/rss.xml">RSS</a>
+    <a href="https://github.com/distillpub">GitHub</a>
+    <a href="https://twitter.com/distillpub">Twitter</a>
+    &nbsp;&nbsp;&nbsp;&nbsp; ISSN 2476-0757
+  </div>
+
+</div>
+
+`);class qr extends Rr(HTMLElement){}const Fr=function(){if(1>window.distillRunlevel)throw new Error('Insufficient Runlevel for Distill Template!');if('distillTemplateIsLoading'in window&&window.distillTemplateIsLoading)throw new Error('Runlevel 1: Distill Template is getting loaded more than once, aborting!');else window.distillTemplateIsLoading=!0,console.info('Runlevel 1: Distill Template has started loading.');p(document),console.info('Runlevel 1: Static Distill styles have been added.'),console.info('Runlevel 1->2.'),window.distillRunlevel+=1;for(const[e,t]of Object.entries(hi.listeners))'function'==typeof t?document.addEventListener(e,t):console.error('Runlevel 2: Controller listeners need to be functions!');console.info('Runlevel 2: We can now listen to controller events.'),console.info('Runlevel 2->3.'),window.distillRunlevel+=1;if(2>window.distillRunlevel)throw new Error('Insufficient Runlevel for adding custom elements!');const e=[ki,wi,Ci,Li,Ai,Di,Oi,Ni,Ri,Fi,pi,Hi,zi,T,Bi,Wi,Vi,Mr,$i].concat([Ir,jr,qr]);for(const t of e)console.info('Runlevel 2: Registering custom element: '+t.is),customElements.define(t.is,t);console.info('Runlevel 3: Distill Template finished registering custom elements.'),console.info('Runlevel 3->4.'),window.distillRunlevel+=1,hi.listeners.DOMContentLoaded(),console.info('Runlevel 4: Distill Template initialisation complete.')};window.distillRunlevel=0,yi.browserSupportsAllFeatures()?(console.info('Runlevel 0: No need for polyfills.'),console.info('Runlevel 0->1.'),window.distillRunlevel+=1,Fr()):(console.info('Runlevel 0: Distill Template is loading polyfills.'),yi.load(Fr))});
+//# sourceMappingURL=template.v2.js.map
+}
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diff --git a/_projects/2025/100536001/100536001_files/header-attrs-2.29/header-attrs.js b/_projects/2025/100536001/100536001_files/header-attrs-2.29/header-attrs.js
new file mode 100644
index 00000000..dd57d92e
--- /dev/null
+++ b/_projects/2025/100536001/100536001_files/header-attrs-2.29/header-attrs.js
@@ -0,0 +1,12 @@
+// Pandoc 2.9 adds attributes on both header and div. We remove the former (to
+// be compatible with the behavior of Pandoc < 2.8).
+document.addEventListener('DOMContentLoaded', function(e) {
+  var hs = document.querySelectorAll("div.section[class*='level'] > :first-child");
+  var i, h, a;
+  for (i = 0; i < hs.length; i++) {
+    h = hs[i];
+    if (!/^h[1-6]$/i.test(h.tagName)) continue;  // it should be a header h1-h6
+    a = h.attributes;
+    while (a.length > 0) h.removeAttribute(a[0].name);
+  }
+});
diff --git a/_projects/2025/100536001/100536001_files/jquery-3.6.0/jquery-3.6.0.js b/_projects/2025/100536001/100536001_files/jquery-3.6.0/jquery-3.6.0.js
new file mode 100644
index 00000000..fc6c299b
--- /dev/null
+++ b/_projects/2025/100536001/100536001_files/jquery-3.6.0/jquery-3.6.0.js
@@ -0,0 +1,10881 @@
+/*!
+ * jQuery JavaScript Library v3.6.0
+ * https://jquery.com/
+ *
+ * Includes Sizzle.js
+ * https://sizzlejs.com/
+ *
+ * Copyright OpenJS Foundation and other contributors
+ * Released under the MIT license
+ * https://jquery.org/license
+ *
+ * Date: 2021-03-02T17:08Z
+ */
+( function( global, factory ) {
+
+	"use strict";
+
+	if ( typeof module === "object" && typeof module.exports === "object" ) {
+
+		// For CommonJS and CommonJS-like environments where a proper `window`
+		// is present, execute the factory and get jQuery.
+		// For environments that do not have a `window` with a `document`
+		// (such as Node.js), expose a factory as module.exports.
+		// This accentuates the need for the creation of a real `window`.
+		// e.g. var jQuery = require("jquery")(window);
+		// See ticket #14549 for more info.
+		module.exports = global.document ?
+			factory( global, true ) :
+			function( w ) {
+				if ( !w.document ) {
+					throw new Error( "jQuery requires a window with a document" );
+				}
+				return factory( w );
+			};
+	} else {
+		factory( global );
+	}
+
+// Pass this if window is not defined yet
+} )( typeof window !== "undefined" ? window : this, function( window, noGlobal ) {
+
+// Edge <= 12 - 13+, Firefox <=18 - 45+, IE 10 - 11, Safari 5.1 - 9+, iOS 6 - 9.1
+// throw exceptions when non-strict code (e.g., ASP.NET 4.5) accesses strict mode
+// arguments.callee.caller (trac-13335). But as of jQuery 3.0 (2016), strict mode should be common
+// enough that all such attempts are guarded in a try block.
+"use strict";
+
+var arr = [];
+
+var getProto = Object.getPrototypeOf;
+
+var slice = arr.slice;
+
+var flat = arr.flat ? function( array ) {
+	return arr.flat.call( array );
+} : function( array ) {
+	return arr.concat.apply( [], array );
+};
+
+
+var push = arr.push;
+
+var indexOf = arr.indexOf;
+
+var class2type = {};
+
+var toString = class2type.toString;
+
+var hasOwn = class2type.hasOwnProperty;
+
+var fnToString = hasOwn.toString;
+
+var ObjectFunctionString = fnToString.call( Object );
+
+var support = {};
+
+var isFunction = function isFunction( obj ) {
+
+		// Support: Chrome <=57, Firefox <=52
+		// In some browsers, typeof returns "function" for HTML <object> elements
+		// (i.e., `typeof document.createElement( "object" ) === "function"`).
+		// We don't want to classify *any* DOM node as a function.
+		// Support: QtWeb <=3.8.5, WebKit <=534.34, wkhtmltopdf tool <=0.12.5
+		// Plus for old WebKit, typeof returns "function" for HTML collections
+		// (e.g., `typeof document.getElementsByTagName("div") === "function"`). (gh-4756)
+		return typeof obj === "function" && typeof obj.nodeType !== "number" &&
+			typeof obj.item !== "function";
+	};
+
+
+var isWindow = function isWindow( obj ) {
+		return obj != null && obj === obj.window;
+	};
+
+
+var document = window.document;
+
+
+
+	var preservedScriptAttributes = {
+		type: true,
+		src: true,
+		nonce: true,
+		noModule: true
+	};
+
+	function DOMEval( code, node, doc ) {
+		doc = doc || document;
+
+		var i, val,
+			script = doc.createElement( "script" );
+
+		script.text = code;
+		if ( node ) {
+			for ( i in preservedScriptAttributes ) {
+
+				// Support: Firefox 64+, Edge 18+
+				// Some browsers don't support the "nonce" property on scripts.
+				// On the other hand, just using `getAttribute` is not enough as
+				// the `nonce` attribute is reset to an empty string whenever it
+				// becomes browsing-context connected.
+				// See https://github.com/whatwg/html/issues/2369
+				// See https://html.spec.whatwg.org/#nonce-attributes
+				// The `node.getAttribute` check was added for the sake of
+				// `jQuery.globalEval` so that it can fake a nonce-containing node
+				// via an object.
+				val = node[ i ] || node.getAttribute && node.getAttribute( i );
+				if ( val ) {
+					script.setAttribute( i, val );
+				}
+			}
+		}
+		doc.head.appendChild( script ).parentNode.removeChild( script );
+	}
+
+
+function toType( obj ) {
+	if ( obj == null ) {
+		return obj + "";
+	}
+
+	// Support: Android <=2.3 only (functionish RegExp)
+	return typeof obj === "object" || typeof obj === "function" ?
+		class2type[ toString.call( obj ) ] || "object" :
+		typeof obj;
+}
+/* global Symbol */
+// Defining this global in .eslintrc.json would create a danger of using the global
+// unguarded in another place, it seems safer to define global only for this module
+
+
+
+var
+	version = "3.6.0",
+
+	// Define a local copy of jQuery
+	jQuery = function( selector, context ) {
+
+		// The jQuery object is actually just the init constructor 'enhanced'
+		// Need init if jQuery is called (just allow error to be thrown if not included)
+		return new jQuery.fn.init( selector, context );
+	};
+
+jQuery.fn = jQuery.prototype = {
+
+	// The current version of jQuery being used
+	jquery: version,
+
+	constructor: jQuery,
+
+	// The default length of a jQuery object is 0
+	length: 0,
+
+	toArray: function() {
+		return slice.call( this );
+	},
+
+	// Get the Nth element in the matched element set OR
+	// Get the whole matched element set as a clean array
+	get: function( num ) {
+
+		// Return all the elements in a clean array
+		if ( num == null ) {
+			return slice.call( this );
+		}
+
+		// Return just the one element from the set
+		return num < 0 ? this[ num + this.length ] : this[ num ];
+	},
+
+	// Take an array of elements and push it onto the stack
+	// (returning the new matched element set)
+	pushStack: function( elems ) {
+
+		// Build a new jQuery matched element set
+		var ret = jQuery.merge( this.constructor(), elems );
+
+		// Add the old object onto the stack (as a reference)
+		ret.prevObject = this;
+
+		// Return the newly-formed element set
+		return ret;
+	},
+
+	// Execute a callback for every element in the matched set.
+	each: function( callback ) {
+		return jQuery.each( this, callback );
+	},
+
+	map: function( callback ) {
+		return this.pushStack( jQuery.map( this, function( elem, i ) {
+			return callback.call( elem, i, elem );
+		} ) );
+	},
+
+	slice: function() {
+		return this.pushStack( slice.apply( this, arguments ) );
+	},
+
+	first: function() {
+		return this.eq( 0 );
+	},
+
+	last: function() {
+		return this.eq( -1 );
+	},
+
+	even: function() {
+		return this.pushStack( jQuery.grep( this, function( _elem, i ) {
+			return ( i + 1 ) % 2;
+		} ) );
+	},
+
+	odd: function() {
+		return this.pushStack( jQuery.grep( this, function( _elem, i ) {
+			return i % 2;
+		} ) );
+	},
+
+	eq: function( i ) {
+		var len = this.length,
+			j = +i + ( i < 0 ? len : 0 );
+		return this.pushStack( j >= 0 && j < len ? [ this[ j ] ] : [] );
+	},
+
+	end: function() {
+		return this.prevObject || this.constructor();
+	},
+
+	// For internal use only.
+	// Behaves like an Array's method, not like a jQuery method.
+	push: push,
+	sort: arr.sort,
+	splice: arr.splice
+};
+
+jQuery.extend = jQuery.fn.extend = function() {
+	var options, name, src, copy, copyIsArray, clone,
+		target = arguments[ 0 ] || {},
+		i = 1,
+		length = arguments.length,
+		deep = false;
+
+	// Handle a deep copy situation
+	if ( typeof target === "boolean" ) {
+		deep = target;
+
+		// Skip the boolean and the target
+		target = arguments[ i ] || {};
+		i++;
+	}
+
+	// Handle case when target is a string or something (possible in deep copy)
+	if ( typeof target !== "object" && !isFunction( target ) ) {
+		target = {};
+	}
+
+	// Extend jQuery itself if only one argument is passed
+	if ( i === length ) {
+		target = this;
+		i--;
+	}
+
+	for ( ; i < length; i++ ) {
+
+		// Only deal with non-null/undefined values
+		if ( ( options = arguments[ i ] ) != null ) {
+
+			// Extend the base object
+			for ( name in options ) {
+				copy = options[ name ];
+
+				// Prevent Object.prototype pollution
+				// Prevent never-ending loop
+				if ( name === "__proto__" || target === copy ) {
+					continue;
+				}
+
+				// Recurse if we're merging plain objects or arrays
+				if ( deep && copy && ( jQuery.isPlainObject( copy ) ||
+					( copyIsArray = Array.isArray( copy ) ) ) ) {
+					src = target[ name ];
+
+					// Ensure proper type for the source value
+					if ( copyIsArray && !Array.isArray( src ) ) {
+						clone = [];
+					} else if ( !copyIsArray && !jQuery.isPlainObject( src ) ) {
+						clone = {};
+					} else {
+						clone = src;
+					}
+					copyIsArray = false;
+
+					// Never move original objects, clone them
+					target[ name ] = jQuery.extend( deep, clone, copy );
+
+				// Don't bring in undefined values
+				} else if ( copy !== undefined ) {
+					target[ name ] = copy;
+				}
+			}
+		}
+	}
+
+	// Return the modified object
+	return target;
+};
+
+jQuery.extend( {
+
+	// Unique for each copy of jQuery on the page
+	expando: "jQuery" + ( version + Math.random() ).replace( /\D/g, "" ),
+
+	// Assume jQuery is ready without the ready module
+	isReady: true,
+
+	error: function( msg ) {
+		throw new Error( msg );
+	},
+
+	noop: function() {},
+
+	isPlainObject: function( obj ) {
+		var proto, Ctor;
+
+		// Detect obvious negatives
+		// Use toString instead of jQuery.type to catch host objects
+		if ( !obj || toString.call( obj ) !== "[object Object]" ) {
+			return false;
+		}
+
+		proto = getProto( obj );
+
+		// Objects with no prototype (e.g., `Object.create( null )`) are plain
+		if ( !proto ) {
+			return true;
+		}
+
+		// Objects with prototype are plain iff they were constructed by a global Object function
+		Ctor = hasOwn.call( proto, "constructor" ) && proto.constructor;
+		return typeof Ctor === "function" && fnToString.call( Ctor ) === ObjectFunctionString;
+	},
+
+	isEmptyObject: function( obj ) {
+		var name;
+
+		for ( name in obj ) {
+			return false;
+		}
+		return true;
+	},
+
+	// Evaluates a script in a provided context; falls back to the global one
+	// if not specified.
+	globalEval: function( code, options, doc ) {
+		DOMEval( code, { nonce: options && options.nonce }, doc );
+	},
+
+	each: function( obj, callback ) {
+		var length, i = 0;
+
+		if ( isArrayLike( obj ) ) {
+			length = obj.length;
+			for ( ; i < length; i++ ) {
+				if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) {
+					break;
+				}
+			}
+		} else {
+			for ( i in obj ) {
+				if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) {
+					break;
+				}
+			}
+		}
+
+		return obj;
+	},
+
+	// results is for internal usage only
+	makeArray: function( arr, results ) {
+		var ret = results || [];
+
+		if ( arr != null ) {
+			if ( isArrayLike( Object( arr ) ) ) {
+				jQuery.merge( ret,
+					typeof arr === "string" ?
+						[ arr ] : arr
+				);
+			} else {
+				push.call( ret, arr );
+			}
+		}
+
+		return ret;
+	},
+
+	inArray: function( elem, arr, i ) {
+		return arr == null ? -1 : indexOf.call( arr, elem, i );
+	},
+
+	// Support: Android <=4.0 only, PhantomJS 1 only
+	// push.apply(_, arraylike) throws on ancient WebKit
+	merge: function( first, second ) {
+		var len = +second.length,
+			j = 0,
+			i = first.length;
+
+		for ( ; j < len; j++ ) {
+			first[ i++ ] = second[ j ];
+		}
+
+		first.length = i;
+
+		return first;
+	},
+
+	grep: function( elems, callback, invert ) {
+		var callbackInverse,
+			matches = [],
+			i = 0,
+			length = elems.length,
+			callbackExpect = !invert;
+
+		// Go through the array, only saving the items
+		// that pass the validator function
+		for ( ; i < length; i++ ) {
+			callbackInverse = !callback( elems[ i ], i );
+			if ( callbackInverse !== callbackExpect ) {
+				matches.push( elems[ i ] );
+			}
+		}
+
+		return matches;
+	},
+
+	// arg is for internal usage only
+	map: function( elems, callback, arg ) {
+		var length, value,
+			i = 0,
+			ret = [];
+
+		// Go through the array, translating each of the items to their new values
+		if ( isArrayLike( elems ) ) {
+			length = elems.length;
+			for ( ; i < length; i++ ) {
+				value = callback( elems[ i ], i, arg );
+
+				if ( value != null ) {
+					ret.push( value );
+				}
+			}
+
+		// Go through every key on the object,
+		} else {
+			for ( i in elems ) {
+				value = callback( elems[ i ], i, arg );
+
+				if ( value != null ) {
+					ret.push( value );
+				}
+			}
+		}
+
+		// Flatten any nested arrays
+		return flat( ret );
+	},
+
+	// A global GUID counter for objects
+	guid: 1,
+
+	// jQuery.support is not used in Core but other projects attach their
+	// properties to it so it needs to exist.
+	support: support
+} );
+
+if ( typeof Symbol === "function" ) {
+	jQuery.fn[ Symbol.iterator ] = arr[ Symbol.iterator ];
+}
+
+// Populate the class2type map
+jQuery.each( "Boolean Number String Function Array Date RegExp Object Error Symbol".split( " " ),
+	function( _i, name ) {
+		class2type[ "[object " + name + "]" ] = name.toLowerCase();
+	} );
+
+function isArrayLike( obj ) {
+
+	// Support: real iOS 8.2 only (not reproducible in simulator)
+	// `in` check used to prevent JIT error (gh-2145)
+	// hasOwn isn't used here due to false negatives
+	// regarding Nodelist length in IE
+	var length = !!obj && "length" in obj && obj.length,
+		type = toType( obj );
+
+	if ( isFunction( obj ) || isWindow( obj ) ) {
+		return false;
+	}
+
+	return type === "array" || length === 0 ||
+		typeof length === "number" && length > 0 && ( length - 1 ) in obj;
+}
+var Sizzle =
+/*!
+ * Sizzle CSS Selector Engine v2.3.6
+ * https://sizzlejs.com/
+ *
+ * Copyright JS Foundation and other contributors
+ * Released under the MIT license
+ * https://js.foundation/
+ *
+ * Date: 2021-02-16
+ */
+( function( window ) {
+var i,
+	support,
+	Expr,
+	getText,
+	isXML,
+	tokenize,
+	compile,
+	select,
+	outermostContext,
+	sortInput,
+	hasDuplicate,
+
+	// Local document vars
+	setDocument,
+	document,
+	docElem,
+	documentIsHTML,
+	rbuggyQSA,
+	rbuggyMatches,
+	matches,
+	contains,
+
+	// Instance-specific data
+	expando = "sizzle" + 1 * new Date(),
+	preferredDoc = window.document,
+	dirruns = 0,
+	done = 0,
+	classCache = createCache(),
+	tokenCache = createCache(),
+	compilerCache = createCache(),
+	nonnativeSelectorCache = createCache(),
+	sortOrder = function( a, b ) {
+		if ( a === b ) {
+			hasDuplicate = true;
+		}
+		return 0;
+	},
+
+	// Instance methods
+	hasOwn = ( {} ).hasOwnProperty,
+	arr = [],
+	pop = arr.pop,
+	pushNative = arr.push,
+	push = arr.push,
+	slice = arr.slice,
+
+	// Use a stripped-down indexOf as it's faster than native
+	// https://jsperf.com/thor-indexof-vs-for/5
+	indexOf = function( list, elem ) {
+		var i = 0,
+			len = list.length;
+		for ( ; i < len; i++ ) {
+			if ( list[ i ] === elem ) {
+				return i;
+			}
+		}
+		return -1;
+	},
+
+	booleans = "checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|" +
+		"ismap|loop|multiple|open|readonly|required|scoped",
+
+	// Regular expressions
+
+	// http://www.w3.org/TR/css3-selectors/#whitespace
+	whitespace = "[\\x20\\t\\r\\n\\f]",
+
+	// https://www.w3.org/TR/css-syntax-3/#ident-token-diagram
+	identifier = "(?:\\\\[\\da-fA-F]{1,6}" + whitespace +
+		"?|\\\\[^\\r\\n\\f]|[\\w-]|[^\0-\\x7f])+",
+
+	// Attribute selectors: http://www.w3.org/TR/selectors/#attribute-selectors
+	attributes = "\\[" + whitespace + "*(" + identifier + ")(?:" + whitespace +
+
+		// Operator (capture 2)
+		"*([*^$|!~]?=)" + whitespace +
+
+		// "Attribute values must be CSS identifiers [capture 5]
+		// or strings [capture 3 or capture 4]"
+		"*(?:'((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\"|(" + identifier + "))|)" +
+		whitespace + "*\\]",
+
+	pseudos = ":(" + identifier + ")(?:\\((" +
+
+		// To reduce the number of selectors needing tokenize in the preFilter, prefer arguments:
+		// 1. quoted (capture 3; capture 4 or capture 5)
+		"('((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\")|" +
+
+		// 2. simple (capture 6)
+		"((?:\\\\.|[^\\\\()[\\]]|" + attributes + ")*)|" +
+
+		// 3. anything else (capture 2)
+		".*" +
+		")\\)|)",
+
+	// Leading and non-escaped trailing whitespace, capturing some non-whitespace characters preceding the latter
+	rwhitespace = new RegExp( whitespace + "+", "g" ),
+	rtrim = new RegExp( "^" + whitespace + "+|((?:^|[^\\\\])(?:\\\\.)*)" +
+		whitespace + "+$", "g" ),
+
+	rcomma = new RegExp( "^" + whitespace + "*," + whitespace + "*" ),
+	rcombinators = new RegExp( "^" + whitespace + "*([>+~]|" + whitespace + ")" + whitespace +
+		"*" ),
+	rdescend = new RegExp( whitespace + "|>" ),
+
+	rpseudo = new RegExp( pseudos ),
+	ridentifier = new RegExp( "^" + identifier + "$" ),
+
+	matchExpr = {
+		"ID": new RegExp( "^#(" + identifier + ")" ),
+		"CLASS": new RegExp( "^\\.(" + identifier + ")" ),
+		"TAG": new RegExp( "^(" + identifier + "|[*])" ),
+		"ATTR": new RegExp( "^" + attributes ),
+		"PSEUDO": new RegExp( "^" + pseudos ),
+		"CHILD": new RegExp( "^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\(" +
+			whitespace + "*(even|odd|(([+-]|)(\\d*)n|)" + whitespace + "*(?:([+-]|)" +
+			whitespace + "*(\\d+)|))" + whitespace + "*\\)|)", "i" ),
+		"bool": new RegExp( "^(?:" + booleans + ")$", "i" ),
+
+		// For use in libraries implementing .is()
+		// We use this for POS matching in `select`
+		"needsContext": new RegExp( "^" + whitespace +
+			"*[>+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\(" + whitespace +
+			"*((?:-\\d)?\\d*)" + whitespace + "*\\)|)(?=[^-]|$)", "i" )
+	},
+
+	rhtml = /HTML$/i,
+	rinputs = /^(?:input|select|textarea|button)$/i,
+	rheader = /^h\d$/i,
+
+	rnative = /^[^{]+\{\s*\[native \w/,
+
+	// Easily-parseable/retrievable ID or TAG or CLASS selectors
+	rquickExpr = /^(?:#([\w-]+)|(\w+)|\.([\w-]+))$/,
+
+	rsibling = /[+~]/,
+
+	// CSS escapes
+	// http://www.w3.org/TR/CSS21/syndata.html#escaped-characters
+	runescape = new RegExp( "\\\\[\\da-fA-F]{1,6}" + whitespace + "?|\\\\([^\\r\\n\\f])", "g" ),
+	funescape = function( escape, nonHex ) {
+		var high = "0x" + escape.slice( 1 ) - 0x10000;
+
+		return nonHex ?
+
+			// Strip the backslash prefix from a non-hex escape sequence
+			nonHex :
+
+			// Replace a hexadecimal escape sequence with the encoded Unicode code point
+			// Support: IE <=11+
+			// For values outside the Basic Multilingual Plane (BMP), manually construct a
+			// surrogate pair
+			high < 0 ?
+				String.fromCharCode( high + 0x10000 ) :
+				String.fromCharCode( high >> 10 | 0xD800, high & 0x3FF | 0xDC00 );
+	},
+
+	// CSS string/identifier serialization
+	// https://drafts.csswg.org/cssom/#common-serializing-idioms
+	rcssescape = /([\0-\x1f\x7f]|^-?\d)|^-$|[^\0-\x1f\x7f-\uFFFF\w-]/g,
+	fcssescape = function( ch, asCodePoint ) {
+		if ( asCodePoint ) {
+
+			// U+0000 NULL becomes U+FFFD REPLACEMENT CHARACTER
+			if ( ch === "\0" ) {
+				return "\uFFFD";
+			}
+
+			// Control characters and (dependent upon position) numbers get escaped as code points
+			return ch.slice( 0, -1 ) + "\\" +
+				ch.charCodeAt( ch.length - 1 ).toString( 16 ) + " ";
+		}
+
+		// Other potentially-special ASCII characters get backslash-escaped
+		return "\\" + ch;
+	},
+
+	// Used for iframes
+	// See setDocument()
+	// Removing the function wrapper causes a "Permission Denied"
+	// error in IE
+	unloadHandler = function() {
+		setDocument();
+	},
+
+	inDisabledFieldset = addCombinator(
+		function( elem ) {
+			return elem.disabled === true && elem.nodeName.toLowerCase() === "fieldset";
+		},
+		{ dir: "parentNode", next: "legend" }
+	);
+
+// Optimize for push.apply( _, NodeList )
+try {
+	push.apply(
+		( arr = slice.call( preferredDoc.childNodes ) ),
+		preferredDoc.childNodes
+	);
+
+	// Support: Android<4.0
+	// Detect silently failing push.apply
+	// eslint-disable-next-line no-unused-expressions
+	arr[ preferredDoc.childNodes.length ].nodeType;
+} catch ( e ) {
+	push = { apply: arr.length ?
+
+		// Leverage slice if possible
+		function( target, els ) {
+			pushNative.apply( target, slice.call( els ) );
+		} :
+
+		// Support: IE<9
+		// Otherwise append directly
+		function( target, els ) {
+			var j = target.length,
+				i = 0;
+
+			// Can't trust NodeList.length
+			while ( ( target[ j++ ] = els[ i++ ] ) ) {}
+			target.length = j - 1;
+		}
+	};
+}
+
+function Sizzle( selector, context, results, seed ) {
+	var m, i, elem, nid, match, groups, newSelector,
+		newContext = context && context.ownerDocument,
+
+		// nodeType defaults to 9, since context defaults to document
+		nodeType = context ? context.nodeType : 9;
+
+	results = results || [];
+
+	// Return early from calls with invalid selector or context
+	if ( typeof selector !== "string" || !selector ||
+		nodeType !== 1 && nodeType !== 9 && nodeType !== 11 ) {
+
+		return results;
+	}
+
+	// Try to shortcut find operations (as opposed to filters) in HTML documents
+	if ( !seed ) {
+		setDocument( context );
+		context = context || document;
+
+		if ( documentIsHTML ) {
+
+			// If the selector is sufficiently simple, try using a "get*By*" DOM method
+			// (excepting DocumentFragment context, where the methods don't exist)
+			if ( nodeType !== 11 && ( match = rquickExpr.exec( selector ) ) ) {
+
+				// ID selector
+				if ( ( m = match[ 1 ] ) ) {
+
+					// Document context
+					if ( nodeType === 9 ) {
+						if ( ( elem = context.getElementById( m ) ) ) {
+
+							// Support: IE, Opera, Webkit
+							// TODO: identify versions
+							// getElementById can match elements by name instead of ID
+							if ( elem.id === m ) {
+								results.push( elem );
+								return results;
+							}
+						} else {
+							return results;
+						}
+
+					// Element context
+					} else {
+
+						// Support: IE, Opera, Webkit
+						// TODO: identify versions
+						// getElementById can match elements by name instead of ID
+						if ( newContext && ( elem = newContext.getElementById( m ) ) &&
+							contains( context, elem ) &&
+							elem.id === m ) {
+
+							results.push( elem );
+							return results;
+						}
+					}
+
+				// Type selector
+				} else if ( match[ 2 ] ) {
+					push.apply( results, context.getElementsByTagName( selector ) );
+					return results;
+
+				// Class selector
+				} else if ( ( m = match[ 3 ] ) && support.getElementsByClassName &&
+					context.getElementsByClassName ) {
+
+					push.apply( results, context.getElementsByClassName( m ) );
+					return results;
+				}
+			}
+
+			// Take advantage of querySelectorAll
+			if ( support.qsa &&
+				!nonnativeSelectorCache[ selector + " " ] &&
+				( !rbuggyQSA || !rbuggyQSA.test( selector ) ) &&
+
+				// Support: IE 8 only
+				// Exclude object elements
+				( nodeType !== 1 || context.nodeName.toLowerCase() !== "object" ) ) {
+
+				newSelector = selector;
+				newContext = context;
+
+				// qSA considers elements outside a scoping root when evaluating child or
+				// descendant combinators, which is not what we want.
+				// In such cases, we work around the behavior by prefixing every selector in the
+				// list with an ID selector referencing the scope context.
+				// The technique has to be used as well when a leading combinator is used
+				// as such selectors are not recognized by querySelectorAll.
+				// Thanks to Andrew Dupont for this technique.
+				if ( nodeType === 1 &&
+					( rdescend.test( selector ) || rcombinators.test( selector ) ) ) {
+
+					// Expand context for sibling selectors
+					newContext = rsibling.test( selector ) && testContext( context.parentNode ) ||
+						context;
+
+					// We can use :scope instead of the ID hack if the browser
+					// supports it & if we're not changing the context.
+					if ( newContext !== context || !support.scope ) {
+
+						// Capture the context ID, setting it first if necessary
+						if ( ( nid = context.getAttribute( "id" ) ) ) {
+							nid = nid.replace( rcssescape, fcssescape );
+						} else {
+							context.setAttribute( "id", ( nid = expando ) );
+						}
+					}
+
+					// Prefix every selector in the list
+					groups = tokenize( selector );
+					i = groups.length;
+					while ( i-- ) {
+						groups[ i ] = ( nid ? "#" + nid : ":scope" ) + " " +
+							toSelector( groups[ i ] );
+					}
+					newSelector = groups.join( "," );
+				}
+
+				try {
+					push.apply( results,
+						newContext.querySelectorAll( newSelector )
+					);
+					return results;
+				} catch ( qsaError ) {
+					nonnativeSelectorCache( selector, true );
+				} finally {
+					if ( nid === expando ) {
+						context.removeAttribute( "id" );
+					}
+				}
+			}
+		}
+	}
+
+	// All others
+	return select( selector.replace( rtrim, "$1" ), context, results, seed );
+}
+
+/**
+ * Create key-value caches of limited size
+ * @returns {function(string, object)} Returns the Object data after storing it on itself with
+ *	property name the (space-suffixed) string and (if the cache is larger than Expr.cacheLength)
+ *	deleting the oldest entry
+ */
+function createCache() {
+	var keys = [];
+
+	function cache( key, value ) {
+
+		// Use (key + " ") to avoid collision with native prototype properties (see Issue #157)
+		if ( keys.push( key + " " ) > Expr.cacheLength ) {
+
+			// Only keep the most recent entries
+			delete cache[ keys.shift() ];
+		}
+		return ( cache[ key + " " ] = value );
+	}
+	return cache;
+}
+
+/**
+ * Mark a function for special use by Sizzle
+ * @param {Function} fn The function to mark
+ */
+function markFunction( fn ) {
+	fn[ expando ] = true;
+	return fn;
+}
+
+/**
+ * Support testing using an element
+ * @param {Function} fn Passed the created element and returns a boolean result
+ */
+function assert( fn ) {
+	var el = document.createElement( "fieldset" );
+
+	try {
+		return !!fn( el );
+	} catch ( e ) {
+		return false;
+	} finally {
+
+		// Remove from its parent by default
+		if ( el.parentNode ) {
+			el.parentNode.removeChild( el );
+		}
+
+		// release memory in IE
+		el = null;
+	}
+}
+
+/**
+ * Adds the same handler for all of the specified attrs
+ * @param {String} attrs Pipe-separated list of attributes
+ * @param {Function} handler The method that will be applied
+ */
+function addHandle( attrs, handler ) {
+	var arr = attrs.split( "|" ),
+		i = arr.length;
+
+	while ( i-- ) {
+		Expr.attrHandle[ arr[ i ] ] = handler;
+	}
+}
+
+/**
+ * Checks document order of two siblings
+ * @param {Element} a
+ * @param {Element} b
+ * @returns {Number} Returns less than 0 if a precedes b, greater than 0 if a follows b
+ */
+function siblingCheck( a, b ) {
+	var cur = b && a,
+		diff = cur && a.nodeType === 1 && b.nodeType === 1 &&
+			a.sourceIndex - b.sourceIndex;
+
+	// Use IE sourceIndex if available on both nodes
+	if ( diff ) {
+		return diff;
+	}
+
+	// Check if b follows a
+	if ( cur ) {
+		while ( ( cur = cur.nextSibling ) ) {
+			if ( cur === b ) {
+				return -1;
+			}
+		}
+	}
+
+	return a ? 1 : -1;
+}
+
+/**
+ * Returns a function to use in pseudos for input types
+ * @param {String} type
+ */
+function createInputPseudo( type ) {
+	return function( elem ) {
+		var name = elem.nodeName.toLowerCase();
+		return name === "input" && elem.type === type;
+	};
+}
+
+/**
+ * Returns a function to use in pseudos for buttons
+ * @param {String} type
+ */
+function createButtonPseudo( type ) {
+	return function( elem ) {
+		var name = elem.nodeName.toLowerCase();
+		return ( name === "input" || name === "button" ) && elem.type === type;
+	};
+}
+
+/**
+ * Returns a function to use in pseudos for :enabled/:disabled
+ * @param {Boolean} disabled true for :disabled; false for :enabled
+ */
+function createDisabledPseudo( disabled ) {
+
+	// Known :disabled false positives: fieldset[disabled] > legend:nth-of-type(n+2) :can-disable
+	return function( elem ) {
+
+		// Only certain elements can match :enabled or :disabled
+		// https://html.spec.whatwg.org/multipage/scripting.html#selector-enabled
+		// https://html.spec.whatwg.org/multipage/scripting.html#selector-disabled
+		if ( "form" in elem ) {
+
+			// Check for inherited disabledness on relevant non-disabled elements:
+			// * listed form-associated elements in a disabled fieldset
+			//   https://html.spec.whatwg.org/multipage/forms.html#category-listed
+			//   https://html.spec.whatwg.org/multipage/forms.html#concept-fe-disabled
+			// * option elements in a disabled optgroup
+			//   https://html.spec.whatwg.org/multipage/forms.html#concept-option-disabled
+			// All such elements have a "form" property.
+			if ( elem.parentNode && elem.disabled === false ) {
+
+				// Option elements defer to a parent optgroup if present
+				if ( "label" in elem ) {
+					if ( "label" in elem.parentNode ) {
+						return elem.parentNode.disabled === disabled;
+					} else {
+						return elem.disabled === disabled;
+					}
+				}
+
+				// Support: IE 6 - 11
+				// Use the isDisabled shortcut property to check for disabled fieldset ancestors
+				return elem.isDisabled === disabled ||
+
+					// Where there is no isDisabled, check manually
+					/* jshint -W018 */
+					elem.isDisabled !== !disabled &&
+					inDisabledFieldset( elem ) === disabled;
+			}
+
+			return elem.disabled === disabled;
+
+		// Try to winnow out elements that can't be disabled before trusting the disabled property.
+		// Some victims get caught in our net (label, legend, menu, track), but it shouldn't
+		// even exist on them, let alone have a boolean value.
+		} else if ( "label" in elem ) {
+			return elem.disabled === disabled;
+		}
+
+		// Remaining elements are neither :enabled nor :disabled
+		return false;
+	};
+}
+
+/**
+ * Returns a function to use in pseudos for positionals
+ * @param {Function} fn
+ */
+function createPositionalPseudo( fn ) {
+	return markFunction( function( argument ) {
+		argument = +argument;
+		return markFunction( function( seed, matches ) {
+			var j,
+				matchIndexes = fn( [], seed.length, argument ),
+				i = matchIndexes.length;
+
+			// Match elements found at the specified indexes
+			while ( i-- ) {
+				if ( seed[ ( j = matchIndexes[ i ] ) ] ) {
+					seed[ j ] = !( matches[ j ] = seed[ j ] );
+				}
+			}
+		} );
+	} );
+}
+
+/**
+ * Checks a node for validity as a Sizzle context
+ * @param {Element|Object=} context
+ * @returns {Element|Object|Boolean} The input node if acceptable, otherwise a falsy value
+ */
+function testContext( context ) {
+	return context && typeof context.getElementsByTagName !== "undefined" && context;
+}
+
+// Expose support vars for convenience
+support = Sizzle.support = {};
+
+/**
+ * Detects XML nodes
+ * @param {Element|Object} elem An element or a document
+ * @returns {Boolean} True iff elem is a non-HTML XML node
+ */
+isXML = Sizzle.isXML = function( elem ) {
+	var namespace = elem && elem.namespaceURI,
+		docElem = elem && ( elem.ownerDocument || elem ).documentElement;
+
+	// Support: IE <=8
+	// Assume HTML when documentElement doesn't yet exist, such as inside loading iframes
+	// https://bugs.jquery.com/ticket/4833
+	return !rhtml.test( namespace || docElem && docElem.nodeName || "HTML" );
+};
+
+/**
+ * Sets document-related variables once based on the current document
+ * @param {Element|Object} [doc] An element or document object to use to set the document
+ * @returns {Object} Returns the current document
+ */
+setDocument = Sizzle.setDocument = function( node ) {
+	var hasCompare, subWindow,
+		doc = node ? node.ownerDocument || node : preferredDoc;
+
+	// Return early if doc is invalid or already selected
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( doc == document || doc.nodeType !== 9 || !doc.documentElement ) {
+		return document;
+	}
+
+	// Update global variables
+	document = doc;
+	docElem = document.documentElement;
+	documentIsHTML = !isXML( document );
+
+	// Support: IE 9 - 11+, Edge 12 - 18+
+	// Accessing iframe documents after unload throws "permission denied" errors (jQuery #13936)
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( preferredDoc != document &&
+		( subWindow = document.defaultView ) && subWindow.top !== subWindow ) {
+
+		// Support: IE 11, Edge
+		if ( subWindow.addEventListener ) {
+			subWindow.addEventListener( "unload", unloadHandler, false );
+
+		// Support: IE 9 - 10 only
+		} else if ( subWindow.attachEvent ) {
+			subWindow.attachEvent( "onunload", unloadHandler );
+		}
+	}
+
+	// Support: IE 8 - 11+, Edge 12 - 18+, Chrome <=16 - 25 only, Firefox <=3.6 - 31 only,
+	// Safari 4 - 5 only, Opera <=11.6 - 12.x only
+	// IE/Edge & older browsers don't support the :scope pseudo-class.
+	// Support: Safari 6.0 only
+	// Safari 6.0 supports :scope but it's an alias of :root there.
+	support.scope = assert( function( el ) {
+		docElem.appendChild( el ).appendChild( document.createElement( "div" ) );
+		return typeof el.querySelectorAll !== "undefined" &&
+			!el.querySelectorAll( ":scope fieldset div" ).length;
+	} );
+
+	/* Attributes
+	---------------------------------------------------------------------- */
+
+	// Support: IE<8
+	// Verify that getAttribute really returns attributes and not properties
+	// (excepting IE8 booleans)
+	support.attributes = assert( function( el ) {
+		el.className = "i";
+		return !el.getAttribute( "className" );
+	} );
+
+	/* getElement(s)By*
+	---------------------------------------------------------------------- */
+
+	// Check if getElementsByTagName("*") returns only elements
+	support.getElementsByTagName = assert( function( el ) {
+		el.appendChild( document.createComment( "" ) );
+		return !el.getElementsByTagName( "*" ).length;
+	} );
+
+	// Support: IE<9
+	support.getElementsByClassName = rnative.test( document.getElementsByClassName );
+
+	// Support: IE<10
+	// Check if getElementById returns elements by name
+	// The broken getElementById methods don't pick up programmatically-set names,
+	// so use a roundabout getElementsByName test
+	support.getById = assert( function( el ) {
+		docElem.appendChild( el ).id = expando;
+		return !document.getElementsByName || !document.getElementsByName( expando ).length;
+	} );
+
+	// ID filter and find
+	if ( support.getById ) {
+		Expr.filter[ "ID" ] = function( id ) {
+			var attrId = id.replace( runescape, funescape );
+			return function( elem ) {
+				return elem.getAttribute( "id" ) === attrId;
+			};
+		};
+		Expr.find[ "ID" ] = function( id, context ) {
+			if ( typeof context.getElementById !== "undefined" && documentIsHTML ) {
+				var elem = context.getElementById( id );
+				return elem ? [ elem ] : [];
+			}
+		};
+	} else {
+		Expr.filter[ "ID" ] =  function( id ) {
+			var attrId = id.replace( runescape, funescape );
+			return function( elem ) {
+				var node = typeof elem.getAttributeNode !== "undefined" &&
+					elem.getAttributeNode( "id" );
+				return node && node.value === attrId;
+			};
+		};
+
+		// Support: IE 6 - 7 only
+		// getElementById is not reliable as a find shortcut
+		Expr.find[ "ID" ] = function( id, context ) {
+			if ( typeof context.getElementById !== "undefined" && documentIsHTML ) {
+				var node, i, elems,
+					elem = context.getElementById( id );
+
+				if ( elem ) {
+
+					// Verify the id attribute
+					node = elem.getAttributeNode( "id" );
+					if ( node && node.value === id ) {
+						return [ elem ];
+					}
+
+					// Fall back on getElementsByName
+					elems = context.getElementsByName( id );
+					i = 0;
+					while ( ( elem = elems[ i++ ] ) ) {
+						node = elem.getAttributeNode( "id" );
+						if ( node && node.value === id ) {
+							return [ elem ];
+						}
+					}
+				}
+
+				return [];
+			}
+		};
+	}
+
+	// Tag
+	Expr.find[ "TAG" ] = support.getElementsByTagName ?
+		function( tag, context ) {
+			if ( typeof context.getElementsByTagName !== "undefined" ) {
+				return context.getElementsByTagName( tag );
+
+			// DocumentFragment nodes don't have gEBTN
+			} else if ( support.qsa ) {
+				return context.querySelectorAll( tag );
+			}
+		} :
+
+		function( tag, context ) {
+			var elem,
+				tmp = [],
+				i = 0,
+
+				// By happy coincidence, a (broken) gEBTN appears on DocumentFragment nodes too
+				results = context.getElementsByTagName( tag );
+
+			// Filter out possible comments
+			if ( tag === "*" ) {
+				while ( ( elem = results[ i++ ] ) ) {
+					if ( elem.nodeType === 1 ) {
+						tmp.push( elem );
+					}
+				}
+
+				return tmp;
+			}
+			return results;
+		};
+
+	// Class
+	Expr.find[ "CLASS" ] = support.getElementsByClassName && function( className, context ) {
+		if ( typeof context.getElementsByClassName !== "undefined" && documentIsHTML ) {
+			return context.getElementsByClassName( className );
+		}
+	};
+
+	/* QSA/matchesSelector
+	---------------------------------------------------------------------- */
+
+	// QSA and matchesSelector support
+
+	// matchesSelector(:active) reports false when true (IE9/Opera 11.5)
+	rbuggyMatches = [];
+
+	// qSa(:focus) reports false when true (Chrome 21)
+	// We allow this because of a bug in IE8/9 that throws an error
+	// whenever `document.activeElement` is accessed on an iframe
+	// So, we allow :focus to pass through QSA all the time to avoid the IE error
+	// See https://bugs.jquery.com/ticket/13378
+	rbuggyQSA = [];
+
+	if ( ( support.qsa = rnative.test( document.querySelectorAll ) ) ) {
+
+		// Build QSA regex
+		// Regex strategy adopted from Diego Perini
+		assert( function( el ) {
+
+			var input;
+
+			// Select is set to empty string on purpose
+			// This is to test IE's treatment of not explicitly
+			// setting a boolean content attribute,
+			// since its presence should be enough
+			// https://bugs.jquery.com/ticket/12359
+			docElem.appendChild( el ).innerHTML = "<a id='" + expando + "'></a>" +
+				"<select id='" + expando + "-\r\\' msallowcapture=''>" +
+				"<option selected=''></option></select>";
+
+			// Support: IE8, Opera 11-12.16
+			// Nothing should be selected when empty strings follow ^= or $= or *=
+			// The test attribute must be unknown in Opera but "safe" for WinRT
+			// https://msdn.microsoft.com/en-us/library/ie/hh465388.aspx#attribute_section
+			if ( el.querySelectorAll( "[msallowcapture^='']" ).length ) {
+				rbuggyQSA.push( "[*^$]=" + whitespace + "*(?:''|\"\")" );
+			}
+
+			// Support: IE8
+			// Boolean attributes and "value" are not treated correctly
+			if ( !el.querySelectorAll( "[selected]" ).length ) {
+				rbuggyQSA.push( "\\[" + whitespace + "*(?:value|" + booleans + ")" );
+			}
+
+			// Support: Chrome<29, Android<4.4, Safari<7.0+, iOS<7.0+, PhantomJS<1.9.8+
+			if ( !el.querySelectorAll( "[id~=" + expando + "-]" ).length ) {
+				rbuggyQSA.push( "~=" );
+			}
+
+			// Support: IE 11+, Edge 15 - 18+
+			// IE 11/Edge don't find elements on a `[name='']` query in some cases.
+			// Adding a temporary attribute to the document before the selection works
+			// around the issue.
+			// Interestingly, IE 10 & older don't seem to have the issue.
+			input = document.createElement( "input" );
+			input.setAttribute( "name", "" );
+			el.appendChild( input );
+			if ( !el.querySelectorAll( "[name='']" ).length ) {
+				rbuggyQSA.push( "\\[" + whitespace + "*name" + whitespace + "*=" +
+					whitespace + "*(?:''|\"\")" );
+			}
+
+			// Webkit/Opera - :checked should return selected option elements
+			// http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked
+			// IE8 throws error here and will not see later tests
+			if ( !el.querySelectorAll( ":checked" ).length ) {
+				rbuggyQSA.push( ":checked" );
+			}
+
+			// Support: Safari 8+, iOS 8+
+			// https://bugs.webkit.org/show_bug.cgi?id=136851
+			// In-page `selector#id sibling-combinator selector` fails
+			if ( !el.querySelectorAll( "a#" + expando + "+*" ).length ) {
+				rbuggyQSA.push( ".#.+[+~]" );
+			}
+
+			// Support: Firefox <=3.6 - 5 only
+			// Old Firefox doesn't throw on a badly-escaped identifier.
+			el.querySelectorAll( "\\\f" );
+			rbuggyQSA.push( "[\\r\\n\\f]" );
+		} );
+
+		assert( function( el ) {
+			el.innerHTML = "<a href='' disabled='disabled'></a>" +
+				"<select disabled='disabled'><option/></select>";
+
+			// Support: Windows 8 Native Apps
+			// The type and name attributes are restricted during .innerHTML assignment
+			var input = document.createElement( "input" );
+			input.setAttribute( "type", "hidden" );
+			el.appendChild( input ).setAttribute( "name", "D" );
+
+			// Support: IE8
+			// Enforce case-sensitivity of name attribute
+			if ( el.querySelectorAll( "[name=d]" ).length ) {
+				rbuggyQSA.push( "name" + whitespace + "*[*^$|!~]?=" );
+			}
+
+			// FF 3.5 - :enabled/:disabled and hidden elements (hidden elements are still enabled)
+			// IE8 throws error here and will not see later tests
+			if ( el.querySelectorAll( ":enabled" ).length !== 2 ) {
+				rbuggyQSA.push( ":enabled", ":disabled" );
+			}
+
+			// Support: IE9-11+
+			// IE's :disabled selector does not pick up the children of disabled fieldsets
+			docElem.appendChild( el ).disabled = true;
+			if ( el.querySelectorAll( ":disabled" ).length !== 2 ) {
+				rbuggyQSA.push( ":enabled", ":disabled" );
+			}
+
+			// Support: Opera 10 - 11 only
+			// Opera 10-11 does not throw on post-comma invalid pseudos
+			el.querySelectorAll( "*,:x" );
+			rbuggyQSA.push( ",.*:" );
+		} );
+	}
+
+	if ( ( support.matchesSelector = rnative.test( ( matches = docElem.matches ||
+		docElem.webkitMatchesSelector ||
+		docElem.mozMatchesSelector ||
+		docElem.oMatchesSelector ||
+		docElem.msMatchesSelector ) ) ) ) {
+
+		assert( function( el ) {
+
+			// Check to see if it's possible to do matchesSelector
+			// on a disconnected node (IE 9)
+			support.disconnectedMatch = matches.call( el, "*" );
+
+			// This should fail with an exception
+			// Gecko does not error, returns false instead
+			matches.call( el, "[s!='']:x" );
+			rbuggyMatches.push( "!=", pseudos );
+		} );
+	}
+
+	rbuggyQSA = rbuggyQSA.length && new RegExp( rbuggyQSA.join( "|" ) );
+	rbuggyMatches = rbuggyMatches.length && new RegExp( rbuggyMatches.join( "|" ) );
+
+	/* Contains
+	---------------------------------------------------------------------- */
+	hasCompare = rnative.test( docElem.compareDocumentPosition );
+
+	// Element contains another
+	// Purposefully self-exclusive
+	// As in, an element does not contain itself
+	contains = hasCompare || rnative.test( docElem.contains ) ?
+		function( a, b ) {
+			var adown = a.nodeType === 9 ? a.documentElement : a,
+				bup = b && b.parentNode;
+			return a === bup || !!( bup && bup.nodeType === 1 && (
+				adown.contains ?
+					adown.contains( bup ) :
+					a.compareDocumentPosition && a.compareDocumentPosition( bup ) & 16
+			) );
+		} :
+		function( a, b ) {
+			if ( b ) {
+				while ( ( b = b.parentNode ) ) {
+					if ( b === a ) {
+						return true;
+					}
+				}
+			}
+			return false;
+		};
+
+	/* Sorting
+	---------------------------------------------------------------------- */
+
+	// Document order sorting
+	sortOrder = hasCompare ?
+	function( a, b ) {
+
+		// Flag for duplicate removal
+		if ( a === b ) {
+			hasDuplicate = true;
+			return 0;
+		}
+
+		// Sort on method existence if only one input has compareDocumentPosition
+		var compare = !a.compareDocumentPosition - !b.compareDocumentPosition;
+		if ( compare ) {
+			return compare;
+		}
+
+		// Calculate position if both inputs belong to the same document
+		// Support: IE 11+, Edge 17 - 18+
+		// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+		// two documents; shallow comparisons work.
+		// eslint-disable-next-line eqeqeq
+		compare = ( a.ownerDocument || a ) == ( b.ownerDocument || b ) ?
+			a.compareDocumentPosition( b ) :
+
+			// Otherwise we know they are disconnected
+			1;
+
+		// Disconnected nodes
+		if ( compare & 1 ||
+			( !support.sortDetached && b.compareDocumentPosition( a ) === compare ) ) {
+
+			// Choose the first element that is related to our preferred document
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			// eslint-disable-next-line eqeqeq
+			if ( a == document || a.ownerDocument == preferredDoc &&
+				contains( preferredDoc, a ) ) {
+				return -1;
+			}
+
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			// eslint-disable-next-line eqeqeq
+			if ( b == document || b.ownerDocument == preferredDoc &&
+				contains( preferredDoc, b ) ) {
+				return 1;
+			}
+
+			// Maintain original order
+			return sortInput ?
+				( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) :
+				0;
+		}
+
+		return compare & 4 ? -1 : 1;
+	} :
+	function( a, b ) {
+
+		// Exit early if the nodes are identical
+		if ( a === b ) {
+			hasDuplicate = true;
+			return 0;
+		}
+
+		var cur,
+			i = 0,
+			aup = a.parentNode,
+			bup = b.parentNode,
+			ap = [ a ],
+			bp = [ b ];
+
+		// Parentless nodes are either documents or disconnected
+		if ( !aup || !bup ) {
+
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			/* eslint-disable eqeqeq */
+			return a == document ? -1 :
+				b == document ? 1 :
+				/* eslint-enable eqeqeq */
+				aup ? -1 :
+				bup ? 1 :
+				sortInput ?
+				( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) :
+				0;
+
+		// If the nodes are siblings, we can do a quick check
+		} else if ( aup === bup ) {
+			return siblingCheck( a, b );
+		}
+
+		// Otherwise we need full lists of their ancestors for comparison
+		cur = a;
+		while ( ( cur = cur.parentNode ) ) {
+			ap.unshift( cur );
+		}
+		cur = b;
+		while ( ( cur = cur.parentNode ) ) {
+			bp.unshift( cur );
+		}
+
+		// Walk down the tree looking for a discrepancy
+		while ( ap[ i ] === bp[ i ] ) {
+			i++;
+		}
+
+		return i ?
+
+			// Do a sibling check if the nodes have a common ancestor
+			siblingCheck( ap[ i ], bp[ i ] ) :
+
+			// Otherwise nodes in our document sort first
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			/* eslint-disable eqeqeq */
+			ap[ i ] == preferredDoc ? -1 :
+			bp[ i ] == preferredDoc ? 1 :
+			/* eslint-enable eqeqeq */
+			0;
+	};
+
+	return document;
+};
+
+Sizzle.matches = function( expr, elements ) {
+	return Sizzle( expr, null, null, elements );
+};
+
+Sizzle.matchesSelector = function( elem, expr ) {
+	setDocument( elem );
+
+	if ( support.matchesSelector && documentIsHTML &&
+		!nonnativeSelectorCache[ expr + " " ] &&
+		( !rbuggyMatches || !rbuggyMatches.test( expr ) ) &&
+		( !rbuggyQSA     || !rbuggyQSA.test( expr ) ) ) {
+
+		try {
+			var ret = matches.call( elem, expr );
+
+			// IE 9's matchesSelector returns false on disconnected nodes
+			if ( ret || support.disconnectedMatch ||
+
+				// As well, disconnected nodes are said to be in a document
+				// fragment in IE 9
+				elem.document && elem.document.nodeType !== 11 ) {
+				return ret;
+			}
+		} catch ( e ) {
+			nonnativeSelectorCache( expr, true );
+		}
+	}
+
+	return Sizzle( expr, document, null, [ elem ] ).length > 0;
+};
+
+Sizzle.contains = function( context, elem ) {
+
+	// Set document vars if needed
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( ( context.ownerDocument || context ) != document ) {
+		setDocument( context );
+	}
+	return contains( context, elem );
+};
+
+Sizzle.attr = function( elem, name ) {
+
+	// Set document vars if needed
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( ( elem.ownerDocument || elem ) != document ) {
+		setDocument( elem );
+	}
+
+	var fn = Expr.attrHandle[ name.toLowerCase() ],
+
+		// Don't get fooled by Object.prototype properties (jQuery #13807)
+		val = fn && hasOwn.call( Expr.attrHandle, name.toLowerCase() ) ?
+			fn( elem, name, !documentIsHTML ) :
+			undefined;
+
+	return val !== undefined ?
+		val :
+		support.attributes || !documentIsHTML ?
+			elem.getAttribute( name ) :
+			( val = elem.getAttributeNode( name ) ) && val.specified ?
+				val.value :
+				null;
+};
+
+Sizzle.escape = function( sel ) {
+	return ( sel + "" ).replace( rcssescape, fcssescape );
+};
+
+Sizzle.error = function( msg ) {
+	throw new Error( "Syntax error, unrecognized expression: " + msg );
+};
+
+/**
+ * Document sorting and removing duplicates
+ * @param {ArrayLike} results
+ */
+Sizzle.uniqueSort = function( results ) {
+	var elem,
+		duplicates = [],
+		j = 0,
+		i = 0;
+
+	// Unless we *know* we can detect duplicates, assume their presence
+	hasDuplicate = !support.detectDuplicates;
+	sortInput = !support.sortStable && results.slice( 0 );
+	results.sort( sortOrder );
+
+	if ( hasDuplicate ) {
+		while ( ( elem = results[ i++ ] ) ) {
+			if ( elem === results[ i ] ) {
+				j = duplicates.push( i );
+			}
+		}
+		while ( j-- ) {
+			results.splice( duplicates[ j ], 1 );
+		}
+	}
+
+	// Clear input after sorting to release objects
+	// See https://github.com/jquery/sizzle/pull/225
+	sortInput = null;
+
+	return results;
+};
+
+/**
+ * Utility function for retrieving the text value of an array of DOM nodes
+ * @param {Array|Element} elem
+ */
+getText = Sizzle.getText = function( elem ) {
+	var node,
+		ret = "",
+		i = 0,
+		nodeType = elem.nodeType;
+
+	if ( !nodeType ) {
+
+		// If no nodeType, this is expected to be an array
+		while ( ( node = elem[ i++ ] ) ) {
+
+			// Do not traverse comment nodes
+			ret += getText( node );
+		}
+	} else if ( nodeType === 1 || nodeType === 9 || nodeType === 11 ) {
+
+		// Use textContent for elements
+		// innerText usage removed for consistency of new lines (jQuery #11153)
+		if ( typeof elem.textContent === "string" ) {
+			return elem.textContent;
+		} else {
+
+			// Traverse its children
+			for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) {
+				ret += getText( elem );
+			}
+		}
+	} else if ( nodeType === 3 || nodeType === 4 ) {
+		return elem.nodeValue;
+	}
+
+	// Do not include comment or processing instruction nodes
+
+	return ret;
+};
+
+Expr = Sizzle.selectors = {
+
+	// Can be adjusted by the user
+	cacheLength: 50,
+
+	createPseudo: markFunction,
+
+	match: matchExpr,
+
+	attrHandle: {},
+
+	find: {},
+
+	relative: {
+		">": { dir: "parentNode", first: true },
+		" ": { dir: "parentNode" },
+		"+": { dir: "previousSibling", first: true },
+		"~": { dir: "previousSibling" }
+	},
+
+	preFilter: {
+		"ATTR": function( match ) {
+			match[ 1 ] = match[ 1 ].replace( runescape, funescape );
+
+			// Move the given value to match[3] whether quoted or unquoted
+			match[ 3 ] = ( match[ 3 ] || match[ 4 ] ||
+				match[ 5 ] || "" ).replace( runescape, funescape );
+
+			if ( match[ 2 ] === "~=" ) {
+				match[ 3 ] = " " + match[ 3 ] + " ";
+			}
+
+			return match.slice( 0, 4 );
+		},
+
+		"CHILD": function( match ) {
+
+			/* matches from matchExpr["CHILD"]
+				1 type (only|nth|...)
+				2 what (child|of-type)
+				3 argument (even|odd|\d*|\d*n([+-]\d+)?|...)
+				4 xn-component of xn+y argument ([+-]?\d*n|)
+				5 sign of xn-component
+				6 x of xn-component
+				7 sign of y-component
+				8 y of y-component
+			*/
+			match[ 1 ] = match[ 1 ].toLowerCase();
+
+			if ( match[ 1 ].slice( 0, 3 ) === "nth" ) {
+
+				// nth-* requires argument
+				if ( !match[ 3 ] ) {
+					Sizzle.error( match[ 0 ] );
+				}
+
+				// numeric x and y parameters for Expr.filter.CHILD
+				// remember that false/true cast respectively to 0/1
+				match[ 4 ] = +( match[ 4 ] ?
+					match[ 5 ] + ( match[ 6 ] || 1 ) :
+					2 * ( match[ 3 ] === "even" || match[ 3 ] === "odd" ) );
+				match[ 5 ] = +( ( match[ 7 ] + match[ 8 ] ) || match[ 3 ] === "odd" );
+
+				// other types prohibit arguments
+			} else if ( match[ 3 ] ) {
+				Sizzle.error( match[ 0 ] );
+			}
+
+			return match;
+		},
+
+		"PSEUDO": function( match ) {
+			var excess,
+				unquoted = !match[ 6 ] && match[ 2 ];
+
+			if ( matchExpr[ "CHILD" ].test( match[ 0 ] ) ) {
+				return null;
+			}
+
+			// Accept quoted arguments as-is
+			if ( match[ 3 ] ) {
+				match[ 2 ] = match[ 4 ] || match[ 5 ] || "";
+
+			// Strip excess characters from unquoted arguments
+			} else if ( unquoted && rpseudo.test( unquoted ) &&
+
+				// Get excess from tokenize (recursively)
+				( excess = tokenize( unquoted, true ) ) &&
+
+				// advance to the next closing parenthesis
+				( excess = unquoted.indexOf( ")", unquoted.length - excess ) - unquoted.length ) ) {
+
+				// excess is a negative index
+				match[ 0 ] = match[ 0 ].slice( 0, excess );
+				match[ 2 ] = unquoted.slice( 0, excess );
+			}
+
+			// Return only captures needed by the pseudo filter method (type and argument)
+			return match.slice( 0, 3 );
+		}
+	},
+
+	filter: {
+
+		"TAG": function( nodeNameSelector ) {
+			var nodeName = nodeNameSelector.replace( runescape, funescape ).toLowerCase();
+			return nodeNameSelector === "*" ?
+				function() {
+					return true;
+				} :
+				function( elem ) {
+					return elem.nodeName && elem.nodeName.toLowerCase() === nodeName;
+				};
+		},
+
+		"CLASS": function( className ) {
+			var pattern = classCache[ className + " " ];
+
+			return pattern ||
+				( pattern = new RegExp( "(^|" + whitespace +
+					")" + className + "(" + whitespace + "|$)" ) ) && classCache(
+						className, function( elem ) {
+							return pattern.test(
+								typeof elem.className === "string" && elem.className ||
+								typeof elem.getAttribute !== "undefined" &&
+									elem.getAttribute( "class" ) ||
+								""
+							);
+				} );
+		},
+
+		"ATTR": function( name, operator, check ) {
+			return function( elem ) {
+				var result = Sizzle.attr( elem, name );
+
+				if ( result == null ) {
+					return operator === "!=";
+				}
+				if ( !operator ) {
+					return true;
+				}
+
+				result += "";
+
+				/* eslint-disable max-len */
+
+				return operator === "=" ? result === check :
+					operator === "!=" ? result !== check :
+					operator === "^=" ? check && result.indexOf( check ) === 0 :
+					operator === "*=" ? check && result.indexOf( check ) > -1 :
+					operator === "$=" ? check && result.slice( -check.length ) === check :
+					operator === "~=" ? ( " " + result.replace( rwhitespace, " " ) + " " ).indexOf( check ) > -1 :
+					operator === "|=" ? result === check || result.slice( 0, check.length + 1 ) === check + "-" :
+					false;
+				/* eslint-enable max-len */
+
+			};
+		},
+
+		"CHILD": function( type, what, _argument, first, last ) {
+			var simple = type.slice( 0, 3 ) !== "nth",
+				forward = type.slice( -4 ) !== "last",
+				ofType = what === "of-type";
+
+			return first === 1 && last === 0 ?
+
+				// Shortcut for :nth-*(n)
+				function( elem ) {
+					return !!elem.parentNode;
+				} :
+
+				function( elem, _context, xml ) {
+					var cache, uniqueCache, outerCache, node, nodeIndex, start,
+						dir = simple !== forward ? "nextSibling" : "previousSibling",
+						parent = elem.parentNode,
+						name = ofType && elem.nodeName.toLowerCase(),
+						useCache = !xml && !ofType,
+						diff = false;
+
+					if ( parent ) {
+
+						// :(first|last|only)-(child|of-type)
+						if ( simple ) {
+							while ( dir ) {
+								node = elem;
+								while ( ( node = node[ dir ] ) ) {
+									if ( ofType ?
+										node.nodeName.toLowerCase() === name :
+										node.nodeType === 1 ) {
+
+										return false;
+									}
+								}
+
+								// Reverse direction for :only-* (if we haven't yet done so)
+								start = dir = type === "only" && !start && "nextSibling";
+							}
+							return true;
+						}
+
+						start = [ forward ? parent.firstChild : parent.lastChild ];
+
+						// non-xml :nth-child(...) stores cache data on `parent`
+						if ( forward && useCache ) {
+
+							// Seek `elem` from a previously-cached index
+
+							// ...in a gzip-friendly way
+							node = parent;
+							outerCache = node[ expando ] || ( node[ expando ] = {} );
+
+							// Support: IE <9 only
+							// Defend against cloned attroperties (jQuery gh-1709)
+							uniqueCache = outerCache[ node.uniqueID ] ||
+								( outerCache[ node.uniqueID ] = {} );
+
+							cache = uniqueCache[ type ] || [];
+							nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ];
+							diff = nodeIndex && cache[ 2 ];
+							node = nodeIndex && parent.childNodes[ nodeIndex ];
+
+							while ( ( node = ++nodeIndex && node && node[ dir ] ||
+
+								// Fallback to seeking `elem` from the start
+								( diff = nodeIndex = 0 ) || start.pop() ) ) {
+
+								// When found, cache indexes on `parent` and break
+								if ( node.nodeType === 1 && ++diff && node === elem ) {
+									uniqueCache[ type ] = [ dirruns, nodeIndex, diff ];
+									break;
+								}
+							}
+
+						} else {
+
+							// Use previously-cached element index if available
+							if ( useCache ) {
+
+								// ...in a gzip-friendly way
+								node = elem;
+								outerCache = node[ expando ] || ( node[ expando ] = {} );
+
+								// Support: IE <9 only
+								// Defend against cloned attroperties (jQuery gh-1709)
+								uniqueCache = outerCache[ node.uniqueID ] ||
+									( outerCache[ node.uniqueID ] = {} );
+
+								cache = uniqueCache[ type ] || [];
+								nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ];
+								diff = nodeIndex;
+							}
+
+							// xml :nth-child(...)
+							// or :nth-last-child(...) or :nth(-last)?-of-type(...)
+							if ( diff === false ) {
+
+								// Use the same loop as above to seek `elem` from the start
+								while ( ( node = ++nodeIndex && node && node[ dir ] ||
+									( diff = nodeIndex = 0 ) || start.pop() ) ) {
+
+									if ( ( ofType ?
+										node.nodeName.toLowerCase() === name :
+										node.nodeType === 1 ) &&
+										++diff ) {
+
+										// Cache the index of each encountered element
+										if ( useCache ) {
+											outerCache = node[ expando ] ||
+												( node[ expando ] = {} );
+
+											// Support: IE <9 only
+											// Defend against cloned attroperties (jQuery gh-1709)
+											uniqueCache = outerCache[ node.uniqueID ] ||
+												( outerCache[ node.uniqueID ] = {} );
+
+											uniqueCache[ type ] = [ dirruns, diff ];
+										}
+
+										if ( node === elem ) {
+											break;
+										}
+									}
+								}
+							}
+						}
+
+						// Incorporate the offset, then check against cycle size
+						diff -= last;
+						return diff === first || ( diff % first === 0 && diff / first >= 0 );
+					}
+				};
+		},
+
+		"PSEUDO": function( pseudo, argument ) {
+
+			// pseudo-class names are case-insensitive
+			// http://www.w3.org/TR/selectors/#pseudo-classes
+			// Prioritize by case sensitivity in case custom pseudos are added with uppercase letters
+			// Remember that setFilters inherits from pseudos
+			var args,
+				fn = Expr.pseudos[ pseudo ] || Expr.setFilters[ pseudo.toLowerCase() ] ||
+					Sizzle.error( "unsupported pseudo: " + pseudo );
+
+			// The user may use createPseudo to indicate that
+			// arguments are needed to create the filter function
+			// just as Sizzle does
+			if ( fn[ expando ] ) {
+				return fn( argument );
+			}
+
+			// But maintain support for old signatures
+			if ( fn.length > 1 ) {
+				args = [ pseudo, pseudo, "", argument ];
+				return Expr.setFilters.hasOwnProperty( pseudo.toLowerCase() ) ?
+					markFunction( function( seed, matches ) {
+						var idx,
+							matched = fn( seed, argument ),
+							i = matched.length;
+						while ( i-- ) {
+							idx = indexOf( seed, matched[ i ] );
+							seed[ idx ] = !( matches[ idx ] = matched[ i ] );
+						}
+					} ) :
+					function( elem ) {
+						return fn( elem, 0, args );
+					};
+			}
+
+			return fn;
+		}
+	},
+
+	pseudos: {
+
+		// Potentially complex pseudos
+		"not": markFunction( function( selector ) {
+
+			// Trim the selector passed to compile
+			// to avoid treating leading and trailing
+			// spaces as combinators
+			var input = [],
+				results = [],
+				matcher = compile( selector.replace( rtrim, "$1" ) );
+
+			return matcher[ expando ] ?
+				markFunction( function( seed, matches, _context, xml ) {
+					var elem,
+						unmatched = matcher( seed, null, xml, [] ),
+						i = seed.length;
+
+					// Match elements unmatched by `matcher`
+					while ( i-- ) {
+						if ( ( elem = unmatched[ i ] ) ) {
+							seed[ i ] = !( matches[ i ] = elem );
+						}
+					}
+				} ) :
+				function( elem, _context, xml ) {
+					input[ 0 ] = elem;
+					matcher( input, null, xml, results );
+
+					// Don't keep the element (issue #299)
+					input[ 0 ] = null;
+					return !results.pop();
+				};
+		} ),
+
+		"has": markFunction( function( selector ) {
+			return function( elem ) {
+				return Sizzle( selector, elem ).length > 0;
+			};
+		} ),
+
+		"contains": markFunction( function( text ) {
+			text = text.replace( runescape, funescape );
+			return function( elem ) {
+				return ( elem.textContent || getText( elem ) ).indexOf( text ) > -1;
+			};
+		} ),
+
+		// "Whether an element is represented by a :lang() selector
+		// is based solely on the element's language value
+		// being equal to the identifier C,
+		// or beginning with the identifier C immediately followed by "-".
+		// The matching of C against the element's language value is performed case-insensitively.
+		// The identifier C does not have to be a valid language name."
+		// http://www.w3.org/TR/selectors/#lang-pseudo
+		"lang": markFunction( function( lang ) {
+
+			// lang value must be a valid identifier
+			if ( !ridentifier.test( lang || "" ) ) {
+				Sizzle.error( "unsupported lang: " + lang );
+			}
+			lang = lang.replace( runescape, funescape ).toLowerCase();
+			return function( elem ) {
+				var elemLang;
+				do {
+					if ( ( elemLang = documentIsHTML ?
+						elem.lang :
+						elem.getAttribute( "xml:lang" ) || elem.getAttribute( "lang" ) ) ) {
+
+						elemLang = elemLang.toLowerCase();
+						return elemLang === lang || elemLang.indexOf( lang + "-" ) === 0;
+					}
+				} while ( ( elem = elem.parentNode ) && elem.nodeType === 1 );
+				return false;
+			};
+		} ),
+
+		// Miscellaneous
+		"target": function( elem ) {
+			var hash = window.location && window.location.hash;
+			return hash && hash.slice( 1 ) === elem.id;
+		},
+
+		"root": function( elem ) {
+			return elem === docElem;
+		},
+
+		"focus": function( elem ) {
+			return elem === document.activeElement &&
+				( !document.hasFocus || document.hasFocus() ) &&
+				!!( elem.type || elem.href || ~elem.tabIndex );
+		},
+
+		// Boolean properties
+		"enabled": createDisabledPseudo( false ),
+		"disabled": createDisabledPseudo( true ),
+
+		"checked": function( elem ) {
+
+			// In CSS3, :checked should return both checked and selected elements
+			// http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked
+			var nodeName = elem.nodeName.toLowerCase();
+			return ( nodeName === "input" && !!elem.checked ) ||
+				( nodeName === "option" && !!elem.selected );
+		},
+
+		"selected": function( elem ) {
+
+			// Accessing this property makes selected-by-default
+			// options in Safari work properly
+			if ( elem.parentNode ) {
+				// eslint-disable-next-line no-unused-expressions
+				elem.parentNode.selectedIndex;
+			}
+
+			return elem.selected === true;
+		},
+
+		// Contents
+		"empty": function( elem ) {
+
+			// http://www.w3.org/TR/selectors/#empty-pseudo
+			// :empty is negated by element (1) or content nodes (text: 3; cdata: 4; entity ref: 5),
+			//   but not by others (comment: 8; processing instruction: 7; etc.)
+			// nodeType < 6 works because attributes (2) do not appear as children
+			for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) {
+				if ( elem.nodeType < 6 ) {
+					return false;
+				}
+			}
+			return true;
+		},
+
+		"parent": function( elem ) {
+			return !Expr.pseudos[ "empty" ]( elem );
+		},
+
+		// Element/input types
+		"header": function( elem ) {
+			return rheader.test( elem.nodeName );
+		},
+
+		"input": function( elem ) {
+			return rinputs.test( elem.nodeName );
+		},
+
+		"button": function( elem ) {
+			var name = elem.nodeName.toLowerCase();
+			return name === "input" && elem.type === "button" || name === "button";
+		},
+
+		"text": function( elem ) {
+			var attr;
+			return elem.nodeName.toLowerCase() === "input" &&
+				elem.type === "text" &&
+
+				// Support: IE<8
+				// New HTML5 attribute values (e.g., "search") appear with elem.type === "text"
+				( ( attr = elem.getAttribute( "type" ) ) == null ||
+					attr.toLowerCase() === "text" );
+		},
+
+		// Position-in-collection
+		"first": createPositionalPseudo( function() {
+			return [ 0 ];
+		} ),
+
+		"last": createPositionalPseudo( function( _matchIndexes, length ) {
+			return [ length - 1 ];
+		} ),
+
+		"eq": createPositionalPseudo( function( _matchIndexes, length, argument ) {
+			return [ argument < 0 ? argument + length : argument ];
+		} ),
+
+		"even": createPositionalPseudo( function( matchIndexes, length ) {
+			var i = 0;
+			for ( ; i < length; i += 2 ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		} ),
+
+		"odd": createPositionalPseudo( function( matchIndexes, length ) {
+			var i = 1;
+			for ( ; i < length; i += 2 ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		} ),
+
+		"lt": createPositionalPseudo( function( matchIndexes, length, argument ) {
+			var i = argument < 0 ?
+				argument + length :
+				argument > length ?
+					length :
+					argument;
+			for ( ; --i >= 0; ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		} ),
+
+		"gt": createPositionalPseudo( function( matchIndexes, length, argument ) {
+			var i = argument < 0 ? argument + length : argument;
+			for ( ; ++i < length; ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		} )
+	}
+};
+
+Expr.pseudos[ "nth" ] = Expr.pseudos[ "eq" ];
+
+// Add button/input type pseudos
+for ( i in { radio: true, checkbox: true, file: true, password: true, image: true } ) {
+	Expr.pseudos[ i ] = createInputPseudo( i );
+}
+for ( i in { submit: true, reset: true } ) {
+	Expr.pseudos[ i ] = createButtonPseudo( i );
+}
+
+// Easy API for creating new setFilters
+function setFilters() {}
+setFilters.prototype = Expr.filters = Expr.pseudos;
+Expr.setFilters = new setFilters();
+
+tokenize = Sizzle.tokenize = function( selector, parseOnly ) {
+	var matched, match, tokens, type,
+		soFar, groups, preFilters,
+		cached = tokenCache[ selector + " " ];
+
+	if ( cached ) {
+		return parseOnly ? 0 : cached.slice( 0 );
+	}
+
+	soFar = selector;
+	groups = [];
+	preFilters = Expr.preFilter;
+
+	while ( soFar ) {
+
+		// Comma and first run
+		if ( !matched || ( match = rcomma.exec( soFar ) ) ) {
+			if ( match ) {
+
+				// Don't consume trailing commas as valid
+				soFar = soFar.slice( match[ 0 ].length ) || soFar;
+			}
+			groups.push( ( tokens = [] ) );
+		}
+
+		matched = false;
+
+		// Combinators
+		if ( ( match = rcombinators.exec( soFar ) ) ) {
+			matched = match.shift();
+			tokens.push( {
+				value: matched,
+
+				// Cast descendant combinators to space
+				type: match[ 0 ].replace( rtrim, " " )
+			} );
+			soFar = soFar.slice( matched.length );
+		}
+
+		// Filters
+		for ( type in Expr.filter ) {
+			if ( ( match = matchExpr[ type ].exec( soFar ) ) && ( !preFilters[ type ] ||
+				( match = preFilters[ type ]( match ) ) ) ) {
+				matched = match.shift();
+				tokens.push( {
+					value: matched,
+					type: type,
+					matches: match
+				} );
+				soFar = soFar.slice( matched.length );
+			}
+		}
+
+		if ( !matched ) {
+			break;
+		}
+	}
+
+	// Return the length of the invalid excess
+	// if we're just parsing
+	// Otherwise, throw an error or return tokens
+	return parseOnly ?
+		soFar.length :
+		soFar ?
+			Sizzle.error( selector ) :
+
+			// Cache the tokens
+			tokenCache( selector, groups ).slice( 0 );
+};
+
+function toSelector( tokens ) {
+	var i = 0,
+		len = tokens.length,
+		selector = "";
+	for ( ; i < len; i++ ) {
+		selector += tokens[ i ].value;
+	}
+	return selector;
+}
+
+function addCombinator( matcher, combinator, base ) {
+	var dir = combinator.dir,
+		skip = combinator.next,
+		key = skip || dir,
+		checkNonElements = base && key === "parentNode",
+		doneName = done++;
+
+	return combinator.first ?
+
+		// Check against closest ancestor/preceding element
+		function( elem, context, xml ) {
+			while ( ( elem = elem[ dir ] ) ) {
+				if ( elem.nodeType === 1 || checkNonElements ) {
+					return matcher( elem, context, xml );
+				}
+			}
+			return false;
+		} :
+
+		// Check against all ancestor/preceding elements
+		function( elem, context, xml ) {
+			var oldCache, uniqueCache, outerCache,
+				newCache = [ dirruns, doneName ];
+
+			// We can't set arbitrary data on XML nodes, so they don't benefit from combinator caching
+			if ( xml ) {
+				while ( ( elem = elem[ dir ] ) ) {
+					if ( elem.nodeType === 1 || checkNonElements ) {
+						if ( matcher( elem, context, xml ) ) {
+							return true;
+						}
+					}
+				}
+			} else {
+				while ( ( elem = elem[ dir ] ) ) {
+					if ( elem.nodeType === 1 || checkNonElements ) {
+						outerCache = elem[ expando ] || ( elem[ expando ] = {} );
+
+						// Support: IE <9 only
+						// Defend against cloned attroperties (jQuery gh-1709)
+						uniqueCache = outerCache[ elem.uniqueID ] ||
+							( outerCache[ elem.uniqueID ] = {} );
+
+						if ( skip && skip === elem.nodeName.toLowerCase() ) {
+							elem = elem[ dir ] || elem;
+						} else if ( ( oldCache = uniqueCache[ key ] ) &&
+							oldCache[ 0 ] === dirruns && oldCache[ 1 ] === doneName ) {
+
+							// Assign to newCache so results back-propagate to previous elements
+							return ( newCache[ 2 ] = oldCache[ 2 ] );
+						} else {
+
+							// Reuse newcache so results back-propagate to previous elements
+							uniqueCache[ key ] = newCache;
+
+							// A match means we're done; a fail means we have to keep checking
+							if ( ( newCache[ 2 ] = matcher( elem, context, xml ) ) ) {
+								return true;
+							}
+						}
+					}
+				}
+			}
+			return false;
+		};
+}
+
+function elementMatcher( matchers ) {
+	return matchers.length > 1 ?
+		function( elem, context, xml ) {
+			var i = matchers.length;
+			while ( i-- ) {
+				if ( !matchers[ i ]( elem, context, xml ) ) {
+					return false;
+				}
+			}
+			return true;
+		} :
+		matchers[ 0 ];
+}
+
+function multipleContexts( selector, contexts, results ) {
+	var i = 0,
+		len = contexts.length;
+	for ( ; i < len; i++ ) {
+		Sizzle( selector, contexts[ i ], results );
+	}
+	return results;
+}
+
+function condense( unmatched, map, filter, context, xml ) {
+	var elem,
+		newUnmatched = [],
+		i = 0,
+		len = unmatched.length,
+		mapped = map != null;
+
+	for ( ; i < len; i++ ) {
+		if ( ( elem = unmatched[ i ] ) ) {
+			if ( !filter || filter( elem, context, xml ) ) {
+				newUnmatched.push( elem );
+				if ( mapped ) {
+					map.push( i );
+				}
+			}
+		}
+	}
+
+	return newUnmatched;
+}
+
+function setMatcher( preFilter, selector, matcher, postFilter, postFinder, postSelector ) {
+	if ( postFilter && !postFilter[ expando ] ) {
+		postFilter = setMatcher( postFilter );
+	}
+	if ( postFinder && !postFinder[ expando ] ) {
+		postFinder = setMatcher( postFinder, postSelector );
+	}
+	return markFunction( function( seed, results, context, xml ) {
+		var temp, i, elem,
+			preMap = [],
+			postMap = [],
+			preexisting = results.length,
+
+			// Get initial elements from seed or context
+			elems = seed || multipleContexts(
+				selector || "*",
+				context.nodeType ? [ context ] : context,
+				[]
+			),
+
+			// Prefilter to get matcher input, preserving a map for seed-results synchronization
+			matcherIn = preFilter && ( seed || !selector ) ?
+				condense( elems, preMap, preFilter, context, xml ) :
+				elems,
+
+			matcherOut = matcher ?
+
+				// If we have a postFinder, or filtered seed, or non-seed postFilter or preexisting results,
+				postFinder || ( seed ? preFilter : preexisting || postFilter ) ?
+
+					// ...intermediate processing is necessary
+					[] :
+
+					// ...otherwise use results directly
+					results :
+				matcherIn;
+
+		// Find primary matches
+		if ( matcher ) {
+			matcher( matcherIn, matcherOut, context, xml );
+		}
+
+		// Apply postFilter
+		if ( postFilter ) {
+			temp = condense( matcherOut, postMap );
+			postFilter( temp, [], context, xml );
+
+			// Un-match failing elements by moving them back to matcherIn
+			i = temp.length;
+			while ( i-- ) {
+				if ( ( elem = temp[ i ] ) ) {
+					matcherOut[ postMap[ i ] ] = !( matcherIn[ postMap[ i ] ] = elem );
+				}
+			}
+		}
+
+		if ( seed ) {
+			if ( postFinder || preFilter ) {
+				if ( postFinder ) {
+
+					// Get the final matcherOut by condensing this intermediate into postFinder contexts
+					temp = [];
+					i = matcherOut.length;
+					while ( i-- ) {
+						if ( ( elem = matcherOut[ i ] ) ) {
+
+							// Restore matcherIn since elem is not yet a final match
+							temp.push( ( matcherIn[ i ] = elem ) );
+						}
+					}
+					postFinder( null, ( matcherOut = [] ), temp, xml );
+				}
+
+				// Move matched elements from seed to results to keep them synchronized
+				i = matcherOut.length;
+				while ( i-- ) {
+					if ( ( elem = matcherOut[ i ] ) &&
+						( temp = postFinder ? indexOf( seed, elem ) : preMap[ i ] ) > -1 ) {
+
+						seed[ temp ] = !( results[ temp ] = elem );
+					}
+				}
+			}
+
+		// Add elements to results, through postFinder if defined
+		} else {
+			matcherOut = condense(
+				matcherOut === results ?
+					matcherOut.splice( preexisting, matcherOut.length ) :
+					matcherOut
+			);
+			if ( postFinder ) {
+				postFinder( null, results, matcherOut, xml );
+			} else {
+				push.apply( results, matcherOut );
+			}
+		}
+	} );
+}
+
+function matcherFromTokens( tokens ) {
+	var checkContext, matcher, j,
+		len = tokens.length,
+		leadingRelative = Expr.relative[ tokens[ 0 ].type ],
+		implicitRelative = leadingRelative || Expr.relative[ " " ],
+		i = leadingRelative ? 1 : 0,
+
+		// The foundational matcher ensures that elements are reachable from top-level context(s)
+		matchContext = addCombinator( function( elem ) {
+			return elem === checkContext;
+		}, implicitRelative, true ),
+		matchAnyContext = addCombinator( function( elem ) {
+			return indexOf( checkContext, elem ) > -1;
+		}, implicitRelative, true ),
+		matchers = [ function( elem, context, xml ) {
+			var ret = ( !leadingRelative && ( xml || context !== outermostContext ) ) || (
+				( checkContext = context ).nodeType ?
+					matchContext( elem, context, xml ) :
+					matchAnyContext( elem, context, xml ) );
+
+			// Avoid hanging onto element (issue #299)
+			checkContext = null;
+			return ret;
+		} ];
+
+	for ( ; i < len; i++ ) {
+		if ( ( matcher = Expr.relative[ tokens[ i ].type ] ) ) {
+			matchers = [ addCombinator( elementMatcher( matchers ), matcher ) ];
+		} else {
+			matcher = Expr.filter[ tokens[ i ].type ].apply( null, tokens[ i ].matches );
+
+			// Return special upon seeing a positional matcher
+			if ( matcher[ expando ] ) {
+
+				// Find the next relative operator (if any) for proper handling
+				j = ++i;
+				for ( ; j < len; j++ ) {
+					if ( Expr.relative[ tokens[ j ].type ] ) {
+						break;
+					}
+				}
+				return setMatcher(
+					i > 1 && elementMatcher( matchers ),
+					i > 1 && toSelector(
+
+					// If the preceding token was a descendant combinator, insert an implicit any-element `*`
+					tokens
+						.slice( 0, i - 1 )
+						.concat( { value: tokens[ i - 2 ].type === " " ? "*" : "" } )
+					).replace( rtrim, "$1" ),
+					matcher,
+					i < j && matcherFromTokens( tokens.slice( i, j ) ),
+					j < len && matcherFromTokens( ( tokens = tokens.slice( j ) ) ),
+					j < len && toSelector( tokens )
+				);
+			}
+			matchers.push( matcher );
+		}
+	}
+
+	return elementMatcher( matchers );
+}
+
+function matcherFromGroupMatchers( elementMatchers, setMatchers ) {
+	var bySet = setMatchers.length > 0,
+		byElement = elementMatchers.length > 0,
+		superMatcher = function( seed, context, xml, results, outermost ) {
+			var elem, j, matcher,
+				matchedCount = 0,
+				i = "0",
+				unmatched = seed && [],
+				setMatched = [],
+				contextBackup = outermostContext,
+
+				// We must always have either seed elements or outermost context
+				elems = seed || byElement && Expr.find[ "TAG" ]( "*", outermost ),
+
+				// Use integer dirruns iff this is the outermost matcher
+				dirrunsUnique = ( dirruns += contextBackup == null ? 1 : Math.random() || 0.1 ),
+				len = elems.length;
+
+			if ( outermost ) {
+
+				// Support: IE 11+, Edge 17 - 18+
+				// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+				// two documents; shallow comparisons work.
+				// eslint-disable-next-line eqeqeq
+				outermostContext = context == document || context || outermost;
+			}
+
+			// Add elements passing elementMatchers directly to results
+			// Support: IE<9, Safari
+			// Tolerate NodeList properties (IE: "length"; Safari: <number>) matching elements by id
+			for ( ; i !== len && ( elem = elems[ i ] ) != null; i++ ) {
+				if ( byElement && elem ) {
+					j = 0;
+
+					// Support: IE 11+, Edge 17 - 18+
+					// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+					// two documents; shallow comparisons work.
+					// eslint-disable-next-line eqeqeq
+					if ( !context && elem.ownerDocument != document ) {
+						setDocument( elem );
+						xml = !documentIsHTML;
+					}
+					while ( ( matcher = elementMatchers[ j++ ] ) ) {
+						if ( matcher( elem, context || document, xml ) ) {
+							results.push( elem );
+							break;
+						}
+					}
+					if ( outermost ) {
+						dirruns = dirrunsUnique;
+					}
+				}
+
+				// Track unmatched elements for set filters
+				if ( bySet ) {
+
+					// They will have gone through all possible matchers
+					if ( ( elem = !matcher && elem ) ) {
+						matchedCount--;
+					}
+
+					// Lengthen the array for every element, matched or not
+					if ( seed ) {
+						unmatched.push( elem );
+					}
+				}
+			}
+
+			// `i` is now the count of elements visited above, and adding it to `matchedCount`
+			// makes the latter nonnegative.
+			matchedCount += i;
+
+			// Apply set filters to unmatched elements
+			// NOTE: This can be skipped if there are no unmatched elements (i.e., `matchedCount`
+			// equals `i`), unless we didn't visit _any_ elements in the above loop because we have
+			// no element matchers and no seed.
+			// Incrementing an initially-string "0" `i` allows `i` to remain a string only in that
+			// case, which will result in a "00" `matchedCount` that differs from `i` but is also
+			// numerically zero.
+			if ( bySet && i !== matchedCount ) {
+				j = 0;
+				while ( ( matcher = setMatchers[ j++ ] ) ) {
+					matcher( unmatched, setMatched, context, xml );
+				}
+
+				if ( seed ) {
+
+					// Reintegrate element matches to eliminate the need for sorting
+					if ( matchedCount > 0 ) {
+						while ( i-- ) {
+							if ( !( unmatched[ i ] || setMatched[ i ] ) ) {
+								setMatched[ i ] = pop.call( results );
+							}
+						}
+					}
+
+					// Discard index placeholder values to get only actual matches
+					setMatched = condense( setMatched );
+				}
+
+				// Add matches to results
+				push.apply( results, setMatched );
+
+				// Seedless set matches succeeding multiple successful matchers stipulate sorting
+				if ( outermost && !seed && setMatched.length > 0 &&
+					( matchedCount + setMatchers.length ) > 1 ) {
+
+					Sizzle.uniqueSort( results );
+				}
+			}
+
+			// Override manipulation of globals by nested matchers
+			if ( outermost ) {
+				dirruns = dirrunsUnique;
+				outermostContext = contextBackup;
+			}
+
+			return unmatched;
+		};
+
+	return bySet ?
+		markFunction( superMatcher ) :
+		superMatcher;
+}
+
+compile = Sizzle.compile = function( selector, match /* Internal Use Only */ ) {
+	var i,
+		setMatchers = [],
+		elementMatchers = [],
+		cached = compilerCache[ selector + " " ];
+
+	if ( !cached ) {
+
+		// Generate a function of recursive functions that can be used to check each element
+		if ( !match ) {
+			match = tokenize( selector );
+		}
+		i = match.length;
+		while ( i-- ) {
+			cached = matcherFromTokens( match[ i ] );
+			if ( cached[ expando ] ) {
+				setMatchers.push( cached );
+			} else {
+				elementMatchers.push( cached );
+			}
+		}
+
+		// Cache the compiled function
+		cached = compilerCache(
+			selector,
+			matcherFromGroupMatchers( elementMatchers, setMatchers )
+		);
+
+		// Save selector and tokenization
+		cached.selector = selector;
+	}
+	return cached;
+};
+
+/**
+ * A low-level selection function that works with Sizzle's compiled
+ *  selector functions
+ * @param {String|Function} selector A selector or a pre-compiled
+ *  selector function built with Sizzle.compile
+ * @param {Element} context
+ * @param {Array} [results]
+ * @param {Array} [seed] A set of elements to match against
+ */
+select = Sizzle.select = function( selector, context, results, seed ) {
+	var i, tokens, token, type, find,
+		compiled = typeof selector === "function" && selector,
+		match = !seed && tokenize( ( selector = compiled.selector || selector ) );
+
+	results = results || [];
+
+	// Try to minimize operations if there is only one selector in the list and no seed
+	// (the latter of which guarantees us context)
+	if ( match.length === 1 ) {
+
+		// Reduce context if the leading compound selector is an ID
+		tokens = match[ 0 ] = match[ 0 ].slice( 0 );
+		if ( tokens.length > 2 && ( token = tokens[ 0 ] ).type === "ID" &&
+			context.nodeType === 9 && documentIsHTML && Expr.relative[ tokens[ 1 ].type ] ) {
+
+			context = ( Expr.find[ "ID" ]( token.matches[ 0 ]
+				.replace( runescape, funescape ), context ) || [] )[ 0 ];
+			if ( !context ) {
+				return results;
+
+			// Precompiled matchers will still verify ancestry, so step up a level
+			} else if ( compiled ) {
+				context = context.parentNode;
+			}
+
+			selector = selector.slice( tokens.shift().value.length );
+		}
+
+		// Fetch a seed set for right-to-left matching
+		i = matchExpr[ "needsContext" ].test( selector ) ? 0 : tokens.length;
+		while ( i-- ) {
+			token = tokens[ i ];
+
+			// Abort if we hit a combinator
+			if ( Expr.relative[ ( type = token.type ) ] ) {
+				break;
+			}
+			if ( ( find = Expr.find[ type ] ) ) {
+
+				// Search, expanding context for leading sibling combinators
+				if ( ( seed = find(
+					token.matches[ 0 ].replace( runescape, funescape ),
+					rsibling.test( tokens[ 0 ].type ) && testContext( context.parentNode ) ||
+						context
+				) ) ) {
+
+					// If seed is empty or no tokens remain, we can return early
+					tokens.splice( i, 1 );
+					selector = seed.length && toSelector( tokens );
+					if ( !selector ) {
+						push.apply( results, seed );
+						return results;
+					}
+
+					break;
+				}
+			}
+		}
+	}
+
+	// Compile and execute a filtering function if one is not provided
+	// Provide `match` to avoid retokenization if we modified the selector above
+	( compiled || compile( selector, match ) )(
+		seed,
+		context,
+		!documentIsHTML,
+		results,
+		!context || rsibling.test( selector ) && testContext( context.parentNode ) || context
+	);
+	return results;
+};
+
+// One-time assignments
+
+// Sort stability
+support.sortStable = expando.split( "" ).sort( sortOrder ).join( "" ) === expando;
+
+// Support: Chrome 14-35+
+// Always assume duplicates if they aren't passed to the comparison function
+support.detectDuplicates = !!hasDuplicate;
+
+// Initialize against the default document
+setDocument();
+
+// Support: Webkit<537.32 - Safari 6.0.3/Chrome 25 (fixed in Chrome 27)
+// Detached nodes confoundingly follow *each other*
+support.sortDetached = assert( function( el ) {
+
+	// Should return 1, but returns 4 (following)
+	return el.compareDocumentPosition( document.createElement( "fieldset" ) ) & 1;
+} );
+
+// Support: IE<8
+// Prevent attribute/property "interpolation"
+// https://msdn.microsoft.com/en-us/library/ms536429%28VS.85%29.aspx
+if ( !assert( function( el ) {
+	el.innerHTML = "<a href='#'></a>";
+	return el.firstChild.getAttribute( "href" ) === "#";
+} ) ) {
+	addHandle( "type|href|height|width", function( elem, name, isXML ) {
+		if ( !isXML ) {
+			return elem.getAttribute( name, name.toLowerCase() === "type" ? 1 : 2 );
+		}
+	} );
+}
+
+// Support: IE<9
+// Use defaultValue in place of getAttribute("value")
+if ( !support.attributes || !assert( function( el ) {
+	el.innerHTML = "<input/>";
+	el.firstChild.setAttribute( "value", "" );
+	return el.firstChild.getAttribute( "value" ) === "";
+} ) ) {
+	addHandle( "value", function( elem, _name, isXML ) {
+		if ( !isXML && elem.nodeName.toLowerCase() === "input" ) {
+			return elem.defaultValue;
+		}
+	} );
+}
+
+// Support: IE<9
+// Use getAttributeNode to fetch booleans when getAttribute lies
+if ( !assert( function( el ) {
+	return el.getAttribute( "disabled" ) == null;
+} ) ) {
+	addHandle( booleans, function( elem, name, isXML ) {
+		var val;
+		if ( !isXML ) {
+			return elem[ name ] === true ? name.toLowerCase() :
+				( val = elem.getAttributeNode( name ) ) && val.specified ?
+					val.value :
+					null;
+		}
+	} );
+}
+
+return Sizzle;
+
+} )( window );
+
+
+
+jQuery.find = Sizzle;
+jQuery.expr = Sizzle.selectors;
+
+// Deprecated
+jQuery.expr[ ":" ] = jQuery.expr.pseudos;
+jQuery.uniqueSort = jQuery.unique = Sizzle.uniqueSort;
+jQuery.text = Sizzle.getText;
+jQuery.isXMLDoc = Sizzle.isXML;
+jQuery.contains = Sizzle.contains;
+jQuery.escapeSelector = Sizzle.escape;
+
+
+
+
+var dir = function( elem, dir, until ) {
+	var matched = [],
+		truncate = until !== undefined;
+
+	while ( ( elem = elem[ dir ] ) && elem.nodeType !== 9 ) {
+		if ( elem.nodeType === 1 ) {
+			if ( truncate && jQuery( elem ).is( until ) ) {
+				break;
+			}
+			matched.push( elem );
+		}
+	}
+	return matched;
+};
+
+
+var siblings = function( n, elem ) {
+	var matched = [];
+
+	for ( ; n; n = n.nextSibling ) {
+		if ( n.nodeType === 1 && n !== elem ) {
+			matched.push( n );
+		}
+	}
+
+	return matched;
+};
+
+
+var rneedsContext = jQuery.expr.match.needsContext;
+
+
+
+function nodeName( elem, name ) {
+
+	return elem.nodeName && elem.nodeName.toLowerCase() === name.toLowerCase();
+
+}
+var rsingleTag = ( /^<([a-z][^\/\0>:\x20\t\r\n\f]*)[\x20\t\r\n\f]*\/?>(?:<\/\1>|)$/i );
+
+
+
+// Implement the identical functionality for filter and not
+function winnow( elements, qualifier, not ) {
+	if ( isFunction( qualifier ) ) {
+		return jQuery.grep( elements, function( elem, i ) {
+			return !!qualifier.call( elem, i, elem ) !== not;
+		} );
+	}
+
+	// Single element
+	if ( qualifier.nodeType ) {
+		return jQuery.grep( elements, function( elem ) {
+			return ( elem === qualifier ) !== not;
+		} );
+	}
+
+	// Arraylike of elements (jQuery, arguments, Array)
+	if ( typeof qualifier !== "string" ) {
+		return jQuery.grep( elements, function( elem ) {
+			return ( indexOf.call( qualifier, elem ) > -1 ) !== not;
+		} );
+	}
+
+	// Filtered directly for both simple and complex selectors
+	return jQuery.filter( qualifier, elements, not );
+}
+
+jQuery.filter = function( expr, elems, not ) {
+	var elem = elems[ 0 ];
+
+	if ( not ) {
+		expr = ":not(" + expr + ")";
+	}
+
+	if ( elems.length === 1 && elem.nodeType === 1 ) {
+		return jQuery.find.matchesSelector( elem, expr ) ? [ elem ] : [];
+	}
+
+	return jQuery.find.matches( expr, jQuery.grep( elems, function( elem ) {
+		return elem.nodeType === 1;
+	} ) );
+};
+
+jQuery.fn.extend( {
+	find: function( selector ) {
+		var i, ret,
+			len = this.length,
+			self = this;
+
+		if ( typeof selector !== "string" ) {
+			return this.pushStack( jQuery( selector ).filter( function() {
+				for ( i = 0; i < len; i++ ) {
+					if ( jQuery.contains( self[ i ], this ) ) {
+						return true;
+					}
+				}
+			} ) );
+		}
+
+		ret = this.pushStack( [] );
+
+		for ( i = 0; i < len; i++ ) {
+			jQuery.find( selector, self[ i ], ret );
+		}
+
+		return len > 1 ? jQuery.uniqueSort( ret ) : ret;
+	},
+	filter: function( selector ) {
+		return this.pushStack( winnow( this, selector || [], false ) );
+	},
+	not: function( selector ) {
+		return this.pushStack( winnow( this, selector || [], true ) );
+	},
+	is: function( selector ) {
+		return !!winnow(
+			this,
+
+			// If this is a positional/relative selector, check membership in the returned set
+			// so $("p:first").is("p:last") won't return true for a doc with two "p".
+			typeof selector === "string" && rneedsContext.test( selector ) ?
+				jQuery( selector ) :
+				selector || [],
+			false
+		).length;
+	}
+} );
+
+
+// Initialize a jQuery object
+
+
+// A central reference to the root jQuery(document)
+var rootjQuery,
+
+	// A simple way to check for HTML strings
+	// Prioritize #id over <tag> to avoid XSS via location.hash (#9521)
+	// Strict HTML recognition (#11290: must start with <)
+	// Shortcut simple #id case for speed
+	rquickExpr = /^(?:\s*(<[\w\W]+>)[^>]*|#([\w-]+))$/,
+
+	init = jQuery.fn.init = function( selector, context, root ) {
+		var match, elem;
+
+		// HANDLE: $(""), $(null), $(undefined), $(false)
+		if ( !selector ) {
+			return this;
+		}
+
+		// Method init() accepts an alternate rootjQuery
+		// so migrate can support jQuery.sub (gh-2101)
+		root = root || rootjQuery;
+
+		// Handle HTML strings
+		if ( typeof selector === "string" ) {
+			if ( selector[ 0 ] === "<" &&
+				selector[ selector.length - 1 ] === ">" &&
+				selector.length >= 3 ) {
+
+				// Assume that strings that start and end with <> are HTML and skip the regex check
+				match = [ null, selector, null ];
+
+			} else {
+				match = rquickExpr.exec( selector );
+			}
+
+			// Match html or make sure no context is specified for #id
+			if ( match && ( match[ 1 ] || !context ) ) {
+
+				// HANDLE: $(html) -> $(array)
+				if ( match[ 1 ] ) {
+					context = context instanceof jQuery ? context[ 0 ] : context;
+
+					// Option to run scripts is true for back-compat
+					// Intentionally let the error be thrown if parseHTML is not present
+					jQuery.merge( this, jQuery.parseHTML(
+						match[ 1 ],
+						context && context.nodeType ? context.ownerDocument || context : document,
+						true
+					) );
+
+					// HANDLE: $(html, props)
+					if ( rsingleTag.test( match[ 1 ] ) && jQuery.isPlainObject( context ) ) {
+						for ( match in context ) {
+
+							// Properties of context are called as methods if possible
+							if ( isFunction( this[ match ] ) ) {
+								this[ match ]( context[ match ] );
+
+							// ...and otherwise set as attributes
+							} else {
+								this.attr( match, context[ match ] );
+							}
+						}
+					}
+
+					return this;
+
+				// HANDLE: $(#id)
+				} else {
+					elem = document.getElementById( match[ 2 ] );
+
+					if ( elem ) {
+
+						// Inject the element directly into the jQuery object
+						this[ 0 ] = elem;
+						this.length = 1;
+					}
+					return this;
+				}
+
+			// HANDLE: $(expr, $(...))
+			} else if ( !context || context.jquery ) {
+				return ( context || root ).find( selector );
+
+			// HANDLE: $(expr, context)
+			// (which is just equivalent to: $(context).find(expr)
+			} else {
+				return this.constructor( context ).find( selector );
+			}
+
+		// HANDLE: $(DOMElement)
+		} else if ( selector.nodeType ) {
+			this[ 0 ] = selector;
+			this.length = 1;
+			return this;
+
+		// HANDLE: $(function)
+		// Shortcut for document ready
+		} else if ( isFunction( selector ) ) {
+			return root.ready !== undefined ?
+				root.ready( selector ) :
+
+				// Execute immediately if ready is not present
+				selector( jQuery );
+		}
+
+		return jQuery.makeArray( selector, this );
+	};
+
+// Give the init function the jQuery prototype for later instantiation
+init.prototype = jQuery.fn;
+
+// Initialize central reference
+rootjQuery = jQuery( document );
+
+
+var rparentsprev = /^(?:parents|prev(?:Until|All))/,
+
+	// Methods guaranteed to produce a unique set when starting from a unique set
+	guaranteedUnique = {
+		children: true,
+		contents: true,
+		next: true,
+		prev: true
+	};
+
+jQuery.fn.extend( {
+	has: function( target ) {
+		var targets = jQuery( target, this ),
+			l = targets.length;
+
+		return this.filter( function() {
+			var i = 0;
+			for ( ; i < l; i++ ) {
+				if ( jQuery.contains( this, targets[ i ] ) ) {
+					return true;
+				}
+			}
+		} );
+	},
+
+	closest: function( selectors, context ) {
+		var cur,
+			i = 0,
+			l = this.length,
+			matched = [],
+			targets = typeof selectors !== "string" && jQuery( selectors );
+
+		// Positional selectors never match, since there's no _selection_ context
+		if ( !rneedsContext.test( selectors ) ) {
+			for ( ; i < l; i++ ) {
+				for ( cur = this[ i ]; cur && cur !== context; cur = cur.parentNode ) {
+
+					// Always skip document fragments
+					if ( cur.nodeType < 11 && ( targets ?
+						targets.index( cur ) > -1 :
+
+						// Don't pass non-elements to Sizzle
+						cur.nodeType === 1 &&
+							jQuery.find.matchesSelector( cur, selectors ) ) ) {
+
+						matched.push( cur );
+						break;
+					}
+				}
+			}
+		}
+
+		return this.pushStack( matched.length > 1 ? jQuery.uniqueSort( matched ) : matched );
+	},
+
+	// Determine the position of an element within the set
+	index: function( elem ) {
+
+		// No argument, return index in parent
+		if ( !elem ) {
+			return ( this[ 0 ] && this[ 0 ].parentNode ) ? this.first().prevAll().length : -1;
+		}
+
+		// Index in selector
+		if ( typeof elem === "string" ) {
+			return indexOf.call( jQuery( elem ), this[ 0 ] );
+		}
+
+		// Locate the position of the desired element
+		return indexOf.call( this,
+
+			// If it receives a jQuery object, the first element is used
+			elem.jquery ? elem[ 0 ] : elem
+		);
+	},
+
+	add: function( selector, context ) {
+		return this.pushStack(
+			jQuery.uniqueSort(
+				jQuery.merge( this.get(), jQuery( selector, context ) )
+			)
+		);
+	},
+
+	addBack: function( selector ) {
+		return this.add( selector == null ?
+			this.prevObject : this.prevObject.filter( selector )
+		);
+	}
+} );
+
+function sibling( cur, dir ) {
+	while ( ( cur = cur[ dir ] ) && cur.nodeType !== 1 ) {}
+	return cur;
+}
+
+jQuery.each( {
+	parent: function( elem ) {
+		var parent = elem.parentNode;
+		return parent && parent.nodeType !== 11 ? parent : null;
+	},
+	parents: function( elem ) {
+		return dir( elem, "parentNode" );
+	},
+	parentsUntil: function( elem, _i, until ) {
+		return dir( elem, "parentNode", until );
+	},
+	next: function( elem ) {
+		return sibling( elem, "nextSibling" );
+	},
+	prev: function( elem ) {
+		return sibling( elem, "previousSibling" );
+	},
+	nextAll: function( elem ) {
+		return dir( elem, "nextSibling" );
+	},
+	prevAll: function( elem ) {
+		return dir( elem, "previousSibling" );
+	},
+	nextUntil: function( elem, _i, until ) {
+		return dir( elem, "nextSibling", until );
+	},
+	prevUntil: function( elem, _i, until ) {
+		return dir( elem, "previousSibling", until );
+	},
+	siblings: function( elem ) {
+		return siblings( ( elem.parentNode || {} ).firstChild, elem );
+	},
+	children: function( elem ) {
+		return siblings( elem.firstChild );
+	},
+	contents: function( elem ) {
+		if ( elem.contentDocument != null &&
+
+			// Support: IE 11+
+			// <object> elements with no `data` attribute has an object
+			// `contentDocument` with a `null` prototype.
+			getProto( elem.contentDocument ) ) {
+
+			return elem.contentDocument;
+		}
+
+		// Support: IE 9 - 11 only, iOS 7 only, Android Browser <=4.3 only
+		// Treat the template element as a regular one in browsers that
+		// don't support it.
+		if ( nodeName( elem, "template" ) ) {
+			elem = elem.content || elem;
+		}
+
+		return jQuery.merge( [], elem.childNodes );
+	}
+}, function( name, fn ) {
+	jQuery.fn[ name ] = function( until, selector ) {
+		var matched = jQuery.map( this, fn, until );
+
+		if ( name.slice( -5 ) !== "Until" ) {
+			selector = until;
+		}
+
+		if ( selector && typeof selector === "string" ) {
+			matched = jQuery.filter( selector, matched );
+		}
+
+		if ( this.length > 1 ) {
+
+			// Remove duplicates
+			if ( !guaranteedUnique[ name ] ) {
+				jQuery.uniqueSort( matched );
+			}
+
+			// Reverse order for parents* and prev-derivatives
+			if ( rparentsprev.test( name ) ) {
+				matched.reverse();
+			}
+		}
+
+		return this.pushStack( matched );
+	};
+} );
+var rnothtmlwhite = ( /[^\x20\t\r\n\f]+/g );
+
+
+
+// Convert String-formatted options into Object-formatted ones
+function createOptions( options ) {
+	var object = {};
+	jQuery.each( options.match( rnothtmlwhite ) || [], function( _, flag ) {
+		object[ flag ] = true;
+	} );
+	return object;
+}
+
+/*
+ * Create a callback list using the following parameters:
+ *
+ *	options: an optional list of space-separated options that will change how
+ *			the callback list behaves or a more traditional option object
+ *
+ * By default a callback list will act like an event callback list and can be
+ * "fired" multiple times.
+ *
+ * Possible options:
+ *
+ *	once:			will ensure the callback list can only be fired once (like a Deferred)
+ *
+ *	memory:			will keep track of previous values and will call any callback added
+ *					after the list has been fired right away with the latest "memorized"
+ *					values (like a Deferred)
+ *
+ *	unique:			will ensure a callback can only be added once (no duplicate in the list)
+ *
+ *	stopOnFalse:	interrupt callings when a callback returns false
+ *
+ */
+jQuery.Callbacks = function( options ) {
+
+	// Convert options from String-formatted to Object-formatted if needed
+	// (we check in cache first)
+	options = typeof options === "string" ?
+		createOptions( options ) :
+		jQuery.extend( {}, options );
+
+	var // Flag to know if list is currently firing
+		firing,
+
+		// Last fire value for non-forgettable lists
+		memory,
+
+		// Flag to know if list was already fired
+		fired,
+
+		// Flag to prevent firing
+		locked,
+
+		// Actual callback list
+		list = [],
+
+		// Queue of execution data for repeatable lists
+		queue = [],
+
+		// Index of currently firing callback (modified by add/remove as needed)
+		firingIndex = -1,
+
+		// Fire callbacks
+		fire = function() {
+
+			// Enforce single-firing
+			locked = locked || options.once;
+
+			// Execute callbacks for all pending executions,
+			// respecting firingIndex overrides and runtime changes
+			fired = firing = true;
+			for ( ; queue.length; firingIndex = -1 ) {
+				memory = queue.shift();
+				while ( ++firingIndex < list.length ) {
+
+					// Run callback and check for early termination
+					if ( list[ firingIndex ].apply( memory[ 0 ], memory[ 1 ] ) === false &&
+						options.stopOnFalse ) {
+
+						// Jump to end and forget the data so .add doesn't re-fire
+						firingIndex = list.length;
+						memory = false;
+					}
+				}
+			}
+
+			// Forget the data if we're done with it
+			if ( !options.memory ) {
+				memory = false;
+			}
+
+			firing = false;
+
+			// Clean up if we're done firing for good
+			if ( locked ) {
+
+				// Keep an empty list if we have data for future add calls
+				if ( memory ) {
+					list = [];
+
+				// Otherwise, this object is spent
+				} else {
+					list = "";
+				}
+			}
+		},
+
+		// Actual Callbacks object
+		self = {
+
+			// Add a callback or a collection of callbacks to the list
+			add: function() {
+				if ( list ) {
+
+					// If we have memory from a past run, we should fire after adding
+					if ( memory && !firing ) {
+						firingIndex = list.length - 1;
+						queue.push( memory );
+					}
+
+					( function add( args ) {
+						jQuery.each( args, function( _, arg ) {
+							if ( isFunction( arg ) ) {
+								if ( !options.unique || !self.has( arg ) ) {
+									list.push( arg );
+								}
+							} else if ( arg && arg.length && toType( arg ) !== "string" ) {
+
+								// Inspect recursively
+								add( arg );
+							}
+						} );
+					} )( arguments );
+
+					if ( memory && !firing ) {
+						fire();
+					}
+				}
+				return this;
+			},
+
+			// Remove a callback from the list
+			remove: function() {
+				jQuery.each( arguments, function( _, arg ) {
+					var index;
+					while ( ( index = jQuery.inArray( arg, list, index ) ) > -1 ) {
+						list.splice( index, 1 );
+
+						// Handle firing indexes
+						if ( index <= firingIndex ) {
+							firingIndex--;
+						}
+					}
+				} );
+				return this;
+			},
+
+			// Check if a given callback is in the list.
+			// If no argument is given, return whether or not list has callbacks attached.
+			has: function( fn ) {
+				return fn ?
+					jQuery.inArray( fn, list ) > -1 :
+					list.length > 0;
+			},
+
+			// Remove all callbacks from the list
+			empty: function() {
+				if ( list ) {
+					list = [];
+				}
+				return this;
+			},
+
+			// Disable .fire and .add
+			// Abort any current/pending executions
+			// Clear all callbacks and values
+			disable: function() {
+				locked = queue = [];
+				list = memory = "";
+				return this;
+			},
+			disabled: function() {
+				return !list;
+			},
+
+			// Disable .fire
+			// Also disable .add unless we have memory (since it would have no effect)
+			// Abort any pending executions
+			lock: function() {
+				locked = queue = [];
+				if ( !memory && !firing ) {
+					list = memory = "";
+				}
+				return this;
+			},
+			locked: function() {
+				return !!locked;
+			},
+
+			// Call all callbacks with the given context and arguments
+			fireWith: function( context, args ) {
+				if ( !locked ) {
+					args = args || [];
+					args = [ context, args.slice ? args.slice() : args ];
+					queue.push( args );
+					if ( !firing ) {
+						fire();
+					}
+				}
+				return this;
+			},
+
+			// Call all the callbacks with the given arguments
+			fire: function() {
+				self.fireWith( this, arguments );
+				return this;
+			},
+
+			// To know if the callbacks have already been called at least once
+			fired: function() {
+				return !!fired;
+			}
+		};
+
+	return self;
+};
+
+
+function Identity( v ) {
+	return v;
+}
+function Thrower( ex ) {
+	throw ex;
+}
+
+function adoptValue( value, resolve, reject, noValue ) {
+	var method;
+
+	try {
+
+		// Check for promise aspect first to privilege synchronous behavior
+		if ( value && isFunction( ( method = value.promise ) ) ) {
+			method.call( value ).done( resolve ).fail( reject );
+
+		// Other thenables
+		} else if ( value && isFunction( ( method = value.then ) ) ) {
+			method.call( value, resolve, reject );
+
+		// Other non-thenables
+		} else {
+
+			// Control `resolve` arguments by letting Array#slice cast boolean `noValue` to integer:
+			// * false: [ value ].slice( 0 ) => resolve( value )
+			// * true: [ value ].slice( 1 ) => resolve()
+			resolve.apply( undefined, [ value ].slice( noValue ) );
+		}
+
+	// For Promises/A+, convert exceptions into rejections
+	// Since jQuery.when doesn't unwrap thenables, we can skip the extra checks appearing in
+	// Deferred#then to conditionally suppress rejection.
+	} catch ( value ) {
+
+		// Support: Android 4.0 only
+		// Strict mode functions invoked without .call/.apply get global-object context
+		reject.apply( undefined, [ value ] );
+	}
+}
+
+jQuery.extend( {
+
+	Deferred: function( func ) {
+		var tuples = [
+
+				// action, add listener, callbacks,
+				// ... .then handlers, argument index, [final state]
+				[ "notify", "progress", jQuery.Callbacks( "memory" ),
+					jQuery.Callbacks( "memory" ), 2 ],
+				[ "resolve", "done", jQuery.Callbacks( "once memory" ),
+					jQuery.Callbacks( "once memory" ), 0, "resolved" ],
+				[ "reject", "fail", jQuery.Callbacks( "once memory" ),
+					jQuery.Callbacks( "once memory" ), 1, "rejected" ]
+			],
+			state = "pending",
+			promise = {
+				state: function() {
+					return state;
+				},
+				always: function() {
+					deferred.done( arguments ).fail( arguments );
+					return this;
+				},
+				"catch": function( fn ) {
+					return promise.then( null, fn );
+				},
+
+				// Keep pipe for back-compat
+				pipe: function( /* fnDone, fnFail, fnProgress */ ) {
+					var fns = arguments;
+
+					return jQuery.Deferred( function( newDefer ) {
+						jQuery.each( tuples, function( _i, tuple ) {
+
+							// Map tuples (progress, done, fail) to arguments (done, fail, progress)
+							var fn = isFunction( fns[ tuple[ 4 ] ] ) && fns[ tuple[ 4 ] ];
+
+							// deferred.progress(function() { bind to newDefer or newDefer.notify })
+							// deferred.done(function() { bind to newDefer or newDefer.resolve })
+							// deferred.fail(function() { bind to newDefer or newDefer.reject })
+							deferred[ tuple[ 1 ] ]( function() {
+								var returned = fn && fn.apply( this, arguments );
+								if ( returned && isFunction( returned.promise ) ) {
+									returned.promise()
+										.progress( newDefer.notify )
+										.done( newDefer.resolve )
+										.fail( newDefer.reject );
+								} else {
+									newDefer[ tuple[ 0 ] + "With" ](
+										this,
+										fn ? [ returned ] : arguments
+									);
+								}
+							} );
+						} );
+						fns = null;
+					} ).promise();
+				},
+				then: function( onFulfilled, onRejected, onProgress ) {
+					var maxDepth = 0;
+					function resolve( depth, deferred, handler, special ) {
+						return function() {
+							var that = this,
+								args = arguments,
+								mightThrow = function() {
+									var returned, then;
+
+									// Support: Promises/A+ section 2.3.3.3.3
+									// https://promisesaplus.com/#point-59
+									// Ignore double-resolution attempts
+									if ( depth < maxDepth ) {
+										return;
+									}
+
+									returned = handler.apply( that, args );
+
+									// Support: Promises/A+ section 2.3.1
+									// https://promisesaplus.com/#point-48
+									if ( returned === deferred.promise() ) {
+										throw new TypeError( "Thenable self-resolution" );
+									}
+
+									// Support: Promises/A+ sections 2.3.3.1, 3.5
+									// https://promisesaplus.com/#point-54
+									// https://promisesaplus.com/#point-75
+									// Retrieve `then` only once
+									then = returned &&
+
+										// Support: Promises/A+ section 2.3.4
+										// https://promisesaplus.com/#point-64
+										// Only check objects and functions for thenability
+										( typeof returned === "object" ||
+											typeof returned === "function" ) &&
+										returned.then;
+
+									// Handle a returned thenable
+									if ( isFunction( then ) ) {
+
+										// Special processors (notify) just wait for resolution
+										if ( special ) {
+											then.call(
+												returned,
+												resolve( maxDepth, deferred, Identity, special ),
+												resolve( maxDepth, deferred, Thrower, special )
+											);
+
+										// Normal processors (resolve) also hook into progress
+										} else {
+
+											// ...and disregard older resolution values
+											maxDepth++;
+
+											then.call(
+												returned,
+												resolve( maxDepth, deferred, Identity, special ),
+												resolve( maxDepth, deferred, Thrower, special ),
+												resolve( maxDepth, deferred, Identity,
+													deferred.notifyWith )
+											);
+										}
+
+									// Handle all other returned values
+									} else {
+
+										// Only substitute handlers pass on context
+										// and multiple values (non-spec behavior)
+										if ( handler !== Identity ) {
+											that = undefined;
+											args = [ returned ];
+										}
+
+										// Process the value(s)
+										// Default process is resolve
+										( special || deferred.resolveWith )( that, args );
+									}
+								},
+
+								// Only normal processors (resolve) catch and reject exceptions
+								process = special ?
+									mightThrow :
+									function() {
+										try {
+											mightThrow();
+										} catch ( e ) {
+
+											if ( jQuery.Deferred.exceptionHook ) {
+												jQuery.Deferred.exceptionHook( e,
+													process.stackTrace );
+											}
+
+											// Support: Promises/A+ section 2.3.3.3.4.1
+											// https://promisesaplus.com/#point-61
+											// Ignore post-resolution exceptions
+											if ( depth + 1 >= maxDepth ) {
+
+												// Only substitute handlers pass on context
+												// and multiple values (non-spec behavior)
+												if ( handler !== Thrower ) {
+													that = undefined;
+													args = [ e ];
+												}
+
+												deferred.rejectWith( that, args );
+											}
+										}
+									};
+
+							// Support: Promises/A+ section 2.3.3.3.1
+							// https://promisesaplus.com/#point-57
+							// Re-resolve promises immediately to dodge false rejection from
+							// subsequent errors
+							if ( depth ) {
+								process();
+							} else {
+
+								// Call an optional hook to record the stack, in case of exception
+								// since it's otherwise lost when execution goes async
+								if ( jQuery.Deferred.getStackHook ) {
+									process.stackTrace = jQuery.Deferred.getStackHook();
+								}
+								window.setTimeout( process );
+							}
+						};
+					}
+
+					return jQuery.Deferred( function( newDefer ) {
+
+						// progress_handlers.add( ... )
+						tuples[ 0 ][ 3 ].add(
+							resolve(
+								0,
+								newDefer,
+								isFunction( onProgress ) ?
+									onProgress :
+									Identity,
+								newDefer.notifyWith
+							)
+						);
+
+						// fulfilled_handlers.add( ... )
+						tuples[ 1 ][ 3 ].add(
+							resolve(
+								0,
+								newDefer,
+								isFunction( onFulfilled ) ?
+									onFulfilled :
+									Identity
+							)
+						);
+
+						// rejected_handlers.add( ... )
+						tuples[ 2 ][ 3 ].add(
+							resolve(
+								0,
+								newDefer,
+								isFunction( onRejected ) ?
+									onRejected :
+									Thrower
+							)
+						);
+					} ).promise();
+				},
+
+				// Get a promise for this deferred
+				// If obj is provided, the promise aspect is added to the object
+				promise: function( obj ) {
+					return obj != null ? jQuery.extend( obj, promise ) : promise;
+				}
+			},
+			deferred = {};
+
+		// Add list-specific methods
+		jQuery.each( tuples, function( i, tuple ) {
+			var list = tuple[ 2 ],
+				stateString = tuple[ 5 ];
+
+			// promise.progress = list.add
+			// promise.done = list.add
+			// promise.fail = list.add
+			promise[ tuple[ 1 ] ] = list.add;
+
+			// Handle state
+			if ( stateString ) {
+				list.add(
+					function() {
+
+						// state = "resolved" (i.e., fulfilled)
+						// state = "rejected"
+						state = stateString;
+					},
+
+					// rejected_callbacks.disable
+					// fulfilled_callbacks.disable
+					tuples[ 3 - i ][ 2 ].disable,
+
+					// rejected_handlers.disable
+					// fulfilled_handlers.disable
+					tuples[ 3 - i ][ 3 ].disable,
+
+					// progress_callbacks.lock
+					tuples[ 0 ][ 2 ].lock,
+
+					// progress_handlers.lock
+					tuples[ 0 ][ 3 ].lock
+				);
+			}
+
+			// progress_handlers.fire
+			// fulfilled_handlers.fire
+			// rejected_handlers.fire
+			list.add( tuple[ 3 ].fire );
+
+			// deferred.notify = function() { deferred.notifyWith(...) }
+			// deferred.resolve = function() { deferred.resolveWith(...) }
+			// deferred.reject = function() { deferred.rejectWith(...) }
+			deferred[ tuple[ 0 ] ] = function() {
+				deferred[ tuple[ 0 ] + "With" ]( this === deferred ? undefined : this, arguments );
+				return this;
+			};
+
+			// deferred.notifyWith = list.fireWith
+			// deferred.resolveWith = list.fireWith
+			// deferred.rejectWith = list.fireWith
+			deferred[ tuple[ 0 ] + "With" ] = list.fireWith;
+		} );
+
+		// Make the deferred a promise
+		promise.promise( deferred );
+
+		// Call given func if any
+		if ( func ) {
+			func.call( deferred, deferred );
+		}
+
+		// All done!
+		return deferred;
+	},
+
+	// Deferred helper
+	when: function( singleValue ) {
+		var
+
+			// count of uncompleted subordinates
+			remaining = arguments.length,
+
+			// count of unprocessed arguments
+			i = remaining,
+
+			// subordinate fulfillment data
+			resolveContexts = Array( i ),
+			resolveValues = slice.call( arguments ),
+
+			// the primary Deferred
+			primary = jQuery.Deferred(),
+
+			// subordinate callback factory
+			updateFunc = function( i ) {
+				return function( value ) {
+					resolveContexts[ i ] = this;
+					resolveValues[ i ] = arguments.length > 1 ? slice.call( arguments ) : value;
+					if ( !( --remaining ) ) {
+						primary.resolveWith( resolveContexts, resolveValues );
+					}
+				};
+			};
+
+		// Single- and empty arguments are adopted like Promise.resolve
+		if ( remaining <= 1 ) {
+			adoptValue( singleValue, primary.done( updateFunc( i ) ).resolve, primary.reject,
+				!remaining );
+
+			// Use .then() to unwrap secondary thenables (cf. gh-3000)
+			if ( primary.state() === "pending" ||
+				isFunction( resolveValues[ i ] && resolveValues[ i ].then ) ) {
+
+				return primary.then();
+			}
+		}
+
+		// Multiple arguments are aggregated like Promise.all array elements
+		while ( i-- ) {
+			adoptValue( resolveValues[ i ], updateFunc( i ), primary.reject );
+		}
+
+		return primary.promise();
+	}
+} );
+
+
+// These usually indicate a programmer mistake during development,
+// warn about them ASAP rather than swallowing them by default.
+var rerrorNames = /^(Eval|Internal|Range|Reference|Syntax|Type|URI)Error$/;
+
+jQuery.Deferred.exceptionHook = function( error, stack ) {
+
+	// Support: IE 8 - 9 only
+	// Console exists when dev tools are open, which can happen at any time
+	if ( window.console && window.console.warn && error && rerrorNames.test( error.name ) ) {
+		window.console.warn( "jQuery.Deferred exception: " + error.message, error.stack, stack );
+	}
+};
+
+
+
+
+jQuery.readyException = function( error ) {
+	window.setTimeout( function() {
+		throw error;
+	} );
+};
+
+
+
+
+// The deferred used on DOM ready
+var readyList = jQuery.Deferred();
+
+jQuery.fn.ready = function( fn ) {
+
+	readyList
+		.then( fn )
+
+		// Wrap jQuery.readyException in a function so that the lookup
+		// happens at the time of error handling instead of callback
+		// registration.
+		.catch( function( error ) {
+			jQuery.readyException( error );
+		} );
+
+	return this;
+};
+
+jQuery.extend( {
+
+	// Is the DOM ready to be used? Set to true once it occurs.
+	isReady: false,
+
+	// A counter to track how many items to wait for before
+	// the ready event fires. See #6781
+	readyWait: 1,
+
+	// Handle when the DOM is ready
+	ready: function( wait ) {
+
+		// Abort if there are pending holds or we're already ready
+		if ( wait === true ? --jQuery.readyWait : jQuery.isReady ) {
+			return;
+		}
+
+		// Remember that the DOM is ready
+		jQuery.isReady = true;
+
+		// If a normal DOM Ready event fired, decrement, and wait if need be
+		if ( wait !== true && --jQuery.readyWait > 0 ) {
+			return;
+		}
+
+		// If there are functions bound, to execute
+		readyList.resolveWith( document, [ jQuery ] );
+	}
+} );
+
+jQuery.ready.then = readyList.then;
+
+// The ready event handler and self cleanup method
+function completed() {
+	document.removeEventListener( "DOMContentLoaded", completed );
+	window.removeEventListener( "load", completed );
+	jQuery.ready();
+}
+
+// Catch cases where $(document).ready() is called
+// after the browser event has already occurred.
+// Support: IE <=9 - 10 only
+// Older IE sometimes signals "interactive" too soon
+if ( document.readyState === "complete" ||
+	( document.readyState !== "loading" && !document.documentElement.doScroll ) ) {
+
+	// Handle it asynchronously to allow scripts the opportunity to delay ready
+	window.setTimeout( jQuery.ready );
+
+} else {
+
+	// Use the handy event callback
+	document.addEventListener( "DOMContentLoaded", completed );
+
+	// A fallback to window.onload, that will always work
+	window.addEventListener( "load", completed );
+}
+
+
+
+
+// Multifunctional method to get and set values of a collection
+// The value/s can optionally be executed if it's a function
+var access = function( elems, fn, key, value, chainable, emptyGet, raw ) {
+	var i = 0,
+		len = elems.length,
+		bulk = key == null;
+
+	// Sets many values
+	if ( toType( key ) === "object" ) {
+		chainable = true;
+		for ( i in key ) {
+			access( elems, fn, i, key[ i ], true, emptyGet, raw );
+		}
+
+	// Sets one value
+	} else if ( value !== undefined ) {
+		chainable = true;
+
+		if ( !isFunction( value ) ) {
+			raw = true;
+		}
+
+		if ( bulk ) {
+
+			// Bulk operations run against the entire set
+			if ( raw ) {
+				fn.call( elems, value );
+				fn = null;
+
+			// ...except when executing function values
+			} else {
+				bulk = fn;
+				fn = function( elem, _key, value ) {
+					return bulk.call( jQuery( elem ), value );
+				};
+			}
+		}
+
+		if ( fn ) {
+			for ( ; i < len; i++ ) {
+				fn(
+					elems[ i ], key, raw ?
+						value :
+						value.call( elems[ i ], i, fn( elems[ i ], key ) )
+				);
+			}
+		}
+	}
+
+	if ( chainable ) {
+		return elems;
+	}
+
+	// Gets
+	if ( bulk ) {
+		return fn.call( elems );
+	}
+
+	return len ? fn( elems[ 0 ], key ) : emptyGet;
+};
+
+
+// Matches dashed string for camelizing
+var rmsPrefix = /^-ms-/,
+	rdashAlpha = /-([a-z])/g;
+
+// Used by camelCase as callback to replace()
+function fcamelCase( _all, letter ) {
+	return letter.toUpperCase();
+}
+
+// Convert dashed to camelCase; used by the css and data modules
+// Support: IE <=9 - 11, Edge 12 - 15
+// Microsoft forgot to hump their vendor prefix (#9572)
+function camelCase( string ) {
+	return string.replace( rmsPrefix, "ms-" ).replace( rdashAlpha, fcamelCase );
+}
+var acceptData = function( owner ) {
+
+	// Accepts only:
+	//  - Node
+	//    - Node.ELEMENT_NODE
+	//    - Node.DOCUMENT_NODE
+	//  - Object
+	//    - Any
+	return owner.nodeType === 1 || owner.nodeType === 9 || !( +owner.nodeType );
+};
+
+
+
+
+function Data() {
+	this.expando = jQuery.expando + Data.uid++;
+}
+
+Data.uid = 1;
+
+Data.prototype = {
+
+	cache: function( owner ) {
+
+		// Check if the owner object already has a cache
+		var value = owner[ this.expando ];
+
+		// If not, create one
+		if ( !value ) {
+			value = {};
+
+			// We can accept data for non-element nodes in modern browsers,
+			// but we should not, see #8335.
+			// Always return an empty object.
+			if ( acceptData( owner ) ) {
+
+				// If it is a node unlikely to be stringify-ed or looped over
+				// use plain assignment
+				if ( owner.nodeType ) {
+					owner[ this.expando ] = value;
+
+				// Otherwise secure it in a non-enumerable property
+				// configurable must be true to allow the property to be
+				// deleted when data is removed
+				} else {
+					Object.defineProperty( owner, this.expando, {
+						value: value,
+						configurable: true
+					} );
+				}
+			}
+		}
+
+		return value;
+	},
+	set: function( owner, data, value ) {
+		var prop,
+			cache = this.cache( owner );
+
+		// Handle: [ owner, key, value ] args
+		// Always use camelCase key (gh-2257)
+		if ( typeof data === "string" ) {
+			cache[ camelCase( data ) ] = value;
+
+		// Handle: [ owner, { properties } ] args
+		} else {
+
+			// Copy the properties one-by-one to the cache object
+			for ( prop in data ) {
+				cache[ camelCase( prop ) ] = data[ prop ];
+			}
+		}
+		return cache;
+	},
+	get: function( owner, key ) {
+		return key === undefined ?
+			this.cache( owner ) :
+
+			// Always use camelCase key (gh-2257)
+			owner[ this.expando ] && owner[ this.expando ][ camelCase( key ) ];
+	},
+	access: function( owner, key, value ) {
+
+		// In cases where either:
+		//
+		//   1. No key was specified
+		//   2. A string key was specified, but no value provided
+		//
+		// Take the "read" path and allow the get method to determine
+		// which value to return, respectively either:
+		//
+		//   1. The entire cache object
+		//   2. The data stored at the key
+		//
+		if ( key === undefined ||
+				( ( key && typeof key === "string" ) && value === undefined ) ) {
+
+			return this.get( owner, key );
+		}
+
+		// When the key is not a string, or both a key and value
+		// are specified, set or extend (existing objects) with either:
+		//
+		//   1. An object of properties
+		//   2. A key and value
+		//
+		this.set( owner, key, value );
+
+		// Since the "set" path can have two possible entry points
+		// return the expected data based on which path was taken[*]
+		return value !== undefined ? value : key;
+	},
+	remove: function( owner, key ) {
+		var i,
+			cache = owner[ this.expando ];
+
+		if ( cache === undefined ) {
+			return;
+		}
+
+		if ( key !== undefined ) {
+
+			// Support array or space separated string of keys
+			if ( Array.isArray( key ) ) {
+
+				// If key is an array of keys...
+				// We always set camelCase keys, so remove that.
+				key = key.map( camelCase );
+			} else {
+				key = camelCase( key );
+
+				// If a key with the spaces exists, use it.
+				// Otherwise, create an array by matching non-whitespace
+				key = key in cache ?
+					[ key ] :
+					( key.match( rnothtmlwhite ) || [] );
+			}
+
+			i = key.length;
+
+			while ( i-- ) {
+				delete cache[ key[ i ] ];
+			}
+		}
+
+		// Remove the expando if there's no more data
+		if ( key === undefined || jQuery.isEmptyObject( cache ) ) {
+
+			// Support: Chrome <=35 - 45
+			// Webkit & Blink performance suffers when deleting properties
+			// from DOM nodes, so set to undefined instead
+			// https://bugs.chromium.org/p/chromium/issues/detail?id=378607 (bug restricted)
+			if ( owner.nodeType ) {
+				owner[ this.expando ] = undefined;
+			} else {
+				delete owner[ this.expando ];
+			}
+		}
+	},
+	hasData: function( owner ) {
+		var cache = owner[ this.expando ];
+		return cache !== undefined && !jQuery.isEmptyObject( cache );
+	}
+};
+var dataPriv = new Data();
+
+var dataUser = new Data();
+
+
+
+//	Implementation Summary
+//
+//	1. Enforce API surface and semantic compatibility with 1.9.x branch
+//	2. Improve the module's maintainability by reducing the storage
+//		paths to a single mechanism.
+//	3. Use the same single mechanism to support "private" and "user" data.
+//	4. _Never_ expose "private" data to user code (TODO: Drop _data, _removeData)
+//	5. Avoid exposing implementation details on user objects (eg. expando properties)
+//	6. Provide a clear path for implementation upgrade to WeakMap in 2014
+
+var rbrace = /^(?:\{[\w\W]*\}|\[[\w\W]*\])$/,
+	rmultiDash = /[A-Z]/g;
+
+function getData( data ) {
+	if ( data === "true" ) {
+		return true;
+	}
+
+	if ( data === "false" ) {
+		return false;
+	}
+
+	if ( data === "null" ) {
+		return null;
+	}
+
+	// Only convert to a number if it doesn't change the string
+	if ( data === +data + "" ) {
+		return +data;
+	}
+
+	if ( rbrace.test( data ) ) {
+		return JSON.parse( data );
+	}
+
+	return data;
+}
+
+function dataAttr( elem, key, data ) {
+	var name;
+
+	// If nothing was found internally, try to fetch any
+	// data from the HTML5 data-* attribute
+	if ( data === undefined && elem.nodeType === 1 ) {
+		name = "data-" + key.replace( rmultiDash, "-$&" ).toLowerCase();
+		data = elem.getAttribute( name );
+
+		if ( typeof data === "string" ) {
+			try {
+				data = getData( data );
+			} catch ( e ) {}
+
+			// Make sure we set the data so it isn't changed later
+			dataUser.set( elem, key, data );
+		} else {
+			data = undefined;
+		}
+	}
+	return data;
+}
+
+jQuery.extend( {
+	hasData: function( elem ) {
+		return dataUser.hasData( elem ) || dataPriv.hasData( elem );
+	},
+
+	data: function( elem, name, data ) {
+		return dataUser.access( elem, name, data );
+	},
+
+	removeData: function( elem, name ) {
+		dataUser.remove( elem, name );
+	},
+
+	// TODO: Now that all calls to _data and _removeData have been replaced
+	// with direct calls to dataPriv methods, these can be deprecated.
+	_data: function( elem, name, data ) {
+		return dataPriv.access( elem, name, data );
+	},
+
+	_removeData: function( elem, name ) {
+		dataPriv.remove( elem, name );
+	}
+} );
+
+jQuery.fn.extend( {
+	data: function( key, value ) {
+		var i, name, data,
+			elem = this[ 0 ],
+			attrs = elem && elem.attributes;
+
+		// Gets all values
+		if ( key === undefined ) {
+			if ( this.length ) {
+				data = dataUser.get( elem );
+
+				if ( elem.nodeType === 1 && !dataPriv.get( elem, "hasDataAttrs" ) ) {
+					i = attrs.length;
+					while ( i-- ) {
+
+						// Support: IE 11 only
+						// The attrs elements can be null (#14894)
+						if ( attrs[ i ] ) {
+							name = attrs[ i ].name;
+							if ( name.indexOf( "data-" ) === 0 ) {
+								name = camelCase( name.slice( 5 ) );
+								dataAttr( elem, name, data[ name ] );
+							}
+						}
+					}
+					dataPriv.set( elem, "hasDataAttrs", true );
+				}
+			}
+
+			return data;
+		}
+
+		// Sets multiple values
+		if ( typeof key === "object" ) {
+			return this.each( function() {
+				dataUser.set( this, key );
+			} );
+		}
+
+		return access( this, function( value ) {
+			var data;
+
+			// The calling jQuery object (element matches) is not empty
+			// (and therefore has an element appears at this[ 0 ]) and the
+			// `value` parameter was not undefined. An empty jQuery object
+			// will result in `undefined` for elem = this[ 0 ] which will
+			// throw an exception if an attempt to read a data cache is made.
+			if ( elem && value === undefined ) {
+
+				// Attempt to get data from the cache
+				// The key will always be camelCased in Data
+				data = dataUser.get( elem, key );
+				if ( data !== undefined ) {
+					return data;
+				}
+
+				// Attempt to "discover" the data in
+				// HTML5 custom data-* attrs
+				data = dataAttr( elem, key );
+				if ( data !== undefined ) {
+					return data;
+				}
+
+				// We tried really hard, but the data doesn't exist.
+				return;
+			}
+
+			// Set the data...
+			this.each( function() {
+
+				// We always store the camelCased key
+				dataUser.set( this, key, value );
+			} );
+		}, null, value, arguments.length > 1, null, true );
+	},
+
+	removeData: function( key ) {
+		return this.each( function() {
+			dataUser.remove( this, key );
+		} );
+	}
+} );
+
+
+jQuery.extend( {
+	queue: function( elem, type, data ) {
+		var queue;
+
+		if ( elem ) {
+			type = ( type || "fx" ) + "queue";
+			queue = dataPriv.get( elem, type );
+
+			// Speed up dequeue by getting out quickly if this is just a lookup
+			if ( data ) {
+				if ( !queue || Array.isArray( data ) ) {
+					queue = dataPriv.access( elem, type, jQuery.makeArray( data ) );
+				} else {
+					queue.push( data );
+				}
+			}
+			return queue || [];
+		}
+	},
+
+	dequeue: function( elem, type ) {
+		type = type || "fx";
+
+		var queue = jQuery.queue( elem, type ),
+			startLength = queue.length,
+			fn = queue.shift(),
+			hooks = jQuery._queueHooks( elem, type ),
+			next = function() {
+				jQuery.dequeue( elem, type );
+			};
+
+		// If the fx queue is dequeued, always remove the progress sentinel
+		if ( fn === "inprogress" ) {
+			fn = queue.shift();
+			startLength--;
+		}
+
+		if ( fn ) {
+
+			// Add a progress sentinel to prevent the fx queue from being
+			// automatically dequeued
+			if ( type === "fx" ) {
+				queue.unshift( "inprogress" );
+			}
+
+			// Clear up the last queue stop function
+			delete hooks.stop;
+			fn.call( elem, next, hooks );
+		}
+
+		if ( !startLength && hooks ) {
+			hooks.empty.fire();
+		}
+	},
+
+	// Not public - generate a queueHooks object, or return the current one
+	_queueHooks: function( elem, type ) {
+		var key = type + "queueHooks";
+		return dataPriv.get( elem, key ) || dataPriv.access( elem, key, {
+			empty: jQuery.Callbacks( "once memory" ).add( function() {
+				dataPriv.remove( elem, [ type + "queue", key ] );
+			} )
+		} );
+	}
+} );
+
+jQuery.fn.extend( {
+	queue: function( type, data ) {
+		var setter = 2;
+
+		if ( typeof type !== "string" ) {
+			data = type;
+			type = "fx";
+			setter--;
+		}
+
+		if ( arguments.length < setter ) {
+			return jQuery.queue( this[ 0 ], type );
+		}
+
+		return data === undefined ?
+			this :
+			this.each( function() {
+				var queue = jQuery.queue( this, type, data );
+
+				// Ensure a hooks for this queue
+				jQuery._queueHooks( this, type );
+
+				if ( type === "fx" && queue[ 0 ] !== "inprogress" ) {
+					jQuery.dequeue( this, type );
+				}
+			} );
+	},
+	dequeue: function( type ) {
+		return this.each( function() {
+			jQuery.dequeue( this, type );
+		} );
+	},
+	clearQueue: function( type ) {
+		return this.queue( type || "fx", [] );
+	},
+
+	// Get a promise resolved when queues of a certain type
+	// are emptied (fx is the type by default)
+	promise: function( type, obj ) {
+		var tmp,
+			count = 1,
+			defer = jQuery.Deferred(),
+			elements = this,
+			i = this.length,
+			resolve = function() {
+				if ( !( --count ) ) {
+					defer.resolveWith( elements, [ elements ] );
+				}
+			};
+
+		if ( typeof type !== "string" ) {
+			obj = type;
+			type = undefined;
+		}
+		type = type || "fx";
+
+		while ( i-- ) {
+			tmp = dataPriv.get( elements[ i ], type + "queueHooks" );
+			if ( tmp && tmp.empty ) {
+				count++;
+				tmp.empty.add( resolve );
+			}
+		}
+		resolve();
+		return defer.promise( obj );
+	}
+} );
+var pnum = ( /[+-]?(?:\d*\.|)\d+(?:[eE][+-]?\d+|)/ ).source;
+
+var rcssNum = new RegExp( "^(?:([+-])=|)(" + pnum + ")([a-z%]*)$", "i" );
+
+
+var cssExpand = [ "Top", "Right", "Bottom", "Left" ];
+
+var documentElement = document.documentElement;
+
+
+
+	var isAttached = function( elem ) {
+			return jQuery.contains( elem.ownerDocument, elem );
+		},
+		composed = { composed: true };
+
+	// Support: IE 9 - 11+, Edge 12 - 18+, iOS 10.0 - 10.2 only
+	// Check attachment across shadow DOM boundaries when possible (gh-3504)
+	// Support: iOS 10.0-10.2 only
+	// Early iOS 10 versions support `attachShadow` but not `getRootNode`,
+	// leading to errors. We need to check for `getRootNode`.
+	if ( documentElement.getRootNode ) {
+		isAttached = function( elem ) {
+			return jQuery.contains( elem.ownerDocument, elem ) ||
+				elem.getRootNode( composed ) === elem.ownerDocument;
+		};
+	}
+var isHiddenWithinTree = function( elem, el ) {
+
+		// isHiddenWithinTree might be called from jQuery#filter function;
+		// in that case, element will be second argument
+		elem = el || elem;
+
+		// Inline style trumps all
+		return elem.style.display === "none" ||
+			elem.style.display === "" &&
+
+			// Otherwise, check computed style
+			// Support: Firefox <=43 - 45
+			// Disconnected elements can have computed display: none, so first confirm that elem is
+			// in the document.
+			isAttached( elem ) &&
+
+			jQuery.css( elem, "display" ) === "none";
+	};
+
+
+
+function adjustCSS( elem, prop, valueParts, tween ) {
+	var adjusted, scale,
+		maxIterations = 20,
+		currentValue = tween ?
+			function() {
+				return tween.cur();
+			} :
+			function() {
+				return jQuery.css( elem, prop, "" );
+			},
+		initial = currentValue(),
+		unit = valueParts && valueParts[ 3 ] || ( jQuery.cssNumber[ prop ] ? "" : "px" ),
+
+		// Starting value computation is required for potential unit mismatches
+		initialInUnit = elem.nodeType &&
+			( jQuery.cssNumber[ prop ] || unit !== "px" && +initial ) &&
+			rcssNum.exec( jQuery.css( elem, prop ) );
+
+	if ( initialInUnit && initialInUnit[ 3 ] !== unit ) {
+
+		// Support: Firefox <=54
+		// Halve the iteration target value to prevent interference from CSS upper bounds (gh-2144)
+		initial = initial / 2;
+
+		// Trust units reported by jQuery.css
+		unit = unit || initialInUnit[ 3 ];
+
+		// Iteratively approximate from a nonzero starting point
+		initialInUnit = +initial || 1;
+
+		while ( maxIterations-- ) {
+
+			// Evaluate and update our best guess (doubling guesses that zero out).
+			// Finish if the scale equals or crosses 1 (making the old*new product non-positive).
+			jQuery.style( elem, prop, initialInUnit + unit );
+			if ( ( 1 - scale ) * ( 1 - ( scale = currentValue() / initial || 0.5 ) ) <= 0 ) {
+				maxIterations = 0;
+			}
+			initialInUnit = initialInUnit / scale;
+
+		}
+
+		initialInUnit = initialInUnit * 2;
+		jQuery.style( elem, prop, initialInUnit + unit );
+
+		// Make sure we update the tween properties later on
+		valueParts = valueParts || [];
+	}
+
+	if ( valueParts ) {
+		initialInUnit = +initialInUnit || +initial || 0;
+
+		// Apply relative offset (+=/-=) if specified
+		adjusted = valueParts[ 1 ] ?
+			initialInUnit + ( valueParts[ 1 ] + 1 ) * valueParts[ 2 ] :
+			+valueParts[ 2 ];
+		if ( tween ) {
+			tween.unit = unit;
+			tween.start = initialInUnit;
+			tween.end = adjusted;
+		}
+	}
+	return adjusted;
+}
+
+
+var defaultDisplayMap = {};
+
+function getDefaultDisplay( elem ) {
+	var temp,
+		doc = elem.ownerDocument,
+		nodeName = elem.nodeName,
+		display = defaultDisplayMap[ nodeName ];
+
+	if ( display ) {
+		return display;
+	}
+
+	temp = doc.body.appendChild( doc.createElement( nodeName ) );
+	display = jQuery.css( temp, "display" );
+
+	temp.parentNode.removeChild( temp );
+
+	if ( display === "none" ) {
+		display = "block";
+	}
+	defaultDisplayMap[ nodeName ] = display;
+
+	return display;
+}
+
+function showHide( elements, show ) {
+	var display, elem,
+		values = [],
+		index = 0,
+		length = elements.length;
+
+	// Determine new display value for elements that need to change
+	for ( ; index < length; index++ ) {
+		elem = elements[ index ];
+		if ( !elem.style ) {
+			continue;
+		}
+
+		display = elem.style.display;
+		if ( show ) {
+
+			// Since we force visibility upon cascade-hidden elements, an immediate (and slow)
+			// check is required in this first loop unless we have a nonempty display value (either
+			// inline or about-to-be-restored)
+			if ( display === "none" ) {
+				values[ index ] = dataPriv.get( elem, "display" ) || null;
+				if ( !values[ index ] ) {
+					elem.style.display = "";
+				}
+			}
+			if ( elem.style.display === "" && isHiddenWithinTree( elem ) ) {
+				values[ index ] = getDefaultDisplay( elem );
+			}
+		} else {
+			if ( display !== "none" ) {
+				values[ index ] = "none";
+
+				// Remember what we're overwriting
+				dataPriv.set( elem, "display", display );
+			}
+		}
+	}
+
+	// Set the display of the elements in a second loop to avoid constant reflow
+	for ( index = 0; index < length; index++ ) {
+		if ( values[ index ] != null ) {
+			elements[ index ].style.display = values[ index ];
+		}
+	}
+
+	return elements;
+}
+
+jQuery.fn.extend( {
+	show: function() {
+		return showHide( this, true );
+	},
+	hide: function() {
+		return showHide( this );
+	},
+	toggle: function( state ) {
+		if ( typeof state === "boolean" ) {
+			return state ? this.show() : this.hide();
+		}
+
+		return this.each( function() {
+			if ( isHiddenWithinTree( this ) ) {
+				jQuery( this ).show();
+			} else {
+				jQuery( this ).hide();
+			}
+		} );
+	}
+} );
+var rcheckableType = ( /^(?:checkbox|radio)$/i );
+
+var rtagName = ( /<([a-z][^\/\0>\x20\t\r\n\f]*)/i );
+
+var rscriptType = ( /^$|^module$|\/(?:java|ecma)script/i );
+
+
+
+( function() {
+	var fragment = document.createDocumentFragment(),
+		div = fragment.appendChild( document.createElement( "div" ) ),
+		input = document.createElement( "input" );
+
+	// Support: Android 4.0 - 4.3 only
+	// Check state lost if the name is set (#11217)
+	// Support: Windows Web Apps (WWA)
+	// `name` and `type` must use .setAttribute for WWA (#14901)
+	input.setAttribute( "type", "radio" );
+	input.setAttribute( "checked", "checked" );
+	input.setAttribute( "name", "t" );
+
+	div.appendChild( input );
+
+	// Support: Android <=4.1 only
+	// Older WebKit doesn't clone checked state correctly in fragments
+	support.checkClone = div.cloneNode( true ).cloneNode( true ).lastChild.checked;
+
+	// Support: IE <=11 only
+	// Make sure textarea (and checkbox) defaultValue is properly cloned
+	div.innerHTML = "<textarea>x</textarea>";
+	support.noCloneChecked = !!div.cloneNode( true ).lastChild.defaultValue;
+
+	// Support: IE <=9 only
+	// IE <=9 replaces <option> tags with their contents when inserted outside of
+	// the select element.
+	div.innerHTML = "<option></option>";
+	support.option = !!div.lastChild;
+} )();
+
+
+// We have to close these tags to support XHTML (#13200)
+var wrapMap = {
+
+	// XHTML parsers do not magically insert elements in the
+	// same way that tag soup parsers do. So we cannot shorten
+	// this by omitting <tbody> or other required elements.
+	thead: [ 1, "<table>", "</table>" ],
+	col: [ 2, "<table><colgroup>", "</colgroup></table>" ],
+	tr: [ 2, "<table><tbody>", "</tbody></table>" ],
+	td: [ 3, "<table><tbody><tr>", "</tr></tbody></table>" ],
+
+	_default: [ 0, "", "" ]
+};
+
+wrapMap.tbody = wrapMap.tfoot = wrapMap.colgroup = wrapMap.caption = wrapMap.thead;
+wrapMap.th = wrapMap.td;
+
+// Support: IE <=9 only
+if ( !support.option ) {
+	wrapMap.optgroup = wrapMap.option = [ 1, "<select multiple='multiple'>", "</select>" ];
+}
+
+
+function getAll( context, tag ) {
+
+	// Support: IE <=9 - 11 only
+	// Use typeof to avoid zero-argument method invocation on host objects (#15151)
+	var ret;
+
+	if ( typeof context.getElementsByTagName !== "undefined" ) {
+		ret = context.getElementsByTagName( tag || "*" );
+
+	} else if ( typeof context.querySelectorAll !== "undefined" ) {
+		ret = context.querySelectorAll( tag || "*" );
+
+	} else {
+		ret = [];
+	}
+
+	if ( tag === undefined || tag && nodeName( context, tag ) ) {
+		return jQuery.merge( [ context ], ret );
+	}
+
+	return ret;
+}
+
+
+// Mark scripts as having already been evaluated
+function setGlobalEval( elems, refElements ) {
+	var i = 0,
+		l = elems.length;
+
+	for ( ; i < l; i++ ) {
+		dataPriv.set(
+			elems[ i ],
+			"globalEval",
+			!refElements || dataPriv.get( refElements[ i ], "globalEval" )
+		);
+	}
+}
+
+
+var rhtml = /<|&#?\w+;/;
+
+function buildFragment( elems, context, scripts, selection, ignored ) {
+	var elem, tmp, tag, wrap, attached, j,
+		fragment = context.createDocumentFragment(),
+		nodes = [],
+		i = 0,
+		l = elems.length;
+
+	for ( ; i < l; i++ ) {
+		elem = elems[ i ];
+
+		if ( elem || elem === 0 ) {
+
+			// Add nodes directly
+			if ( toType( elem ) === "object" ) {
+
+				// Support: Android <=4.0 only, PhantomJS 1 only
+				// push.apply(_, arraylike) throws on ancient WebKit
+				jQuery.merge( nodes, elem.nodeType ? [ elem ] : elem );
+
+			// Convert non-html into a text node
+			} else if ( !rhtml.test( elem ) ) {
+				nodes.push( context.createTextNode( elem ) );
+
+			// Convert html into DOM nodes
+			} else {
+				tmp = tmp || fragment.appendChild( context.createElement( "div" ) );
+
+				// Deserialize a standard representation
+				tag = ( rtagName.exec( elem ) || [ "", "" ] )[ 1 ].toLowerCase();
+				wrap = wrapMap[ tag ] || wrapMap._default;
+				tmp.innerHTML = wrap[ 1 ] + jQuery.htmlPrefilter( elem ) + wrap[ 2 ];
+
+				// Descend through wrappers to the right content
+				j = wrap[ 0 ];
+				while ( j-- ) {
+					tmp = tmp.lastChild;
+				}
+
+				// Support: Android <=4.0 only, PhantomJS 1 only
+				// push.apply(_, arraylike) throws on ancient WebKit
+				jQuery.merge( nodes, tmp.childNodes );
+
+				// Remember the top-level container
+				tmp = fragment.firstChild;
+
+				// Ensure the created nodes are orphaned (#12392)
+				tmp.textContent = "";
+			}
+		}
+	}
+
+	// Remove wrapper from fragment
+	fragment.textContent = "";
+
+	i = 0;
+	while ( ( elem = nodes[ i++ ] ) ) {
+
+		// Skip elements already in the context collection (trac-4087)
+		if ( selection && jQuery.inArray( elem, selection ) > -1 ) {
+			if ( ignored ) {
+				ignored.push( elem );
+			}
+			continue;
+		}
+
+		attached = isAttached( elem );
+
+		// Append to fragment
+		tmp = getAll( fragment.appendChild( elem ), "script" );
+
+		// Preserve script evaluation history
+		if ( attached ) {
+			setGlobalEval( tmp );
+		}
+
+		// Capture executables
+		if ( scripts ) {
+			j = 0;
+			while ( ( elem = tmp[ j++ ] ) ) {
+				if ( rscriptType.test( elem.type || "" ) ) {
+					scripts.push( elem );
+				}
+			}
+		}
+	}
+
+	return fragment;
+}
+
+
+var rtypenamespace = /^([^.]*)(?:\.(.+)|)/;
+
+function returnTrue() {
+	return true;
+}
+
+function returnFalse() {
+	return false;
+}
+
+// Support: IE <=9 - 11+
+// focus() and blur() are asynchronous, except when they are no-op.
+// So expect focus to be synchronous when the element is already active,
+// and blur to be synchronous when the element is not already active.
+// (focus and blur are always synchronous in other supported browsers,
+// this just defines when we can count on it).
+function expectSync( elem, type ) {
+	return ( elem === safeActiveElement() ) === ( type === "focus" );
+}
+
+// Support: IE <=9 only
+// Accessing document.activeElement can throw unexpectedly
+// https://bugs.jquery.com/ticket/13393
+function safeActiveElement() {
+	try {
+		return document.activeElement;
+	} catch ( err ) { }
+}
+
+function on( elem, types, selector, data, fn, one ) {
+	var origFn, type;
+
+	// Types can be a map of types/handlers
+	if ( typeof types === "object" ) {
+
+		// ( types-Object, selector, data )
+		if ( typeof selector !== "string" ) {
+
+			// ( types-Object, data )
+			data = data || selector;
+			selector = undefined;
+		}
+		for ( type in types ) {
+			on( elem, type, selector, data, types[ type ], one );
+		}
+		return elem;
+	}
+
+	if ( data == null && fn == null ) {
+
+		// ( types, fn )
+		fn = selector;
+		data = selector = undefined;
+	} else if ( fn == null ) {
+		if ( typeof selector === "string" ) {
+
+			// ( types, selector, fn )
+			fn = data;
+			data = undefined;
+		} else {
+
+			// ( types, data, fn )
+			fn = data;
+			data = selector;
+			selector = undefined;
+		}
+	}
+	if ( fn === false ) {
+		fn = returnFalse;
+	} else if ( !fn ) {
+		return elem;
+	}
+
+	if ( one === 1 ) {
+		origFn = fn;
+		fn = function( event ) {
+
+			// Can use an empty set, since event contains the info
+			jQuery().off( event );
+			return origFn.apply( this, arguments );
+		};
+
+		// Use same guid so caller can remove using origFn
+		fn.guid = origFn.guid || ( origFn.guid = jQuery.guid++ );
+	}
+	return elem.each( function() {
+		jQuery.event.add( this, types, fn, data, selector );
+	} );
+}
+
+/*
+ * Helper functions for managing events -- not part of the public interface.
+ * Props to Dean Edwards' addEvent library for many of the ideas.
+ */
+jQuery.event = {
+
+	global: {},
+
+	add: function( elem, types, handler, data, selector ) {
+
+		var handleObjIn, eventHandle, tmp,
+			events, t, handleObj,
+			special, handlers, type, namespaces, origType,
+			elemData = dataPriv.get( elem );
+
+		// Only attach events to objects that accept data
+		if ( !acceptData( elem ) ) {
+			return;
+		}
+
+		// Caller can pass in an object of custom data in lieu of the handler
+		if ( handler.handler ) {
+			handleObjIn = handler;
+			handler = handleObjIn.handler;
+			selector = handleObjIn.selector;
+		}
+
+		// Ensure that invalid selectors throw exceptions at attach time
+		// Evaluate against documentElement in case elem is a non-element node (e.g., document)
+		if ( selector ) {
+			jQuery.find.matchesSelector( documentElement, selector );
+		}
+
+		// Make sure that the handler has a unique ID, used to find/remove it later
+		if ( !handler.guid ) {
+			handler.guid = jQuery.guid++;
+		}
+
+		// Init the element's event structure and main handler, if this is the first
+		if ( !( events = elemData.events ) ) {
+			events = elemData.events = Object.create( null );
+		}
+		if ( !( eventHandle = elemData.handle ) ) {
+			eventHandle = elemData.handle = function( e ) {
+
+				// Discard the second event of a jQuery.event.trigger() and
+				// when an event is called after a page has unloaded
+				return typeof jQuery !== "undefined" && jQuery.event.triggered !== e.type ?
+					jQuery.event.dispatch.apply( elem, arguments ) : undefined;
+			};
+		}
+
+		// Handle multiple events separated by a space
+		types = ( types || "" ).match( rnothtmlwhite ) || [ "" ];
+		t = types.length;
+		while ( t-- ) {
+			tmp = rtypenamespace.exec( types[ t ] ) || [];
+			type = origType = tmp[ 1 ];
+			namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort();
+
+			// There *must* be a type, no attaching namespace-only handlers
+			if ( !type ) {
+				continue;
+			}
+
+			// If event changes its type, use the special event handlers for the changed type
+			special = jQuery.event.special[ type ] || {};
+
+			// If selector defined, determine special event api type, otherwise given type
+			type = ( selector ? special.delegateType : special.bindType ) || type;
+
+			// Update special based on newly reset type
+			special = jQuery.event.special[ type ] || {};
+
+			// handleObj is passed to all event handlers
+			handleObj = jQuery.extend( {
+				type: type,
+				origType: origType,
+				data: data,
+				handler: handler,
+				guid: handler.guid,
+				selector: selector,
+				needsContext: selector && jQuery.expr.match.needsContext.test( selector ),
+				namespace: namespaces.join( "." )
+			}, handleObjIn );
+
+			// Init the event handler queue if we're the first
+			if ( !( handlers = events[ type ] ) ) {
+				handlers = events[ type ] = [];
+				handlers.delegateCount = 0;
+
+				// Only use addEventListener if the special events handler returns false
+				if ( !special.setup ||
+					special.setup.call( elem, data, namespaces, eventHandle ) === false ) {
+
+					if ( elem.addEventListener ) {
+						elem.addEventListener( type, eventHandle );
+					}
+				}
+			}
+
+			if ( special.add ) {
+				special.add.call( elem, handleObj );
+
+				if ( !handleObj.handler.guid ) {
+					handleObj.handler.guid = handler.guid;
+				}
+			}
+
+			// Add to the element's handler list, delegates in front
+			if ( selector ) {
+				handlers.splice( handlers.delegateCount++, 0, handleObj );
+			} else {
+				handlers.push( handleObj );
+			}
+
+			// Keep track of which events have ever been used, for event optimization
+			jQuery.event.global[ type ] = true;
+		}
+
+	},
+
+	// Detach an event or set of events from an element
+	remove: function( elem, types, handler, selector, mappedTypes ) {
+
+		var j, origCount, tmp,
+			events, t, handleObj,
+			special, handlers, type, namespaces, origType,
+			elemData = dataPriv.hasData( elem ) && dataPriv.get( elem );
+
+		if ( !elemData || !( events = elemData.events ) ) {
+			return;
+		}
+
+		// Once for each type.namespace in types; type may be omitted
+		types = ( types || "" ).match( rnothtmlwhite ) || [ "" ];
+		t = types.length;
+		while ( t-- ) {
+			tmp = rtypenamespace.exec( types[ t ] ) || [];
+			type = origType = tmp[ 1 ];
+			namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort();
+
+			// Unbind all events (on this namespace, if provided) for the element
+			if ( !type ) {
+				for ( type in events ) {
+					jQuery.event.remove( elem, type + types[ t ], handler, selector, true );
+				}
+				continue;
+			}
+
+			special = jQuery.event.special[ type ] || {};
+			type = ( selector ? special.delegateType : special.bindType ) || type;
+			handlers = events[ type ] || [];
+			tmp = tmp[ 2 ] &&
+				new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" );
+
+			// Remove matching events
+			origCount = j = handlers.length;
+			while ( j-- ) {
+				handleObj = handlers[ j ];
+
+				if ( ( mappedTypes || origType === handleObj.origType ) &&
+					( !handler || handler.guid === handleObj.guid ) &&
+					( !tmp || tmp.test( handleObj.namespace ) ) &&
+					( !selector || selector === handleObj.selector ||
+						selector === "**" && handleObj.selector ) ) {
+					handlers.splice( j, 1 );
+
+					if ( handleObj.selector ) {
+						handlers.delegateCount--;
+					}
+					if ( special.remove ) {
+						special.remove.call( elem, handleObj );
+					}
+				}
+			}
+
+			// Remove generic event handler if we removed something and no more handlers exist
+			// (avoids potential for endless recursion during removal of special event handlers)
+			if ( origCount && !handlers.length ) {
+				if ( !special.teardown ||
+					special.teardown.call( elem, namespaces, elemData.handle ) === false ) {
+
+					jQuery.removeEvent( elem, type, elemData.handle );
+				}
+
+				delete events[ type ];
+			}
+		}
+
+		// Remove data and the expando if it's no longer used
+		if ( jQuery.isEmptyObject( events ) ) {
+			dataPriv.remove( elem, "handle events" );
+		}
+	},
+
+	dispatch: function( nativeEvent ) {
+
+		var i, j, ret, matched, handleObj, handlerQueue,
+			args = new Array( arguments.length ),
+
+			// Make a writable jQuery.Event from the native event object
+			event = jQuery.event.fix( nativeEvent ),
+
+			handlers = (
+				dataPriv.get( this, "events" ) || Object.create( null )
+			)[ event.type ] || [],
+			special = jQuery.event.special[ event.type ] || {};
+
+		// Use the fix-ed jQuery.Event rather than the (read-only) native event
+		args[ 0 ] = event;
+
+		for ( i = 1; i < arguments.length; i++ ) {
+			args[ i ] = arguments[ i ];
+		}
+
+		event.delegateTarget = this;
+
+		// Call the preDispatch hook for the mapped type, and let it bail if desired
+		if ( special.preDispatch && special.preDispatch.call( this, event ) === false ) {
+			return;
+		}
+
+		// Determine handlers
+		handlerQueue = jQuery.event.handlers.call( this, event, handlers );
+
+		// Run delegates first; they may want to stop propagation beneath us
+		i = 0;
+		while ( ( matched = handlerQueue[ i++ ] ) && !event.isPropagationStopped() ) {
+			event.currentTarget = matched.elem;
+
+			j = 0;
+			while ( ( handleObj = matched.handlers[ j++ ] ) &&
+				!event.isImmediatePropagationStopped() ) {
+
+				// If the event is namespaced, then each handler is only invoked if it is
+				// specially universal or its namespaces are a superset of the event's.
+				if ( !event.rnamespace || handleObj.namespace === false ||
+					event.rnamespace.test( handleObj.namespace ) ) {
+
+					event.handleObj = handleObj;
+					event.data = handleObj.data;
+
+					ret = ( ( jQuery.event.special[ handleObj.origType ] || {} ).handle ||
+						handleObj.handler ).apply( matched.elem, args );
+
+					if ( ret !== undefined ) {
+						if ( ( event.result = ret ) === false ) {
+							event.preventDefault();
+							event.stopPropagation();
+						}
+					}
+				}
+			}
+		}
+
+		// Call the postDispatch hook for the mapped type
+		if ( special.postDispatch ) {
+			special.postDispatch.call( this, event );
+		}
+
+		return event.result;
+	},
+
+	handlers: function( event, handlers ) {
+		var i, handleObj, sel, matchedHandlers, matchedSelectors,
+			handlerQueue = [],
+			delegateCount = handlers.delegateCount,
+			cur = event.target;
+
+		// Find delegate handlers
+		if ( delegateCount &&
+
+			// Support: IE <=9
+			// Black-hole SVG <use> instance trees (trac-13180)
+			cur.nodeType &&
+
+			// Support: Firefox <=42
+			// Suppress spec-violating clicks indicating a non-primary pointer button (trac-3861)
+			// https://www.w3.org/TR/DOM-Level-3-Events/#event-type-click
+			// Support: IE 11 only
+			// ...but not arrow key "clicks" of radio inputs, which can have `button` -1 (gh-2343)
+			!( event.type === "click" && event.button >= 1 ) ) {
+
+			for ( ; cur !== this; cur = cur.parentNode || this ) {
+
+				// Don't check non-elements (#13208)
+				// Don't process clicks on disabled elements (#6911, #8165, #11382, #11764)
+				if ( cur.nodeType === 1 && !( event.type === "click" && cur.disabled === true ) ) {
+					matchedHandlers = [];
+					matchedSelectors = {};
+					for ( i = 0; i < delegateCount; i++ ) {
+						handleObj = handlers[ i ];
+
+						// Don't conflict with Object.prototype properties (#13203)
+						sel = handleObj.selector + " ";
+
+						if ( matchedSelectors[ sel ] === undefined ) {
+							matchedSelectors[ sel ] = handleObj.needsContext ?
+								jQuery( sel, this ).index( cur ) > -1 :
+								jQuery.find( sel, this, null, [ cur ] ).length;
+						}
+						if ( matchedSelectors[ sel ] ) {
+							matchedHandlers.push( handleObj );
+						}
+					}
+					if ( matchedHandlers.length ) {
+						handlerQueue.push( { elem: cur, handlers: matchedHandlers } );
+					}
+				}
+			}
+		}
+
+		// Add the remaining (directly-bound) handlers
+		cur = this;
+		if ( delegateCount < handlers.length ) {
+			handlerQueue.push( { elem: cur, handlers: handlers.slice( delegateCount ) } );
+		}
+
+		return handlerQueue;
+	},
+
+	addProp: function( name, hook ) {
+		Object.defineProperty( jQuery.Event.prototype, name, {
+			enumerable: true,
+			configurable: true,
+
+			get: isFunction( hook ) ?
+				function() {
+					if ( this.originalEvent ) {
+						return hook( this.originalEvent );
+					}
+				} :
+				function() {
+					if ( this.originalEvent ) {
+						return this.originalEvent[ name ];
+					}
+				},
+
+			set: function( value ) {
+				Object.defineProperty( this, name, {
+					enumerable: true,
+					configurable: true,
+					writable: true,
+					value: value
+				} );
+			}
+		} );
+	},
+
+	fix: function( originalEvent ) {
+		return originalEvent[ jQuery.expando ] ?
+			originalEvent :
+			new jQuery.Event( originalEvent );
+	},
+
+	special: {
+		load: {
+
+			// Prevent triggered image.load events from bubbling to window.load
+			noBubble: true
+		},
+		click: {
+
+			// Utilize native event to ensure correct state for checkable inputs
+			setup: function( data ) {
+
+				// For mutual compressibility with _default, replace `this` access with a local var.
+				// `|| data` is dead code meant only to preserve the variable through minification.
+				var el = this || data;
+
+				// Claim the first handler
+				if ( rcheckableType.test( el.type ) &&
+					el.click && nodeName( el, "input" ) ) {
+
+					// dataPriv.set( el, "click", ... )
+					leverageNative( el, "click", returnTrue );
+				}
+
+				// Return false to allow normal processing in the caller
+				return false;
+			},
+			trigger: function( data ) {
+
+				// For mutual compressibility with _default, replace `this` access with a local var.
+				// `|| data` is dead code meant only to preserve the variable through minification.
+				var el = this || data;
+
+				// Force setup before triggering a click
+				if ( rcheckableType.test( el.type ) &&
+					el.click && nodeName( el, "input" ) ) {
+
+					leverageNative( el, "click" );
+				}
+
+				// Return non-false to allow normal event-path propagation
+				return true;
+			},
+
+			// For cross-browser consistency, suppress native .click() on links
+			// Also prevent it if we're currently inside a leveraged native-event stack
+			_default: function( event ) {
+				var target = event.target;
+				return rcheckableType.test( target.type ) &&
+					target.click && nodeName( target, "input" ) &&
+					dataPriv.get( target, "click" ) ||
+					nodeName( target, "a" );
+			}
+		},
+
+		beforeunload: {
+			postDispatch: function( event ) {
+
+				// Support: Firefox 20+
+				// Firefox doesn't alert if the returnValue field is not set.
+				if ( event.result !== undefined && event.originalEvent ) {
+					event.originalEvent.returnValue = event.result;
+				}
+			}
+		}
+	}
+};
+
+// Ensure the presence of an event listener that handles manually-triggered
+// synthetic events by interrupting progress until reinvoked in response to
+// *native* events that it fires directly, ensuring that state changes have
+// already occurred before other listeners are invoked.
+function leverageNative( el, type, expectSync ) {
+
+	// Missing expectSync indicates a trigger call, which must force setup through jQuery.event.add
+	if ( !expectSync ) {
+		if ( dataPriv.get( el, type ) === undefined ) {
+			jQuery.event.add( el, type, returnTrue );
+		}
+		return;
+	}
+
+	// Register the controller as a special universal handler for all event namespaces
+	dataPriv.set( el, type, false );
+	jQuery.event.add( el, type, {
+		namespace: false,
+		handler: function( event ) {
+			var notAsync, result,
+				saved = dataPriv.get( this, type );
+
+			if ( ( event.isTrigger & 1 ) && this[ type ] ) {
+
+				// Interrupt processing of the outer synthetic .trigger()ed event
+				// Saved data should be false in such cases, but might be a leftover capture object
+				// from an async native handler (gh-4350)
+				if ( !saved.length ) {
+
+					// Store arguments for use when handling the inner native event
+					// There will always be at least one argument (an event object), so this array
+					// will not be confused with a leftover capture object.
+					saved = slice.call( arguments );
+					dataPriv.set( this, type, saved );
+
+					// Trigger the native event and capture its result
+					// Support: IE <=9 - 11+
+					// focus() and blur() are asynchronous
+					notAsync = expectSync( this, type );
+					this[ type ]();
+					result = dataPriv.get( this, type );
+					if ( saved !== result || notAsync ) {
+						dataPriv.set( this, type, false );
+					} else {
+						result = {};
+					}
+					if ( saved !== result ) {
+
+						// Cancel the outer synthetic event
+						event.stopImmediatePropagation();
+						event.preventDefault();
+
+						// Support: Chrome 86+
+						// In Chrome, if an element having a focusout handler is blurred by
+						// clicking outside of it, it invokes the handler synchronously. If
+						// that handler calls `.remove()` on the element, the data is cleared,
+						// leaving `result` undefined. We need to guard against this.
+						return result && result.value;
+					}
+
+				// If this is an inner synthetic event for an event with a bubbling surrogate
+				// (focus or blur), assume that the surrogate already propagated from triggering the
+				// native event and prevent that from happening again here.
+				// This technically gets the ordering wrong w.r.t. to `.trigger()` (in which the
+				// bubbling surrogate propagates *after* the non-bubbling base), but that seems
+				// less bad than duplication.
+				} else if ( ( jQuery.event.special[ type ] || {} ).delegateType ) {
+					event.stopPropagation();
+				}
+
+			// If this is a native event triggered above, everything is now in order
+			// Fire an inner synthetic event with the original arguments
+			} else if ( saved.length ) {
+
+				// ...and capture the result
+				dataPriv.set( this, type, {
+					value: jQuery.event.trigger(
+
+						// Support: IE <=9 - 11+
+						// Extend with the prototype to reset the above stopImmediatePropagation()
+						jQuery.extend( saved[ 0 ], jQuery.Event.prototype ),
+						saved.slice( 1 ),
+						this
+					)
+				} );
+
+				// Abort handling of the native event
+				event.stopImmediatePropagation();
+			}
+		}
+	} );
+}
+
+jQuery.removeEvent = function( elem, type, handle ) {
+
+	// This "if" is needed for plain objects
+	if ( elem.removeEventListener ) {
+		elem.removeEventListener( type, handle );
+	}
+};
+
+jQuery.Event = function( src, props ) {
+
+	// Allow instantiation without the 'new' keyword
+	if ( !( this instanceof jQuery.Event ) ) {
+		return new jQuery.Event( src, props );
+	}
+
+	// Event object
+	if ( src && src.type ) {
+		this.originalEvent = src;
+		this.type = src.type;
+
+		// Events bubbling up the document may have been marked as prevented
+		// by a handler lower down the tree; reflect the correct value.
+		this.isDefaultPrevented = src.defaultPrevented ||
+				src.defaultPrevented === undefined &&
+
+				// Support: Android <=2.3 only
+				src.returnValue === false ?
+			returnTrue :
+			returnFalse;
+
+		// Create target properties
+		// Support: Safari <=6 - 7 only
+		// Target should not be a text node (#504, #13143)
+		this.target = ( src.target && src.target.nodeType === 3 ) ?
+			src.target.parentNode :
+			src.target;
+
+		this.currentTarget = src.currentTarget;
+		this.relatedTarget = src.relatedTarget;
+
+	// Event type
+	} else {
+		this.type = src;
+	}
+
+	// Put explicitly provided properties onto the event object
+	if ( props ) {
+		jQuery.extend( this, props );
+	}
+
+	// Create a timestamp if incoming event doesn't have one
+	this.timeStamp = src && src.timeStamp || Date.now();
+
+	// Mark it as fixed
+	this[ jQuery.expando ] = true;
+};
+
+// jQuery.Event is based on DOM3 Events as specified by the ECMAScript Language Binding
+// https://www.w3.org/TR/2003/WD-DOM-Level-3-Events-20030331/ecma-script-binding.html
+jQuery.Event.prototype = {
+	constructor: jQuery.Event,
+	isDefaultPrevented: returnFalse,
+	isPropagationStopped: returnFalse,
+	isImmediatePropagationStopped: returnFalse,
+	isSimulated: false,
+
+	preventDefault: function() {
+		var e = this.originalEvent;
+
+		this.isDefaultPrevented = returnTrue;
+
+		if ( e && !this.isSimulated ) {
+			e.preventDefault();
+		}
+	},
+	stopPropagation: function() {
+		var e = this.originalEvent;
+
+		this.isPropagationStopped = returnTrue;
+
+		if ( e && !this.isSimulated ) {
+			e.stopPropagation();
+		}
+	},
+	stopImmediatePropagation: function() {
+		var e = this.originalEvent;
+
+		this.isImmediatePropagationStopped = returnTrue;
+
+		if ( e && !this.isSimulated ) {
+			e.stopImmediatePropagation();
+		}
+
+		this.stopPropagation();
+	}
+};
+
+// Includes all common event props including KeyEvent and MouseEvent specific props
+jQuery.each( {
+	altKey: true,
+	bubbles: true,
+	cancelable: true,
+	changedTouches: true,
+	ctrlKey: true,
+	detail: true,
+	eventPhase: true,
+	metaKey: true,
+	pageX: true,
+	pageY: true,
+	shiftKey: true,
+	view: true,
+	"char": true,
+	code: true,
+	charCode: true,
+	key: true,
+	keyCode: true,
+	button: true,
+	buttons: true,
+	clientX: true,
+	clientY: true,
+	offsetX: true,
+	offsetY: true,
+	pointerId: true,
+	pointerType: true,
+	screenX: true,
+	screenY: true,
+	targetTouches: true,
+	toElement: true,
+	touches: true,
+	which: true
+}, jQuery.event.addProp );
+
+jQuery.each( { focus: "focusin", blur: "focusout" }, function( type, delegateType ) {
+	jQuery.event.special[ type ] = {
+
+		// Utilize native event if possible so blur/focus sequence is correct
+		setup: function() {
+
+			// Claim the first handler
+			// dataPriv.set( this, "focus", ... )
+			// dataPriv.set( this, "blur", ... )
+			leverageNative( this, type, expectSync );
+
+			// Return false to allow normal processing in the caller
+			return false;
+		},
+		trigger: function() {
+
+			// Force setup before trigger
+			leverageNative( this, type );
+
+			// Return non-false to allow normal event-path propagation
+			return true;
+		},
+
+		// Suppress native focus or blur as it's already being fired
+		// in leverageNative.
+		_default: function() {
+			return true;
+		},
+
+		delegateType: delegateType
+	};
+} );
+
+// Create mouseenter/leave events using mouseover/out and event-time checks
+// so that event delegation works in jQuery.
+// Do the same for pointerenter/pointerleave and pointerover/pointerout
+//
+// Support: Safari 7 only
+// Safari sends mouseenter too often; see:
+// https://bugs.chromium.org/p/chromium/issues/detail?id=470258
+// for the description of the bug (it existed in older Chrome versions as well).
+jQuery.each( {
+	mouseenter: "mouseover",
+	mouseleave: "mouseout",
+	pointerenter: "pointerover",
+	pointerleave: "pointerout"
+}, function( orig, fix ) {
+	jQuery.event.special[ orig ] = {
+		delegateType: fix,
+		bindType: fix,
+
+		handle: function( event ) {
+			var ret,
+				target = this,
+				related = event.relatedTarget,
+				handleObj = event.handleObj;
+
+			// For mouseenter/leave call the handler if related is outside the target.
+			// NB: No relatedTarget if the mouse left/entered the browser window
+			if ( !related || ( related !== target && !jQuery.contains( target, related ) ) ) {
+				event.type = handleObj.origType;
+				ret = handleObj.handler.apply( this, arguments );
+				event.type = fix;
+			}
+			return ret;
+		}
+	};
+} );
+
+jQuery.fn.extend( {
+
+	on: function( types, selector, data, fn ) {
+		return on( this, types, selector, data, fn );
+	},
+	one: function( types, selector, data, fn ) {
+		return on( this, types, selector, data, fn, 1 );
+	},
+	off: function( types, selector, fn ) {
+		var handleObj, type;
+		if ( types && types.preventDefault && types.handleObj ) {
+
+			// ( event )  dispatched jQuery.Event
+			handleObj = types.handleObj;
+			jQuery( types.delegateTarget ).off(
+				handleObj.namespace ?
+					handleObj.origType + "." + handleObj.namespace :
+					handleObj.origType,
+				handleObj.selector,
+				handleObj.handler
+			);
+			return this;
+		}
+		if ( typeof types === "object" ) {
+
+			// ( types-object [, selector] )
+			for ( type in types ) {
+				this.off( type, selector, types[ type ] );
+			}
+			return this;
+		}
+		if ( selector === false || typeof selector === "function" ) {
+
+			// ( types [, fn] )
+			fn = selector;
+			selector = undefined;
+		}
+		if ( fn === false ) {
+			fn = returnFalse;
+		}
+		return this.each( function() {
+			jQuery.event.remove( this, types, fn, selector );
+		} );
+	}
+} );
+
+
+var
+
+	// Support: IE <=10 - 11, Edge 12 - 13 only
+	// In IE/Edge using regex groups here causes severe slowdowns.
+	// See https://connect.microsoft.com/IE/feedback/details/1736512/
+	rnoInnerhtml = /<script|<style|<link/i,
+
+	// checked="checked" or checked
+	rchecked = /checked\s*(?:[^=]|=\s*.checked.)/i,
+	rcleanScript = /^\s*<!(?:\[CDATA\[|--)|(?:\]\]|--)>\s*$/g;
+
+// Prefer a tbody over its parent table for containing new rows
+function manipulationTarget( elem, content ) {
+	if ( nodeName( elem, "table" ) &&
+		nodeName( content.nodeType !== 11 ? content : content.firstChild, "tr" ) ) {
+
+		return jQuery( elem ).children( "tbody" )[ 0 ] || elem;
+	}
+
+	return elem;
+}
+
+// Replace/restore the type attribute of script elements for safe DOM manipulation
+function disableScript( elem ) {
+	elem.type = ( elem.getAttribute( "type" ) !== null ) + "/" + elem.type;
+	return elem;
+}
+function restoreScript( elem ) {
+	if ( ( elem.type || "" ).slice( 0, 5 ) === "true/" ) {
+		elem.type = elem.type.slice( 5 );
+	} else {
+		elem.removeAttribute( "type" );
+	}
+
+	return elem;
+}
+
+function cloneCopyEvent( src, dest ) {
+	var i, l, type, pdataOld, udataOld, udataCur, events;
+
+	if ( dest.nodeType !== 1 ) {
+		return;
+	}
+
+	// 1. Copy private data: events, handlers, etc.
+	if ( dataPriv.hasData( src ) ) {
+		pdataOld = dataPriv.get( src );
+		events = pdataOld.events;
+
+		if ( events ) {
+			dataPriv.remove( dest, "handle events" );
+
+			for ( type in events ) {
+				for ( i = 0, l = events[ type ].length; i < l; i++ ) {
+					jQuery.event.add( dest, type, events[ type ][ i ] );
+				}
+			}
+		}
+	}
+
+	// 2. Copy user data
+	if ( dataUser.hasData( src ) ) {
+		udataOld = dataUser.access( src );
+		udataCur = jQuery.extend( {}, udataOld );
+
+		dataUser.set( dest, udataCur );
+	}
+}
+
+// Fix IE bugs, see support tests
+function fixInput( src, dest ) {
+	var nodeName = dest.nodeName.toLowerCase();
+
+	// Fails to persist the checked state of a cloned checkbox or radio button.
+	if ( nodeName === "input" && rcheckableType.test( src.type ) ) {
+		dest.checked = src.checked;
+
+	// Fails to return the selected option to the default selected state when cloning options
+	} else if ( nodeName === "input" || nodeName === "textarea" ) {
+		dest.defaultValue = src.defaultValue;
+	}
+}
+
+function domManip( collection, args, callback, ignored ) {
+
+	// Flatten any nested arrays
+	args = flat( args );
+
+	var fragment, first, scripts, hasScripts, node, doc,
+		i = 0,
+		l = collection.length,
+		iNoClone = l - 1,
+		value = args[ 0 ],
+		valueIsFunction = isFunction( value );
+
+	// We can't cloneNode fragments that contain checked, in WebKit
+	if ( valueIsFunction ||
+			( l > 1 && typeof value === "string" &&
+				!support.checkClone && rchecked.test( value ) ) ) {
+		return collection.each( function( index ) {
+			var self = collection.eq( index );
+			if ( valueIsFunction ) {
+				args[ 0 ] = value.call( this, index, self.html() );
+			}
+			domManip( self, args, callback, ignored );
+		} );
+	}
+
+	if ( l ) {
+		fragment = buildFragment( args, collection[ 0 ].ownerDocument, false, collection, ignored );
+		first = fragment.firstChild;
+
+		if ( fragment.childNodes.length === 1 ) {
+			fragment = first;
+		}
+
+		// Require either new content or an interest in ignored elements to invoke the callback
+		if ( first || ignored ) {
+			scripts = jQuery.map( getAll( fragment, "script" ), disableScript );
+			hasScripts = scripts.length;
+
+			// Use the original fragment for the last item
+			// instead of the first because it can end up
+			// being emptied incorrectly in certain situations (#8070).
+			for ( ; i < l; i++ ) {
+				node = fragment;
+
+				if ( i !== iNoClone ) {
+					node = jQuery.clone( node, true, true );
+
+					// Keep references to cloned scripts for later restoration
+					if ( hasScripts ) {
+
+						// Support: Android <=4.0 only, PhantomJS 1 only
+						// push.apply(_, arraylike) throws on ancient WebKit
+						jQuery.merge( scripts, getAll( node, "script" ) );
+					}
+				}
+
+				callback.call( collection[ i ], node, i );
+			}
+
+			if ( hasScripts ) {
+				doc = scripts[ scripts.length - 1 ].ownerDocument;
+
+				// Reenable scripts
+				jQuery.map( scripts, restoreScript );
+
+				// Evaluate executable scripts on first document insertion
+				for ( i = 0; i < hasScripts; i++ ) {
+					node = scripts[ i ];
+					if ( rscriptType.test( node.type || "" ) &&
+						!dataPriv.access( node, "globalEval" ) &&
+						jQuery.contains( doc, node ) ) {
+
+						if ( node.src && ( node.type || "" ).toLowerCase()  !== "module" ) {
+
+							// Optional AJAX dependency, but won't run scripts if not present
+							if ( jQuery._evalUrl && !node.noModule ) {
+								jQuery._evalUrl( node.src, {
+									nonce: node.nonce || node.getAttribute( "nonce" )
+								}, doc );
+							}
+						} else {
+							DOMEval( node.textContent.replace( rcleanScript, "" ), node, doc );
+						}
+					}
+				}
+			}
+		}
+	}
+
+	return collection;
+}
+
+function remove( elem, selector, keepData ) {
+	var node,
+		nodes = selector ? jQuery.filter( selector, elem ) : elem,
+		i = 0;
+
+	for ( ; ( node = nodes[ i ] ) != null; i++ ) {
+		if ( !keepData && node.nodeType === 1 ) {
+			jQuery.cleanData( getAll( node ) );
+		}
+
+		if ( node.parentNode ) {
+			if ( keepData && isAttached( node ) ) {
+				setGlobalEval( getAll( node, "script" ) );
+			}
+			node.parentNode.removeChild( node );
+		}
+	}
+
+	return elem;
+}
+
+jQuery.extend( {
+	htmlPrefilter: function( html ) {
+		return html;
+	},
+
+	clone: function( elem, dataAndEvents, deepDataAndEvents ) {
+		var i, l, srcElements, destElements,
+			clone = elem.cloneNode( true ),
+			inPage = isAttached( elem );
+
+		// Fix IE cloning issues
+		if ( !support.noCloneChecked && ( elem.nodeType === 1 || elem.nodeType === 11 ) &&
+				!jQuery.isXMLDoc( elem ) ) {
+
+			// We eschew Sizzle here for performance reasons: https://jsperf.com/getall-vs-sizzle/2
+			destElements = getAll( clone );
+			srcElements = getAll( elem );
+
+			for ( i = 0, l = srcElements.length; i < l; i++ ) {
+				fixInput( srcElements[ i ], destElements[ i ] );
+			}
+		}
+
+		// Copy the events from the original to the clone
+		if ( dataAndEvents ) {
+			if ( deepDataAndEvents ) {
+				srcElements = srcElements || getAll( elem );
+				destElements = destElements || getAll( clone );
+
+				for ( i = 0, l = srcElements.length; i < l; i++ ) {
+					cloneCopyEvent( srcElements[ i ], destElements[ i ] );
+				}
+			} else {
+				cloneCopyEvent( elem, clone );
+			}
+		}
+
+		// Preserve script evaluation history
+		destElements = getAll( clone, "script" );
+		if ( destElements.length > 0 ) {
+			setGlobalEval( destElements, !inPage && getAll( elem, "script" ) );
+		}
+
+		// Return the cloned set
+		return clone;
+	},
+
+	cleanData: function( elems ) {
+		var data, elem, type,
+			special = jQuery.event.special,
+			i = 0;
+
+		for ( ; ( elem = elems[ i ] ) !== undefined; i++ ) {
+			if ( acceptData( elem ) ) {
+				if ( ( data = elem[ dataPriv.expando ] ) ) {
+					if ( data.events ) {
+						for ( type in data.events ) {
+							if ( special[ type ] ) {
+								jQuery.event.remove( elem, type );
+
+							// This is a shortcut to avoid jQuery.event.remove's overhead
+							} else {
+								jQuery.removeEvent( elem, type, data.handle );
+							}
+						}
+					}
+
+					// Support: Chrome <=35 - 45+
+					// Assign undefined instead of using delete, see Data#remove
+					elem[ dataPriv.expando ] = undefined;
+				}
+				if ( elem[ dataUser.expando ] ) {
+
+					// Support: Chrome <=35 - 45+
+					// Assign undefined instead of using delete, see Data#remove
+					elem[ dataUser.expando ] = undefined;
+				}
+			}
+		}
+	}
+} );
+
+jQuery.fn.extend( {
+	detach: function( selector ) {
+		return remove( this, selector, true );
+	},
+
+	remove: function( selector ) {
+		return remove( this, selector );
+	},
+
+	text: function( value ) {
+		return access( this, function( value ) {
+			return value === undefined ?
+				jQuery.text( this ) :
+				this.empty().each( function() {
+					if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
+						this.textContent = value;
+					}
+				} );
+		}, null, value, arguments.length );
+	},
+
+	append: function() {
+		return domManip( this, arguments, function( elem ) {
+			if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
+				var target = manipulationTarget( this, elem );
+				target.appendChild( elem );
+			}
+		} );
+	},
+
+	prepend: function() {
+		return domManip( this, arguments, function( elem ) {
+			if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
+				var target = manipulationTarget( this, elem );
+				target.insertBefore( elem, target.firstChild );
+			}
+		} );
+	},
+
+	before: function() {
+		return domManip( this, arguments, function( elem ) {
+			if ( this.parentNode ) {
+				this.parentNode.insertBefore( elem, this );
+			}
+		} );
+	},
+
+	after: function() {
+		return domManip( this, arguments, function( elem ) {
+			if ( this.parentNode ) {
+				this.parentNode.insertBefore( elem, this.nextSibling );
+			}
+		} );
+	},
+
+	empty: function() {
+		var elem,
+			i = 0;
+
+		for ( ; ( elem = this[ i ] ) != null; i++ ) {
+			if ( elem.nodeType === 1 ) {
+
+				// Prevent memory leaks
+				jQuery.cleanData( getAll( elem, false ) );
+
+				// Remove any remaining nodes
+				elem.textContent = "";
+			}
+		}
+
+		return this;
+	},
+
+	clone: function( dataAndEvents, deepDataAndEvents ) {
+		dataAndEvents = dataAndEvents == null ? false : dataAndEvents;
+		deepDataAndEvents = deepDataAndEvents == null ? dataAndEvents : deepDataAndEvents;
+
+		return this.map( function() {
+			return jQuery.clone( this, dataAndEvents, deepDataAndEvents );
+		} );
+	},
+
+	html: function( value ) {
+		return access( this, function( value ) {
+			var elem = this[ 0 ] || {},
+				i = 0,
+				l = this.length;
+
+			if ( value === undefined && elem.nodeType === 1 ) {
+				return elem.innerHTML;
+			}
+
+			// See if we can take a shortcut and just use innerHTML
+			if ( typeof value === "string" && !rnoInnerhtml.test( value ) &&
+				!wrapMap[ ( rtagName.exec( value ) || [ "", "" ] )[ 1 ].toLowerCase() ] ) {
+
+				value = jQuery.htmlPrefilter( value );
+
+				try {
+					for ( ; i < l; i++ ) {
+						elem = this[ i ] || {};
+
+						// Remove element nodes and prevent memory leaks
+						if ( elem.nodeType === 1 ) {
+							jQuery.cleanData( getAll( elem, false ) );
+							elem.innerHTML = value;
+						}
+					}
+
+					elem = 0;
+
+				// If using innerHTML throws an exception, use the fallback method
+				} catch ( e ) {}
+			}
+
+			if ( elem ) {
+				this.empty().append( value );
+			}
+		}, null, value, arguments.length );
+	},
+
+	replaceWith: function() {
+		var ignored = [];
+
+		// Make the changes, replacing each non-ignored context element with the new content
+		return domManip( this, arguments, function( elem ) {
+			var parent = this.parentNode;
+
+			if ( jQuery.inArray( this, ignored ) < 0 ) {
+				jQuery.cleanData( getAll( this ) );
+				if ( parent ) {
+					parent.replaceChild( elem, this );
+				}
+			}
+
+		// Force callback invocation
+		}, ignored );
+	}
+} );
+
+jQuery.each( {
+	appendTo: "append",
+	prependTo: "prepend",
+	insertBefore: "before",
+	insertAfter: "after",
+	replaceAll: "replaceWith"
+}, function( name, original ) {
+	jQuery.fn[ name ] = function( selector ) {
+		var elems,
+			ret = [],
+			insert = jQuery( selector ),
+			last = insert.length - 1,
+			i = 0;
+
+		for ( ; i <= last; i++ ) {
+			elems = i === last ? this : this.clone( true );
+			jQuery( insert[ i ] )[ original ]( elems );
+
+			// Support: Android <=4.0 only, PhantomJS 1 only
+			// .get() because push.apply(_, arraylike) throws on ancient WebKit
+			push.apply( ret, elems.get() );
+		}
+
+		return this.pushStack( ret );
+	};
+} );
+var rnumnonpx = new RegExp( "^(" + pnum + ")(?!px)[a-z%]+$", "i" );
+
+var getStyles = function( elem ) {
+
+		// Support: IE <=11 only, Firefox <=30 (#15098, #14150)
+		// IE throws on elements created in popups
+		// FF meanwhile throws on frame elements through "defaultView.getComputedStyle"
+		var view = elem.ownerDocument.defaultView;
+
+		if ( !view || !view.opener ) {
+			view = window;
+		}
+
+		return view.getComputedStyle( elem );
+	};
+
+var swap = function( elem, options, callback ) {
+	var ret, name,
+		old = {};
+
+	// Remember the old values, and insert the new ones
+	for ( name in options ) {
+		old[ name ] = elem.style[ name ];
+		elem.style[ name ] = options[ name ];
+	}
+
+	ret = callback.call( elem );
+
+	// Revert the old values
+	for ( name in options ) {
+		elem.style[ name ] = old[ name ];
+	}
+
+	return ret;
+};
+
+
+var rboxStyle = new RegExp( cssExpand.join( "|" ), "i" );
+
+
+
+( function() {
+
+	// Executing both pixelPosition & boxSizingReliable tests require only one layout
+	// so they're executed at the same time to save the second computation.
+	function computeStyleTests() {
+
+		// This is a singleton, we need to execute it only once
+		if ( !div ) {
+			return;
+		}
+
+		container.style.cssText = "position:absolute;left:-11111px;width:60px;" +
+			"margin-top:1px;padding:0;border:0";
+		div.style.cssText =
+			"position:relative;display:block;box-sizing:border-box;overflow:scroll;" +
+			"margin:auto;border:1px;padding:1px;" +
+			"width:60%;top:1%";
+		documentElement.appendChild( container ).appendChild( div );
+
+		var divStyle = window.getComputedStyle( div );
+		pixelPositionVal = divStyle.top !== "1%";
+
+		// Support: Android 4.0 - 4.3 only, Firefox <=3 - 44
+		reliableMarginLeftVal = roundPixelMeasures( divStyle.marginLeft ) === 12;
+
+		// Support: Android 4.0 - 4.3 only, Safari <=9.1 - 10.1, iOS <=7.0 - 9.3
+		// Some styles come back with percentage values, even though they shouldn't
+		div.style.right = "60%";
+		pixelBoxStylesVal = roundPixelMeasures( divStyle.right ) === 36;
+
+		// Support: IE 9 - 11 only
+		// Detect misreporting of content dimensions for box-sizing:border-box elements
+		boxSizingReliableVal = roundPixelMeasures( divStyle.width ) === 36;
+
+		// Support: IE 9 only
+		// Detect overflow:scroll screwiness (gh-3699)
+		// Support: Chrome <=64
+		// Don't get tricked when zoom affects offsetWidth (gh-4029)
+		div.style.position = "absolute";
+		scrollboxSizeVal = roundPixelMeasures( div.offsetWidth / 3 ) === 12;
+
+		documentElement.removeChild( container );
+
+		// Nullify the div so it wouldn't be stored in the memory and
+		// it will also be a sign that checks already performed
+		div = null;
+	}
+
+	function roundPixelMeasures( measure ) {
+		return Math.round( parseFloat( measure ) );
+	}
+
+	var pixelPositionVal, boxSizingReliableVal, scrollboxSizeVal, pixelBoxStylesVal,
+		reliableTrDimensionsVal, reliableMarginLeftVal,
+		container = document.createElement( "div" ),
+		div = document.createElement( "div" );
+
+	// Finish early in limited (non-browser) environments
+	if ( !div.style ) {
+		return;
+	}
+
+	// Support: IE <=9 - 11 only
+	// Style of cloned element affects source element cloned (#8908)
+	div.style.backgroundClip = "content-box";
+	div.cloneNode( true ).style.backgroundClip = "";
+	support.clearCloneStyle = div.style.backgroundClip === "content-box";
+
+	jQuery.extend( support, {
+		boxSizingReliable: function() {
+			computeStyleTests();
+			return boxSizingReliableVal;
+		},
+		pixelBoxStyles: function() {
+			computeStyleTests();
+			return pixelBoxStylesVal;
+		},
+		pixelPosition: function() {
+			computeStyleTests();
+			return pixelPositionVal;
+		},
+		reliableMarginLeft: function() {
+			computeStyleTests();
+			return reliableMarginLeftVal;
+		},
+		scrollboxSize: function() {
+			computeStyleTests();
+			return scrollboxSizeVal;
+		},
+
+		// Support: IE 9 - 11+, Edge 15 - 18+
+		// IE/Edge misreport `getComputedStyle` of table rows with width/height
+		// set in CSS while `offset*` properties report correct values.
+		// Behavior in IE 9 is more subtle than in newer versions & it passes
+		// some versions of this test; make sure not to make it pass there!
+		//
+		// Support: Firefox 70+
+		// Only Firefox includes border widths
+		// in computed dimensions. (gh-4529)
+		reliableTrDimensions: function() {
+			var table, tr, trChild, trStyle;
+			if ( reliableTrDimensionsVal == null ) {
+				table = document.createElement( "table" );
+				tr = document.createElement( "tr" );
+				trChild = document.createElement( "div" );
+
+				table.style.cssText = "position:absolute;left:-11111px;border-collapse:separate";
+				tr.style.cssText = "border:1px solid";
+
+				// Support: Chrome 86+
+				// Height set through cssText does not get applied.
+				// Computed height then comes back as 0.
+				tr.style.height = "1px";
+				trChild.style.height = "9px";
+
+				// Support: Android 8 Chrome 86+
+				// In our bodyBackground.html iframe,
+				// display for all div elements is set to "inline",
+				// which causes a problem only in Android 8 Chrome 86.
+				// Ensuring the div is display: block
+				// gets around this issue.
+				trChild.style.display = "block";
+
+				documentElement
+					.appendChild( table )
+					.appendChild( tr )
+					.appendChild( trChild );
+
+				trStyle = window.getComputedStyle( tr );
+				reliableTrDimensionsVal = ( parseInt( trStyle.height, 10 ) +
+					parseInt( trStyle.borderTopWidth, 10 ) +
+					parseInt( trStyle.borderBottomWidth, 10 ) ) === tr.offsetHeight;
+
+				documentElement.removeChild( table );
+			}
+			return reliableTrDimensionsVal;
+		}
+	} );
+} )();
+
+
+function curCSS( elem, name, computed ) {
+	var width, minWidth, maxWidth, ret,
+
+		// Support: Firefox 51+
+		// Retrieving style before computed somehow
+		// fixes an issue with getting wrong values
+		// on detached elements
+		style = elem.style;
+
+	computed = computed || getStyles( elem );
+
+	// getPropertyValue is needed for:
+	//   .css('filter') (IE 9 only, #12537)
+	//   .css('--customProperty) (#3144)
+	if ( computed ) {
+		ret = computed.getPropertyValue( name ) || computed[ name ];
+
+		if ( ret === "" && !isAttached( elem ) ) {
+			ret = jQuery.style( elem, name );
+		}
+
+		// A tribute to the "awesome hack by Dean Edwards"
+		// Android Browser returns percentage for some values,
+		// but width seems to be reliably pixels.
+		// This is against the CSSOM draft spec:
+		// https://drafts.csswg.org/cssom/#resolved-values
+		if ( !support.pixelBoxStyles() && rnumnonpx.test( ret ) && rboxStyle.test( name ) ) {
+
+			// Remember the original values
+			width = style.width;
+			minWidth = style.minWidth;
+			maxWidth = style.maxWidth;
+
+			// Put in the new values to get a computed value out
+			style.minWidth = style.maxWidth = style.width = ret;
+			ret = computed.width;
+
+			// Revert the changed values
+			style.width = width;
+			style.minWidth = minWidth;
+			style.maxWidth = maxWidth;
+		}
+	}
+
+	return ret !== undefined ?
+
+		// Support: IE <=9 - 11 only
+		// IE returns zIndex value as an integer.
+		ret + "" :
+		ret;
+}
+
+
+function addGetHookIf( conditionFn, hookFn ) {
+
+	// Define the hook, we'll check on the first run if it's really needed.
+	return {
+		get: function() {
+			if ( conditionFn() ) {
+
+				// Hook not needed (or it's not possible to use it due
+				// to missing dependency), remove it.
+				delete this.get;
+				return;
+			}
+
+			// Hook needed; redefine it so that the support test is not executed again.
+			return ( this.get = hookFn ).apply( this, arguments );
+		}
+	};
+}
+
+
+var cssPrefixes = [ "Webkit", "Moz", "ms" ],
+	emptyStyle = document.createElement( "div" ).style,
+	vendorProps = {};
+
+// Return a vendor-prefixed property or undefined
+function vendorPropName( name ) {
+
+	// Check for vendor prefixed names
+	var capName = name[ 0 ].toUpperCase() + name.slice( 1 ),
+		i = cssPrefixes.length;
+
+	while ( i-- ) {
+		name = cssPrefixes[ i ] + capName;
+		if ( name in emptyStyle ) {
+			return name;
+		}
+	}
+}
+
+// Return a potentially-mapped jQuery.cssProps or vendor prefixed property
+function finalPropName( name ) {
+	var final = jQuery.cssProps[ name ] || vendorProps[ name ];
+
+	if ( final ) {
+		return final;
+	}
+	if ( name in emptyStyle ) {
+		return name;
+	}
+	return vendorProps[ name ] = vendorPropName( name ) || name;
+}
+
+
+var
+
+	// Swappable if display is none or starts with table
+	// except "table", "table-cell", or "table-caption"
+	// See here for display values: https://developer.mozilla.org/en-US/docs/CSS/display
+	rdisplayswap = /^(none|table(?!-c[ea]).+)/,
+	rcustomProp = /^--/,
+	cssShow = { position: "absolute", visibility: "hidden", display: "block" },
+	cssNormalTransform = {
+		letterSpacing: "0",
+		fontWeight: "400"
+	};
+
+function setPositiveNumber( _elem, value, subtract ) {
+
+	// Any relative (+/-) values have already been
+	// normalized at this point
+	var matches = rcssNum.exec( value );
+	return matches ?
+
+		// Guard against undefined "subtract", e.g., when used as in cssHooks
+		Math.max( 0, matches[ 2 ] - ( subtract || 0 ) ) + ( matches[ 3 ] || "px" ) :
+		value;
+}
+
+function boxModelAdjustment( elem, dimension, box, isBorderBox, styles, computedVal ) {
+	var i = dimension === "width" ? 1 : 0,
+		extra = 0,
+		delta = 0;
+
+	// Adjustment may not be necessary
+	if ( box === ( isBorderBox ? "border" : "content" ) ) {
+		return 0;
+	}
+
+	for ( ; i < 4; i += 2 ) {
+
+		// Both box models exclude margin
+		if ( box === "margin" ) {
+			delta += jQuery.css( elem, box + cssExpand[ i ], true, styles );
+		}
+
+		// If we get here with a content-box, we're seeking "padding" or "border" or "margin"
+		if ( !isBorderBox ) {
+
+			// Add padding
+			delta += jQuery.css( elem, "padding" + cssExpand[ i ], true, styles );
+
+			// For "border" or "margin", add border
+			if ( box !== "padding" ) {
+				delta += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
+
+			// But still keep track of it otherwise
+			} else {
+				extra += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
+			}
+
+		// If we get here with a border-box (content + padding + border), we're seeking "content" or
+		// "padding" or "margin"
+		} else {
+
+			// For "content", subtract padding
+			if ( box === "content" ) {
+				delta -= jQuery.css( elem, "padding" + cssExpand[ i ], true, styles );
+			}
+
+			// For "content" or "padding", subtract border
+			if ( box !== "margin" ) {
+				delta -= jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
+			}
+		}
+	}
+
+	// Account for positive content-box scroll gutter when requested by providing computedVal
+	if ( !isBorderBox && computedVal >= 0 ) {
+
+		// offsetWidth/offsetHeight is a rounded sum of content, padding, scroll gutter, and border
+		// Assuming integer scroll gutter, subtract the rest and round down
+		delta += Math.max( 0, Math.ceil(
+			elem[ "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ) ] -
+			computedVal -
+			delta -
+			extra -
+			0.5
+
+		// If offsetWidth/offsetHeight is unknown, then we can't determine content-box scroll gutter
+		// Use an explicit zero to avoid NaN (gh-3964)
+		) ) || 0;
+	}
+
+	return delta;
+}
+
+function getWidthOrHeight( elem, dimension, extra ) {
+
+	// Start with computed style
+	var styles = getStyles( elem ),
+
+		// To avoid forcing a reflow, only fetch boxSizing if we need it (gh-4322).
+		// Fake content-box until we know it's needed to know the true value.
+		boxSizingNeeded = !support.boxSizingReliable() || extra,
+		isBorderBox = boxSizingNeeded &&
+			jQuery.css( elem, "boxSizing", false, styles ) === "border-box",
+		valueIsBorderBox = isBorderBox,
+
+		val = curCSS( elem, dimension, styles ),
+		offsetProp = "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 );
+
+	// Support: Firefox <=54
+	// Return a confounding non-pixel value or feign ignorance, as appropriate.
+	if ( rnumnonpx.test( val ) ) {
+		if ( !extra ) {
+			return val;
+		}
+		val = "auto";
+	}
+
+
+	// Support: IE 9 - 11 only
+	// Use offsetWidth/offsetHeight for when box sizing is unreliable.
+	// In those cases, the computed value can be trusted to be border-box.
+	if ( ( !support.boxSizingReliable() && isBorderBox ||
+
+		// Support: IE 10 - 11+, Edge 15 - 18+
+		// IE/Edge misreport `getComputedStyle` of table rows with width/height
+		// set in CSS while `offset*` properties report correct values.
+		// Interestingly, in some cases IE 9 doesn't suffer from this issue.
+		!support.reliableTrDimensions() && nodeName( elem, "tr" ) ||
+
+		// Fall back to offsetWidth/offsetHeight when value is "auto"
+		// This happens for inline elements with no explicit setting (gh-3571)
+		val === "auto" ||
+
+		// Support: Android <=4.1 - 4.3 only
+		// Also use offsetWidth/offsetHeight for misreported inline dimensions (gh-3602)
+		!parseFloat( val ) && jQuery.css( elem, "display", false, styles ) === "inline" ) &&
+
+		// Make sure the element is visible & connected
+		elem.getClientRects().length ) {
+
+		isBorderBox = jQuery.css( elem, "boxSizing", false, styles ) === "border-box";
+
+		// Where available, offsetWidth/offsetHeight approximate border box dimensions.
+		// Where not available (e.g., SVG), assume unreliable box-sizing and interpret the
+		// retrieved value as a content box dimension.
+		valueIsBorderBox = offsetProp in elem;
+		if ( valueIsBorderBox ) {
+			val = elem[ offsetProp ];
+		}
+	}
+
+	// Normalize "" and auto
+	val = parseFloat( val ) || 0;
+
+	// Adjust for the element's box model
+	return ( val +
+		boxModelAdjustment(
+			elem,
+			dimension,
+			extra || ( isBorderBox ? "border" : "content" ),
+			valueIsBorderBox,
+			styles,
+
+			// Provide the current computed size to request scroll gutter calculation (gh-3589)
+			val
+		)
+	) + "px";
+}
+
+jQuery.extend( {
+
+	// Add in style property hooks for overriding the default
+	// behavior of getting and setting a style property
+	cssHooks: {
+		opacity: {
+			get: function( elem, computed ) {
+				if ( computed ) {
+
+					// We should always get a number back from opacity
+					var ret = curCSS( elem, "opacity" );
+					return ret === "" ? "1" : ret;
+				}
+			}
+		}
+	},
+
+	// Don't automatically add "px" to these possibly-unitless properties
+	cssNumber: {
+		"animationIterationCount": true,
+		"columnCount": true,
+		"fillOpacity": true,
+		"flexGrow": true,
+		"flexShrink": true,
+		"fontWeight": true,
+		"gridArea": true,
+		"gridColumn": true,
+		"gridColumnEnd": true,
+		"gridColumnStart": true,
+		"gridRow": true,
+		"gridRowEnd": true,
+		"gridRowStart": true,
+		"lineHeight": true,
+		"opacity": true,
+		"order": true,
+		"orphans": true,
+		"widows": true,
+		"zIndex": true,
+		"zoom": true
+	},
+
+	// Add in properties whose names you wish to fix before
+	// setting or getting the value
+	cssProps: {},
+
+	// Get and set the style property on a DOM Node
+	style: function( elem, name, value, extra ) {
+
+		// Don't set styles on text and comment nodes
+		if ( !elem || elem.nodeType === 3 || elem.nodeType === 8 || !elem.style ) {
+			return;
+		}
+
+		// Make sure that we're working with the right name
+		var ret, type, hooks,
+			origName = camelCase( name ),
+			isCustomProp = rcustomProp.test( name ),
+			style = elem.style;
+
+		// Make sure that we're working with the right name. We don't
+		// want to query the value if it is a CSS custom property
+		// since they are user-defined.
+		if ( !isCustomProp ) {
+			name = finalPropName( origName );
+		}
+
+		// Gets hook for the prefixed version, then unprefixed version
+		hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ];
+
+		// Check if we're setting a value
+		if ( value !== undefined ) {
+			type = typeof value;
+
+			// Convert "+=" or "-=" to relative numbers (#7345)
+			if ( type === "string" && ( ret = rcssNum.exec( value ) ) && ret[ 1 ] ) {
+				value = adjustCSS( elem, name, ret );
+
+				// Fixes bug #9237
+				type = "number";
+			}
+
+			// Make sure that null and NaN values aren't set (#7116)
+			if ( value == null || value !== value ) {
+				return;
+			}
+
+			// If a number was passed in, add the unit (except for certain CSS properties)
+			// The isCustomProp check can be removed in jQuery 4.0 when we only auto-append
+			// "px" to a few hardcoded values.
+			if ( type === "number" && !isCustomProp ) {
+				value += ret && ret[ 3 ] || ( jQuery.cssNumber[ origName ] ? "" : "px" );
+			}
+
+			// background-* props affect original clone's values
+			if ( !support.clearCloneStyle && value === "" && name.indexOf( "background" ) === 0 ) {
+				style[ name ] = "inherit";
+			}
+
+			// If a hook was provided, use that value, otherwise just set the specified value
+			if ( !hooks || !( "set" in hooks ) ||
+				( value = hooks.set( elem, value, extra ) ) !== undefined ) {
+
+				if ( isCustomProp ) {
+					style.setProperty( name, value );
+				} else {
+					style[ name ] = value;
+				}
+			}
+
+		} else {
+
+			// If a hook was provided get the non-computed value from there
+			if ( hooks && "get" in hooks &&
+				( ret = hooks.get( elem, false, extra ) ) !== undefined ) {
+
+				return ret;
+			}
+
+			// Otherwise just get the value from the style object
+			return style[ name ];
+		}
+	},
+
+	css: function( elem, name, extra, styles ) {
+		var val, num, hooks,
+			origName = camelCase( name ),
+			isCustomProp = rcustomProp.test( name );
+
+		// Make sure that we're working with the right name. We don't
+		// want to modify the value if it is a CSS custom property
+		// since they are user-defined.
+		if ( !isCustomProp ) {
+			name = finalPropName( origName );
+		}
+
+		// Try prefixed name followed by the unprefixed name
+		hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ];
+
+		// If a hook was provided get the computed value from there
+		if ( hooks && "get" in hooks ) {
+			val = hooks.get( elem, true, extra );
+		}
+
+		// Otherwise, if a way to get the computed value exists, use that
+		if ( val === undefined ) {
+			val = curCSS( elem, name, styles );
+		}
+
+		// Convert "normal" to computed value
+		if ( val === "normal" && name in cssNormalTransform ) {
+			val = cssNormalTransform[ name ];
+		}
+
+		// Make numeric if forced or a qualifier was provided and val looks numeric
+		if ( extra === "" || extra ) {
+			num = parseFloat( val );
+			return extra === true || isFinite( num ) ? num || 0 : val;
+		}
+
+		return val;
+	}
+} );
+
+jQuery.each( [ "height", "width" ], function( _i, dimension ) {
+	jQuery.cssHooks[ dimension ] = {
+		get: function( elem, computed, extra ) {
+			if ( computed ) {
+
+				// Certain elements can have dimension info if we invisibly show them
+				// but it must have a current display style that would benefit
+				return rdisplayswap.test( jQuery.css( elem, "display" ) ) &&
+
+					// Support: Safari 8+
+					// Table columns in Safari have non-zero offsetWidth & zero
+					// getBoundingClientRect().width unless display is changed.
+					// Support: IE <=11 only
+					// Running getBoundingClientRect on a disconnected node
+					// in IE throws an error.
+					( !elem.getClientRects().length || !elem.getBoundingClientRect().width ) ?
+					swap( elem, cssShow, function() {
+						return getWidthOrHeight( elem, dimension, extra );
+					} ) :
+					getWidthOrHeight( elem, dimension, extra );
+			}
+		},
+
+		set: function( elem, value, extra ) {
+			var matches,
+				styles = getStyles( elem ),
+
+				// Only read styles.position if the test has a chance to fail
+				// to avoid forcing a reflow.
+				scrollboxSizeBuggy = !support.scrollboxSize() &&
+					styles.position === "absolute",
+
+				// To avoid forcing a reflow, only fetch boxSizing if we need it (gh-3991)
+				boxSizingNeeded = scrollboxSizeBuggy || extra,
+				isBorderBox = boxSizingNeeded &&
+					jQuery.css( elem, "boxSizing", false, styles ) === "border-box",
+				subtract = extra ?
+					boxModelAdjustment(
+						elem,
+						dimension,
+						extra,
+						isBorderBox,
+						styles
+					) :
+					0;
+
+			// Account for unreliable border-box dimensions by comparing offset* to computed and
+			// faking a content-box to get border and padding (gh-3699)
+			if ( isBorderBox && scrollboxSizeBuggy ) {
+				subtract -= Math.ceil(
+					elem[ "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ) ] -
+					parseFloat( styles[ dimension ] ) -
+					boxModelAdjustment( elem, dimension, "border", false, styles ) -
+					0.5
+				);
+			}
+
+			// Convert to pixels if value adjustment is needed
+			if ( subtract && ( matches = rcssNum.exec( value ) ) &&
+				( matches[ 3 ] || "px" ) !== "px" ) {
+
+				elem.style[ dimension ] = value;
+				value = jQuery.css( elem, dimension );
+			}
+
+			return setPositiveNumber( elem, value, subtract );
+		}
+	};
+} );
+
+jQuery.cssHooks.marginLeft = addGetHookIf( support.reliableMarginLeft,
+	function( elem, computed ) {
+		if ( computed ) {
+			return ( parseFloat( curCSS( elem, "marginLeft" ) ) ||
+				elem.getBoundingClientRect().left -
+					swap( elem, { marginLeft: 0 }, function() {
+						return elem.getBoundingClientRect().left;
+					} )
+			) + "px";
+		}
+	}
+);
+
+// These hooks are used by animate to expand properties
+jQuery.each( {
+	margin: "",
+	padding: "",
+	border: "Width"
+}, function( prefix, suffix ) {
+	jQuery.cssHooks[ prefix + suffix ] = {
+		expand: function( value ) {
+			var i = 0,
+				expanded = {},
+
+				// Assumes a single number if not a string
+				parts = typeof value === "string" ? value.split( " " ) : [ value ];
+
+			for ( ; i < 4; i++ ) {
+				expanded[ prefix + cssExpand[ i ] + suffix ] =
+					parts[ i ] || parts[ i - 2 ] || parts[ 0 ];
+			}
+
+			return expanded;
+		}
+	};
+
+	if ( prefix !== "margin" ) {
+		jQuery.cssHooks[ prefix + suffix ].set = setPositiveNumber;
+	}
+} );
+
+jQuery.fn.extend( {
+	css: function( name, value ) {
+		return access( this, function( elem, name, value ) {
+			var styles, len,
+				map = {},
+				i = 0;
+
+			if ( Array.isArray( name ) ) {
+				styles = getStyles( elem );
+				len = name.length;
+
+				for ( ; i < len; i++ ) {
+					map[ name[ i ] ] = jQuery.css( elem, name[ i ], false, styles );
+				}
+
+				return map;
+			}
+
+			return value !== undefined ?
+				jQuery.style( elem, name, value ) :
+				jQuery.css( elem, name );
+		}, name, value, arguments.length > 1 );
+	}
+} );
+
+
+function Tween( elem, options, prop, end, easing ) {
+	return new Tween.prototype.init( elem, options, prop, end, easing );
+}
+jQuery.Tween = Tween;
+
+Tween.prototype = {
+	constructor: Tween,
+	init: function( elem, options, prop, end, easing, unit ) {
+		this.elem = elem;
+		this.prop = prop;
+		this.easing = easing || jQuery.easing._default;
+		this.options = options;
+		this.start = this.now = this.cur();
+		this.end = end;
+		this.unit = unit || ( jQuery.cssNumber[ prop ] ? "" : "px" );
+	},
+	cur: function() {
+		var hooks = Tween.propHooks[ this.prop ];
+
+		return hooks && hooks.get ?
+			hooks.get( this ) :
+			Tween.propHooks._default.get( this );
+	},
+	run: function( percent ) {
+		var eased,
+			hooks = Tween.propHooks[ this.prop ];
+
+		if ( this.options.duration ) {
+			this.pos = eased = jQuery.easing[ this.easing ](
+				percent, this.options.duration * percent, 0, 1, this.options.duration
+			);
+		} else {
+			this.pos = eased = percent;
+		}
+		this.now = ( this.end - this.start ) * eased + this.start;
+
+		if ( this.options.step ) {
+			this.options.step.call( this.elem, this.now, this );
+		}
+
+		if ( hooks && hooks.set ) {
+			hooks.set( this );
+		} else {
+			Tween.propHooks._default.set( this );
+		}
+		return this;
+	}
+};
+
+Tween.prototype.init.prototype = Tween.prototype;
+
+Tween.propHooks = {
+	_default: {
+		get: function( tween ) {
+			var result;
+
+			// Use a property on the element directly when it is not a DOM element,
+			// or when there is no matching style property that exists.
+			if ( tween.elem.nodeType !== 1 ||
+				tween.elem[ tween.prop ] != null && tween.elem.style[ tween.prop ] == null ) {
+				return tween.elem[ tween.prop ];
+			}
+
+			// Passing an empty string as a 3rd parameter to .css will automatically
+			// attempt a parseFloat and fallback to a string if the parse fails.
+			// Simple values such as "10px" are parsed to Float;
+			// complex values such as "rotate(1rad)" are returned as-is.
+			result = jQuery.css( tween.elem, tween.prop, "" );
+
+			// Empty strings, null, undefined and "auto" are converted to 0.
+			return !result || result === "auto" ? 0 : result;
+		},
+		set: function( tween ) {
+
+			// Use step hook for back compat.
+			// Use cssHook if its there.
+			// Use .style if available and use plain properties where available.
+			if ( jQuery.fx.step[ tween.prop ] ) {
+				jQuery.fx.step[ tween.prop ]( tween );
+			} else if ( tween.elem.nodeType === 1 && (
+				jQuery.cssHooks[ tween.prop ] ||
+					tween.elem.style[ finalPropName( tween.prop ) ] != null ) ) {
+				jQuery.style( tween.elem, tween.prop, tween.now + tween.unit );
+			} else {
+				tween.elem[ tween.prop ] = tween.now;
+			}
+		}
+	}
+};
+
+// Support: IE <=9 only
+// Panic based approach to setting things on disconnected nodes
+Tween.propHooks.scrollTop = Tween.propHooks.scrollLeft = {
+	set: function( tween ) {
+		if ( tween.elem.nodeType && tween.elem.parentNode ) {
+			tween.elem[ tween.prop ] = tween.now;
+		}
+	}
+};
+
+jQuery.easing = {
+	linear: function( p ) {
+		return p;
+	},
+	swing: function( p ) {
+		return 0.5 - Math.cos( p * Math.PI ) / 2;
+	},
+	_default: "swing"
+};
+
+jQuery.fx = Tween.prototype.init;
+
+// Back compat <1.8 extension point
+jQuery.fx.step = {};
+
+
+
+
+var
+	fxNow, inProgress,
+	rfxtypes = /^(?:toggle|show|hide)$/,
+	rrun = /queueHooks$/;
+
+function schedule() {
+	if ( inProgress ) {
+		if ( document.hidden === false && window.requestAnimationFrame ) {
+			window.requestAnimationFrame( schedule );
+		} else {
+			window.setTimeout( schedule, jQuery.fx.interval );
+		}
+
+		jQuery.fx.tick();
+	}
+}
+
+// Animations created synchronously will run synchronously
+function createFxNow() {
+	window.setTimeout( function() {
+		fxNow = undefined;
+	} );
+	return ( fxNow = Date.now() );
+}
+
+// Generate parameters to create a standard animation
+function genFx( type, includeWidth ) {
+	var which,
+		i = 0,
+		attrs = { height: type };
+
+	// If we include width, step value is 1 to do all cssExpand values,
+	// otherwise step value is 2 to skip over Left and Right
+	includeWidth = includeWidth ? 1 : 0;
+	for ( ; i < 4; i += 2 - includeWidth ) {
+		which = cssExpand[ i ];
+		attrs[ "margin" + which ] = attrs[ "padding" + which ] = type;
+	}
+
+	if ( includeWidth ) {
+		attrs.opacity = attrs.width = type;
+	}
+
+	return attrs;
+}
+
+function createTween( value, prop, animation ) {
+	var tween,
+		collection = ( Animation.tweeners[ prop ] || [] ).concat( Animation.tweeners[ "*" ] ),
+		index = 0,
+		length = collection.length;
+	for ( ; index < length; index++ ) {
+		if ( ( tween = collection[ index ].call( animation, prop, value ) ) ) {
+
+			// We're done with this property
+			return tween;
+		}
+	}
+}
+
+function defaultPrefilter( elem, props, opts ) {
+	var prop, value, toggle, hooks, oldfire, propTween, restoreDisplay, display,
+		isBox = "width" in props || "height" in props,
+		anim = this,
+		orig = {},
+		style = elem.style,
+		hidden = elem.nodeType && isHiddenWithinTree( elem ),
+		dataShow = dataPriv.get( elem, "fxshow" );
+
+	// Queue-skipping animations hijack the fx hooks
+	if ( !opts.queue ) {
+		hooks = jQuery._queueHooks( elem, "fx" );
+		if ( hooks.unqueued == null ) {
+			hooks.unqueued = 0;
+			oldfire = hooks.empty.fire;
+			hooks.empty.fire = function() {
+				if ( !hooks.unqueued ) {
+					oldfire();
+				}
+			};
+		}
+		hooks.unqueued++;
+
+		anim.always( function() {
+
+			// Ensure the complete handler is called before this completes
+			anim.always( function() {
+				hooks.unqueued--;
+				if ( !jQuery.queue( elem, "fx" ).length ) {
+					hooks.empty.fire();
+				}
+			} );
+		} );
+	}
+
+	// Detect show/hide animations
+	for ( prop in props ) {
+		value = props[ prop ];
+		if ( rfxtypes.test( value ) ) {
+			delete props[ prop ];
+			toggle = toggle || value === "toggle";
+			if ( value === ( hidden ? "hide" : "show" ) ) {
+
+				// Pretend to be hidden if this is a "show" and
+				// there is still data from a stopped show/hide
+				if ( value === "show" && dataShow && dataShow[ prop ] !== undefined ) {
+					hidden = true;
+
+				// Ignore all other no-op show/hide data
+				} else {
+					continue;
+				}
+			}
+			orig[ prop ] = dataShow && dataShow[ prop ] || jQuery.style( elem, prop );
+		}
+	}
+
+	// Bail out if this is a no-op like .hide().hide()
+	propTween = !jQuery.isEmptyObject( props );
+	if ( !propTween && jQuery.isEmptyObject( orig ) ) {
+		return;
+	}
+
+	// Restrict "overflow" and "display" styles during box animations
+	if ( isBox && elem.nodeType === 1 ) {
+
+		// Support: IE <=9 - 11, Edge 12 - 15
+		// Record all 3 overflow attributes because IE does not infer the shorthand
+		// from identically-valued overflowX and overflowY and Edge just mirrors
+		// the overflowX value there.
+		opts.overflow = [ style.overflow, style.overflowX, style.overflowY ];
+
+		// Identify a display type, preferring old show/hide data over the CSS cascade
+		restoreDisplay = dataShow && dataShow.display;
+		if ( restoreDisplay == null ) {
+			restoreDisplay = dataPriv.get( elem, "display" );
+		}
+		display = jQuery.css( elem, "display" );
+		if ( display === "none" ) {
+			if ( restoreDisplay ) {
+				display = restoreDisplay;
+			} else {
+
+				// Get nonempty value(s) by temporarily forcing visibility
+				showHide( [ elem ], true );
+				restoreDisplay = elem.style.display || restoreDisplay;
+				display = jQuery.css( elem, "display" );
+				showHide( [ elem ] );
+			}
+		}
+
+		// Animate inline elements as inline-block
+		if ( display === "inline" || display === "inline-block" && restoreDisplay != null ) {
+			if ( jQuery.css( elem, "float" ) === "none" ) {
+
+				// Restore the original display value at the end of pure show/hide animations
+				if ( !propTween ) {
+					anim.done( function() {
+						style.display = restoreDisplay;
+					} );
+					if ( restoreDisplay == null ) {
+						display = style.display;
+						restoreDisplay = display === "none" ? "" : display;
+					}
+				}
+				style.display = "inline-block";
+			}
+		}
+	}
+
+	if ( opts.overflow ) {
+		style.overflow = "hidden";
+		anim.always( function() {
+			style.overflow = opts.overflow[ 0 ];
+			style.overflowX = opts.overflow[ 1 ];
+			style.overflowY = opts.overflow[ 2 ];
+		} );
+	}
+
+	// Implement show/hide animations
+	propTween = false;
+	for ( prop in orig ) {
+
+		// General show/hide setup for this element animation
+		if ( !propTween ) {
+			if ( dataShow ) {
+				if ( "hidden" in dataShow ) {
+					hidden = dataShow.hidden;
+				}
+			} else {
+				dataShow = dataPriv.access( elem, "fxshow", { display: restoreDisplay } );
+			}
+
+			// Store hidden/visible for toggle so `.stop().toggle()` "reverses"
+			if ( toggle ) {
+				dataShow.hidden = !hidden;
+			}
+
+			// Show elements before animating them
+			if ( hidden ) {
+				showHide( [ elem ], true );
+			}
+
+			/* eslint-disable no-loop-func */
+
+			anim.done( function() {
+
+				/* eslint-enable no-loop-func */
+
+				// The final step of a "hide" animation is actually hiding the element
+				if ( !hidden ) {
+					showHide( [ elem ] );
+				}
+				dataPriv.remove( elem, "fxshow" );
+				for ( prop in orig ) {
+					jQuery.style( elem, prop, orig[ prop ] );
+				}
+			} );
+		}
+
+		// Per-property setup
+		propTween = createTween( hidden ? dataShow[ prop ] : 0, prop, anim );
+		if ( !( prop in dataShow ) ) {
+			dataShow[ prop ] = propTween.start;
+			if ( hidden ) {
+				propTween.end = propTween.start;
+				propTween.start = 0;
+			}
+		}
+	}
+}
+
+function propFilter( props, specialEasing ) {
+	var index, name, easing, value, hooks;
+
+	// camelCase, specialEasing and expand cssHook pass
+	for ( index in props ) {
+		name = camelCase( index );
+		easing = specialEasing[ name ];
+		value = props[ index ];
+		if ( Array.isArray( value ) ) {
+			easing = value[ 1 ];
+			value = props[ index ] = value[ 0 ];
+		}
+
+		if ( index !== name ) {
+			props[ name ] = value;
+			delete props[ index ];
+		}
+
+		hooks = jQuery.cssHooks[ name ];
+		if ( hooks && "expand" in hooks ) {
+			value = hooks.expand( value );
+			delete props[ name ];
+
+			// Not quite $.extend, this won't overwrite existing keys.
+			// Reusing 'index' because we have the correct "name"
+			for ( index in value ) {
+				if ( !( index in props ) ) {
+					props[ index ] = value[ index ];
+					specialEasing[ index ] = easing;
+				}
+			}
+		} else {
+			specialEasing[ name ] = easing;
+		}
+	}
+}
+
+function Animation( elem, properties, options ) {
+	var result,
+		stopped,
+		index = 0,
+		length = Animation.prefilters.length,
+		deferred = jQuery.Deferred().always( function() {
+
+			// Don't match elem in the :animated selector
+			delete tick.elem;
+		} ),
+		tick = function() {
+			if ( stopped ) {
+				return false;
+			}
+			var currentTime = fxNow || createFxNow(),
+				remaining = Math.max( 0, animation.startTime + animation.duration - currentTime ),
+
+				// Support: Android 2.3 only
+				// Archaic crash bug won't allow us to use `1 - ( 0.5 || 0 )` (#12497)
+				temp = remaining / animation.duration || 0,
+				percent = 1 - temp,
+				index = 0,
+				length = animation.tweens.length;
+
+			for ( ; index < length; index++ ) {
+				animation.tweens[ index ].run( percent );
+			}
+
+			deferred.notifyWith( elem, [ animation, percent, remaining ] );
+
+			// If there's more to do, yield
+			if ( percent < 1 && length ) {
+				return remaining;
+			}
+
+			// If this was an empty animation, synthesize a final progress notification
+			if ( !length ) {
+				deferred.notifyWith( elem, [ animation, 1, 0 ] );
+			}
+
+			// Resolve the animation and report its conclusion
+			deferred.resolveWith( elem, [ animation ] );
+			return false;
+		},
+		animation = deferred.promise( {
+			elem: elem,
+			props: jQuery.extend( {}, properties ),
+			opts: jQuery.extend( true, {
+				specialEasing: {},
+				easing: jQuery.easing._default
+			}, options ),
+			originalProperties: properties,
+			originalOptions: options,
+			startTime: fxNow || createFxNow(),
+			duration: options.duration,
+			tweens: [],
+			createTween: function( prop, end ) {
+				var tween = jQuery.Tween( elem, animation.opts, prop, end,
+					animation.opts.specialEasing[ prop ] || animation.opts.easing );
+				animation.tweens.push( tween );
+				return tween;
+			},
+			stop: function( gotoEnd ) {
+				var index = 0,
+
+					// If we are going to the end, we want to run all the tweens
+					// otherwise we skip this part
+					length = gotoEnd ? animation.tweens.length : 0;
+				if ( stopped ) {
+					return this;
+				}
+				stopped = true;
+				for ( ; index < length; index++ ) {
+					animation.tweens[ index ].run( 1 );
+				}
+
+				// Resolve when we played the last frame; otherwise, reject
+				if ( gotoEnd ) {
+					deferred.notifyWith( elem, [ animation, 1, 0 ] );
+					deferred.resolveWith( elem, [ animation, gotoEnd ] );
+				} else {
+					deferred.rejectWith( elem, [ animation, gotoEnd ] );
+				}
+				return this;
+			}
+		} ),
+		props = animation.props;
+
+	propFilter( props, animation.opts.specialEasing );
+
+	for ( ; index < length; index++ ) {
+		result = Animation.prefilters[ index ].call( animation, elem, props, animation.opts );
+		if ( result ) {
+			if ( isFunction( result.stop ) ) {
+				jQuery._queueHooks( animation.elem, animation.opts.queue ).stop =
+					result.stop.bind( result );
+			}
+			return result;
+		}
+	}
+
+	jQuery.map( props, createTween, animation );
+
+	if ( isFunction( animation.opts.start ) ) {
+		animation.opts.start.call( elem, animation );
+	}
+
+	// Attach callbacks from options
+	animation
+		.progress( animation.opts.progress )
+		.done( animation.opts.done, animation.opts.complete )
+		.fail( animation.opts.fail )
+		.always( animation.opts.always );
+
+	jQuery.fx.timer(
+		jQuery.extend( tick, {
+			elem: elem,
+			anim: animation,
+			queue: animation.opts.queue
+		} )
+	);
+
+	return animation;
+}
+
+jQuery.Animation = jQuery.extend( Animation, {
+
+	tweeners: {
+		"*": [ function( prop, value ) {
+			var tween = this.createTween( prop, value );
+			adjustCSS( tween.elem, prop, rcssNum.exec( value ), tween );
+			return tween;
+		} ]
+	},
+
+	tweener: function( props, callback ) {
+		if ( isFunction( props ) ) {
+			callback = props;
+			props = [ "*" ];
+		} else {
+			props = props.match( rnothtmlwhite );
+		}
+
+		var prop,
+			index = 0,
+			length = props.length;
+
+		for ( ; index < length; index++ ) {
+			prop = props[ index ];
+			Animation.tweeners[ prop ] = Animation.tweeners[ prop ] || [];
+			Animation.tweeners[ prop ].unshift( callback );
+		}
+	},
+
+	prefilters: [ defaultPrefilter ],
+
+	prefilter: function( callback, prepend ) {
+		if ( prepend ) {
+			Animation.prefilters.unshift( callback );
+		} else {
+			Animation.prefilters.push( callback );
+		}
+	}
+} );
+
+jQuery.speed = function( speed, easing, fn ) {
+	var opt = speed && typeof speed === "object" ? jQuery.extend( {}, speed ) : {
+		complete: fn || !fn && easing ||
+			isFunction( speed ) && speed,
+		duration: speed,
+		easing: fn && easing || easing && !isFunction( easing ) && easing
+	};
+
+	// Go to the end state if fx are off
+	if ( jQuery.fx.off ) {
+		opt.duration = 0;
+
+	} else {
+		if ( typeof opt.duration !== "number" ) {
+			if ( opt.duration in jQuery.fx.speeds ) {
+				opt.duration = jQuery.fx.speeds[ opt.duration ];
+
+			} else {
+				opt.duration = jQuery.fx.speeds._default;
+			}
+		}
+	}
+
+	// Normalize opt.queue - true/undefined/null -> "fx"
+	if ( opt.queue == null || opt.queue === true ) {
+		opt.queue = "fx";
+	}
+
+	// Queueing
+	opt.old = opt.complete;
+
+	opt.complete = function() {
+		if ( isFunction( opt.old ) ) {
+			opt.old.call( this );
+		}
+
+		if ( opt.queue ) {
+			jQuery.dequeue( this, opt.queue );
+		}
+	};
+
+	return opt;
+};
+
+jQuery.fn.extend( {
+	fadeTo: function( speed, to, easing, callback ) {
+
+		// Show any hidden elements after setting opacity to 0
+		return this.filter( isHiddenWithinTree ).css( "opacity", 0 ).show()
+
+			// Animate to the value specified
+			.end().animate( { opacity: to }, speed, easing, callback );
+	},
+	animate: function( prop, speed, easing, callback ) {
+		var empty = jQuery.isEmptyObject( prop ),
+			optall = jQuery.speed( speed, easing, callback ),
+			doAnimation = function() {
+
+				// Operate on a copy of prop so per-property easing won't be lost
+				var anim = Animation( this, jQuery.extend( {}, prop ), optall );
+
+				// Empty animations, or finishing resolves immediately
+				if ( empty || dataPriv.get( this, "finish" ) ) {
+					anim.stop( true );
+				}
+			};
+
+		doAnimation.finish = doAnimation;
+
+		return empty || optall.queue === false ?
+			this.each( doAnimation ) :
+			this.queue( optall.queue, doAnimation );
+	},
+	stop: function( type, clearQueue, gotoEnd ) {
+		var stopQueue = function( hooks ) {
+			var stop = hooks.stop;
+			delete hooks.stop;
+			stop( gotoEnd );
+		};
+
+		if ( typeof type !== "string" ) {
+			gotoEnd = clearQueue;
+			clearQueue = type;
+			type = undefined;
+		}
+		if ( clearQueue ) {
+			this.queue( type || "fx", [] );
+		}
+
+		return this.each( function() {
+			var dequeue = true,
+				index = type != null && type + "queueHooks",
+				timers = jQuery.timers,
+				data = dataPriv.get( this );
+
+			if ( index ) {
+				if ( data[ index ] && data[ index ].stop ) {
+					stopQueue( data[ index ] );
+				}
+			} else {
+				for ( index in data ) {
+					if ( data[ index ] && data[ index ].stop && rrun.test( index ) ) {
+						stopQueue( data[ index ] );
+					}
+				}
+			}
+
+			for ( index = timers.length; index--; ) {
+				if ( timers[ index ].elem === this &&
+					( type == null || timers[ index ].queue === type ) ) {
+
+					timers[ index ].anim.stop( gotoEnd );
+					dequeue = false;
+					timers.splice( index, 1 );
+				}
+			}
+
+			// Start the next in the queue if the last step wasn't forced.
+			// Timers currently will call their complete callbacks, which
+			// will dequeue but only if they were gotoEnd.
+			if ( dequeue || !gotoEnd ) {
+				jQuery.dequeue( this, type );
+			}
+		} );
+	},
+	finish: function( type ) {
+		if ( type !== false ) {
+			type = type || "fx";
+		}
+		return this.each( function() {
+			var index,
+				data = dataPriv.get( this ),
+				queue = data[ type + "queue" ],
+				hooks = data[ type + "queueHooks" ],
+				timers = jQuery.timers,
+				length = queue ? queue.length : 0;
+
+			// Enable finishing flag on private data
+			data.finish = true;
+
+			// Empty the queue first
+			jQuery.queue( this, type, [] );
+
+			if ( hooks && hooks.stop ) {
+				hooks.stop.call( this, true );
+			}
+
+			// Look for any active animations, and finish them
+			for ( index = timers.length; index--; ) {
+				if ( timers[ index ].elem === this && timers[ index ].queue === type ) {
+					timers[ index ].anim.stop( true );
+					timers.splice( index, 1 );
+				}
+			}
+
+			// Look for any animations in the old queue and finish them
+			for ( index = 0; index < length; index++ ) {
+				if ( queue[ index ] && queue[ index ].finish ) {
+					queue[ index ].finish.call( this );
+				}
+			}
+
+			// Turn off finishing flag
+			delete data.finish;
+		} );
+	}
+} );
+
+jQuery.each( [ "toggle", "show", "hide" ], function( _i, name ) {
+	var cssFn = jQuery.fn[ name ];
+	jQuery.fn[ name ] = function( speed, easing, callback ) {
+		return speed == null || typeof speed === "boolean" ?
+			cssFn.apply( this, arguments ) :
+			this.animate( genFx( name, true ), speed, easing, callback );
+	};
+} );
+
+// Generate shortcuts for custom animations
+jQuery.each( {
+	slideDown: genFx( "show" ),
+	slideUp: genFx( "hide" ),
+	slideToggle: genFx( "toggle" ),
+	fadeIn: { opacity: "show" },
+	fadeOut: { opacity: "hide" },
+	fadeToggle: { opacity: "toggle" }
+}, function( name, props ) {
+	jQuery.fn[ name ] = function( speed, easing, callback ) {
+		return this.animate( props, speed, easing, callback );
+	};
+} );
+
+jQuery.timers = [];
+jQuery.fx.tick = function() {
+	var timer,
+		i = 0,
+		timers = jQuery.timers;
+
+	fxNow = Date.now();
+
+	for ( ; i < timers.length; i++ ) {
+		timer = timers[ i ];
+
+		// Run the timer and safely remove it when done (allowing for external removal)
+		if ( !timer() && timers[ i ] === timer ) {
+			timers.splice( i--, 1 );
+		}
+	}
+
+	if ( !timers.length ) {
+		jQuery.fx.stop();
+	}
+	fxNow = undefined;
+};
+
+jQuery.fx.timer = function( timer ) {
+	jQuery.timers.push( timer );
+	jQuery.fx.start();
+};
+
+jQuery.fx.interval = 13;
+jQuery.fx.start = function() {
+	if ( inProgress ) {
+		return;
+	}
+
+	inProgress = true;
+	schedule();
+};
+
+jQuery.fx.stop = function() {
+	inProgress = null;
+};
+
+jQuery.fx.speeds = {
+	slow: 600,
+	fast: 200,
+
+	// Default speed
+	_default: 400
+};
+
+
+// Based off of the plugin by Clint Helfers, with permission.
+// https://web.archive.org/web/20100324014747/http://blindsignals.com/index.php/2009/07/jquery-delay/
+jQuery.fn.delay = function( time, type ) {
+	time = jQuery.fx ? jQuery.fx.speeds[ time ] || time : time;
+	type = type || "fx";
+
+	return this.queue( type, function( next, hooks ) {
+		var timeout = window.setTimeout( next, time );
+		hooks.stop = function() {
+			window.clearTimeout( timeout );
+		};
+	} );
+};
+
+
+( function() {
+	var input = document.createElement( "input" ),
+		select = document.createElement( "select" ),
+		opt = select.appendChild( document.createElement( "option" ) );
+
+	input.type = "checkbox";
+
+	// Support: Android <=4.3 only
+	// Default value for a checkbox should be "on"
+	support.checkOn = input.value !== "";
+
+	// Support: IE <=11 only
+	// Must access selectedIndex to make default options select
+	support.optSelected = opt.selected;
+
+	// Support: IE <=11 only
+	// An input loses its value after becoming a radio
+	input = document.createElement( "input" );
+	input.value = "t";
+	input.type = "radio";
+	support.radioValue = input.value === "t";
+} )();
+
+
+var boolHook,
+	attrHandle = jQuery.expr.attrHandle;
+
+jQuery.fn.extend( {
+	attr: function( name, value ) {
+		return access( this, jQuery.attr, name, value, arguments.length > 1 );
+	},
+
+	removeAttr: function( name ) {
+		return this.each( function() {
+			jQuery.removeAttr( this, name );
+		} );
+	}
+} );
+
+jQuery.extend( {
+	attr: function( elem, name, value ) {
+		var ret, hooks,
+			nType = elem.nodeType;
+
+		// Don't get/set attributes on text, comment and attribute nodes
+		if ( nType === 3 || nType === 8 || nType === 2 ) {
+			return;
+		}
+
+		// Fallback to prop when attributes are not supported
+		if ( typeof elem.getAttribute === "undefined" ) {
+			return jQuery.prop( elem, name, value );
+		}
+
+		// Attribute hooks are determined by the lowercase version
+		// Grab necessary hook if one is defined
+		if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) {
+			hooks = jQuery.attrHooks[ name.toLowerCase() ] ||
+				( jQuery.expr.match.bool.test( name ) ? boolHook : undefined );
+		}
+
+		if ( value !== undefined ) {
+			if ( value === null ) {
+				jQuery.removeAttr( elem, name );
+				return;
+			}
+
+			if ( hooks && "set" in hooks &&
+				( ret = hooks.set( elem, value, name ) ) !== undefined ) {
+				return ret;
+			}
+
+			elem.setAttribute( name, value + "" );
+			return value;
+		}
+
+		if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) {
+			return ret;
+		}
+
+		ret = jQuery.find.attr( elem, name );
+
+		// Non-existent attributes return null, we normalize to undefined
+		return ret == null ? undefined : ret;
+	},
+
+	attrHooks: {
+		type: {
+			set: function( elem, value ) {
+				if ( !support.radioValue && value === "radio" &&
+					nodeName( elem, "input" ) ) {
+					var val = elem.value;
+					elem.setAttribute( "type", value );
+					if ( val ) {
+						elem.value = val;
+					}
+					return value;
+				}
+			}
+		}
+	},
+
+	removeAttr: function( elem, value ) {
+		var name,
+			i = 0,
+
+			// Attribute names can contain non-HTML whitespace characters
+			// https://html.spec.whatwg.org/multipage/syntax.html#attributes-2
+			attrNames = value && value.match( rnothtmlwhite );
+
+		if ( attrNames && elem.nodeType === 1 ) {
+			while ( ( name = attrNames[ i++ ] ) ) {
+				elem.removeAttribute( name );
+			}
+		}
+	}
+} );
+
+// Hooks for boolean attributes
+boolHook = {
+	set: function( elem, value, name ) {
+		if ( value === false ) {
+
+			// Remove boolean attributes when set to false
+			jQuery.removeAttr( elem, name );
+		} else {
+			elem.setAttribute( name, name );
+		}
+		return name;
+	}
+};
+
+jQuery.each( jQuery.expr.match.bool.source.match( /\w+/g ), function( _i, name ) {
+	var getter = attrHandle[ name ] || jQuery.find.attr;
+
+	attrHandle[ name ] = function( elem, name, isXML ) {
+		var ret, handle,
+			lowercaseName = name.toLowerCase();
+
+		if ( !isXML ) {
+
+			// Avoid an infinite loop by temporarily removing this function from the getter
+			handle = attrHandle[ lowercaseName ];
+			attrHandle[ lowercaseName ] = ret;
+			ret = getter( elem, name, isXML ) != null ?
+				lowercaseName :
+				null;
+			attrHandle[ lowercaseName ] = handle;
+		}
+		return ret;
+	};
+} );
+
+
+
+
+var rfocusable = /^(?:input|select|textarea|button)$/i,
+	rclickable = /^(?:a|area)$/i;
+
+jQuery.fn.extend( {
+	prop: function( name, value ) {
+		return access( this, jQuery.prop, name, value, arguments.length > 1 );
+	},
+
+	removeProp: function( name ) {
+		return this.each( function() {
+			delete this[ jQuery.propFix[ name ] || name ];
+		} );
+	}
+} );
+
+jQuery.extend( {
+	prop: function( elem, name, value ) {
+		var ret, hooks,
+			nType = elem.nodeType;
+
+		// Don't get/set properties on text, comment and attribute nodes
+		if ( nType === 3 || nType === 8 || nType === 2 ) {
+			return;
+		}
+
+		if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) {
+
+			// Fix name and attach hooks
+			name = jQuery.propFix[ name ] || name;
+			hooks = jQuery.propHooks[ name ];
+		}
+
+		if ( value !== undefined ) {
+			if ( hooks && "set" in hooks &&
+				( ret = hooks.set( elem, value, name ) ) !== undefined ) {
+				return ret;
+			}
+
+			return ( elem[ name ] = value );
+		}
+
+		if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) {
+			return ret;
+		}
+
+		return elem[ name ];
+	},
+
+	propHooks: {
+		tabIndex: {
+			get: function( elem ) {
+
+				// Support: IE <=9 - 11 only
+				// elem.tabIndex doesn't always return the
+				// correct value when it hasn't been explicitly set
+				// https://web.archive.org/web/20141116233347/http://fluidproject.org/blog/2008/01/09/getting-setting-and-removing-tabindex-values-with-javascript/
+				// Use proper attribute retrieval(#12072)
+				var tabindex = jQuery.find.attr( elem, "tabindex" );
+
+				if ( tabindex ) {
+					return parseInt( tabindex, 10 );
+				}
+
+				if (
+					rfocusable.test( elem.nodeName ) ||
+					rclickable.test( elem.nodeName ) &&
+					elem.href
+				) {
+					return 0;
+				}
+
+				return -1;
+			}
+		}
+	},
+
+	propFix: {
+		"for": "htmlFor",
+		"class": "className"
+	}
+} );
+
+// Support: IE <=11 only
+// Accessing the selectedIndex property
+// forces the browser to respect setting selected
+// on the option
+// The getter ensures a default option is selected
+// when in an optgroup
+// eslint rule "no-unused-expressions" is disabled for this code
+// since it considers such accessions noop
+if ( !support.optSelected ) {
+	jQuery.propHooks.selected = {
+		get: function( elem ) {
+
+			/* eslint no-unused-expressions: "off" */
+
+			var parent = elem.parentNode;
+			if ( parent && parent.parentNode ) {
+				parent.parentNode.selectedIndex;
+			}
+			return null;
+		},
+		set: function( elem ) {
+
+			/* eslint no-unused-expressions: "off" */
+
+			var parent = elem.parentNode;
+			if ( parent ) {
+				parent.selectedIndex;
+
+				if ( parent.parentNode ) {
+					parent.parentNode.selectedIndex;
+				}
+			}
+		}
+	};
+}
+
+jQuery.each( [
+	"tabIndex",
+	"readOnly",
+	"maxLength",
+	"cellSpacing",
+	"cellPadding",
+	"rowSpan",
+	"colSpan",
+	"useMap",
+	"frameBorder",
+	"contentEditable"
+], function() {
+	jQuery.propFix[ this.toLowerCase() ] = this;
+} );
+
+
+
+
+	// Strip and collapse whitespace according to HTML spec
+	// https://infra.spec.whatwg.org/#strip-and-collapse-ascii-whitespace
+	function stripAndCollapse( value ) {
+		var tokens = value.match( rnothtmlwhite ) || [];
+		return tokens.join( " " );
+	}
+
+
+function getClass( elem ) {
+	return elem.getAttribute && elem.getAttribute( "class" ) || "";
+}
+
+function classesToArray( value ) {
+	if ( Array.isArray( value ) ) {
+		return value;
+	}
+	if ( typeof value === "string" ) {
+		return value.match( rnothtmlwhite ) || [];
+	}
+	return [];
+}
+
+jQuery.fn.extend( {
+	addClass: function( value ) {
+		var classes, elem, cur, curValue, clazz, j, finalValue,
+			i = 0;
+
+		if ( isFunction( value ) ) {
+			return this.each( function( j ) {
+				jQuery( this ).addClass( value.call( this, j, getClass( this ) ) );
+			} );
+		}
+
+		classes = classesToArray( value );
+
+		if ( classes.length ) {
+			while ( ( elem = this[ i++ ] ) ) {
+				curValue = getClass( elem );
+				cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " );
+
+				if ( cur ) {
+					j = 0;
+					while ( ( clazz = classes[ j++ ] ) ) {
+						if ( cur.indexOf( " " + clazz + " " ) < 0 ) {
+							cur += clazz + " ";
+						}
+					}
+
+					// Only assign if different to avoid unneeded rendering.
+					finalValue = stripAndCollapse( cur );
+					if ( curValue !== finalValue ) {
+						elem.setAttribute( "class", finalValue );
+					}
+				}
+			}
+		}
+
+		return this;
+	},
+
+	removeClass: function( value ) {
+		var classes, elem, cur, curValue, clazz, j, finalValue,
+			i = 0;
+
+		if ( isFunction( value ) ) {
+			return this.each( function( j ) {
+				jQuery( this ).removeClass( value.call( this, j, getClass( this ) ) );
+			} );
+		}
+
+		if ( !arguments.length ) {
+			return this.attr( "class", "" );
+		}
+
+		classes = classesToArray( value );
+
+		if ( classes.length ) {
+			while ( ( elem = this[ i++ ] ) ) {
+				curValue = getClass( elem );
+
+				// This expression is here for better compressibility (see addClass)
+				cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " );
+
+				if ( cur ) {
+					j = 0;
+					while ( ( clazz = classes[ j++ ] ) ) {
+
+						// Remove *all* instances
+						while ( cur.indexOf( " " + clazz + " " ) > -1 ) {
+							cur = cur.replace( " " + clazz + " ", " " );
+						}
+					}
+
+					// Only assign if different to avoid unneeded rendering.
+					finalValue = stripAndCollapse( cur );
+					if ( curValue !== finalValue ) {
+						elem.setAttribute( "class", finalValue );
+					}
+				}
+			}
+		}
+
+		return this;
+	},
+
+	toggleClass: function( value, stateVal ) {
+		var type = typeof value,
+			isValidValue = type === "string" || Array.isArray( value );
+
+		if ( typeof stateVal === "boolean" && isValidValue ) {
+			return stateVal ? this.addClass( value ) : this.removeClass( value );
+		}
+
+		if ( isFunction( value ) ) {
+			return this.each( function( i ) {
+				jQuery( this ).toggleClass(
+					value.call( this, i, getClass( this ), stateVal ),
+					stateVal
+				);
+			} );
+		}
+
+		return this.each( function() {
+			var className, i, self, classNames;
+
+			if ( isValidValue ) {
+
+				// Toggle individual class names
+				i = 0;
+				self = jQuery( this );
+				classNames = classesToArray( value );
+
+				while ( ( className = classNames[ i++ ] ) ) {
+
+					// Check each className given, space separated list
+					if ( self.hasClass( className ) ) {
+						self.removeClass( className );
+					} else {
+						self.addClass( className );
+					}
+				}
+
+			// Toggle whole class name
+			} else if ( value === undefined || type === "boolean" ) {
+				className = getClass( this );
+				if ( className ) {
+
+					// Store className if set
+					dataPriv.set( this, "__className__", className );
+				}
+
+				// If the element has a class name or if we're passed `false`,
+				// then remove the whole classname (if there was one, the above saved it).
+				// Otherwise bring back whatever was previously saved (if anything),
+				// falling back to the empty string if nothing was stored.
+				if ( this.setAttribute ) {
+					this.setAttribute( "class",
+						className || value === false ?
+							"" :
+							dataPriv.get( this, "__className__" ) || ""
+					);
+				}
+			}
+		} );
+	},
+
+	hasClass: function( selector ) {
+		var className, elem,
+			i = 0;
+
+		className = " " + selector + " ";
+		while ( ( elem = this[ i++ ] ) ) {
+			if ( elem.nodeType === 1 &&
+				( " " + stripAndCollapse( getClass( elem ) ) + " " ).indexOf( className ) > -1 ) {
+				return true;
+			}
+		}
+
+		return false;
+	}
+} );
+
+
+
+
+var rreturn = /\r/g;
+
+jQuery.fn.extend( {
+	val: function( value ) {
+		var hooks, ret, valueIsFunction,
+			elem = this[ 0 ];
+
+		if ( !arguments.length ) {
+			if ( elem ) {
+				hooks = jQuery.valHooks[ elem.type ] ||
+					jQuery.valHooks[ elem.nodeName.toLowerCase() ];
+
+				if ( hooks &&
+					"get" in hooks &&
+					( ret = hooks.get( elem, "value" ) ) !== undefined
+				) {
+					return ret;
+				}
+
+				ret = elem.value;
+
+				// Handle most common string cases
+				if ( typeof ret === "string" ) {
+					return ret.replace( rreturn, "" );
+				}
+
+				// Handle cases where value is null/undef or number
+				return ret == null ? "" : ret;
+			}
+
+			return;
+		}
+
+		valueIsFunction = isFunction( value );
+
+		return this.each( function( i ) {
+			var val;
+
+			if ( this.nodeType !== 1 ) {
+				return;
+			}
+
+			if ( valueIsFunction ) {
+				val = value.call( this, i, jQuery( this ).val() );
+			} else {
+				val = value;
+			}
+
+			// Treat null/undefined as ""; convert numbers to string
+			if ( val == null ) {
+				val = "";
+
+			} else if ( typeof val === "number" ) {
+				val += "";
+
+			} else if ( Array.isArray( val ) ) {
+				val = jQuery.map( val, function( value ) {
+					return value == null ? "" : value + "";
+				} );
+			}
+
+			hooks = jQuery.valHooks[ this.type ] || jQuery.valHooks[ this.nodeName.toLowerCase() ];
+
+			// If set returns undefined, fall back to normal setting
+			if ( !hooks || !( "set" in hooks ) || hooks.set( this, val, "value" ) === undefined ) {
+				this.value = val;
+			}
+		} );
+	}
+} );
+
+jQuery.extend( {
+	valHooks: {
+		option: {
+			get: function( elem ) {
+
+				var val = jQuery.find.attr( elem, "value" );
+				return val != null ?
+					val :
+
+					// Support: IE <=10 - 11 only
+					// option.text throws exceptions (#14686, #14858)
+					// Strip and collapse whitespace
+					// https://html.spec.whatwg.org/#strip-and-collapse-whitespace
+					stripAndCollapse( jQuery.text( elem ) );
+			}
+		},
+		select: {
+			get: function( elem ) {
+				var value, option, i,
+					options = elem.options,
+					index = elem.selectedIndex,
+					one = elem.type === "select-one",
+					values = one ? null : [],
+					max = one ? index + 1 : options.length;
+
+				if ( index < 0 ) {
+					i = max;
+
+				} else {
+					i = one ? index : 0;
+				}
+
+				// Loop through all the selected options
+				for ( ; i < max; i++ ) {
+					option = options[ i ];
+
+					// Support: IE <=9 only
+					// IE8-9 doesn't update selected after form reset (#2551)
+					if ( ( option.selected || i === index ) &&
+
+							// Don't return options that are disabled or in a disabled optgroup
+							!option.disabled &&
+							( !option.parentNode.disabled ||
+								!nodeName( option.parentNode, "optgroup" ) ) ) {
+
+						// Get the specific value for the option
+						value = jQuery( option ).val();
+
+						// We don't need an array for one selects
+						if ( one ) {
+							return value;
+						}
+
+						// Multi-Selects return an array
+						values.push( value );
+					}
+				}
+
+				return values;
+			},
+
+			set: function( elem, value ) {
+				var optionSet, option,
+					options = elem.options,
+					values = jQuery.makeArray( value ),
+					i = options.length;
+
+				while ( i-- ) {
+					option = options[ i ];
+
+					/* eslint-disable no-cond-assign */
+
+					if ( option.selected =
+						jQuery.inArray( jQuery.valHooks.option.get( option ), values ) > -1
+					) {
+						optionSet = true;
+					}
+
+					/* eslint-enable no-cond-assign */
+				}
+
+				// Force browsers to behave consistently when non-matching value is set
+				if ( !optionSet ) {
+					elem.selectedIndex = -1;
+				}
+				return values;
+			}
+		}
+	}
+} );
+
+// Radios and checkboxes getter/setter
+jQuery.each( [ "radio", "checkbox" ], function() {
+	jQuery.valHooks[ this ] = {
+		set: function( elem, value ) {
+			if ( Array.isArray( value ) ) {
+				return ( elem.checked = jQuery.inArray( jQuery( elem ).val(), value ) > -1 );
+			}
+		}
+	};
+	if ( !support.checkOn ) {
+		jQuery.valHooks[ this ].get = function( elem ) {
+			return elem.getAttribute( "value" ) === null ? "on" : elem.value;
+		};
+	}
+} );
+
+
+
+
+// Return jQuery for attributes-only inclusion
+
+
+support.focusin = "onfocusin" in window;
+
+
+var rfocusMorph = /^(?:focusinfocus|focusoutblur)$/,
+	stopPropagationCallback = function( e ) {
+		e.stopPropagation();
+	};
+
+jQuery.extend( jQuery.event, {
+
+	trigger: function( event, data, elem, onlyHandlers ) {
+
+		var i, cur, tmp, bubbleType, ontype, handle, special, lastElement,
+			eventPath = [ elem || document ],
+			type = hasOwn.call( event, "type" ) ? event.type : event,
+			namespaces = hasOwn.call( event, "namespace" ) ? event.namespace.split( "." ) : [];
+
+		cur = lastElement = tmp = elem = elem || document;
+
+		// Don't do events on text and comment nodes
+		if ( elem.nodeType === 3 || elem.nodeType === 8 ) {
+			return;
+		}
+
+		// focus/blur morphs to focusin/out; ensure we're not firing them right now
+		if ( rfocusMorph.test( type + jQuery.event.triggered ) ) {
+			return;
+		}
+
+		if ( type.indexOf( "." ) > -1 ) {
+
+			// Namespaced trigger; create a regexp to match event type in handle()
+			namespaces = type.split( "." );
+			type = namespaces.shift();
+			namespaces.sort();
+		}
+		ontype = type.indexOf( ":" ) < 0 && "on" + type;
+
+		// Caller can pass in a jQuery.Event object, Object, or just an event type string
+		event = event[ jQuery.expando ] ?
+			event :
+			new jQuery.Event( type, typeof event === "object" && event );
+
+		// Trigger bitmask: & 1 for native handlers; & 2 for jQuery (always true)
+		event.isTrigger = onlyHandlers ? 2 : 3;
+		event.namespace = namespaces.join( "." );
+		event.rnamespace = event.namespace ?
+			new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" ) :
+			null;
+
+		// Clean up the event in case it is being reused
+		event.result = undefined;
+		if ( !event.target ) {
+			event.target = elem;
+		}
+
+		// Clone any incoming data and prepend the event, creating the handler arg list
+		data = data == null ?
+			[ event ] :
+			jQuery.makeArray( data, [ event ] );
+
+		// Allow special events to draw outside the lines
+		special = jQuery.event.special[ type ] || {};
+		if ( !onlyHandlers && special.trigger && special.trigger.apply( elem, data ) === false ) {
+			return;
+		}
+
+		// Determine event propagation path in advance, per W3C events spec (#9951)
+		// Bubble up to document, then to window; watch for a global ownerDocument var (#9724)
+		if ( !onlyHandlers && !special.noBubble && !isWindow( elem ) ) {
+
+			bubbleType = special.delegateType || type;
+			if ( !rfocusMorph.test( bubbleType + type ) ) {
+				cur = cur.parentNode;
+			}
+			for ( ; cur; cur = cur.parentNode ) {
+				eventPath.push( cur );
+				tmp = cur;
+			}
+
+			// Only add window if we got to document (e.g., not plain obj or detached DOM)
+			if ( tmp === ( elem.ownerDocument || document ) ) {
+				eventPath.push( tmp.defaultView || tmp.parentWindow || window );
+			}
+		}
+
+		// Fire handlers on the event path
+		i = 0;
+		while ( ( cur = eventPath[ i++ ] ) && !event.isPropagationStopped() ) {
+			lastElement = cur;
+			event.type = i > 1 ?
+				bubbleType :
+				special.bindType || type;
+
+			// jQuery handler
+			handle = ( dataPriv.get( cur, "events" ) || Object.create( null ) )[ event.type ] &&
+				dataPriv.get( cur, "handle" );
+			if ( handle ) {
+				handle.apply( cur, data );
+			}
+
+			// Native handler
+			handle = ontype && cur[ ontype ];
+			if ( handle && handle.apply && acceptData( cur ) ) {
+				event.result = handle.apply( cur, data );
+				if ( event.result === false ) {
+					event.preventDefault();
+				}
+			}
+		}
+		event.type = type;
+
+		// If nobody prevented the default action, do it now
+		if ( !onlyHandlers && !event.isDefaultPrevented() ) {
+
+			if ( ( !special._default ||
+				special._default.apply( eventPath.pop(), data ) === false ) &&
+				acceptData( elem ) ) {
+
+				// Call a native DOM method on the target with the same name as the event.
+				// Don't do default actions on window, that's where global variables be (#6170)
+				if ( ontype && isFunction( elem[ type ] ) && !isWindow( elem ) ) {
+
+					// Don't re-trigger an onFOO event when we call its FOO() method
+					tmp = elem[ ontype ];
+
+					if ( tmp ) {
+						elem[ ontype ] = null;
+					}
+
+					// Prevent re-triggering of the same event, since we already bubbled it above
+					jQuery.event.triggered = type;
+
+					if ( event.isPropagationStopped() ) {
+						lastElement.addEventListener( type, stopPropagationCallback );
+					}
+
+					elem[ type ]();
+
+					if ( event.isPropagationStopped() ) {
+						lastElement.removeEventListener( type, stopPropagationCallback );
+					}
+
+					jQuery.event.triggered = undefined;
+
+					if ( tmp ) {
+						elem[ ontype ] = tmp;
+					}
+				}
+			}
+		}
+
+		return event.result;
+	},
+
+	// Piggyback on a donor event to simulate a different one
+	// Used only for `focus(in | out)` events
+	simulate: function( type, elem, event ) {
+		var e = jQuery.extend(
+			new jQuery.Event(),
+			event,
+			{
+				type: type,
+				isSimulated: true
+			}
+		);
+
+		jQuery.event.trigger( e, null, elem );
+	}
+
+} );
+
+jQuery.fn.extend( {
+
+	trigger: function( type, data ) {
+		return this.each( function() {
+			jQuery.event.trigger( type, data, this );
+		} );
+	},
+	triggerHandler: function( type, data ) {
+		var elem = this[ 0 ];
+		if ( elem ) {
+			return jQuery.event.trigger( type, data, elem, true );
+		}
+	}
+} );
+
+
+// Support: Firefox <=44
+// Firefox doesn't have focus(in | out) events
+// Related ticket - https://bugzilla.mozilla.org/show_bug.cgi?id=687787
+//
+// Support: Chrome <=48 - 49, Safari <=9.0 - 9.1
+// focus(in | out) events fire after focus & blur events,
+// which is spec violation - http://www.w3.org/TR/DOM-Level-3-Events/#events-focusevent-event-order
+// Related ticket - https://bugs.chromium.org/p/chromium/issues/detail?id=449857
+if ( !support.focusin ) {
+	jQuery.each( { focus: "focusin", blur: "focusout" }, function( orig, fix ) {
+
+		// Attach a single capturing handler on the document while someone wants focusin/focusout
+		var handler = function( event ) {
+			jQuery.event.simulate( fix, event.target, jQuery.event.fix( event ) );
+		};
+
+		jQuery.event.special[ fix ] = {
+			setup: function() {
+
+				// Handle: regular nodes (via `this.ownerDocument`), window
+				// (via `this.document`) & document (via `this`).
+				var doc = this.ownerDocument || this.document || this,
+					attaches = dataPriv.access( doc, fix );
+
+				if ( !attaches ) {
+					doc.addEventListener( orig, handler, true );
+				}
+				dataPriv.access( doc, fix, ( attaches || 0 ) + 1 );
+			},
+			teardown: function() {
+				var doc = this.ownerDocument || this.document || this,
+					attaches = dataPriv.access( doc, fix ) - 1;
+
+				if ( !attaches ) {
+					doc.removeEventListener( orig, handler, true );
+					dataPriv.remove( doc, fix );
+
+				} else {
+					dataPriv.access( doc, fix, attaches );
+				}
+			}
+		};
+	} );
+}
+var location = window.location;
+
+var nonce = { guid: Date.now() };
+
+var rquery = ( /\?/ );
+
+
+
+// Cross-browser xml parsing
+jQuery.parseXML = function( data ) {
+	var xml, parserErrorElem;
+	if ( !data || typeof data !== "string" ) {
+		return null;
+	}
+
+	// Support: IE 9 - 11 only
+	// IE throws on parseFromString with invalid input.
+	try {
+		xml = ( new window.DOMParser() ).parseFromString( data, "text/xml" );
+	} catch ( e ) {}
+
+	parserErrorElem = xml && xml.getElementsByTagName( "parsererror" )[ 0 ];
+	if ( !xml || parserErrorElem ) {
+		jQuery.error( "Invalid XML: " + (
+			parserErrorElem ?
+				jQuery.map( parserErrorElem.childNodes, function( el ) {
+					return el.textContent;
+				} ).join( "\n" ) :
+				data
+		) );
+	}
+	return xml;
+};
+
+
+var
+	rbracket = /\[\]$/,
+	rCRLF = /\r?\n/g,
+	rsubmitterTypes = /^(?:submit|button|image|reset|file)$/i,
+	rsubmittable = /^(?:input|select|textarea|keygen)/i;
+
+function buildParams( prefix, obj, traditional, add ) {
+	var name;
+
+	if ( Array.isArray( obj ) ) {
+
+		// Serialize array item.
+		jQuery.each( obj, function( i, v ) {
+			if ( traditional || rbracket.test( prefix ) ) {
+
+				// Treat each array item as a scalar.
+				add( prefix, v );
+
+			} else {
+
+				// Item is non-scalar (array or object), encode its numeric index.
+				buildParams(
+					prefix + "[" + ( typeof v === "object" && v != null ? i : "" ) + "]",
+					v,
+					traditional,
+					add
+				);
+			}
+		} );
+
+	} else if ( !traditional && toType( obj ) === "object" ) {
+
+		// Serialize object item.
+		for ( name in obj ) {
+			buildParams( prefix + "[" + name + "]", obj[ name ], traditional, add );
+		}
+
+	} else {
+
+		// Serialize scalar item.
+		add( prefix, obj );
+	}
+}
+
+// Serialize an array of form elements or a set of
+// key/values into a query string
+jQuery.param = function( a, traditional ) {
+	var prefix,
+		s = [],
+		add = function( key, valueOrFunction ) {
+
+			// If value is a function, invoke it and use its return value
+			var value = isFunction( valueOrFunction ) ?
+				valueOrFunction() :
+				valueOrFunction;
+
+			s[ s.length ] = encodeURIComponent( key ) + "=" +
+				encodeURIComponent( value == null ? "" : value );
+		};
+
+	if ( a == null ) {
+		return "";
+	}
+
+	// If an array was passed in, assume that it is an array of form elements.
+	if ( Array.isArray( a ) || ( a.jquery && !jQuery.isPlainObject( a ) ) ) {
+
+		// Serialize the form elements
+		jQuery.each( a, function() {
+			add( this.name, this.value );
+		} );
+
+	} else {
+
+		// If traditional, encode the "old" way (the way 1.3.2 or older
+		// did it), otherwise encode params recursively.
+		for ( prefix in a ) {
+			buildParams( prefix, a[ prefix ], traditional, add );
+		}
+	}
+
+	// Return the resulting serialization
+	return s.join( "&" );
+};
+
+jQuery.fn.extend( {
+	serialize: function() {
+		return jQuery.param( this.serializeArray() );
+	},
+	serializeArray: function() {
+		return this.map( function() {
+
+			// Can add propHook for "elements" to filter or add form elements
+			var elements = jQuery.prop( this, "elements" );
+			return elements ? jQuery.makeArray( elements ) : this;
+		} ).filter( function() {
+			var type = this.type;
+
+			// Use .is( ":disabled" ) so that fieldset[disabled] works
+			return this.name && !jQuery( this ).is( ":disabled" ) &&
+				rsubmittable.test( this.nodeName ) && !rsubmitterTypes.test( type ) &&
+				( this.checked || !rcheckableType.test( type ) );
+		} ).map( function( _i, elem ) {
+			var val = jQuery( this ).val();
+
+			if ( val == null ) {
+				return null;
+			}
+
+			if ( Array.isArray( val ) ) {
+				return jQuery.map( val, function( val ) {
+					return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) };
+				} );
+			}
+
+			return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) };
+		} ).get();
+	}
+} );
+
+
+var
+	r20 = /%20/g,
+	rhash = /#.*$/,
+	rantiCache = /([?&])_=[^&]*/,
+	rheaders = /^(.*?):[ \t]*([^\r\n]*)$/mg,
+
+	// #7653, #8125, #8152: local protocol detection
+	rlocalProtocol = /^(?:about|app|app-storage|.+-extension|file|res|widget):$/,
+	rnoContent = /^(?:GET|HEAD)$/,
+	rprotocol = /^\/\//,
+
+	/* Prefilters
+	 * 1) They are useful to introduce custom dataTypes (see ajax/jsonp.js for an example)
+	 * 2) These are called:
+	 *    - BEFORE asking for a transport
+	 *    - AFTER param serialization (s.data is a string if s.processData is true)
+	 * 3) key is the dataType
+	 * 4) the catchall symbol "*" can be used
+	 * 5) execution will start with transport dataType and THEN continue down to "*" if needed
+	 */
+	prefilters = {},
+
+	/* Transports bindings
+	 * 1) key is the dataType
+	 * 2) the catchall symbol "*" can be used
+	 * 3) selection will start with transport dataType and THEN go to "*" if needed
+	 */
+	transports = {},
+
+	// Avoid comment-prolog char sequence (#10098); must appease lint and evade compression
+	allTypes = "*/".concat( "*" ),
+
+	// Anchor tag for parsing the document origin
+	originAnchor = document.createElement( "a" );
+
+originAnchor.href = location.href;
+
+// Base "constructor" for jQuery.ajaxPrefilter and jQuery.ajaxTransport
+function addToPrefiltersOrTransports( structure ) {
+
+	// dataTypeExpression is optional and defaults to "*"
+	return function( dataTypeExpression, func ) {
+
+		if ( typeof dataTypeExpression !== "string" ) {
+			func = dataTypeExpression;
+			dataTypeExpression = "*";
+		}
+
+		var dataType,
+			i = 0,
+			dataTypes = dataTypeExpression.toLowerCase().match( rnothtmlwhite ) || [];
+
+		if ( isFunction( func ) ) {
+
+			// For each dataType in the dataTypeExpression
+			while ( ( dataType = dataTypes[ i++ ] ) ) {
+
+				// Prepend if requested
+				if ( dataType[ 0 ] === "+" ) {
+					dataType = dataType.slice( 1 ) || "*";
+					( structure[ dataType ] = structure[ dataType ] || [] ).unshift( func );
+
+				// Otherwise append
+				} else {
+					( structure[ dataType ] = structure[ dataType ] || [] ).push( func );
+				}
+			}
+		}
+	};
+}
+
+// Base inspection function for prefilters and transports
+function inspectPrefiltersOrTransports( structure, options, originalOptions, jqXHR ) {
+
+	var inspected = {},
+		seekingTransport = ( structure === transports );
+
+	function inspect( dataType ) {
+		var selected;
+		inspected[ dataType ] = true;
+		jQuery.each( structure[ dataType ] || [], function( _, prefilterOrFactory ) {
+			var dataTypeOrTransport = prefilterOrFactory( options, originalOptions, jqXHR );
+			if ( typeof dataTypeOrTransport === "string" &&
+				!seekingTransport && !inspected[ dataTypeOrTransport ] ) {
+
+				options.dataTypes.unshift( dataTypeOrTransport );
+				inspect( dataTypeOrTransport );
+				return false;
+			} else if ( seekingTransport ) {
+				return !( selected = dataTypeOrTransport );
+			}
+		} );
+		return selected;
+	}
+
+	return inspect( options.dataTypes[ 0 ] ) || !inspected[ "*" ] && inspect( "*" );
+}
+
+// A special extend for ajax options
+// that takes "flat" options (not to be deep extended)
+// Fixes #9887
+function ajaxExtend( target, src ) {
+	var key, deep,
+		flatOptions = jQuery.ajaxSettings.flatOptions || {};
+
+	for ( key in src ) {
+		if ( src[ key ] !== undefined ) {
+			( flatOptions[ key ] ? target : ( deep || ( deep = {} ) ) )[ key ] = src[ key ];
+		}
+	}
+	if ( deep ) {
+		jQuery.extend( true, target, deep );
+	}
+
+	return target;
+}
+
+/* Handles responses to an ajax request:
+ * - finds the right dataType (mediates between content-type and expected dataType)
+ * - returns the corresponding response
+ */
+function ajaxHandleResponses( s, jqXHR, responses ) {
+
+	var ct, type, finalDataType, firstDataType,
+		contents = s.contents,
+		dataTypes = s.dataTypes;
+
+	// Remove auto dataType and get content-type in the process
+	while ( dataTypes[ 0 ] === "*" ) {
+		dataTypes.shift();
+		if ( ct === undefined ) {
+			ct = s.mimeType || jqXHR.getResponseHeader( "Content-Type" );
+		}
+	}
+
+	// Check if we're dealing with a known content-type
+	if ( ct ) {
+		for ( type in contents ) {
+			if ( contents[ type ] && contents[ type ].test( ct ) ) {
+				dataTypes.unshift( type );
+				break;
+			}
+		}
+	}
+
+	// Check to see if we have a response for the expected dataType
+	if ( dataTypes[ 0 ] in responses ) {
+		finalDataType = dataTypes[ 0 ];
+	} else {
+
+		// Try convertible dataTypes
+		for ( type in responses ) {
+			if ( !dataTypes[ 0 ] || s.converters[ type + " " + dataTypes[ 0 ] ] ) {
+				finalDataType = type;
+				break;
+			}
+			if ( !firstDataType ) {
+				firstDataType = type;
+			}
+		}
+
+		// Or just use first one
+		finalDataType = finalDataType || firstDataType;
+	}
+
+	// If we found a dataType
+	// We add the dataType to the list if needed
+	// and return the corresponding response
+	if ( finalDataType ) {
+		if ( finalDataType !== dataTypes[ 0 ] ) {
+			dataTypes.unshift( finalDataType );
+		}
+		return responses[ finalDataType ];
+	}
+}
+
+/* Chain conversions given the request and the original response
+ * Also sets the responseXXX fields on the jqXHR instance
+ */
+function ajaxConvert( s, response, jqXHR, isSuccess ) {
+	var conv2, current, conv, tmp, prev,
+		converters = {},
+
+		// Work with a copy of dataTypes in case we need to modify it for conversion
+		dataTypes = s.dataTypes.slice();
+
+	// Create converters map with lowercased keys
+	if ( dataTypes[ 1 ] ) {
+		for ( conv in s.converters ) {
+			converters[ conv.toLowerCase() ] = s.converters[ conv ];
+		}
+	}
+
+	current = dataTypes.shift();
+
+	// Convert to each sequential dataType
+	while ( current ) {
+
+		if ( s.responseFields[ current ] ) {
+			jqXHR[ s.responseFields[ current ] ] = response;
+		}
+
+		// Apply the dataFilter if provided
+		if ( !prev && isSuccess && s.dataFilter ) {
+			response = s.dataFilter( response, s.dataType );
+		}
+
+		prev = current;
+		current = dataTypes.shift();
+
+		if ( current ) {
+
+			// There's only work to do if current dataType is non-auto
+			if ( current === "*" ) {
+
+				current = prev;
+
+			// Convert response if prev dataType is non-auto and differs from current
+			} else if ( prev !== "*" && prev !== current ) {
+
+				// Seek a direct converter
+				conv = converters[ prev + " " + current ] || converters[ "* " + current ];
+
+				// If none found, seek a pair
+				if ( !conv ) {
+					for ( conv2 in converters ) {
+
+						// If conv2 outputs current
+						tmp = conv2.split( " " );
+						if ( tmp[ 1 ] === current ) {
+
+							// If prev can be converted to accepted input
+							conv = converters[ prev + " " + tmp[ 0 ] ] ||
+								converters[ "* " + tmp[ 0 ] ];
+							if ( conv ) {
+
+								// Condense equivalence converters
+								if ( conv === true ) {
+									conv = converters[ conv2 ];
+
+								// Otherwise, insert the intermediate dataType
+								} else if ( converters[ conv2 ] !== true ) {
+									current = tmp[ 0 ];
+									dataTypes.unshift( tmp[ 1 ] );
+								}
+								break;
+							}
+						}
+					}
+				}
+
+				// Apply converter (if not an equivalence)
+				if ( conv !== true ) {
+
+					// Unless errors are allowed to bubble, catch and return them
+					if ( conv && s.throws ) {
+						response = conv( response );
+					} else {
+						try {
+							response = conv( response );
+						} catch ( e ) {
+							return {
+								state: "parsererror",
+								error: conv ? e : "No conversion from " + prev + " to " + current
+							};
+						}
+					}
+				}
+			}
+		}
+	}
+
+	return { state: "success", data: response };
+}
+
+jQuery.extend( {
+
+	// Counter for holding the number of active queries
+	active: 0,
+
+	// Last-Modified header cache for next request
+	lastModified: {},
+	etag: {},
+
+	ajaxSettings: {
+		url: location.href,
+		type: "GET",
+		isLocal: rlocalProtocol.test( location.protocol ),
+		global: true,
+		processData: true,
+		async: true,
+		contentType: "application/x-www-form-urlencoded; charset=UTF-8",
+
+		/*
+		timeout: 0,
+		data: null,
+		dataType: null,
+		username: null,
+		password: null,
+		cache: null,
+		throws: false,
+		traditional: false,
+		headers: {},
+		*/
+
+		accepts: {
+			"*": allTypes,
+			text: "text/plain",
+			html: "text/html",
+			xml: "application/xml, text/xml",
+			json: "application/json, text/javascript"
+		},
+
+		contents: {
+			xml: /\bxml\b/,
+			html: /\bhtml/,
+			json: /\bjson\b/
+		},
+
+		responseFields: {
+			xml: "responseXML",
+			text: "responseText",
+			json: "responseJSON"
+		},
+
+		// Data converters
+		// Keys separate source (or catchall "*") and destination types with a single space
+		converters: {
+
+			// Convert anything to text
+			"* text": String,
+
+			// Text to html (true = no transformation)
+			"text html": true,
+
+			// Evaluate text as a json expression
+			"text json": JSON.parse,
+
+			// Parse text as xml
+			"text xml": jQuery.parseXML
+		},
+
+		// For options that shouldn't be deep extended:
+		// you can add your own custom options here if
+		// and when you create one that shouldn't be
+		// deep extended (see ajaxExtend)
+		flatOptions: {
+			url: true,
+			context: true
+		}
+	},
+
+	// Creates a full fledged settings object into target
+	// with both ajaxSettings and settings fields.
+	// If target is omitted, writes into ajaxSettings.
+	ajaxSetup: function( target, settings ) {
+		return settings ?
+
+			// Building a settings object
+			ajaxExtend( ajaxExtend( target, jQuery.ajaxSettings ), settings ) :
+
+			// Extending ajaxSettings
+			ajaxExtend( jQuery.ajaxSettings, target );
+	},
+
+	ajaxPrefilter: addToPrefiltersOrTransports( prefilters ),
+	ajaxTransport: addToPrefiltersOrTransports( transports ),
+
+	// Main method
+	ajax: function( url, options ) {
+
+		// If url is an object, simulate pre-1.5 signature
+		if ( typeof url === "object" ) {
+			options = url;
+			url = undefined;
+		}
+
+		// Force options to be an object
+		options = options || {};
+
+		var transport,
+
+			// URL without anti-cache param
+			cacheURL,
+
+			// Response headers
+			responseHeadersString,
+			responseHeaders,
+
+			// timeout handle
+			timeoutTimer,
+
+			// Url cleanup var
+			urlAnchor,
+
+			// Request state (becomes false upon send and true upon completion)
+			completed,
+
+			// To know if global events are to be dispatched
+			fireGlobals,
+
+			// Loop variable
+			i,
+
+			// uncached part of the url
+			uncached,
+
+			// Create the final options object
+			s = jQuery.ajaxSetup( {}, options ),
+
+			// Callbacks context
+			callbackContext = s.context || s,
+
+			// Context for global events is callbackContext if it is a DOM node or jQuery collection
+			globalEventContext = s.context &&
+				( callbackContext.nodeType || callbackContext.jquery ) ?
+				jQuery( callbackContext ) :
+				jQuery.event,
+
+			// Deferreds
+			deferred = jQuery.Deferred(),
+			completeDeferred = jQuery.Callbacks( "once memory" ),
+
+			// Status-dependent callbacks
+			statusCode = s.statusCode || {},
+
+			// Headers (they are sent all at once)
+			requestHeaders = {},
+			requestHeadersNames = {},
+
+			// Default abort message
+			strAbort = "canceled",
+
+			// Fake xhr
+			jqXHR = {
+				readyState: 0,
+
+				// Builds headers hashtable if needed
+				getResponseHeader: function( key ) {
+					var match;
+					if ( completed ) {
+						if ( !responseHeaders ) {
+							responseHeaders = {};
+							while ( ( match = rheaders.exec( responseHeadersString ) ) ) {
+								responseHeaders[ match[ 1 ].toLowerCase() + " " ] =
+									( responseHeaders[ match[ 1 ].toLowerCase() + " " ] || [] )
+										.concat( match[ 2 ] );
+							}
+						}
+						match = responseHeaders[ key.toLowerCase() + " " ];
+					}
+					return match == null ? null : match.join( ", " );
+				},
+
+				// Raw string
+				getAllResponseHeaders: function() {
+					return completed ? responseHeadersString : null;
+				},
+
+				// Caches the header
+				setRequestHeader: function( name, value ) {
+					if ( completed == null ) {
+						name = requestHeadersNames[ name.toLowerCase() ] =
+							requestHeadersNames[ name.toLowerCase() ] || name;
+						requestHeaders[ name ] = value;
+					}
+					return this;
+				},
+
+				// Overrides response content-type header
+				overrideMimeType: function( type ) {
+					if ( completed == null ) {
+						s.mimeType = type;
+					}
+					return this;
+				},
+
+				// Status-dependent callbacks
+				statusCode: function( map ) {
+					var code;
+					if ( map ) {
+						if ( completed ) {
+
+							// Execute the appropriate callbacks
+							jqXHR.always( map[ jqXHR.status ] );
+						} else {
+
+							// Lazy-add the new callbacks in a way that preserves old ones
+							for ( code in map ) {
+								statusCode[ code ] = [ statusCode[ code ], map[ code ] ];
+							}
+						}
+					}
+					return this;
+				},
+
+				// Cancel the request
+				abort: function( statusText ) {
+					var finalText = statusText || strAbort;
+					if ( transport ) {
+						transport.abort( finalText );
+					}
+					done( 0, finalText );
+					return this;
+				}
+			};
+
+		// Attach deferreds
+		deferred.promise( jqXHR );
+
+		// Add protocol if not provided (prefilters might expect it)
+		// Handle falsy url in the settings object (#10093: consistency with old signature)
+		// We also use the url parameter if available
+		s.url = ( ( url || s.url || location.href ) + "" )
+			.replace( rprotocol, location.protocol + "//" );
+
+		// Alias method option to type as per ticket #12004
+		s.type = options.method || options.type || s.method || s.type;
+
+		// Extract dataTypes list
+		s.dataTypes = ( s.dataType || "*" ).toLowerCase().match( rnothtmlwhite ) || [ "" ];
+
+		// A cross-domain request is in order when the origin doesn't match the current origin.
+		if ( s.crossDomain == null ) {
+			urlAnchor = document.createElement( "a" );
+
+			// Support: IE <=8 - 11, Edge 12 - 15
+			// IE throws exception on accessing the href property if url is malformed,
+			// e.g. http://example.com:80x/
+			try {
+				urlAnchor.href = s.url;
+
+				// Support: IE <=8 - 11 only
+				// Anchor's host property isn't correctly set when s.url is relative
+				urlAnchor.href = urlAnchor.href;
+				s.crossDomain = originAnchor.protocol + "//" + originAnchor.host !==
+					urlAnchor.protocol + "//" + urlAnchor.host;
+			} catch ( e ) {
+
+				// If there is an error parsing the URL, assume it is crossDomain,
+				// it can be rejected by the transport if it is invalid
+				s.crossDomain = true;
+			}
+		}
+
+		// Convert data if not already a string
+		if ( s.data && s.processData && typeof s.data !== "string" ) {
+			s.data = jQuery.param( s.data, s.traditional );
+		}
+
+		// Apply prefilters
+		inspectPrefiltersOrTransports( prefilters, s, options, jqXHR );
+
+		// If request was aborted inside a prefilter, stop there
+		if ( completed ) {
+			return jqXHR;
+		}
+
+		// We can fire global events as of now if asked to
+		// Don't fire events if jQuery.event is undefined in an AMD-usage scenario (#15118)
+		fireGlobals = jQuery.event && s.global;
+
+		// Watch for a new set of requests
+		if ( fireGlobals && jQuery.active++ === 0 ) {
+			jQuery.event.trigger( "ajaxStart" );
+		}
+
+		// Uppercase the type
+		s.type = s.type.toUpperCase();
+
+		// Determine if request has content
+		s.hasContent = !rnoContent.test( s.type );
+
+		// Save the URL in case we're toying with the If-Modified-Since
+		// and/or If-None-Match header later on
+		// Remove hash to simplify url manipulation
+		cacheURL = s.url.replace( rhash, "" );
+
+		// More options handling for requests with no content
+		if ( !s.hasContent ) {
+
+			// Remember the hash so we can put it back
+			uncached = s.url.slice( cacheURL.length );
+
+			// If data is available and should be processed, append data to url
+			if ( s.data && ( s.processData || typeof s.data === "string" ) ) {
+				cacheURL += ( rquery.test( cacheURL ) ? "&" : "?" ) + s.data;
+
+				// #9682: remove data so that it's not used in an eventual retry
+				delete s.data;
+			}
+
+			// Add or update anti-cache param if needed
+			if ( s.cache === false ) {
+				cacheURL = cacheURL.replace( rantiCache, "$1" );
+				uncached = ( rquery.test( cacheURL ) ? "&" : "?" ) + "_=" + ( nonce.guid++ ) +
+					uncached;
+			}
+
+			// Put hash and anti-cache on the URL that will be requested (gh-1732)
+			s.url = cacheURL + uncached;
+
+		// Change '%20' to '+' if this is encoded form body content (gh-2658)
+		} else if ( s.data && s.processData &&
+			( s.contentType || "" ).indexOf( "application/x-www-form-urlencoded" ) === 0 ) {
+			s.data = s.data.replace( r20, "+" );
+		}
+
+		// Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode.
+		if ( s.ifModified ) {
+			if ( jQuery.lastModified[ cacheURL ] ) {
+				jqXHR.setRequestHeader( "If-Modified-Since", jQuery.lastModified[ cacheURL ] );
+			}
+			if ( jQuery.etag[ cacheURL ] ) {
+				jqXHR.setRequestHeader( "If-None-Match", jQuery.etag[ cacheURL ] );
+			}
+		}
+
+		// Set the correct header, if data is being sent
+		if ( s.data && s.hasContent && s.contentType !== false || options.contentType ) {
+			jqXHR.setRequestHeader( "Content-Type", s.contentType );
+		}
+
+		// Set the Accepts header for the server, depending on the dataType
+		jqXHR.setRequestHeader(
+			"Accept",
+			s.dataTypes[ 0 ] && s.accepts[ s.dataTypes[ 0 ] ] ?
+				s.accepts[ s.dataTypes[ 0 ] ] +
+					( s.dataTypes[ 0 ] !== "*" ? ", " + allTypes + "; q=0.01" : "" ) :
+				s.accepts[ "*" ]
+		);
+
+		// Check for headers option
+		for ( i in s.headers ) {
+			jqXHR.setRequestHeader( i, s.headers[ i ] );
+		}
+
+		// Allow custom headers/mimetypes and early abort
+		if ( s.beforeSend &&
+			( s.beforeSend.call( callbackContext, jqXHR, s ) === false || completed ) ) {
+
+			// Abort if not done already and return
+			return jqXHR.abort();
+		}
+
+		// Aborting is no longer a cancellation
+		strAbort = "abort";
+
+		// Install callbacks on deferreds
+		completeDeferred.add( s.complete );
+		jqXHR.done( s.success );
+		jqXHR.fail( s.error );
+
+		// Get transport
+		transport = inspectPrefiltersOrTransports( transports, s, options, jqXHR );
+
+		// If no transport, we auto-abort
+		if ( !transport ) {
+			done( -1, "No Transport" );
+		} else {
+			jqXHR.readyState = 1;
+
+			// Send global event
+			if ( fireGlobals ) {
+				globalEventContext.trigger( "ajaxSend", [ jqXHR, s ] );
+			}
+
+			// If request was aborted inside ajaxSend, stop there
+			if ( completed ) {
+				return jqXHR;
+			}
+
+			// Timeout
+			if ( s.async && s.timeout > 0 ) {
+				timeoutTimer = window.setTimeout( function() {
+					jqXHR.abort( "timeout" );
+				}, s.timeout );
+			}
+
+			try {
+				completed = false;
+				transport.send( requestHeaders, done );
+			} catch ( e ) {
+
+				// Rethrow post-completion exceptions
+				if ( completed ) {
+					throw e;
+				}
+
+				// Propagate others as results
+				done( -1, e );
+			}
+		}
+
+		// Callback for when everything is done
+		function done( status, nativeStatusText, responses, headers ) {
+			var isSuccess, success, error, response, modified,
+				statusText = nativeStatusText;
+
+			// Ignore repeat invocations
+			if ( completed ) {
+				return;
+			}
+
+			completed = true;
+
+			// Clear timeout if it exists
+			if ( timeoutTimer ) {
+				window.clearTimeout( timeoutTimer );
+			}
+
+			// Dereference transport for early garbage collection
+			// (no matter how long the jqXHR object will be used)
+			transport = undefined;
+
+			// Cache response headers
+			responseHeadersString = headers || "";
+
+			// Set readyState
+			jqXHR.readyState = status > 0 ? 4 : 0;
+
+			// Determine if successful
+			isSuccess = status >= 200 && status < 300 || status === 304;
+
+			// Get response data
+			if ( responses ) {
+				response = ajaxHandleResponses( s, jqXHR, responses );
+			}
+
+			// Use a noop converter for missing script but not if jsonp
+			if ( !isSuccess &&
+				jQuery.inArray( "script", s.dataTypes ) > -1 &&
+				jQuery.inArray( "json", s.dataTypes ) < 0 ) {
+				s.converters[ "text script" ] = function() {};
+			}
+
+			// Convert no matter what (that way responseXXX fields are always set)
+			response = ajaxConvert( s, response, jqXHR, isSuccess );
+
+			// If successful, handle type chaining
+			if ( isSuccess ) {
+
+				// Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode.
+				if ( s.ifModified ) {
+					modified = jqXHR.getResponseHeader( "Last-Modified" );
+					if ( modified ) {
+						jQuery.lastModified[ cacheURL ] = modified;
+					}
+					modified = jqXHR.getResponseHeader( "etag" );
+					if ( modified ) {
+						jQuery.etag[ cacheURL ] = modified;
+					}
+				}
+
+				// if no content
+				if ( status === 204 || s.type === "HEAD" ) {
+					statusText = "nocontent";
+
+				// if not modified
+				} else if ( status === 304 ) {
+					statusText = "notmodified";
+
+				// If we have data, let's convert it
+				} else {
+					statusText = response.state;
+					success = response.data;
+					error = response.error;
+					isSuccess = !error;
+				}
+			} else {
+
+				// Extract error from statusText and normalize for non-aborts
+				error = statusText;
+				if ( status || !statusText ) {
+					statusText = "error";
+					if ( status < 0 ) {
+						status = 0;
+					}
+				}
+			}
+
+			// Set data for the fake xhr object
+			jqXHR.status = status;
+			jqXHR.statusText = ( nativeStatusText || statusText ) + "";
+
+			// Success/Error
+			if ( isSuccess ) {
+				deferred.resolveWith( callbackContext, [ success, statusText, jqXHR ] );
+			} else {
+				deferred.rejectWith( callbackContext, [ jqXHR, statusText, error ] );
+			}
+
+			// Status-dependent callbacks
+			jqXHR.statusCode( statusCode );
+			statusCode = undefined;
+
+			if ( fireGlobals ) {
+				globalEventContext.trigger( isSuccess ? "ajaxSuccess" : "ajaxError",
+					[ jqXHR, s, isSuccess ? success : error ] );
+			}
+
+			// Complete
+			completeDeferred.fireWith( callbackContext, [ jqXHR, statusText ] );
+
+			if ( fireGlobals ) {
+				globalEventContext.trigger( "ajaxComplete", [ jqXHR, s ] );
+
+				// Handle the global AJAX counter
+				if ( !( --jQuery.active ) ) {
+					jQuery.event.trigger( "ajaxStop" );
+				}
+			}
+		}
+
+		return jqXHR;
+	},
+
+	getJSON: function( url, data, callback ) {
+		return jQuery.get( url, data, callback, "json" );
+	},
+
+	getScript: function( url, callback ) {
+		return jQuery.get( url, undefined, callback, "script" );
+	}
+} );
+
+jQuery.each( [ "get", "post" ], function( _i, method ) {
+	jQuery[ method ] = function( url, data, callback, type ) {
+
+		// Shift arguments if data argument was omitted
+		if ( isFunction( data ) ) {
+			type = type || callback;
+			callback = data;
+			data = undefined;
+		}
+
+		// The url can be an options object (which then must have .url)
+		return jQuery.ajax( jQuery.extend( {
+			url: url,
+			type: method,
+			dataType: type,
+			data: data,
+			success: callback
+		}, jQuery.isPlainObject( url ) && url ) );
+	};
+} );
+
+jQuery.ajaxPrefilter( function( s ) {
+	var i;
+	for ( i in s.headers ) {
+		if ( i.toLowerCase() === "content-type" ) {
+			s.contentType = s.headers[ i ] || "";
+		}
+	}
+} );
+
+
+jQuery._evalUrl = function( url, options, doc ) {
+	return jQuery.ajax( {
+		url: url,
+
+		// Make this explicit, since user can override this through ajaxSetup (#11264)
+		type: "GET",
+		dataType: "script",
+		cache: true,
+		async: false,
+		global: false,
+
+		// Only evaluate the response if it is successful (gh-4126)
+		// dataFilter is not invoked for failure responses, so using it instead
+		// of the default converter is kludgy but it works.
+		converters: {
+			"text script": function() {}
+		},
+		dataFilter: function( response ) {
+			jQuery.globalEval( response, options, doc );
+		}
+	} );
+};
+
+
+jQuery.fn.extend( {
+	wrapAll: function( html ) {
+		var wrap;
+
+		if ( this[ 0 ] ) {
+			if ( isFunction( html ) ) {
+				html = html.call( this[ 0 ] );
+			}
+
+			// The elements to wrap the target around
+			wrap = jQuery( html, this[ 0 ].ownerDocument ).eq( 0 ).clone( true );
+
+			if ( this[ 0 ].parentNode ) {
+				wrap.insertBefore( this[ 0 ] );
+			}
+
+			wrap.map( function() {
+				var elem = this;
+
+				while ( elem.firstElementChild ) {
+					elem = elem.firstElementChild;
+				}
+
+				return elem;
+			} ).append( this );
+		}
+
+		return this;
+	},
+
+	wrapInner: function( html ) {
+		if ( isFunction( html ) ) {
+			return this.each( function( i ) {
+				jQuery( this ).wrapInner( html.call( this, i ) );
+			} );
+		}
+
+		return this.each( function() {
+			var self = jQuery( this ),
+				contents = self.contents();
+
+			if ( contents.length ) {
+				contents.wrapAll( html );
+
+			} else {
+				self.append( html );
+			}
+		} );
+	},
+
+	wrap: function( html ) {
+		var htmlIsFunction = isFunction( html );
+
+		return this.each( function( i ) {
+			jQuery( this ).wrapAll( htmlIsFunction ? html.call( this, i ) : html );
+		} );
+	},
+
+	unwrap: function( selector ) {
+		this.parent( selector ).not( "body" ).each( function() {
+			jQuery( this ).replaceWith( this.childNodes );
+		} );
+		return this;
+	}
+} );
+
+
+jQuery.expr.pseudos.hidden = function( elem ) {
+	return !jQuery.expr.pseudos.visible( elem );
+};
+jQuery.expr.pseudos.visible = function( elem ) {
+	return !!( elem.offsetWidth || elem.offsetHeight || elem.getClientRects().length );
+};
+
+
+
+
+jQuery.ajaxSettings.xhr = function() {
+	try {
+		return new window.XMLHttpRequest();
+	} catch ( e ) {}
+};
+
+var xhrSuccessStatus = {
+
+		// File protocol always yields status code 0, assume 200
+		0: 200,
+
+		// Support: IE <=9 only
+		// #1450: sometimes IE returns 1223 when it should be 204
+		1223: 204
+	},
+	xhrSupported = jQuery.ajaxSettings.xhr();
+
+support.cors = !!xhrSupported && ( "withCredentials" in xhrSupported );
+support.ajax = xhrSupported = !!xhrSupported;
+
+jQuery.ajaxTransport( function( options ) {
+	var callback, errorCallback;
+
+	// Cross domain only allowed if supported through XMLHttpRequest
+	if ( support.cors || xhrSupported && !options.crossDomain ) {
+		return {
+			send: function( headers, complete ) {
+				var i,
+					xhr = options.xhr();
+
+				xhr.open(
+					options.type,
+					options.url,
+					options.async,
+					options.username,
+					options.password
+				);
+
+				// Apply custom fields if provided
+				if ( options.xhrFields ) {
+					for ( i in options.xhrFields ) {
+						xhr[ i ] = options.xhrFields[ i ];
+					}
+				}
+
+				// Override mime type if needed
+				if ( options.mimeType && xhr.overrideMimeType ) {
+					xhr.overrideMimeType( options.mimeType );
+				}
+
+				// X-Requested-With header
+				// For cross-domain requests, seeing as conditions for a preflight are
+				// akin to a jigsaw puzzle, we simply never set it to be sure.
+				// (it can always be set on a per-request basis or even using ajaxSetup)
+				// For same-domain requests, won't change header if already provided.
+				if ( !options.crossDomain && !headers[ "X-Requested-With" ] ) {
+					headers[ "X-Requested-With" ] = "XMLHttpRequest";
+				}
+
+				// Set headers
+				for ( i in headers ) {
+					xhr.setRequestHeader( i, headers[ i ] );
+				}
+
+				// Callback
+				callback = function( type ) {
+					return function() {
+						if ( callback ) {
+							callback = errorCallback = xhr.onload =
+								xhr.onerror = xhr.onabort = xhr.ontimeout =
+									xhr.onreadystatechange = null;
+
+							if ( type === "abort" ) {
+								xhr.abort();
+							} else if ( type === "error" ) {
+
+								// Support: IE <=9 only
+								// On a manual native abort, IE9 throws
+								// errors on any property access that is not readyState
+								if ( typeof xhr.status !== "number" ) {
+									complete( 0, "error" );
+								} else {
+									complete(
+
+										// File: protocol always yields status 0; see #8605, #14207
+										xhr.status,
+										xhr.statusText
+									);
+								}
+							} else {
+								complete(
+									xhrSuccessStatus[ xhr.status ] || xhr.status,
+									xhr.statusText,
+
+									// Support: IE <=9 only
+									// IE9 has no XHR2 but throws on binary (trac-11426)
+									// For XHR2 non-text, let the caller handle it (gh-2498)
+									( xhr.responseType || "text" ) !== "text"  ||
+									typeof xhr.responseText !== "string" ?
+										{ binary: xhr.response } :
+										{ text: xhr.responseText },
+									xhr.getAllResponseHeaders()
+								);
+							}
+						}
+					};
+				};
+
+				// Listen to events
+				xhr.onload = callback();
+				errorCallback = xhr.onerror = xhr.ontimeout = callback( "error" );
+
+				// Support: IE 9 only
+				// Use onreadystatechange to replace onabort
+				// to handle uncaught aborts
+				if ( xhr.onabort !== undefined ) {
+					xhr.onabort = errorCallback;
+				} else {
+					xhr.onreadystatechange = function() {
+
+						// Check readyState before timeout as it changes
+						if ( xhr.readyState === 4 ) {
+
+							// Allow onerror to be called first,
+							// but that will not handle a native abort
+							// Also, save errorCallback to a variable
+							// as xhr.onerror cannot be accessed
+							window.setTimeout( function() {
+								if ( callback ) {
+									errorCallback();
+								}
+							} );
+						}
+					};
+				}
+
+				// Create the abort callback
+				callback = callback( "abort" );
+
+				try {
+
+					// Do send the request (this may raise an exception)
+					xhr.send( options.hasContent && options.data || null );
+				} catch ( e ) {
+
+					// #14683: Only rethrow if this hasn't been notified as an error yet
+					if ( callback ) {
+						throw e;
+					}
+				}
+			},
+
+			abort: function() {
+				if ( callback ) {
+					callback();
+				}
+			}
+		};
+	}
+} );
+
+
+
+
+// Prevent auto-execution of scripts when no explicit dataType was provided (See gh-2432)
+jQuery.ajaxPrefilter( function( s ) {
+	if ( s.crossDomain ) {
+		s.contents.script = false;
+	}
+} );
+
+// Install script dataType
+jQuery.ajaxSetup( {
+	accepts: {
+		script: "text/javascript, application/javascript, " +
+			"application/ecmascript, application/x-ecmascript"
+	},
+	contents: {
+		script: /\b(?:java|ecma)script\b/
+	},
+	converters: {
+		"text script": function( text ) {
+			jQuery.globalEval( text );
+			return text;
+		}
+	}
+} );
+
+// Handle cache's special case and crossDomain
+jQuery.ajaxPrefilter( "script", function( s ) {
+	if ( s.cache === undefined ) {
+		s.cache = false;
+	}
+	if ( s.crossDomain ) {
+		s.type = "GET";
+	}
+} );
+
+// Bind script tag hack transport
+jQuery.ajaxTransport( "script", function( s ) {
+
+	// This transport only deals with cross domain or forced-by-attrs requests
+	if ( s.crossDomain || s.scriptAttrs ) {
+		var script, callback;
+		return {
+			send: function( _, complete ) {
+				script = jQuery( "<script>" )
+					.attr( s.scriptAttrs || {} )
+					.prop( { charset: s.scriptCharset, src: s.url } )
+					.on( "load error", callback = function( evt ) {
+						script.remove();
+						callback = null;
+						if ( evt ) {
+							complete( evt.type === "error" ? 404 : 200, evt.type );
+						}
+					} );
+
+				// Use native DOM manipulation to avoid our domManip AJAX trickery
+				document.head.appendChild( script[ 0 ] );
+			},
+			abort: function() {
+				if ( callback ) {
+					callback();
+				}
+			}
+		};
+	}
+} );
+
+
+
+
+var oldCallbacks = [],
+	rjsonp = /(=)\?(?=&|$)|\?\?/;
+
+// Default jsonp settings
+jQuery.ajaxSetup( {
+	jsonp: "callback",
+	jsonpCallback: function() {
+		var callback = oldCallbacks.pop() || ( jQuery.expando + "_" + ( nonce.guid++ ) );
+		this[ callback ] = true;
+		return callback;
+	}
+} );
+
+// Detect, normalize options and install callbacks for jsonp requests
+jQuery.ajaxPrefilter( "json jsonp", function( s, originalSettings, jqXHR ) {
+
+	var callbackName, overwritten, responseContainer,
+		jsonProp = s.jsonp !== false && ( rjsonp.test( s.url ) ?
+			"url" :
+			typeof s.data === "string" &&
+				( s.contentType || "" )
+					.indexOf( "application/x-www-form-urlencoded" ) === 0 &&
+				rjsonp.test( s.data ) && "data"
+		);
+
+	// Handle iff the expected data type is "jsonp" or we have a parameter to set
+	if ( jsonProp || s.dataTypes[ 0 ] === "jsonp" ) {
+
+		// Get callback name, remembering preexisting value associated with it
+		callbackName = s.jsonpCallback = isFunction( s.jsonpCallback ) ?
+			s.jsonpCallback() :
+			s.jsonpCallback;
+
+		// Insert callback into url or form data
+		if ( jsonProp ) {
+			s[ jsonProp ] = s[ jsonProp ].replace( rjsonp, "$1" + callbackName );
+		} else if ( s.jsonp !== false ) {
+			s.url += ( rquery.test( s.url ) ? "&" : "?" ) + s.jsonp + "=" + callbackName;
+		}
+
+		// Use data converter to retrieve json after script execution
+		s.converters[ "script json" ] = function() {
+			if ( !responseContainer ) {
+				jQuery.error( callbackName + " was not called" );
+			}
+			return responseContainer[ 0 ];
+		};
+
+		// Force json dataType
+		s.dataTypes[ 0 ] = "json";
+
+		// Install callback
+		overwritten = window[ callbackName ];
+		window[ callbackName ] = function() {
+			responseContainer = arguments;
+		};
+
+		// Clean-up function (fires after converters)
+		jqXHR.always( function() {
+
+			// If previous value didn't exist - remove it
+			if ( overwritten === undefined ) {
+				jQuery( window ).removeProp( callbackName );
+
+			// Otherwise restore preexisting value
+			} else {
+				window[ callbackName ] = overwritten;
+			}
+
+			// Save back as free
+			if ( s[ callbackName ] ) {
+
+				// Make sure that re-using the options doesn't screw things around
+				s.jsonpCallback = originalSettings.jsonpCallback;
+
+				// Save the callback name for future use
+				oldCallbacks.push( callbackName );
+			}
+
+			// Call if it was a function and we have a response
+			if ( responseContainer && isFunction( overwritten ) ) {
+				overwritten( responseContainer[ 0 ] );
+			}
+
+			responseContainer = overwritten = undefined;
+		} );
+
+		// Delegate to script
+		return "script";
+	}
+} );
+
+
+
+
+// Support: Safari 8 only
+// In Safari 8 documents created via document.implementation.createHTMLDocument
+// collapse sibling forms: the second one becomes a child of the first one.
+// Because of that, this security measure has to be disabled in Safari 8.
+// https://bugs.webkit.org/show_bug.cgi?id=137337
+support.createHTMLDocument = ( function() {
+	var body = document.implementation.createHTMLDocument( "" ).body;
+	body.innerHTML = "<form></form><form></form>";
+	return body.childNodes.length === 2;
+} )();
+
+
+// Argument "data" should be string of html
+// context (optional): If specified, the fragment will be created in this context,
+// defaults to document
+// keepScripts (optional): If true, will include scripts passed in the html string
+jQuery.parseHTML = function( data, context, keepScripts ) {
+	if ( typeof data !== "string" ) {
+		return [];
+	}
+	if ( typeof context === "boolean" ) {
+		keepScripts = context;
+		context = false;
+	}
+
+	var base, parsed, scripts;
+
+	if ( !context ) {
+
+		// Stop scripts or inline event handlers from being executed immediately
+		// by using document.implementation
+		if ( support.createHTMLDocument ) {
+			context = document.implementation.createHTMLDocument( "" );
+
+			// Set the base href for the created document
+			// so any parsed elements with URLs
+			// are based on the document's URL (gh-2965)
+			base = context.createElement( "base" );
+			base.href = document.location.href;
+			context.head.appendChild( base );
+		} else {
+			context = document;
+		}
+	}
+
+	parsed = rsingleTag.exec( data );
+	scripts = !keepScripts && [];
+
+	// Single tag
+	if ( parsed ) {
+		return [ context.createElement( parsed[ 1 ] ) ];
+	}
+
+	parsed = buildFragment( [ data ], context, scripts );
+
+	if ( scripts && scripts.length ) {
+		jQuery( scripts ).remove();
+	}
+
+	return jQuery.merge( [], parsed.childNodes );
+};
+
+
+/**
+ * Load a url into a page
+ */
+jQuery.fn.load = function( url, params, callback ) {
+	var selector, type, response,
+		self = this,
+		off = url.indexOf( " " );
+
+	if ( off > -1 ) {
+		selector = stripAndCollapse( url.slice( off ) );
+		url = url.slice( 0, off );
+	}
+
+	// If it's a function
+	if ( isFunction( params ) ) {
+
+		// We assume that it's the callback
+		callback = params;
+		params = undefined;
+
+	// Otherwise, build a param string
+	} else if ( params && typeof params === "object" ) {
+		type = "POST";
+	}
+
+	// If we have elements to modify, make the request
+	if ( self.length > 0 ) {
+		jQuery.ajax( {
+			url: url,
+
+			// If "type" variable is undefined, then "GET" method will be used.
+			// Make value of this field explicit since
+			// user can override it through ajaxSetup method
+			type: type || "GET",
+			dataType: "html",
+			data: params
+		} ).done( function( responseText ) {
+
+			// Save response for use in complete callback
+			response = arguments;
+
+			self.html( selector ?
+
+				// If a selector was specified, locate the right elements in a dummy div
+				// Exclude scripts to avoid IE 'Permission Denied' errors
+				jQuery( "<div>" ).append( jQuery.parseHTML( responseText ) ).find( selector ) :
+
+				// Otherwise use the full result
+				responseText );
+
+		// If the request succeeds, this function gets "data", "status", "jqXHR"
+		// but they are ignored because response was set above.
+		// If it fails, this function gets "jqXHR", "status", "error"
+		} ).always( callback && function( jqXHR, status ) {
+			self.each( function() {
+				callback.apply( this, response || [ jqXHR.responseText, status, jqXHR ] );
+			} );
+		} );
+	}
+
+	return this;
+};
+
+
+
+
+jQuery.expr.pseudos.animated = function( elem ) {
+	return jQuery.grep( jQuery.timers, function( fn ) {
+		return elem === fn.elem;
+	} ).length;
+};
+
+
+
+
+jQuery.offset = {
+	setOffset: function( elem, options, i ) {
+		var curPosition, curLeft, curCSSTop, curTop, curOffset, curCSSLeft, calculatePosition,
+			position = jQuery.css( elem, "position" ),
+			curElem = jQuery( elem ),
+			props = {};
+
+		// Set position first, in-case top/left are set even on static elem
+		if ( position === "static" ) {
+			elem.style.position = "relative";
+		}
+
+		curOffset = curElem.offset();
+		curCSSTop = jQuery.css( elem, "top" );
+		curCSSLeft = jQuery.css( elem, "left" );
+		calculatePosition = ( position === "absolute" || position === "fixed" ) &&
+			( curCSSTop + curCSSLeft ).indexOf( "auto" ) > -1;
+
+		// Need to be able to calculate position if either
+		// top or left is auto and position is either absolute or fixed
+		if ( calculatePosition ) {
+			curPosition = curElem.position();
+			curTop = curPosition.top;
+			curLeft = curPosition.left;
+
+		} else {
+			curTop = parseFloat( curCSSTop ) || 0;
+			curLeft = parseFloat( curCSSLeft ) || 0;
+		}
+
+		if ( isFunction( options ) ) {
+
+			// Use jQuery.extend here to allow modification of coordinates argument (gh-1848)
+			options = options.call( elem, i, jQuery.extend( {}, curOffset ) );
+		}
+
+		if ( options.top != null ) {
+			props.top = ( options.top - curOffset.top ) + curTop;
+		}
+		if ( options.left != null ) {
+			props.left = ( options.left - curOffset.left ) + curLeft;
+		}
+
+		if ( "using" in options ) {
+			options.using.call( elem, props );
+
+		} else {
+			curElem.css( props );
+		}
+	}
+};
+
+jQuery.fn.extend( {
+
+	// offset() relates an element's border box to the document origin
+	offset: function( options ) {
+
+		// Preserve chaining for setter
+		if ( arguments.length ) {
+			return options === undefined ?
+				this :
+				this.each( function( i ) {
+					jQuery.offset.setOffset( this, options, i );
+				} );
+		}
+
+		var rect, win,
+			elem = this[ 0 ];
+
+		if ( !elem ) {
+			return;
+		}
+
+		// Return zeros for disconnected and hidden (display: none) elements (gh-2310)
+		// Support: IE <=11 only
+		// Running getBoundingClientRect on a
+		// disconnected node in IE throws an error
+		if ( !elem.getClientRects().length ) {
+			return { top: 0, left: 0 };
+		}
+
+		// Get document-relative position by adding viewport scroll to viewport-relative gBCR
+		rect = elem.getBoundingClientRect();
+		win = elem.ownerDocument.defaultView;
+		return {
+			top: rect.top + win.pageYOffset,
+			left: rect.left + win.pageXOffset
+		};
+	},
+
+	// position() relates an element's margin box to its offset parent's padding box
+	// This corresponds to the behavior of CSS absolute positioning
+	position: function() {
+		if ( !this[ 0 ] ) {
+			return;
+		}
+
+		var offsetParent, offset, doc,
+			elem = this[ 0 ],
+			parentOffset = { top: 0, left: 0 };
+
+		// position:fixed elements are offset from the viewport, which itself always has zero offset
+		if ( jQuery.css( elem, "position" ) === "fixed" ) {
+
+			// Assume position:fixed implies availability of getBoundingClientRect
+			offset = elem.getBoundingClientRect();
+
+		} else {
+			offset = this.offset();
+
+			// Account for the *real* offset parent, which can be the document or its root element
+			// when a statically positioned element is identified
+			doc = elem.ownerDocument;
+			offsetParent = elem.offsetParent || doc.documentElement;
+			while ( offsetParent &&
+				( offsetParent === doc.body || offsetParent === doc.documentElement ) &&
+				jQuery.css( offsetParent, "position" ) === "static" ) {
+
+				offsetParent = offsetParent.parentNode;
+			}
+			if ( offsetParent && offsetParent !== elem && offsetParent.nodeType === 1 ) {
+
+				// Incorporate borders into its offset, since they are outside its content origin
+				parentOffset = jQuery( offsetParent ).offset();
+				parentOffset.top += jQuery.css( offsetParent, "borderTopWidth", true );
+				parentOffset.left += jQuery.css( offsetParent, "borderLeftWidth", true );
+			}
+		}
+
+		// Subtract parent offsets and element margins
+		return {
+			top: offset.top - parentOffset.top - jQuery.css( elem, "marginTop", true ),
+			left: offset.left - parentOffset.left - jQuery.css( elem, "marginLeft", true )
+		};
+	},
+
+	// This method will return documentElement in the following cases:
+	// 1) For the element inside the iframe without offsetParent, this method will return
+	//    documentElement of the parent window
+	// 2) For the hidden or detached element
+	// 3) For body or html element, i.e. in case of the html node - it will return itself
+	//
+	// but those exceptions were never presented as a real life use-cases
+	// and might be considered as more preferable results.
+	//
+	// This logic, however, is not guaranteed and can change at any point in the future
+	offsetParent: function() {
+		return this.map( function() {
+			var offsetParent = this.offsetParent;
+
+			while ( offsetParent && jQuery.css( offsetParent, "position" ) === "static" ) {
+				offsetParent = offsetParent.offsetParent;
+			}
+
+			return offsetParent || documentElement;
+		} );
+	}
+} );
+
+// Create scrollLeft and scrollTop methods
+jQuery.each( { scrollLeft: "pageXOffset", scrollTop: "pageYOffset" }, function( method, prop ) {
+	var top = "pageYOffset" === prop;
+
+	jQuery.fn[ method ] = function( val ) {
+		return access( this, function( elem, method, val ) {
+
+			// Coalesce documents and windows
+			var win;
+			if ( isWindow( elem ) ) {
+				win = elem;
+			} else if ( elem.nodeType === 9 ) {
+				win = elem.defaultView;
+			}
+
+			if ( val === undefined ) {
+				return win ? win[ prop ] : elem[ method ];
+			}
+
+			if ( win ) {
+				win.scrollTo(
+					!top ? val : win.pageXOffset,
+					top ? val : win.pageYOffset
+				);
+
+			} else {
+				elem[ method ] = val;
+			}
+		}, method, val, arguments.length );
+	};
+} );
+
+// Support: Safari <=7 - 9.1, Chrome <=37 - 49
+// Add the top/left cssHooks using jQuery.fn.position
+// Webkit bug: https://bugs.webkit.org/show_bug.cgi?id=29084
+// Blink bug: https://bugs.chromium.org/p/chromium/issues/detail?id=589347
+// getComputedStyle returns percent when specified for top/left/bottom/right;
+// rather than make the css module depend on the offset module, just check for it here
+jQuery.each( [ "top", "left" ], function( _i, prop ) {
+	jQuery.cssHooks[ prop ] = addGetHookIf( support.pixelPosition,
+		function( elem, computed ) {
+			if ( computed ) {
+				computed = curCSS( elem, prop );
+
+				// If curCSS returns percentage, fallback to offset
+				return rnumnonpx.test( computed ) ?
+					jQuery( elem ).position()[ prop ] + "px" :
+					computed;
+			}
+		}
+	);
+} );
+
+
+// Create innerHeight, innerWidth, height, width, outerHeight and outerWidth methods
+jQuery.each( { Height: "height", Width: "width" }, function( name, type ) {
+	jQuery.each( {
+		padding: "inner" + name,
+		content: type,
+		"": "outer" + name
+	}, function( defaultExtra, funcName ) {
+
+		// Margin is only for outerHeight, outerWidth
+		jQuery.fn[ funcName ] = function( margin, value ) {
+			var chainable = arguments.length && ( defaultExtra || typeof margin !== "boolean" ),
+				extra = defaultExtra || ( margin === true || value === true ? "margin" : "border" );
+
+			return access( this, function( elem, type, value ) {
+				var doc;
+
+				if ( isWindow( elem ) ) {
+
+					// $( window ).outerWidth/Height return w/h including scrollbars (gh-1729)
+					return funcName.indexOf( "outer" ) === 0 ?
+						elem[ "inner" + name ] :
+						elem.document.documentElement[ "client" + name ];
+				}
+
+				// Get document width or height
+				if ( elem.nodeType === 9 ) {
+					doc = elem.documentElement;
+
+					// Either scroll[Width/Height] or offset[Width/Height] or client[Width/Height],
+					// whichever is greatest
+					return Math.max(
+						elem.body[ "scroll" + name ], doc[ "scroll" + name ],
+						elem.body[ "offset" + name ], doc[ "offset" + name ],
+						doc[ "client" + name ]
+					);
+				}
+
+				return value === undefined ?
+
+					// Get width or height on the element, requesting but not forcing parseFloat
+					jQuery.css( elem, type, extra ) :
+
+					// Set width or height on the element
+					jQuery.style( elem, type, value, extra );
+			}, type, chainable ? margin : undefined, chainable );
+		};
+	} );
+} );
+
+
+jQuery.each( [
+	"ajaxStart",
+	"ajaxStop",
+	"ajaxComplete",
+	"ajaxError",
+	"ajaxSuccess",
+	"ajaxSend"
+], function( _i, type ) {
+	jQuery.fn[ type ] = function( fn ) {
+		return this.on( type, fn );
+	};
+} );
+
+
+
+
+jQuery.fn.extend( {
+
+	bind: function( types, data, fn ) {
+		return this.on( types, null, data, fn );
+	},
+	unbind: function( types, fn ) {
+		return this.off( types, null, fn );
+	},
+
+	delegate: function( selector, types, data, fn ) {
+		return this.on( types, selector, data, fn );
+	},
+	undelegate: function( selector, types, fn ) {
+
+		// ( namespace ) or ( selector, types [, fn] )
+		return arguments.length === 1 ?
+			this.off( selector, "**" ) :
+			this.off( types, selector || "**", fn );
+	},
+
+	hover: function( fnOver, fnOut ) {
+		return this.mouseenter( fnOver ).mouseleave( fnOut || fnOver );
+	}
+} );
+
+jQuery.each(
+	( "blur focus focusin focusout resize scroll click dblclick " +
+	"mousedown mouseup mousemove mouseover mouseout mouseenter mouseleave " +
+	"change select submit keydown keypress keyup contextmenu" ).split( " " ),
+	function( _i, name ) {
+
+		// Handle event binding
+		jQuery.fn[ name ] = function( data, fn ) {
+			return arguments.length > 0 ?
+				this.on( name, null, data, fn ) :
+				this.trigger( name );
+		};
+	}
+);
+
+
+
+
+// Support: Android <=4.0 only
+// Make sure we trim BOM and NBSP
+var rtrim = /^[\s\uFEFF\xA0]+|[\s\uFEFF\xA0]+$/g;
+
+// Bind a function to a context, optionally partially applying any
+// arguments.
+// jQuery.proxy is deprecated to promote standards (specifically Function#bind)
+// However, it is not slated for removal any time soon
+jQuery.proxy = function( fn, context ) {
+	var tmp, args, proxy;
+
+	if ( typeof context === "string" ) {
+		tmp = fn[ context ];
+		context = fn;
+		fn = tmp;
+	}
+
+	// Quick check to determine if target is callable, in the spec
+	// this throws a TypeError, but we will just return undefined.
+	if ( !isFunction( fn ) ) {
+		return undefined;
+	}
+
+	// Simulated bind
+	args = slice.call( arguments, 2 );
+	proxy = function() {
+		return fn.apply( context || this, args.concat( slice.call( arguments ) ) );
+	};
+
+	// Set the guid of unique handler to the same of original handler, so it can be removed
+	proxy.guid = fn.guid = fn.guid || jQuery.guid++;
+
+	return proxy;
+};
+
+jQuery.holdReady = function( hold ) {
+	if ( hold ) {
+		jQuery.readyWait++;
+	} else {
+		jQuery.ready( true );
+	}
+};
+jQuery.isArray = Array.isArray;
+jQuery.parseJSON = JSON.parse;
+jQuery.nodeName = nodeName;
+jQuery.isFunction = isFunction;
+jQuery.isWindow = isWindow;
+jQuery.camelCase = camelCase;
+jQuery.type = toType;
+
+jQuery.now = Date.now;
+
+jQuery.isNumeric = function( obj ) {
+
+	// As of jQuery 3.0, isNumeric is limited to
+	// strings and numbers (primitives or objects)
+	// that can be coerced to finite numbers (gh-2662)
+	var type = jQuery.type( obj );
+	return ( type === "number" || type === "string" ) &&
+
+		// parseFloat NaNs numeric-cast false positives ("")
+		// ...but misinterprets leading-number strings, particularly hex literals ("0x...")
+		// subtraction forces infinities to NaN
+		!isNaN( obj - parseFloat( obj ) );
+};
+
+jQuery.trim = function( text ) {
+	return text == null ?
+		"" :
+		( text + "" ).replace( rtrim, "" );
+};
+
+
+
+// Register as a named AMD module, since jQuery can be concatenated with other
+// files that may use define, but not via a proper concatenation script that
+// understands anonymous AMD modules. A named AMD is safest and most robust
+// way to register. Lowercase jquery is used because AMD module names are
+// derived from file names, and jQuery is normally delivered in a lowercase
+// file name. Do this after creating the global so that if an AMD module wants
+// to call noConflict to hide this version of jQuery, it will work.
+
+// Note that for maximum portability, libraries that are not jQuery should
+// declare themselves as anonymous modules, and avoid setting a global if an
+// AMD loader is present. jQuery is a special case. For more information, see
+// https://github.com/jrburke/requirejs/wiki/Updating-existing-libraries#wiki-anon
+
+if ( typeof define === "function" && define.amd ) {
+	define( "jquery", [], function() {
+		return jQuery;
+	} );
+}
+
+
+
+
+var
+
+	// Map over jQuery in case of overwrite
+	_jQuery = window.jQuery,
+
+	// Map over the $ in case of overwrite
+	_$ = window.$;
+
+jQuery.noConflict = function( deep ) {
+	if ( window.$ === jQuery ) {
+		window.$ = _$;
+	}
+
+	if ( deep && window.jQuery === jQuery ) {
+		window.jQuery = _jQuery;
+	}
+
+	return jQuery;
+};
+
+// Expose jQuery and $ identifiers, even in AMD
+// (#7102#comment:10, https://github.com/jquery/jquery/pull/557)
+// and CommonJS for browser emulators (#13566)
+if ( typeof noGlobal === "undefined" ) {
+	window.jQuery = window.$ = jQuery;
+}
+
+
+
+
+return jQuery;
+} );
diff --git a/_projects/2025/100536001/100536001_files/jquery-3.6.0/jquery-3.6.0.min.js b/_projects/2025/100536001/100536001_files/jquery-3.6.0/jquery-3.6.0.min.js
new file mode 100644
index 00000000..c4c6022f
--- /dev/null
+++ b/_projects/2025/100536001/100536001_files/jquery-3.6.0/jquery-3.6.0.min.js
@@ -0,0 +1,2 @@
+/*! jQuery v3.6.0 | (c) OpenJS Foundation and other contributors | jquery.org/license */
+!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):function(e){if(!e.document)throw new Error("jQuery requires a window with a document");return t(e)}:t(e)}("undefined"!=typeof window?window:this,function(C,e){"use strict";var t=[],r=Object.getPrototypeOf,s=t.slice,g=t.flat?function(e){return t.flat.call(e)}:function(e){return t.concat.apply([],e)},u=t.push,i=t.indexOf,n={},o=n.toString,v=n.hasOwnProperty,a=v.toString,l=a.call(Object),y={},m=function(e){return"function"==typeof e&&"number"!=typeof e.nodeType&&"function"!=typeof e.item},x=function(e){return null!=e&&e===e.window},E=C.document,c={type:!0,src:!0,nonce:!0,noModule:!0};function b(e,t,n){var r,i,o=(n=n||E).createElement("script");if(o.text=e,t)for(r in c)(i=t[r]||t.getAttribute&&t.getAttribute(r))&&o.setAttribute(r,i);n.head.appendChild(o).parentNode.removeChild(o)}function w(e){return null==e?e+"":"object"==typeof e||"function"==typeof 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\ No newline at end of file
diff --git a/_projects/2025/100536001/100536001_files/popper-2.6.0/popper.min.js b/_projects/2025/100536001/100536001_files/popper-2.6.0/popper.min.js
new file mode 100644
index 00000000..4498d0f7
--- /dev/null
+++ b/_projects/2025/100536001/100536001_files/popper-2.6.0/popper.min.js
@@ -0,0 +1,6 @@
+/**
+ * @popperjs/core v2.6.0 - MIT License
+ */
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diff --git a/_projects/2025/100536001/100536001_files/tippy-6.2.7/tippy-bundle.umd.min.js b/_projects/2025/100536001/100536001_files/tippy-6.2.7/tippy-bundle.umd.min.js
new file mode 100644
index 00000000..c6b45c8d
--- /dev/null
+++ b/_projects/2025/100536001/100536001_files/tippy-6.2.7/tippy-bundle.umd.min.js
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new file mode 100644
index 00000000..2b25c61a
--- /dev/null
+++ b/_projects/2025/100536001/100536001_files/tippy-6.2.7/tippy-light-border.css
@@ -0,0 +1 @@
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diff --git a/_projects/2025/100536001/100536001_files/tippy-6.2.7/tippy.css b/_projects/2025/100536001/100536001_files/tippy-6.2.7/tippy.css
new file mode 100644
index 00000000..d1cd2e13
--- /dev/null
+++ b/_projects/2025/100536001/100536001_files/tippy-6.2.7/tippy.css
@@ -0,0 +1 @@
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diff --git a/_projects/2025/100536001/100536001_files/tippy-6.2.7/tippy.umd.min.js b/_projects/2025/100536001/100536001_files/tippy-6.2.7/tippy.umd.min.js
new file mode 100644
index 00000000..b4975895
--- /dev/null
+++ b/_projects/2025/100536001/100536001_files/tippy-6.2.7/tippy.umd.min.js
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t.name!==e.name})),[e])})}}(t.props,o),i=!0,t.setProps(e),i=!1)}return{onCreate:a,onAfterUpdate:a,onTrigger:function(e,n){if(d(n)){var i=p(t.reference.getClientRects()),o=i.find((function(t){return t.left-2<=n.clientX&&t.right+2>=n.clientX&&t.top-2<=n.clientY&&t.bottom+2>=n.clientY}));r=i.indexOf(o)}},onUntrigger:function(){r=-1}}}};var z={name:"sticky",defaultValue:!1,fn:function(t){var e=t.reference,n=t.popper;function r(e){return!0===t.props.sticky||t.props.sticky===e}var i=null,o=null;function a(){var s=r("reference")?(t.popperInstance?t.popperInstance.state.elements.reference:e).getBoundingClientRect():null,u=r("popper")?n.getBoundingClientRect():null;(s&&J(i,s)||u&&J(o,u))&&t.popperInstance&&t.popperInstance.update(),i=s,o=u,t.state.isMounted&&requestAnimationFrame(a)}return{onMount:function(){t.props.sticky&&a()}}}};function J(t,e){return!t||!e||(t.top!==e.top||t.right!==e.right||t.bottom!==e.bottom||t.left!==e.left)}return 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d.setProps=function(t){o=t.overrides||o,v(t)},d.setInstances=function(t){c(!0),s.forEach((function(t){return t()})),r=t,c(!1),u(),p(d),d.setProps({triggerTarget:i})},s=p(d),d},U.delegate=function(t,e){var n=[],r=[],i=!1,o=e.target,u=a(e,["target"]),c=Object.assign({},u,{trigger:"manual",touch:!1}),p=Object.assign({},u,{showOnCreate:!0}),f=U(t,c);function l(t){if(t.target&&!i){var n=t.target.closest(o);if(n){var a=n.getAttribute("data-tippy-trigger")||e.trigger||L.trigger;if(!n._tippy&&!("touchstart"===t.type&&"boolean"==typeof p.touch||"touchstart"!==t.type&&a.indexOf(_[t.type])<0)){var s=U(n,p);s&&(r=r.concat(s))}}}}function d(t,e,r,i){void 0===i&&(i=!1),t.addEventListener(e,r,i),n.push({node:t,eventType:e,handler:r,options:i})}return s(f).forEach((function(t){var e=t.destroy,o=t.enable,a=t.disable;t.destroy=function(t){void 0===t&&(t=!0),t&&r.forEach((function(t){t.destroy()})),r=[],n.forEach((function(t){var e=t.node,n=t.eventType,r=t.handler,i=t.options;e.removeEventListener(n,r,i)})),n=[],e()},t.enable=function(){o(),r.forEach((function(t){return t.enable()})),i=!1},t.disable=function(){a(),r.forEach((function(t){return t.disable()})),i=!0},function(t){var e=t.reference;d(e,"touchstart",l),d(e,"mouseover",l),d(e,"focusin",l),d(e,"click",l)}(t)})),f},U.hideAll=function(t){var e=void 0===t?{}:t,n=e.exclude,r=e.duration;H.forEach((function(t){var e=!1;if(n&&(e=v(n)?t.reference===n:t.popper===n.popper),!e){var i=t.props.duration;t.setProps({duration:r}),t.hide(),t.state.isDestroyed||t.setProps({duration:i})}}))},U.roundArrow='<svg width="16" height="6" xmlns="http://www.w3.org/2000/svg"><path d="M0 6s1.796-.013 4.67-3.615C5.851.9 6.93.006 8 0c1.07-.006 2.148.887 3.343 2.385C14.233 6.005 16 6 16 6H0z"></svg>',U}));
+//# sourceMappingURL=tippy.umd.min.js.map
diff --git a/_projects/2025/100536001/100536001_files/webcomponents-2.0.0/webcomponents.js b/_projects/2025/100536001/100536001_files/webcomponents-2.0.0/webcomponents.js
new file mode 100644
index 00000000..1e26bd4a
--- /dev/null
+++ b/_projects/2025/100536001/100536001_files/webcomponents-2.0.0/webcomponents.js
@@ -0,0 +1,236 @@
+// webcomponents.js requires Set api which is not available in all browsers
+if (typeof(Set) !== "undefined") {
+/**
+@license @nocompile
+Copyright (c) 2018 The Polymer Project Authors. All rights reserved.
+This code may only be used under the BSD style license found at http://polymer.github.io/LICENSE.txt
+The complete set of authors may be found at http://polymer.github.io/AUTHORS.txt
+The complete set of contributors may be found at http://polymer.github.io/CONTRIBUTORS.txt
+Code distributed by Google as part of the polymer project is also
+subject to an additional IP rights grant found at http://polymer.github.io/PATENTS.txt
+*/
+(function(){/*
+
+ Copyright (c) 2016 The Polymer Project Authors. All rights reserved.
+ This code may only be used under the BSD style license found at http://polymer.github.io/LICENSE.txt
+ The complete set of authors may be found at http://polymer.github.io/AUTHORS.txt
+ The complete set of contributors may be found at http://polymer.github.io/CONTRIBUTORS.txt
+ Code distributed by Google as part of the polymer project is also
+ subject to an additional IP rights grant found at http://polymer.github.io/PATENTS.txt
+*/
+'use strict';var q,aa="undefined"!=typeof window&&window===this?this:"undefined"!=typeof global&&null!=global?global:this,ba="function"==typeof Object.defineProperties?Object.defineProperty:function(a,b,c){a!=Array.prototype&&a!=Object.prototype&&(a[b]=c.value)};function ca(){ca=function(){};aa.Symbol||(aa.Symbol=da)}var da=function(){var a=0;return function(b){return"jscomp_symbol_"+(b||"")+a++}}();
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diff --git a/_projects/2025/100536001/global inflation 2025_Deutsche Bank - Sheet1.csv b/_projects/2025/100536001/global inflation 2025_Deutsche Bank - Sheet1.csv
new file mode 100644
index 00000000..741d2cc1
--- /dev/null
+++ b/_projects/2025/100536001/global inflation 2025_Deutsche Bank - Sheet1.csv	
@@ -0,0 +1,50 @@
+Rank based on change from 2012 Economy ,Economy,cum change since 2012 (%),cum change since 2020 (%),"5-yr cum
+change (%)"
+1,Argentina,"20,587",1811,2614
+2,Turkey,"1,041",403,464
+3,Egypt,429,106,116
+4,Russia,128,39,44
+5,Brazil,99,29,33
+6,India,91,24,33
+7,Colombia,84,36,39
+8,South Africa,83,24,28
+9,Mexico,71,26,30
+10,Hungary,70,47,52
+11,Chile,66,30,34
+12,Indonesia,57,12,14
+13,Czech Republic,55,36,41
+14,Philippines,53,21,24
+15,Poland,49,37,42
+16,Norway,44,20,21
+17,Austria,40,24,25
+18,United Kingdom,39,23,24
+19,Australia,37,19,21
+20,United States,37,21,23
+21,Netherlands,36,23,25
+22,Belgium,35,22,22
+23,New Zealand,34,21,23
+24,Germany,33,22,22
+25,Hong Kong,32,8,8
+26,Canada,32,17,18
+27,Sweden,31,20,21
+28,Luxembourg,28,18,18
+29,Malaysia,27,11,9
+30,France,25,17,17
+31,South Korea,24,14,15
+32,Italy,24,19,18
+33,Spain,24,19,18
+34,Finland,24,15,16
+35,Saudi Arabia,24,10,14
+36,Portugal,23,18,18
+37,China,22,3,6
+38,Qatar,22,12,9
+39,Singapore,21,17,16
+40,Denmark,20,16,16
+41,Ireland,20,18,17
+42,United Arab Emirates,20,8,6
+43,Taiwan,16,10,10
+44,Israel,16,14,13
+45,Greece,15,18,16
+46,Japan,15,8,8
+47,Thailand,15,9,8
+48,Switzerland,6,7,6
\ No newline at end of file
diff --git a/projects.html b/projects.html
index 0c8eb217..47860a02 100644
--- a/projects.html
+++ b/projects.html
@@ -2479,141 +2479,160 @@ <h3>${suggestion.title}</h3>
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+
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+  function apply_hash_filter() {
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+
+
 
 <div class="posts-container posts-with-sidebar posts-apply-limit l-screen-inset">
 <div class="posts-list">
 <h1 class="posts-list-caption" data-caption="Project archive">Project archive</h1>
+<a href="projects/2025/100536001/" class="post-preview">
+<script class="post-metadata" type="text/json">{"categories":["2025"]}</script>
+<div class="metadata">
+<div class="publishedDate">Dec. 13, 2025</div>
+<div class="dt-authors">
+<div class="dt-author">Chih Hsuan Chang</div>
+</div>
+</div>
+<div class="thumbnail">
+<img src="projects/2025/100536001/100536001_files/figure-html5/unnamed-chunk-7-1.png"/>
+</div>
+<div class="description">
+<h2>Final Project_Chih Hsuan Chang</h2>
+<div class="dt-tags">
+<div class="dt-tag">2025</div>
+</div>
+<p></p>
+</div>
+</a>
 <a href="projects/2024/100431024/" class="post-preview">
 <script class="post-metadata" type="text/json">{"categories":["2024"]}</script>
 <div class="metadata">
@@ -2706,7 +2725,7 @@ <h2>Behind the numbers: comparing extreme poverty and GDP per capita by world re
 </div>
 </div>
 <div class="thumbnail">
-<img src="projects/2024/100419840/100419840_files/figure-html5/unnamed-chunk-22-1.png"/>
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 </div>
 <div class="description">
 <h2>How housing is no longer a right</h2>
@@ -4210,7 +4229,7 @@ <h2>Social Media Use in 2021</h2>
 </div>
 </div>
 <div class="thumbnail">
-<img data-src="projects/2022/100484017/Polio%20Vaccine%20-%20WSJ.png"/>
+<img data-src="projects/2022/100484017/Polio Vaccine - WSJ.png"/>
 </div>
 <div class="description">
 <h2>Effect of the introduction of the polio vaccine in the US</h2>
@@ -4323,7 +4342,7 @@ <h3>Categories</h3>
 <ul>
 <li>
 <a href="#category:articles">articles</a>
-<span class="category-count">(85)</span>
+<span class="category-count">(86)</span>
 </li>
 <li>
 <a href="#category:2022">2022</a>
@@ -4338,6 +4357,10 @@ <h3>Categories</h3>
 <span class="category-count">(31)</span>
 </li>
 <li>
+<a href="#category:2025">2025</a>
+<span class="category-count">(1)</span>
+</li>
+<li>
 <a href="#category:example">example</a>
 <span class="category-count">(1)</span>
 </li>
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diff --git a/projects/2025/100536001/global inflation 2025_Deutsche Bank - Sheet1.csv b/projects/2025/100536001/global inflation 2025_Deutsche Bank - Sheet1.csv
new file mode 100644
index 00000000..741d2cc1
--- /dev/null
+++ b/projects/2025/100536001/global inflation 2025_Deutsche Bank - Sheet1.csv	
@@ -0,0 +1,50 @@
+Rank based on change from 2012 Economy ,Economy,cum change since 2012 (%),cum change since 2020 (%),"5-yr cum
+change (%)"
+1,Argentina,"20,587",1811,2614
+2,Turkey,"1,041",403,464
+3,Egypt,429,106,116
+4,Russia,128,39,44
+5,Brazil,99,29,33
+6,India,91,24,33
+7,Colombia,84,36,39
+8,South Africa,83,24,28
+9,Mexico,71,26,30
+10,Hungary,70,47,52
+11,Chile,66,30,34
+12,Indonesia,57,12,14
+13,Czech Republic,55,36,41
+14,Philippines,53,21,24
+15,Poland,49,37,42
+16,Norway,44,20,21
+17,Austria,40,24,25
+18,United Kingdom,39,23,24
+19,Australia,37,19,21
+20,United States,37,21,23
+21,Netherlands,36,23,25
+22,Belgium,35,22,22
+23,New Zealand,34,21,23
+24,Germany,33,22,22
+25,Hong Kong,32,8,8
+26,Canada,32,17,18
+27,Sweden,31,20,21
+28,Luxembourg,28,18,18
+29,Malaysia,27,11,9
+30,France,25,17,17
+31,South Korea,24,14,15
+32,Italy,24,19,18
+33,Spain,24,19,18
+34,Finland,24,15,16
+35,Saudi Arabia,24,10,14
+36,Portugal,23,18,18
+37,China,22,3,6
+38,Qatar,22,12,9
+39,Singapore,21,17,16
+40,Denmark,20,16,16
+41,Ireland,20,18,17
+42,United Arab Emirates,20,8,6
+43,Taiwan,16,10,10
+44,Israel,16,14,13
+45,Greece,15,18,16
+46,Japan,15,8,8
+47,Thailand,15,9,8
+48,Switzerland,6,7,6
\ No newline at end of file
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+.distill-site-header .nav-image img {
+  max-height: 18px;
+  width: auto;
+  display: inline-block;
+  margin-bottom: -3px;
+}
+
+
+
+@media screen and (min-width: 1000px) {
+  .distill-site-header .logo img {
+    display: inline-block;
+  }
+  .distill-site-header .nav-left {
+    margin-left: 20px;
+  }
+  .distill-site-header .nav-right {
+    margin-right: 20px;
+  }
+  .distill-site-header .title {
+    padding-left: 12px;
+  }
+}
+
+
+.distill-site-header .nav-toggle {
+  display: none;
+}
+
+.nav-dropdown {
+  display: inline-block;
+  position: relative;
+}
+
+.nav-dropdown .nav-dropbtn {
+  border: none;
+  outline: none;
+  color: rgba(255, 255, 255, 0.8);
+  padding: 16px 10px;
+  background-color: transparent;
+  font-family: inherit;
+  font-size: inherit;
+  font-weight: inherit;
+  margin: 0;
+  margin-top: 1px;
+  z-index: 2;
+}
+
+.nav-dropdown-content {
+  display: none;
+  position: absolute;
+  background-color: white;
+  min-width: 200px;
+  border: 1px solid rgba(0,0,0,0.15);
+  border-radius: 4px;
+  box-shadow: 0px 8px 16px 0px rgba(0,0,0,0.1);
+  z-index: 1;
+  margin-top: 2px;
+  white-space: nowrap;
+  padding-top: 4px;
+  padding-bottom: 4px;
+}
+
+.nav-dropdown-content hr {
+  margin-top: 4px;
+  margin-bottom: 4px;
+  border: none;
+  border-bottom: 1px solid rgba(0, 0, 0, 0.1);
+}
+
+.nav-dropdown-active {
+  display: block;
+}
+
+.nav-dropdown-content a, .nav-dropdown-content .nav-dropdown-header {
+  color: black;
+  padding: 6px 24px;
+  text-decoration: none;
+  display: block;
+  text-align: left;
+}
+
+.nav-dropdown-content .nav-dropdown-header {
+  display: block;
+  padding: 5px 24px;
+  padding-bottom: 0;
+  text-transform: uppercase;
+  font-size: 14px;
+  color: #999999;
+  white-space: nowrap;
+}
+
+.nav-dropdown:hover .nav-dropbtn {
+  color: white;
+}
+
+.nav-dropdown-content a:hover {
+  background-color: #ddd;
+  color: black;
+}
+
+.nav-right .nav-dropdown-content {
+  margin-left: -45%;
+  right: 0;
+}
+
+@media screen and (max-width: 768px) {
+  .distill-site-header a, .distill-site-header .nav-dropdown  {display: none;}
+  .distill-site-header a.nav-toggle {
+    float: right;
+    display: block;
+  }
+  .distill-site-header .title {
+    margin-left: 0;
+  }
+  .distill-site-header .nav-right {
+    margin-right: 0;
+  }
+  .distill-site-header {
+    overflow: hidden;
+  }
+  .nav-right .nav-dropdown-content {
+    margin-left: 0;
+  }
+}
+
+
+@media screen and (max-width: 768px) {
+  .distill-site-header.responsive {position: relative; min-height: 500px; }
+  .distill-site-header.responsive a.nav-toggle {
+    position: absolute;
+    right: 0;
+    top: 0;
+  }
+  .distill-site-header.responsive a,
+  .distill-site-header.responsive .nav-dropdown {
+    display: block;
+    text-align: left;
+  }
+  .distill-site-header.responsive .nav-left,
+  .distill-site-header.responsive .nav-right {
+    width: 100%;
+  }
+  .distill-site-header.responsive .nav-dropdown {float: none;}
+  .distill-site-header.responsive .nav-dropdown-content {position: relative;}
+  .distill-site-header.responsive .nav-dropdown .nav-dropbtn {
+    display: block;
+    width: 100%;
+    text-align: left;
+  }
+}
+
+/* Site Footer */
+
+.distill-site-footer {
+  width: 100%;
+  overflow: hidden;
+  box-sizing: border-box;
+  z-index: 3;
+  margin-top: 30px;
+  padding-top: 30px;
+  padding-bottom: 30px;
+  text-align: center;
+}
+
+/* Headroom */
+
+d-title {
+  padding-top: 6rem;
+}
+
+@media print {
+  d-title {
+    padding-top: 4rem;
+  }
+}
+
+.headroom {
+  z-index: 1000;
+  position: fixed;
+  top: 0;
+  left: 0;
+  right: 0;
+}
+
+.headroom--transition {
+  transition: all .4s ease-in-out;
+}
+
+.headroom--unpinned {
+  top: -100px;
+}
+
+.headroom--pinned {
+  top: 0;
+}
+
+/* adjust viewport for navbar height */
+/* helps vertically center bootstrap (non-distill) content */
+.min-vh-100 {
+  min-height: calc(100vh - 100px) !important;
+}
+
+</style>
+
+<script src="../../../site_libs/jquery-3.6.0/jquery-3.6.0.min.js"></script>
+<link href="../../../site_libs/font-awesome-6.5.2/css/all.min.css" rel="stylesheet"/>
+<link href="../../../site_libs/font-awesome-6.5.2/css/v4-shims.min.css" rel="stylesheet"/>
+<script src="../../../site_libs/headroom-0.9.4/headroom.min.js"></script>
+<script src="../../../site_libs/autocomplete-0.37.1/autocomplete.min.js"></script>
+<script src="../../../site_libs/fuse-6.4.1/fuse.min.js"></script>
+
+<script type="application/javascript">
+
+function getMeta(metaName) {
+  var metas = document.getElementsByTagName('meta');
+  for (let i = 0; i < metas.length; i++) {
+    if (metas[i].getAttribute('name') === metaName) {
+      return metas[i].getAttribute('content');
+    }
+  }
+  return '';
+}
+
+function offsetURL(url) {
+  var offset = getMeta('distill:offset');
+  return offset ? offset + '/' + url : url;
+}
+
+function createFuseIndex() {
+
+  // create fuse index
+  var options = {
+    keys: [
+      { name: 'title', weight: 20 },
+      { name: 'categories', weight: 15 },
+      { name: 'description', weight: 10 },
+      { name: 'contents', weight: 5 },
+    ],
+    ignoreLocation: true,
+    threshold: 0
+  };
+  var fuse = new window.Fuse([], options);
+
+  // fetch the main search.json
+  return fetch(offsetURL('search.json'))
+    .then(function(response) {
+      if (response.status == 200) {
+        return response.json().then(function(json) {
+          // index main articles
+          json.articles.forEach(function(article) {
+            fuse.add(article);
+          });
+          // download collections and index their articles
+          return Promise.all(json.collections.map(function(collection) {
+            return fetch(offsetURL(collection)).then(function(response) {
+              if (response.status === 200) {
+                return response.json().then(function(articles) {
+                  articles.forEach(function(article) {
+                    fuse.add(article);
+                  });
+                })
+              } else {
+                return Promise.reject(
+                  new Error('Unexpected status from search index request: ' +
+                            response.status)
+                );
+              }
+            });
+          })).then(function() {
+            return fuse;
+          });
+        });
+
+      } else {
+        return Promise.reject(
+          new Error('Unexpected status from search index request: ' +
+                      response.status)
+        );
+      }
+    });
+}
+
+window.document.addEventListener("DOMContentLoaded", function (event) {
+
+  // get search element (bail if we don't have one)
+  var searchEl = window.document.getElementById('distill-search');
+  if (!searchEl)
+    return;
+
+  createFuseIndex()
+    .then(function(fuse) {
+
+      // make search box visible
+      searchEl.classList.remove('hidden');
+
+      // initialize autocomplete
+      var options = {
+        autoselect: true,
+        hint: false,
+        minLength: 2,
+      };
+      window.autocomplete(searchEl, options, [{
+        source: function(query, callback) {
+          const searchOptions = {
+            isCaseSensitive: false,
+            shouldSort: true,
+            minMatchCharLength: 2,
+            limit: 10,
+          };
+          var results = fuse.search(query, searchOptions);
+          callback(results
+            .map(function(result) { return result.item; })
+          );
+        },
+        templates: {
+          suggestion: function(suggestion) {
+            var img = suggestion.preview && Object.keys(suggestion.preview).length > 0
+              ? `<img src="${offsetURL(suggestion.preview)}"</img>`
+              : '';
+            var html = `
+              <div class="search-item">
+                <h3>${suggestion.title}</h3>
+                <div class="search-item-description">
+                  ${suggestion.description || ''}
+                </div>
+                <div class="search-item-preview">
+                  ${img}
+                </div>
+              </div>
+            `;
+            return html;
+          }
+        }
+      }]).on('autocomplete:selected', function(event, suggestion) {
+        window.location.href = offsetURL(suggestion.path);
+      });
+      // remove inline display style on autocompleter (we want to
+      // manage responsive display via css)
+      $('.algolia-autocomplete').css("display", "");
+    })
+    .catch(function(error) {
+      console.log(error);
+    });
+
+});
+
+</script>
+
+<style type="text/css">
+
+.nav-search {
+  font-size: x-small;
+}
+
+/* Algolioa Autocomplete */
+
+.algolia-autocomplete {
+  display: inline-block;
+  margin-left: 10px;
+  vertical-align: sub;
+  background-color: white;
+  color: black;
+  padding: 6px;
+  padding-top: 8px;
+  padding-bottom: 0;
+  border-radius: 6px;
+  border: 1px #0F2E3D solid;
+  width: 180px;
+}
+
+
+@media screen and (max-width: 768px) {
+  .distill-site-nav .algolia-autocomplete {
+    display: none;
+    visibility: hidden;
+  }
+  .distill-site-nav.responsive .algolia-autocomplete {
+    display: inline-block;
+    visibility: visible;
+  }
+  .distill-site-nav.responsive .algolia-autocomplete .aa-dropdown-menu {
+    margin-left: 0;
+    width: 400px;
+    max-height: 400px;
+  }
+}
+
+.algolia-autocomplete .aa-input, .algolia-autocomplete .aa-hint {
+  width: 90%;
+  outline: none;
+  border: none;
+}
+
+.algolia-autocomplete .aa-hint {
+  color: #999;
+}
+.algolia-autocomplete .aa-dropdown-menu {
+  width: 550px;
+  max-height: 70vh;
+  overflow-x: visible;
+  overflow-y: scroll;
+  padding: 5px;
+  margin-top: 3px;
+  margin-left: -150px;
+  background-color: #fff;
+  border-radius: 5px;
+  border: 1px solid #999;
+  border-top: none;
+}
+
+.algolia-autocomplete .aa-dropdown-menu .aa-suggestion {
+  cursor: pointer;
+  padding: 5px 4px;
+  border-bottom: 1px solid #eee;
+}
+
+.algolia-autocomplete .aa-dropdown-menu .aa-suggestion:last-of-type {
+  border-bottom: none;
+  margin-bottom: 2px;
+}
+
+.algolia-autocomplete .aa-dropdown-menu .aa-suggestion .search-item {
+  overflow: hidden;
+  font-size: 0.8em;
+  line-height: 1.4em;
+}
+
+.algolia-autocomplete .aa-dropdown-menu .aa-suggestion .search-item h3 {
+  font-size: 1rem;
+  margin-block-start: 0;
+  margin-block-end: 5px;
+}
+
+.algolia-autocomplete .aa-dropdown-menu .aa-suggestion .search-item-description {
+  display: inline-block;
+  overflow: hidden;
+  height: 2.8em;
+  width: 80%;
+  margin-right: 4%;
+}
+
+.algolia-autocomplete .aa-dropdown-menu .aa-suggestion .search-item-preview {
+  display: inline-block;
+  width: 15%;
+}
+
+.algolia-autocomplete .aa-dropdown-menu .aa-suggestion .search-item-preview img {
+  height: 3em;
+  width: auto;
+  display: none;
+}
+
+.algolia-autocomplete .aa-dropdown-menu .aa-suggestion .search-item-preview img[src] {
+  display: initial;
+}
+
+.algolia-autocomplete .aa-dropdown-menu .aa-suggestion.aa-cursor {
+  background-color: #eee;
+}
+.algolia-autocomplete .aa-dropdown-menu .aa-suggestion em {
+  font-weight: bold;
+  font-style: normal;
+}
+
+</style>
+
+
+<!--/radix_placeholder_navigation_in_header-->
+  <!--radix_placeholder_distill-->
+
+<style type="text/css">
+
+body {
+  background-color: white;
+}
+
+.pandoc-table {
+  width: 100%;
+}
+
+.pandoc-table>caption {
+  margin-bottom: 10px;
+}
+
+.pandoc-table th:not([align]) {
+  text-align: left;
+}
+
+.pagedtable-footer {
+  font-size: 15px;
+}
+
+d-byline .byline {
+  grid-template-columns: 2fr 2fr;
+}
+
+d-byline .byline h3 {
+  margin-block-start: 1.5em;
+}
+
+d-byline .byline .authors-affiliations h3 {
+  margin-block-start: 0.5em;
+}
+
+.authors-affiliations .orcid-id {
+  width: 16px;
+  height:16px;
+  margin-left: 4px;
+  margin-right: 4px;
+  vertical-align: middle;
+  padding-bottom: 2px;
+}
+
+d-title .dt-tags {
+  margin-top: 1em;
+  grid-column: text;
+}
+
+.dt-tags .dt-tag {
+  text-decoration: none;
+  display: inline-block;
+  color: rgba(0,0,0,0.6);
+  padding: 0em 0.4em;
+  margin-right: 0.5em;
+  margin-bottom: 0.4em;
+  font-size: 70%;
+  border: 1px solid rgba(0,0,0,0.2);
+  border-radius: 3px;
+  text-transform: uppercase;
+  font-weight: 500;
+}
+
+d-article table.gt_table td,
+d-article table.gt_table th {
+  border-bottom: none;
+  font-size: 100%;
+}
+
+.html-widget {
+  margin-bottom: 2.0em;
+}
+
+.l-screen-inset {
+  padding-right: 16px;
+}
+
+.l-screen .caption {
+  margin-left: 10px;
+}
+
+.shaded {
+  background: rgb(247, 247, 247);
+  padding-top: 20px;
+  padding-bottom: 20px;
+  border-top: 1px solid rgba(0, 0, 0, 0.1);
+  border-bottom: 1px solid rgba(0, 0, 0, 0.1);
+}
+
+.shaded .html-widget {
+  margin-bottom: 0;
+  border: 1px solid rgba(0, 0, 0, 0.1);
+}
+
+.shaded .shaded-content {
+  background: white;
+}
+
+.text-output {
+  margin-top: 0;
+  line-height: 1.5em;
+}
+
+.hidden {
+  display: none !important;
+}
+
+hr.section-separator {
+  border: none;
+  border-top: 1px solid rgba(0, 0, 0, 0.1);
+  margin: 0px;
+}
+
+
+d-byline {
+  border-top: none;
+}
+
+d-article {
+  padding-top: 2.5rem;
+  padding-bottom: 30px;
+  border-top: none;
+}
+
+d-appendix {
+  padding-top: 30px;
+}
+
+d-article>p>img {
+  width: 100%;
+}
+
+d-article h2 {
+  margin: 1rem 0 1.5rem 0;
+}
+
+d-article h3 {
+  margin-top: 1.5rem;
+}
+
+d-article iframe {
+  border: 1px solid rgba(0, 0, 0, 0.1);
+  margin-bottom: 2.0em;
+  width: 100%;
+}
+
+/* Tweak code blocks */
+
+d-article div.sourceCode code,
+d-article pre code {
+  font-family: Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;
+}
+
+d-article pre,
+d-article div.sourceCode,
+d-article div.sourceCode pre {
+  overflow: auto;
+}
+
+d-article div.sourceCode {
+  background-color: white;
+}
+
+d-article div.sourceCode pre {
+  padding-left: 10px;
+  font-size: 12px;
+  border-left: 2px solid rgba(0,0,0,0.1);
+}
+
+d-article pre {
+  font-size: 12px;
+  color: black;
+  background: none;
+  margin-top: 0;
+  text-align: left;
+  white-space: pre;
+  word-spacing: normal;
+  word-break: normal;
+  word-wrap: normal;
+  line-height: 1.5;
+
+  -moz-tab-size: 4;
+  -o-tab-size: 4;
+  tab-size: 4;
+
+  -webkit-hyphens: none;
+  -moz-hyphens: none;
+  -ms-hyphens: none;
+  hyphens: none;
+}
+
+d-article pre a {
+  border-bottom: none;
+}
+
+d-article pre a:hover {
+  border-bottom: none;
+  text-decoration: underline;
+}
+
+d-article details {
+  grid-column: text;
+  margin-bottom: 0.8em;
+}
+
+@media(min-width: 768px) {
+
+d-article pre,
+d-article div.sourceCode,
+d-article div.sourceCode pre {
+  overflow: visible !important;
+}
+
+d-article div.sourceCode pre {
+  padding-left: 18px;
+  font-size: 14px;
+}
+
+/* tweak for Pandoc numbered line within distill */
+d-article pre.numberSource code > span {
+    left: -2em;
+}
+
+d-article pre {
+  font-size: 14px;
+}
+
+}
+
+figure img.external {
+  background: white;
+  border: 1px solid rgba(0, 0, 0, 0.1);
+  box-shadow: 0 1px 8px rgba(0, 0, 0, 0.1);
+  padding: 18px;
+  box-sizing: border-box;
+}
+
+/* CSS for d-contents */
+
+.d-contents {
+  grid-column: text;
+  color: rgba(0,0,0,0.8);
+  font-size: 0.9em;
+  padding-bottom: 1em;
+  margin-bottom: 1em;
+  padding-bottom: 0.5em;
+  margin-bottom: 1em;
+  padding-left: 0.25em;
+  justify-self: start;
+}
+
+@media(min-width: 1000px) {
+  .d-contents.d-contents-float {
+    height: 0;
+    grid-column-start: 1;
+    grid-column-end: 4;
+    justify-self: center;
+    padding-right: 3em;
+    padding-left: 2em;
+  }
+}
+
+.d-contents nav h3 {
+  font-size: 18px;
+  margin-top: 0;
+  margin-bottom: 1em;
+}
+
+.d-contents li {
+  list-style-type: none
+}
+
+.d-contents nav > ul {
+  padding-left: 0;
+}
+
+.d-contents ul {
+  padding-left: 1em
+}
+
+.d-contents nav ul li {
+  margin-top: 0.6em;
+  margin-bottom: 0.2em;
+}
+
+.d-contents nav a {
+  font-size: 13px;
+  border-bottom: none;
+  text-decoration: none
+  color: rgba(0, 0, 0, 0.8);
+}
+
+.d-contents nav a:hover {
+  text-decoration: underline solid rgba(0, 0, 0, 0.6)
+}
+
+.d-contents nav > ul > li > a {
+  font-weight: 600;
+}
+
+.d-contents nav > ul > li > ul {
+  font-weight: inherit;
+}
+
+.d-contents nav > ul > li > ul > li {
+  margin-top: 0.2em;
+}
+
+
+.d-contents nav ul {
+  margin-top: 0;
+  margin-bottom: 0.25em;
+}
+
+.d-article-with-toc h2:nth-child(2) {
+  margin-top: 0;
+}
+
+
+/* Figure */
+
+.figure {
+  position: relative;
+  margin-bottom: 2.5em;
+  margin-top: 1.5em;
+}
+
+.figure .caption {
+  color: rgba(0, 0, 0, 0.6);
+  font-size: 12px;
+  line-height: 1.5em;
+}
+
+.figure img.external {
+  background: white;
+  border: 1px solid rgba(0, 0, 0, 0.1);
+  box-shadow: 0 1px 8px rgba(0, 0, 0, 0.1);
+  padding: 18px;
+  box-sizing: border-box;
+}
+
+.figure .caption a {
+  color: rgba(0, 0, 0, 0.6);
+}
+
+.figure .caption b,
+.figure .caption strong, {
+  font-weight: 600;
+  color: rgba(0, 0, 0, 1.0);
+}
+
+/* Citations */
+
+d-article .citation {
+  color: inherit;
+  cursor: inherit;
+}
+
+div.hanging-indent{
+  margin-left: 1em; text-indent: -1em;
+}
+
+/* Citation hover box */
+
+.tippy-box[data-theme~=light-border] {
+  background-color: rgba(250, 250, 250, 0.95);
+}
+
+.tippy-content > p {
+  margin-bottom: 0;
+  padding: 2px;
+}
+
+
+/* Tweak 1000px media break to show more text */
+
+@media(min-width: 1000px) {
+  .base-grid,
+  distill-header,
+  d-title,
+  d-abstract,
+  d-article,
+  d-appendix,
+  distill-appendix,
+  d-byline,
+  d-footnote-list,
+  d-citation-list,
+  distill-footer {
+    grid-template-columns: [screen-start] 1fr [page-start kicker-start] 80px [middle-start] 50px [text-start kicker-end] 65px 65px 65px 65px 65px 65px 65px 65px [text-end gutter-start] 65px [middle-end] 65px [page-end gutter-end] 1fr [screen-end];
+    grid-column-gap: 16px;
+  }
+
+  .grid {
+    grid-column-gap: 16px;
+  }
+
+  d-article {
+    font-size: 1.06rem;
+    line-height: 1.7em;
+  }
+  figure .caption, .figure .caption, figure figcaption {
+    font-size: 13px;
+  }
+}
+
+@media(min-width: 1180px) {
+  .base-grid,
+  distill-header,
+  d-title,
+  d-abstract,
+  d-article,
+  d-appendix,
+  distill-appendix,
+  d-byline,
+  d-footnote-list,
+  d-citation-list,
+  distill-footer {
+    grid-template-columns: [screen-start] 1fr [page-start kicker-start] 60px [middle-start] 60px [text-start kicker-end] 60px 60px 60px 60px 60px 60px 60px 60px [text-end gutter-start] 60px [middle-end] 60px [page-end gutter-end] 1fr [screen-end];
+    grid-column-gap: 32px;
+  }
+
+  .grid {
+    grid-column-gap: 32px;
+  }
+}
+
+
+/* Get the citation styles for the appendix (not auto-injected on render since
+   we do our own rendering of the citation appendix) */
+
+d-appendix .citation-appendix,
+.d-appendix .citation-appendix {
+  font-size: 11px;
+  line-height: 15px;
+  border-left: 1px solid rgba(0, 0, 0, 0.1);
+  padding-left: 18px;
+  border: 1px solid rgba(0,0,0,0.1);
+  background: rgba(0, 0, 0, 0.02);
+  padding: 10px 18px;
+  border-radius: 3px;
+  color: rgba(150, 150, 150, 1);
+  overflow: hidden;
+  margin-top: -12px;
+  white-space: pre-wrap;
+  word-wrap: break-word;
+}
+
+/* Include appendix styles here so they can be overridden */
+
+d-appendix {
+  contain: layout style;
+  font-size: 0.8em;
+  line-height: 1.7em;
+  margin-top: 60px;
+  margin-bottom: 0;
+  border-top: 1px solid rgba(0, 0, 0, 0.1);
+  color: rgba(0,0,0,0.5);
+  padding-top: 60px;
+  padding-bottom: 48px;
+}
+
+d-appendix h3 {
+  grid-column: page-start / text-start;
+  font-size: 15px;
+  font-weight: 500;
+  margin-top: 1em;
+  margin-bottom: 0;
+  color: rgba(0,0,0,0.65);
+}
+
+d-appendix h3 + * {
+  margin-top: 1em;
+}
+
+d-appendix ol {
+  padding: 0 0 0 15px;
+}
+
+@media (min-width: 768px) {
+  d-appendix ol {
+    padding: 0 0 0 30px;
+    margin-left: -30px;
+  }
+}
+
+d-appendix li {
+  margin-bottom: 1em;
+}
+
+d-appendix a {
+  color: rgba(0, 0, 0, 0.6);
+}
+
+d-appendix > * {
+  grid-column: text;
+}
+
+d-appendix > d-footnote-list,
+d-appendix > d-citation-list,
+d-appendix > distill-appendix {
+  grid-column: screen;
+}
+
+/* Include footnote styles here so they can be overridden */
+
+d-footnote-list {
+  contain: layout style;
+}
+
+d-footnote-list > * {
+  grid-column: text;
+}
+
+d-footnote-list a.footnote-backlink {
+  color: rgba(0,0,0,0.3);
+  padding-left: 0.5em;
+}
+
+
+
+/* Anchor.js */
+
+.anchorjs-link {
+  /*transition: all .25s linear; */
+  text-decoration: none;
+  border-bottom: none;
+}
+*:hover > .anchorjs-link {
+  margin-left: -1.125em !important;
+  text-decoration: none;
+  border-bottom: none;
+}
+
+/* Social footer */
+
+.social_footer {
+  margin-top: 30px;
+  margin-bottom: 0;
+  color: rgba(0,0,0,0.67);
+}
+
+.disqus-comments {
+  margin-right: 30px;
+}
+
+.disqus-comment-count {
+  border-bottom: 1px solid rgba(0, 0, 0, 0.4);
+  cursor: pointer;
+}
+
+#disqus_thread {
+  margin-top: 30px;
+}
+
+.article-sharing a {
+  border-bottom: none;
+  margin-right: 8px;
+}
+
+.article-sharing a:hover {
+  border-bottom: none;
+}
+
+.sidebar-section.subscribe {
+  font-size: 12px;
+  line-height: 1.6em;
+}
+
+.subscribe p {
+  margin-bottom: 0.5em;
+}
+
+
+.article-footer .subscribe {
+  font-size: 15px;
+  margin-top: 45px;
+}
+
+
+.sidebar-section.custom {
+  font-size: 12px;
+  line-height: 1.6em;
+}
+
+.custom p {
+  margin-bottom: 0.5em;
+}
+
+/* Styles for listing layout (hide title) */
+.layout-listing d-title, .layout-listing .d-title {
+  display: none;
+}
+
+/* Styles for posts lists (not auto-injected) */
+
+
+.posts-with-sidebar {
+  padding-left: 45px;
+  padding-right: 45px;
+}
+
+.posts-list .description h2,
+.posts-list .description p {
+  font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Oxygen, Ubuntu, Cantarell, "Fira Sans", "Droid Sans", "Helvetica Neue", Arial, sans-serif;
+}
+
+.posts-list .description h2 {
+  font-weight: 700;
+  border-bottom: none;
+  padding-bottom: 0;
+}
+
+.posts-list h2.post-tag {
+  border-bottom: 1px solid rgba(0, 0, 0, 0.2);
+  padding-bottom: 12px;
+}
+.posts-list {
+  margin-top: 60px;
+  margin-bottom: 24px;
+}
+
+.posts-list .post-preview {
+  text-decoration: none;
+  overflow: hidden;
+  display: block;
+  border-bottom: 1px solid rgba(0, 0, 0, 0.1);
+  padding: 24px 0;
+}
+
+.post-preview-last {
+  border-bottom: none !important;
+}
+
+.posts-list .posts-list-caption {
+  grid-column: screen;
+  font-weight: 400;
+}
+
+.posts-list .post-preview h2 {
+  margin: 0 0 6px 0;
+  line-height: 1.2em;
+  font-style: normal;
+  font-size: 24px;
+}
+
+.posts-list .post-preview p {
+  margin: 0 0 12px 0;
+  line-height: 1.4em;
+  font-size: 16px;
+}
+
+.posts-list .post-preview .thumbnail {
+  box-sizing: border-box;
+  margin-bottom: 24px;
+  position: relative;
+  max-width: 500px;
+}
+.posts-list .post-preview img {
+  width: 100%;
+  display: block;
+}
+
+.posts-list .metadata {
+  font-size: 12px;
+  line-height: 1.4em;
+  margin-bottom: 18px;
+}
+
+.posts-list .metadata > * {
+  display: inline-block;
+}
+
+.posts-list .metadata .publishedDate {
+  margin-right: 2em;
+}
+
+.posts-list .metadata .dt-authors {
+  display: block;
+  margin-top: 0.3em;
+  margin-right: 2em;
+}
+
+.posts-list .dt-tags {
+  display: block;
+  line-height: 1em;
+}
+
+.posts-list .dt-tags .dt-tag {
+  display: inline-block;
+  color: rgba(0,0,0,0.6);
+  padding: 0.3em 0.4em;
+  margin-right: 0.2em;
+  margin-bottom: 0.4em;
+  font-size: 60%;
+  border: 1px solid rgba(0,0,0,0.2);
+  border-radius: 3px;
+  text-transform: uppercase;
+  font-weight: 500;
+}
+
+.posts-list img {
+  opacity: 1;
+}
+
+.posts-list img[data-src] {
+  opacity: 0;
+}
+
+.posts-more {
+  clear: both;
+}
+
+
+.posts-sidebar {
+  font-size: 16px;
+}
+
+.posts-sidebar h3 {
+  font-size: 16px;
+  margin-top: 0;
+  margin-bottom: 0.5em;
+  font-weight: 400;
+  text-transform: uppercase;
+}
+
+.sidebar-section {
+  margin-bottom: 30px;
+}
+
+.categories ul {
+  list-style-type: none;
+  margin: 0;
+  padding: 0;
+}
+
+.categories li {
+  color: rgba(0, 0, 0, 0.8);
+  margin-bottom: 0;
+}
+
+.categories li>a {
+  border-bottom: none;
+}
+
+.categories li>a:hover {
+  border-bottom: 1px solid rgba(0, 0, 0, 0.4);
+}
+
+.categories .active {
+  font-weight: 600;
+}
+
+.categories .category-count {
+  color: rgba(0, 0, 0, 0.4);
+}
+
+
+@media(min-width: 768px) {
+  .posts-list .post-preview h2 {
+    font-size: 26px;
+  }
+  .posts-list .post-preview .thumbnail {
+    float: right;
+    width: 30%;
+    margin-bottom: 0;
+  }
+  .posts-list .post-preview .description {
+    float: left;
+    width: 45%;
+  }
+  .posts-list .post-preview .metadata {
+    float: left;
+    width: 20%;
+    margin-top: 8px;
+  }
+  .posts-list .post-preview p {
+    margin: 0 0 12px 0;
+    line-height: 1.5em;
+    font-size: 16px;
+  }
+  .posts-with-sidebar .posts-list {
+    float: left;
+    width: 75%;
+  }
+  .posts-with-sidebar .posts-sidebar {
+    float: right;
+    width: 20%;
+    margin-top: 60px;
+    padding-top: 24px;
+    padding-bottom: 24px;
+  }
+}
+
+
+/* Improve display for browsers without grid (IE/Edge <= 15) */
+
+.downlevel {
+  line-height: 1.6em;
+  font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Oxygen, Ubuntu, Cantarell, "Fira Sans", "Droid Sans", "Helvetica Neue", Arial, sans-serif;
+  margin: 0;
+}
+
+.downlevel .d-title {
+  padding-top: 6rem;
+  padding-bottom: 1.5rem;
+}
+
+.downlevel .d-title h1 {
+  font-size: 50px;
+  font-weight: 700;
+  line-height: 1.1em;
+  margin: 0 0 0.5rem;
+}
+
+.downlevel .d-title p {
+  font-weight: 300;
+  font-size: 1.2rem;
+  line-height: 1.55em;
+  margin-top: 0;
+}
+
+.downlevel .d-byline {
+  padding-top: 0.8em;
+  padding-bottom: 0.8em;
+  font-size: 0.8rem;
+  line-height: 1.8em;
+}
+
+.downlevel .section-separator {
+  border: none;
+  border-top: 1px solid rgba(0, 0, 0, 0.1);
+}
+
+.downlevel .d-article {
+  font-size: 1.06rem;
+  line-height: 1.7em;
+  padding-top: 1rem;
+  padding-bottom: 2rem;
+}
+
+
+.downlevel .d-appendix {
+  padding-left: 0;
+  padding-right: 0;
+  max-width: none;
+  font-size: 0.8em;
+  line-height: 1.7em;
+  margin-bottom: 0;
+  color: rgba(0,0,0,0.5);
+  padding-top: 40px;
+  padding-bottom: 48px;
+}
+
+.downlevel .footnotes ol {
+  padding-left: 13px;
+}
+
+.downlevel .base-grid,
+.downlevel .distill-header,
+.downlevel .d-title,
+.downlevel .d-abstract,
+.downlevel .d-article,
+.downlevel .d-appendix,
+.downlevel .distill-appendix,
+.downlevel .d-byline,
+.downlevel .d-footnote-list,
+.downlevel .d-citation-list,
+.downlevel .distill-footer,
+.downlevel .appendix-bottom,
+.downlevel .posts-container {
+  padding-left: 40px;
+  padding-right: 40px;
+}
+
+@media(min-width: 768px) {
+  .downlevel .base-grid,
+  .downlevel .distill-header,
+  .downlevel .d-title,
+  .downlevel .d-abstract,
+  .downlevel .d-article,
+  .downlevel .d-appendix,
+  .downlevel .distill-appendix,
+  .downlevel .d-byline,
+  .downlevel .d-footnote-list,
+  .downlevel .d-citation-list,
+  .downlevel .distill-footer,
+  .downlevel .appendix-bottom,
+  .downlevel .posts-container {
+  padding-left: 150px;
+  padding-right: 150px;
+  max-width: 900px;
+}
+}
+
+.downlevel pre code {
+  display: block;
+  border-left: 2px solid rgba(0, 0, 0, .1);
+  padding: 0 0 0 20px;
+  font-size: 14px;
+}
+
+.downlevel code, .downlevel pre {
+  color: black;
+  background: none;
+  font-family: Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;
+  text-align: left;
+  white-space: pre;
+  word-spacing: normal;
+  word-break: normal;
+  word-wrap: normal;
+  line-height: 1.5;
+
+  -moz-tab-size: 4;
+  -o-tab-size: 4;
+  tab-size: 4;
+
+  -webkit-hyphens: none;
+  -moz-hyphens: none;
+  -ms-hyphens: none;
+  hyphens: none;
+}
+
+.downlevel .posts-list .post-preview {
+  color: inherit;
+}
+
+
+
+</style>
+
+<script type="application/javascript">
+
+function is_downlevel_browser() {
+  if (bowser.isUnsupportedBrowser({ msie: "12", msedge: "16"},
+                                 window.navigator.userAgent)) {
+    return true;
+  } else {
+    return window.load_distill_framework === undefined;
+  }
+}
+
+// show body when load is complete
+function on_load_complete() {
+
+  // add anchors
+  if (window.anchors) {
+    window.anchors.options.placement = 'left';
+    window.anchors.add('d-article > h2, d-article > h3, d-article > h4, d-article > h5');
+  }
+
+
+  // set body to visible
+  document.body.style.visibility = 'visible';
+
+  // force redraw for leaflet widgets
+  if (window.HTMLWidgets) {
+    var maps = window.HTMLWidgets.findAll(".leaflet");
+    $.each(maps, function(i, el) {
+      var map = this.getMap();
+      map.invalidateSize();
+      map.eachLayer(function(layer) {
+        if (layer instanceof L.TileLayer)
+          layer.redraw();
+      });
+    });
+  }
+
+  // trigger 'shown' so htmlwidgets resize
+  $('d-article').trigger('shown');
+}
+
+function init_distill() {
+
+  init_common();
+
+  // create front matter
+  var front_matter = $('<d-front-matter></d-front-matter>');
+  $('#distill-front-matter').wrap(front_matter);
+
+  // create d-title
+  $('.d-title').changeElementType('d-title');
+
+  // separator
+  var separator = '<hr class="section-separator" style="clear: both"/>';
+  // prepend separator above appendix
+  $('.d-byline').before(separator);
+  $('.d-article').before(separator);
+
+  // create d-byline
+  var byline = $('<d-byline></d-byline>');
+  $('.d-byline').replaceWith(byline);
+
+  // create d-article
+  var article = $('<d-article></d-article>');
+  $('.d-article').wrap(article).children().unwrap();
+
+  // move posts container into article
+  $('.posts-container').appendTo($('d-article'));
+
+  // create d-appendix
+  $('.d-appendix').changeElementType('d-appendix');
+
+  // flag indicating that we have appendix items
+  var appendix = $('.appendix-bottom').children('h3').length > 0;
+
+  // replace footnotes with <d-footnote>
+  $('.footnote-ref').each(function(i, val) {
+    appendix = true;
+    var href = $(this).attr('href');
+    var id = href.replace('#', '');
+    var fn = $('#' + id);
+    var fn_p = $('#' + id + '>p');
+    fn_p.find('.footnote-back').remove();
+    var text = fn_p.html();
+    var dtfn = $('<d-footnote></d-footnote>');
+    dtfn.html(text);
+    $(this).replaceWith(dtfn);
+  });
+  // remove footnotes
+  $('.footnotes').remove();
+
+  // move refs into #references-listing
+  $('#references-listing').replaceWith($('#refs'));
+
+  $('h1.appendix, h2.appendix').each(function(i, val) {
+    $(this).changeElementType('h3');
+  });
+  $('h3.appendix').each(function(i, val) {
+    var id = $(this).attr('id');
+    $('.d-contents a[href="#' + id + '"]').parent().remove();
+    appendix = true;
+    $(this).nextUntil($('h1, h2, h3')).addBack().appendTo($('d-appendix'));
+  });
+
+  // show d-appendix if we have appendix content
+  $("d-appendix").css('display', appendix ? 'grid' : 'none');
+
+  // localize layout chunks to just output
+  $('.layout-chunk').each(function(i, val) {
+
+    // capture layout
+    var layout = $(this).attr('data-layout');
+
+    // apply layout to markdown level block elements
+    var elements = $(this).children().not('details, div.sourceCode, pre, script');
+    elements.each(function(i, el) {
+      var layout_div = $('<div class="' + layout + '"></div>');
+      if (layout_div.hasClass('shaded')) {
+        var shaded_content = $('<div class="shaded-content"></div>');
+        $(this).wrap(shaded_content);
+        $(this).parent().wrap(layout_div);
+      } else {
+        $(this).wrap(layout_div);
+      }
+    });
+
+
+    // unwrap the layout-chunk div
+    $(this).children().unwrap();
+  });
+
+  // remove code block used to force  highlighting css
+  $('.distill-force-highlighting-css').parent().remove();
+
+  // remove empty line numbers inserted by pandoc when using a
+  // custom syntax highlighting theme, except when numbering line
+  // in code chunk
+  $('pre:not(.numberLines) code.sourceCode a:empty').remove();
+
+  // load distill framework
+  load_distill_framework();
+
+  // wait for window.distillRunlevel == 4 to do post processing
+  function distill_post_process() {
+
+    if (!window.distillRunlevel || window.distillRunlevel < 4)
+      return;
+
+    // hide author/affiliations entirely if we have no authors
+    var front_matter = JSON.parse($("#distill-front-matter").html());
+    var have_authors = front_matter.authors && front_matter.authors.length > 0;
+    if (!have_authors)
+      $('d-byline').addClass('hidden');
+
+    // article with toc class
+    $('.d-contents').parent().addClass('d-article-with-toc');
+
+    // strip links that point to #
+    $('.authors-affiliations').find('a[href="#"]').removeAttr('href');
+
+    // add orcid ids
+    $('.authors-affiliations').find('.author').each(function(i, el) {
+      var orcid_id = front_matter.authors[i].orcidID;
+      var author_name = front_matter.authors[i].author
+      if (orcid_id) {
+        var a = $('<a></a>');
+        a.attr('href', 'https://orcid.org/' + orcid_id);
+        var img = $('<img></img>');
+        img.addClass('orcid-id');
+        img.attr('alt', author_name ? 'ORCID ID for ' + author_name : 'ORCID ID');
+        img.attr('src','data:image/png;base64,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');
+        a.append(img);
+        $(this).append(a);
+      }
+    });
+
+    // hide elements of author/affiliations grid that have no value
+    function hide_byline_column(caption) {
+      $('d-byline').find('h3:contains("' + caption + '")').parent().css('visibility', 'hidden');
+    }
+
+    // affiliations
+    var have_affiliations = false;
+    for (var i = 0; i<front_matter.authors.length; ++i) {
+      var author = front_matter.authors[i];
+      if (author.affiliation !== "&nbsp;") {
+        have_affiliations = true;
+        break;
+      }
+    }
+    if (!have_affiliations)
+      $('d-byline').find('h3:contains("Affiliations")').css('visibility', 'hidden');
+
+    // published date
+    if (!front_matter.publishedDate)
+      hide_byline_column("Published");
+
+    // document object identifier
+    var doi = $('d-byline').find('h3:contains("DOI")');
+    var doi_p = doi.next().empty();
+    if (!front_matter.doi) {
+      // if we have a citation and valid citationText then link to that
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+   All rows must end with a semi-colon.                      */
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+/* This must remain at the top of this file.                 */
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+
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+/*-- ARTICLE APPENDIX --*/
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+  --heading-size:    15px;
+  --heading-color:   rgba(0, 0, 0, 0.65);
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+.distill-site-header {
+  --title-size:       18px;
+  --text-color:       rgba(255, 255, 255, 0.8);
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+.distill-site-footer {
+  --text-color:       rgba(255, 255, 255, 0.8);
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+}
+
+/*-- Additional custom styles --*/
+/* Add any additional CSS rules below                      */
+</style>
+<style type="text/css">
+/* base variables */
+
+/* Edit the CSS properties in this file to create a custom
+   Distill theme. Only edit values in the right column
+   for each row; values shown are the CSS defaults.
+   To return any property to the default,
+   you may set its value to: unset
+   All rows must end with a semi-colon.                      */
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+/* Optional: embed custom fonts here with `@import`          */
+/* This must remain at the top of this file.                 */
+
+@import url('https://fonts.googleapis.com/css2?family=Questrial');
+
+html {
+  /*-- Main font sizes --*/
+  --title-size:      50px;
+  --body-size:       1.06rem;
+  --code-size:       14px;
+  --aside-size:      12px;
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+  --heading-font:    "Questrial", sans-serif;
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+  --body-font:       "Questrial", sans-serif;
+  --navbar-font:     "Questrial", sans-serif;  /* websites + blogs only */
+}
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+/*-- ARTICLE METADATA --*/
+d-byline {
+  --heading-size:    0.6rem;
+  --heading-color:   rgba(0, 0, 0, 0.5);
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+  --body-color:      rgba(0, 0, 0, 0.8);
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+/*-- ARTICLE TABLE OF CONTENTS --*/
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+/*-- ARTICLE APPENDIX --*/
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+  --heading-size:    15px;
+  --heading-color:   rgba(0, 0, 0, 0.65);
+  --text-size:       0.8em;
+  --text-color:      rgba(0, 0, 0, 0.5);
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+/*-- WEBSITE HEADER + FOOTER --*/
+/* These properties only apply to Distill sites and blogs  */
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+.distill-site-header {
+  --title-size:       18px;
+  --text-color:       rgba(255, 255, 255, 0.8);
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+:root {
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+h1, h2, h3, h4, h5, h6,
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+d-article div.sourceCode code,
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+/*-- METADATA --*/
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+  font-size: var(--heading-size, 0.6rem);
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+d-byline {
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+  font-size: var(--heading-size, 15px);
+  color: var(--heading-color, rgba(0, 0, 0, 0.65));
+}
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+d-appendix {
+  font-size: var(--text-size, 0.8em);
+  color: var(--text-color, rgba(0, 0, 0, 0.5));
+}
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+<script id="distill-front-matter" type="text/json">
+{"title":"Final Project_Chih Hsuan Chang","authors":[{"author":"Chih Hsuan Chang","authorURL":"#","affiliation":"&nbsp;","affiliationURL":"#","orcidID":""}],"publishedDate":"2025-12-14T00:00:00.000+01:00","citationText":"Chang, 2025"}
+</script>
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+<header class="header header--fixed" role="banner">
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+<div class="nav-left">
+<span class="logo">
+<img src="../../../assets/acronimo_0.png"/>
+</span>
+<a href="../../../index.html" class="title">Data Visualization | MSc CSS</a>
+<input id="distill-search" class="nav-search hidden" type="text" placeholder="Search..."/>
+</div>
+<div class="nav-right">
+<a href="../../../contents.html">Contents</a>
+<a href="../../../tutorials.html">Tutorials</a>
+<a href="../../../resources.html">Resources</a>
+<a href="../../../projects.html">Projects</a>
+<a href="https://github.com/IBiDat/dataviz" aria-label="Link to source">
+<i class="fab fa-github" aria-hidden="true"></i>
+</a>
+<a href="javascript:void(0);" class="nav-toggle">&#9776;</a>
+</div>
+</nav>
+</header>
+<!--/radix_placeholder_navigation_before_body-->
+<!--radix_placeholder_site_before_body-->
+<!--/radix_placeholder_site_before_body-->
+
+<div class="d-title">
+<h1>Final Project_Chih Hsuan Chang</h1>
+
+<!--radix_placeholder_categories-->
+<div class="dt-tags">
+  <a href="../../../projects.html#category:2025" class="dt-tag">2025</a>
+</div>
+<!--/radix_placeholder_categories-->
+
+</div>
+
+<div class="d-byline">
+  
+  Chih Hsuan Chang
+  
+<br/>2025-12-14
+</div>
+
+<div class="d-article">
+<div class="d-contents d-contents-float">
+<nav class="l-text toc figcaption" id="TOC">
+<h3>Contents</h3>
+<ul>
+<li><a href="#consumer-inflation-2020---2025" id="toc-consumer-inflation-2020---2025">Consumer Inflation 2020 - 2025</a>
+<ul>
+<li><a href="#packages" id="toc-packages">Packages</a></li>
+<li><a href="#data-cleaning" id="toc-data-cleaning">Data Cleaning</a></li>
+<li><a href="#fonts" id="toc-fonts">Fonts</a></li>
+<li><a href="#the-gradient-scale-on-top-of-the-map" id="toc-the-gradient-scale-on-top-of-the-map">The Gradient Scale on Top of the Map</a></li>
+<li><a href="#numbers-on-bubbles" id="toc-numbers-on-bubbles">Numbers on Bubbles</a></li>
+<li><a href="#base-map-scale-base-countries-bubbles---plot1" id="toc-base-map-scale-base-countries-bubbles---plot1">Base Map + Scale + Base Countries’ Bubbles - Plot1</a></li>
+<li><a href="#country-labels-and-numbers" id="toc-country-labels-and-numbers">Country Labels and Numbers</a></li>
+<li><a href="#plot1base-plot-country-labels-and-numbers---plot2" id="toc-plot1base-plot-country-labels-and-numbers---plot2">plot1(base plot) + Country Labels and Numbers - plot2</a></li>
+<li><a href="#magnified-eu-and-sea-and-the-bubbles-in-the-lenses" id="toc-magnified-eu-and-sea-and-the-bubbles-in-the-lenses">Magnified EU and SEA and the Bubbles in the Lenses</a></li>
+<li><a href="#plot2-the-magnifying-lenses---plot3" id="toc-plot2-the-magnifying-lenses---plot3">plot2 + the Magnifying Lenses - plot3</a></li>
+<li><a href="#plot3-the-texts-and-arrows---final_plot" id="toc-plot3-the-texts-and-arrows---final_plot">plot3 + the Texts and Arrows - final_plot</a></li>
+</ul></li>
+</ul>
+</nav>
+</div>
+<h2 id="consumer-inflation-2020---2025">Consumer Inflation 2020 - 2025</h2>
+<p>I have choose the graph from Visual Capitalist, “Consumer Inflation from 2020 to 2025”. The dataset is from Deutsche Bank, record consumer inflation from 2020 to June 2025.</p>
+<figure>
+<img src="Consumer-Inflation_2020-2025.jpeg" alt="original graph" />
+<figcaption aria-hidden="true">original graph</figcaption>
+</figure>
+<h3 id="packages">Packages</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://readr.tidyverse.org'>readr</a></span><span class='op'>)</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://ggplot2.tidyverse.org'>ggplot2</a></span><span class='op'>)</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://tidyverse.tidyverse.org'>tidyverse</a></span><span class='op'>)</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://r-spatial.github.io/sf/'>sf</a></span><span class='op'>)</span> <span class='co'># map structure</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://scales.r-lib.org'>scales</a></span><span class='op'>)</span> <span class='co'># making the scale</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://docs.ropensci.org/rnaturalearth/'>rnaturalearth</a></span><span class='op'>)</span> <span class='co'># map info</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://github.com/yixuan/showtext'>showtext</a></span><span class='op'>)</span> <span class='co'># fonts</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://github.com/r-lib/systemfonts'>systemfonts</a></span><span class='op'>)</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://wilkelab.org/cowplot/'>cowplot</a></span><span class='op'>)</span> <span class='co'># composite maps together</span></span></code></pre>
+</div>
+</div>
+<h3 id="data-cleaning">Data Cleaning</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='co'># import data</span></span>
+<span><span class='va'>inflation2025</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://readr.tidyverse.org/reference/read_delim.html'>read_csv</a></span><span class='op'>(</span><span class='st'>"global inflation 2025_Deutsche Bank - Sheet1.csv"</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='co'># clean data</span></span>
+<span><span class='va'>cum_inflation_2025</span> <span class='op'>&lt;-</span> <span class='va'>inflation2025</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/select.html'>select</a></span><span class='op'>(</span><span class='op'>-</span><span class='va'>`cum change since 2012 (%)`</span>,</span>
+<span>         <span class='op'>-</span><span class='va'>`cum change since 2020 (%)`</span>,</span>
+<span>         <span class='op'>-</span><span class='va'>`Rank based on change from 2012 Economy`</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span>Economy <span class='op'>=</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/case_when.html'>case_when</a></span><span class='op'>(</span><span class='va'>Economy</span> <span class='op'>==</span> <span class='st'>"United States"</span> <span class='op'>~</span> <span class='st'>"United States of America"</span>,</span>
+<span>                             <span class='va'>Economy</span> <span class='op'>==</span> <span class='st'>"Czech Republic"</span> <span class='op'>~</span> <span class='st'>"Czechia"</span>,</span>
+<span>                             <span class='cn'>TRUE</span> <span class='op'>~</span> <span class='va'>Economy</span><span class='op'>)</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='co'># sf data object</span></span>
+<span><span class='va'>world_map</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://docs.ropensci.org/rnaturalearth/reference/ne_countries.html'>ne_countries</a></span><span class='op'>(</span>scale <span class='op'>=</span> <span class='st'>"medium"</span>, returnclass <span class='op'>=</span> <span class='st'>"sf"</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/filter.html'>filter</a></span><span class='op'>(</span><span class='va'>admin</span> <span class='op'>!=</span> <span class='st'>"Antarctica"</span><span class='op'>)</span></span>
+<span><span class='va'>world_inflation</span> <span class='op'>&lt;-</span> <span class='va'>world_map</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>left_join</a></span><span class='op'>(</span><span class='va'>cum_inflation_2025</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"Economy"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span></span>
+<span>  <span class='co'># change names that are shown/not shown on the map </span></span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span>name <span class='op'>=</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/case_when.html'>case_when</a></span><span class='op'>(</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"South Africa"</span> <span class='op'>~</span> <span class='st'>"S. Africa"</span>, </span>
+<span>                          <span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Turkey"</span> <span class='op'>~</span> <span class='st'>"Türkiye"</span>, </span>
+<span>                          <span class='va'>name</span> <span class='op'>==</span> <span class='st'>"United Kingdom"</span> <span class='op'>~</span> <span class='st'>"UK"</span>,</span>
+<span>                          <span class='va'>name</span> <span class='op'>==</span> <span class='st'>"South Korea"</span> <span class='op'>~</span> <span class='st'>"S. Korea"</span>,</span>
+<span>                          <span class='va'>name</span> <span class='op'>==</span> <span class='st'>"United Arab Emirates"</span> <span class='op'>~</span> <span class='st'>"UAE"</span>,</span>
+<span>                          <span class='va'>name</span> <span class='op'>==</span> <span class='st'>"United States of America"</span> <span class='op'>~</span> <span class='st'>"U.S."</span>,</span>
+<span>                          <span class='va'>name</span> <span class='op'><a href='https://rdrr.io/r/base/match.html'>%in%</a></span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span></span>
+<span>                            <span class='st'>"Austria"</span>, <span class='st'>"Netherlands"</span>, <span class='st'>"Belgium"</span>, </span>
+<span>                            <span class='st'>"Luxembourg"</span>, <span class='st'>"Portugal"</span>, <span class='st'>"Singapore"</span>, </span>
+<span>                            <span class='st'>"Denmark"</span>, <span class='st'>"Ireland"</span><span class='op'>)</span> <span class='op'>~</span> <span class='st'>""</span>,</span>
+<span>                          <span class='cn'>TRUE</span> <span class='op'>~</span> <span class='va'>name</span><span class='op'>)</span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="fonts">Fonts</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='fu'><a href='https://rdrr.io/pkg/sysfonts/man/font_add_google.html'>font_add_google</a></span><span class='op'>(</span><span class='st'>"Poppins"</span>, <span class='st'>"poppins"</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://rdrr.io/pkg/sysfonts/man/font_add.html'>font_add</a></span><span class='op'>(</span>family <span class='op'>=</span> <span class='st'>"Modak"</span>,</span>
+<span>         regular <span class='op'>=</span> <span class='st'>"/Users/karlazhong/Library/Fonts/Modak-Regular.ttf"</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://rdrr.io/pkg/showtext/man/showtext_auto.html'>showtext_auto</a></span><span class='op'>(</span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="the-gradient-scale-on-top-of-the-map">The Gradient Scale on Top of the Map</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='co'># bar legend</span></span>
+<span><span class='va'>vc_palette</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"#53a6e8"</span>, <span class='st'>"#6b9bd1"</span>, <span class='st'>"#7B95C5"</span>,<span class='st'>"#8a8eb8"</span>, <span class='st'>"#9B88AC"</span>,<span class='st'>"#ab809f"</span>, <span class='st'>"#B87993"</span>,<span class='st'>"#c87284"</span>, <span class='st'>"#D86C7B"</span>,<span class='st'>"#e56569"</span>, <span class='st'>"#B0022A"</span><span class='op'>)</span></span>
+<span><span class='va'>limit_range</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>0</span>, <span class='fl'>55</span><span class='op'>)</span></span>
+<span><span class='va'>legend_data</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/data.frame.html'>data.frame</a></span><span class='op'>(</span>x <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/seq.html'>seq</a></span><span class='op'>(</span><span class='va'>limit_range</span><span class='op'>[</span><span class='fl'>1</span><span class='op'>]</span>, <span class='va'>limit_range</span><span class='op'>[</span><span class='fl'>2</span><span class='op'>]</span>, length.out <span class='op'>=</span> <span class='fl'>500</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='va'>legend_data</span><span class='op'>$</span><span class='va'>y_height</span> <span class='op'>&lt;-</span> <span class='fl'>0.2</span> <span class='op'>+</span> <span class='op'>(</span><span class='va'>legend_data</span><span class='op'>$</span><span class='va'>x</span> <span class='op'>/</span> <span class='fl'>50</span><span class='op'>)</span> <span class='op'>*</span> <span class='fl'>2</span></span>
+<span></span>
+<span><span class='va'>legend_plot</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggplot.html'>ggplot</a></span><span class='op'>(</span><span class='va'>legend_data</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_segment.html'>geom_segment</a></span><span class='op'>(</span><span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>x <span class='op'>=</span> <span class='va'>x</span>, xend <span class='op'>=</span> <span class='va'>x</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='va'>y_height</span>, color <span class='op'>=</span> <span class='va'>x</span><span class='op'>)</span>, linewidth <span class='op'>=</span> <span class='fl'>1</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/scale_gradient.html'>scale_color_gradientn</a></span><span class='op'>(</span></span>
+<span>    colors <span class='op'>=</span> <span class='va'>vc_palette</span>,</span>
+<span>    limits <span class='op'>=</span> <span class='va'>limit_range</span>,</span>
+<span>    oob <span class='op'>=</span> <span class='fu'>scales</span><span class='fu'>::</span><span class='va'><a href='https://scales.r-lib.org/reference/oob.html'>squish</a></span>,</span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"text"</span>, x <span class='op'>=</span> <span class='fl'>1</span>, y <span class='op'>=</span> <span class='op'>-</span><span class='fl'>1</span>, label <span class='op'>=</span> <span class='st'>"0%"</span>, size <span class='op'>=</span> <span class='fl'>2.5</span>, fontface <span class='op'>=</span> <span class='st'>"bold"</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"text"</span>, x <span class='op'>=</span> <span class='fl'>10</span>, y <span class='op'>=</span> <span class='op'>-</span><span class='fl'>1</span>, label <span class='op'>=</span> <span class='st'>"10%"</span>, size <span class='op'>=</span> <span class='fl'>2.5</span>, fontface <span class='op'>=</span> <span class='st'>"bold"</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"text"</span>, x <span class='op'>=</span> <span class='fl'>20</span>, y <span class='op'>=</span> <span class='op'>-</span><span class='fl'>1</span>, label <span class='op'>=</span> <span class='st'>"20%"</span>, size <span class='op'>=</span> <span class='fl'>2.5</span>, fontface <span class='op'>=</span> <span class='st'>"bold"</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"text"</span>, x <span class='op'>=</span> <span class='fl'>30</span>, y <span class='op'>=</span> <span class='op'>-</span><span class='fl'>1</span>, label <span class='op'>=</span> <span class='st'>"30%"</span>, size <span class='op'>=</span> <span class='fl'>2.5</span>, fontface <span class='op'>=</span> <span class='st'>"bold"</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"text"</span>, x <span class='op'>=</span> <span class='fl'>40</span>, y <span class='op'>=</span> <span class='op'>-</span><span class='fl'>1</span>, label <span class='op'>=</span> <span class='st'>"40%"</span>, size <span class='op'>=</span> <span class='fl'>2.5</span>, fontface <span class='op'>=</span> <span class='st'>"bold"</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"text"</span>, x <span class='op'>=</span> <span class='fl'>50</span>, y <span class='op'>=</span> <span class='op'>-</span><span class='fl'>1</span>, label <span class='op'>=</span> <span class='st'>"50%"</span>, size <span class='op'>=</span> <span class='fl'>2.5</span>, fontface <span class='op'>=</span> <span class='st'>"bold"</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>0</span>, xend <span class='op'>=</span> <span class='fl'>0</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>5</span>, xend <span class='op'>=</span> <span class='fl'>5</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>10</span>, xend <span class='op'>=</span> <span class='fl'>10</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>15</span>, xend <span class='op'>=</span> <span class='fl'>15</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>20</span>, xend <span class='op'>=</span> <span class='fl'>20</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>25</span>, xend <span class='op'>=</span> <span class='fl'>25</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>30</span>, xend <span class='op'>=</span> <span class='fl'>30</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>35</span>, xend <span class='op'>=</span> <span class='fl'>35</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>40</span>, xend <span class='op'>=</span> <span class='fl'>40</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>45</span>, xend <span class='op'>=</span> <span class='fl'>45</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotate.html'>annotate</a></span><span class='op'>(</span><span class='st'>"segment"</span>, x <span class='op'>=</span> <span class='fl'>50</span>, xend <span class='op'>=</span> <span class='fl'>50</span>, y <span class='op'>=</span> <span class='fl'>0</span>, yend <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>, color <span class='op'>=</span> <span class='st'>"#333333"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/lims.html'>ylim</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>1</span>, <span class='fl'>4</span><span class='op'>)</span> <span class='op'>+</span> </span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/lims.html'>xlim</a></span><span class='op'>(</span><span class='fl'>10</span>, <span class='fl'>60</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/scale_continuous.html'>scale_y_continuous</a></span><span class='op'>(</span>expand <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>0</span>, <span class='fl'>0</span><span class='op'>)</span>, limits <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>5</span>, <span class='fl'>4</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>+</span> </span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/scale_continuous.html'>scale_x_continuous</a></span><span class='op'>(</span>expand <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>0</span>, <span class='fl'>0</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggtheme.html'>theme_void</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span>legend.position <span class='op'>=</span> <span class='st'>"none"</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='va'>scale_grob</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggplotGrob.html'>ggplotGrob</a></span><span class='op'>(</span><span class='va'>legend_plot</span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="numbers-on-bubbles">Numbers on Bubbles</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='co'># inside the lens</span></span>
+<span><span class='va'>bubble_list_eu</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span><span class='va'>name_label</span>, <span class='op'>~</span><span class='va'>value_label</span>,</span>
+<span>  <span class='st'>"Hungary"</span>, <span class='st'>"52%"</span>,</span>
+<span>  <span class='st'>"Czechia"</span>, <span class='st'>"41%"</span>,</span>
+<span>  <span class='st'>"UK"</span>, <span class='st'>"24%"</span>,</span>
+<span>  <span class='st'>"Italy"</span>, <span class='st'>"18%"</span>,</span>
+<span>  <span class='st'>"Greece"</span>, <span class='st'>"16%"</span>,</span>
+<span>  <span class='st'>"Switzerland"</span>, <span class='st'>"6%"</span><span class='op'>)</span></span>
+<span><span class='va'>bubble_list_sea</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span><span class='va'>name_label</span>, <span class='op'>~</span><span class='va'>value_label</span>,</span>
+<span>  <span class='st'>"Philippines"</span>, <span class='st'>"24%"</span>,</span>
+<span>  <span class='st'>"Indonesia"</span>, <span class='st'>"14%"</span>,</span>
+<span>  <span class='st'>"Taiwan"</span>, <span class='st'>"10%"</span>,</span>
+<span>  <span class='st'>"Malaysia"</span>, <span class='st'>"9%"</span>,</span>
+<span>  <span class='st'>"Hong Kong"</span>, <span class='st'>"8%"</span>,</span>
+<span>  <span class='st'>"Thailand"</span>, <span class='st'>"8%"</span><span class='op'>)</span></span>
+<span><span class='va'>bubble_geo_eu</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>bubble_list_eu</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span><span class='va'>bubble_geo_sea</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>bubble_list_sea</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='co'># adjust bubble position</span></span>
+<span><span class='va'>row_greece</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/which.html'>which</a></span><span class='op'>(</span><span class='va'>bubble_geo_eu</span><span class='op'>$</span><span class='va'>name_label</span> <span class='op'>==</span> <span class='st'>"Greece"</span><span class='op'>)</span></span>
+<span><span class='va'>new_grc_coords</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>21.65</span>, <span class='fl'>40.25</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='va'>bubble_geo_eu</span><span class='op'>$</span><span class='va'>geometry</span><span class='op'>[</span><span class='va'>row_greece</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span><span class='va'>new_grc_coords</span><span class='op'>)</span> <span class='op'>|&gt;</span>  </span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_set_crs</a></span><span class='op'>(</span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Czechia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>18.0</span>, <span class='fl'>50.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='co'># outside of the lens</span></span>
+<span><span class='va'>bubble_list_rest</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span><span class='va'>name_label</span>, <span class='op'>~</span><span class='va'>value_label</span>,</span>
+<span>  <span class='st'>"Chile"</span>, <span class='st'>"34%"</span>,</span>
+<span>  <span class='st'>"New Zealand"</span>, <span class='st'>"23%"</span>,</span>
+<span>  <span class='st'>"S. Korea"</span>, <span class='st'>"15%"</span>,</span>
+<span>  <span class='st'>"Israel"</span>, <span class='st'>"13%"</span>,</span>
+<span>  <span class='st'>"Qatar"</span>, <span class='st'>"9%"</span>,</span>
+<span>  <span class='st'>"Japan"</span>, <span class='st'>"8%"</span>,</span>
+<span>  <span class='st'>"UAE"</span>, <span class='st'>"6%"</span><span class='op'>)</span></span>
+<span><span class='va'>bubble_geo_rest</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>bubble_list_rest</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='co'># Argentina</span></span>
+<span><span class='va'>bubble_arg</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span> <span class='va'>name_label</span>, <span class='op'>~</span> <span class='va'>value_label</span>,</span>
+<span>  <span class='st'>"Argentina"</span>, <span class='st'>"2,614%"</span><span class='op'>)</span></span>
+<span><span class='va'>bubble_geo_arg</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>bubble_arg</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='co'># Türkiye</span></span>
+<span><span class='va'>bubble_tur</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span> <span class='va'>name_label</span>, <span class='op'>~</span> <span class='va'>value_label</span>,</span>
+<span>  <span class='st'>"Türkiye"</span>, <span class='st'>"464%"</span><span class='op'>)</span></span>
+<span><span class='va'>bubble_geo_tur</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>bubble_tur</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='co'># adjust the bubbles' position</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_rest</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_rest</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Qatar"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>51.2</span>, <span class='fl'>27.5</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_rest</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_rest</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_rest</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"UAE"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>54</span>, <span class='fl'>22</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_rest</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_tur</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_tur</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Türkiye"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>44.0</span>, <span class='fl'>41.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_tur</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_rest</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_rest</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"New Zealand"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>160.0</span>, <span class='op'>-</span><span class='fl'>46.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_rest</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_rest</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_rest</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Chile"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>72.0</span>, <span class='op'>-</span><span class='fl'>23.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_rest</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_arg</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_arg</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Argentina"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>60.0</span>, <span class='op'>-</span><span class='fl'>39.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_arg</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Malaysia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>116.0</span>, <span class='fl'>5.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Indonesia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>106.0</span>, <span class='op'>-</span><span class='fl'>6.6</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>bubble_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>bubble_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Philippines"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>120.0</span>, <span class='fl'>14.6</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>bubble_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="base-map-scale-base-countries-bubbles---plot1">Base Map + Scale + Base Countries’ Bubbles - Plot1</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>plot1</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggplot.html'>ggplot</a></span><span class='op'>(</span><span class='va'>world_inflation</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='co'># Map Layer</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>geom_sf</a></span><span class='op'>(</span><span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>, color <span class='op'>=</span> <span class='st'>"grey70"</span>, size <span class='op'>=</span> <span class='fl'>0.2</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='co'># The Gradient Scale on the map</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/scale_gradient.html'>scale_fill_gradientn</a></span><span class='op'>(</span></span>
+<span>    colors <span class='op'>=</span> <span class='va'>vc_palette</span>,</span>
+<span>    limits <span class='op'>=</span> <span class='va'>limit_range</span>, </span>
+<span>    oob <span class='op'>=</span> <span class='fu'>scales</span><span class='fu'>::</span><span class='va'><a href='https://scales.r-lib.org/reference/oob.html'>squish</a></span>,</span>
+<span>    na.value <span class='op'>=</span> <span class='st'>"#fffce9"</span>,</span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='co'># The Gradient Bar</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotation_custom.html'>annotation_custom</a></span><span class='op'>(</span></span>
+<span>    grob <span class='op'>=</span> <span class='va'>scale_grob</span>, </span>
+<span>    xmin <span class='op'>=</span> <span class='op'>-</span><span class='fl'>10500000</span>, xmax <span class='op'>=</span> <span class='fl'>10500000</span>,</span>
+<span>    ymin <span class='op'>=</span> <span class='fl'>6500000</span>, ymax <span class='op'>=</span> <span class='fl'>16000000</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='co'># bubbles rest</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_point.html'>geom_point</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_rest</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>,</span>
+<span>        fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span>,</span>
+<span>        <span class='op'>)</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>4.5</span>,           <span class='co'># Adjust bubble size here</span></span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,    <span class='co'># The border of the bubble</span></span>
+<span>    shape <span class='op'>=</span> <span class='fl'>21</span>,         <span class='co'># Shape 21 allows both fill and color (border)</span></span>
+<span>    stroke <span class='op'>=</span> <span class='fl'>0.15</span>,        <span class='co'># Thickness of the white border</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># text inside bubbles rest</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_rest</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>value_label</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>1.7</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"plain"</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span></span>
+<span>  <span class='op'>)</span><span class='op'>+</span></span>
+<span>  <span class='co'># bubble Argentina</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_point.html'>geom_point</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_arg</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>,</span>
+<span>        fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>11</span>,           <span class='co'># Adjust bubble size here</span></span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,    <span class='co'># The border of the bubble</span></span>
+<span>    shape <span class='op'>=</span> <span class='fl'>21</span>,         <span class='co'># Shape 21 allows both fill and color (border)</span></span>
+<span>    stroke <span class='op'>=</span> <span class='fl'>0.15</span>,        <span class='co'># Thickness of the white border</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># text inside bubble Argentina</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_arg</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>value_label</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>2.5</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"plain"</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span></span>
+<span>  <span class='op'>)</span><span class='op'>+</span></span>
+<span>  <span class='co'># bubble Türkiye</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_point.html'>geom_point</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_tur</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>,</span>
+<span>        fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>6</span>,           <span class='co'># Adjust bubble size here</span></span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,    <span class='co'># The border of the bubble</span></span>
+<span>    shape <span class='op'>=</span> <span class='fl'>21</span>,         <span class='co'># Shape 21 allows both fill and color (border)</span></span>
+<span>    stroke <span class='op'>=</span> <span class='fl'>0.15</span>,        <span class='co'># Thickness of the white border</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># text inside bubble Türkiye</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_tur</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>value_label</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>1.7</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"plain"</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='co'># Theme and Projection</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>coord_sf</a></span><span class='op'>(</span>crs <span class='op'>=</span> <span class='st'>"+proj=robin"</span><span class='op'>)</span> <span class='op'>+</span> <span class='co'># Robinson Projection</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggtheme.html'>theme_void</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span> <span class='co'># Removes axes and standard grid</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span></span>
+<span>    <span class='co'># Background Colors</span></span>
+<span>    plot.background <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_rect</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='st'>"#fffce9"</span>, color <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span>,</span>
+<span>    panel.background <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_rect</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='st'>"#fffce9"</span>, color <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span>,</span>
+<span>    <span class='co'># Legend Positioning</span></span>
+<span>    legend.position <span class='op'>=</span> <span class='st'>"none"</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='co'># Title (the "Consumer Inflation" header)</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/labs.html'>labs</a></span><span class='op'>(</span>title <span class='op'>=</span> <span class='st'>"Consumer Inflation"</span>,</span>
+<span>       subtitle <span class='op'>=</span> <span class='st'>"2 0 2 0  -  2 0 2 5"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span></span>
+<span>    plot.title <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_text</a></span><span class='op'>(</span></span>
+<span>      hjust <span class='op'>=</span> <span class='fl'>0.5</span>,</span>
+<span>      face <span class='op'>=</span> <span class='st'>"plain"</span>, </span>
+<span>      size <span class='op'>=</span> <span class='fl'>30</span>, </span>
+<span>      margin <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>margin</a></span><span class='op'>(</span>t <span class='op'>=</span> <span class='fl'>10</span><span class='op'>)</span>,</span>
+<span>      family <span class='op'>=</span> <span class='st'>"Modak"</span><span class='op'>)</span>,</span>
+<span>    plot.subtitle <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_text</a></span><span class='op'>(</span></span>
+<span>      hjust <span class='op'>=</span> <span class='fl'>0.5</span>,</span>
+<span>      face <span class='op'>=</span> <span class='st'>"bold"</span>, </span>
+<span>      size <span class='op'>=</span> <span class='fl'>12</span>, </span>
+<span>      margin <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>margin</a></span><span class='op'>(</span>t <span class='op'>=</span> <span class='fl'>4</span>, b <span class='op'>=</span> <span class='fl'>70</span><span class='op'>)</span>,</span>
+<span>      family <span class='op'>=</span> <span class='st'>"poppins"</span>,</span>
+<span>      <span class='op'>)</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>plot1</span><span class='op'>)</span></span></code></pre>
+</div>
+<p><img src="100536001_files/figure-html5/unnamed-chunk-7-1.png" width="100%" style="display: block; margin: auto;" /></p>
+</div>
+<h3 id="country-labels-and-numbers">Country Labels and Numbers</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>country_label_base</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span> <span class='va'>name_label</span>,</span>
+<span>  <span class='st'>"Argentina"</span>, <span class='st'>"Türkiye"</span>, <span class='st'>"Egypt"</span>, <span class='st'>"Russia"</span>, <span class='st'>"Colombia"</span>, <span class='st'>"Chile"</span>, <span class='st'>"Brazil"</span>,</span>
+<span>  <span class='st'>"India"</span>, <span class='st'>"Mexico"</span>, <span class='st'>"S. Africa"</span>, <span class='st'>"New Zealand"</span>, <span class='st'>"Australia"</span>, <span class='st'>"Canada"</span>, <span class='st'>"S. Korea"</span>, </span>
+<span>  <span class='st'>"Saudi Arabia"</span>, <span class='st'>"Israel"</span>, <span class='st'>"Qatar"</span>, <span class='st'>"Japan"</span>, <span class='st'>"China"</span>, <span class='st'>"UAE"</span>, <span class='st'>"U.S."</span><span class='op'>)</span> </span>
+<span><span class='va'>country_label_geo_base</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>country_label_base</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span><span class='co'># adjusting the position</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Argentina"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>36.0</span>, <span class='op'>-</span><span class='fl'>39.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Türkiye"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>60.0</span>, <span class='fl'>41.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Egypt"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>17.0</span>, <span class='fl'>27.1</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Russia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>102.0</span>, <span class='fl'>62.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Colombia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>90.5</span>, <span class='fl'>4.1</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Chile"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>83.0</span>, <span class='op'>-</span><span class='fl'>23.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Brazil"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>46.0</span>, <span class='op'>-</span><span class='fl'>8.4</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"India"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>92.0</span>, <span class='fl'>22.35</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Mexico"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>117.0</span>, <span class='fl'>23.5</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"S. Africa"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>41.0</span>, <span class='op'>-</span><span class='fl'>29.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"New Zealand"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>137.0</span>, <span class='op'>-</span><span class='fl'>47.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Australia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>138.0</span>, <span class='op'>-</span><span class='fl'>26.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Canada"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>100.5</span>, <span class='fl'>56.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"S. Korea"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>127.0</span>, <span class='fl'>31.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Saudi Arabia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>30.0</span>, <span class='fl'>19.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Israel"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>25.0</span>, <span class='fl'>34.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Qatar"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>62.4</span>, <span class='fl'>29.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"China"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>107.0</span>, <span class='fl'>35.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Japan"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>155.0</span>, <span class='fl'>42.5</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"UAE"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>64.0</span>, <span class='fl'>21.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"U.S."</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>94.0</span>, <span class='fl'>40.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='va'>country_label_eu</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span> <span class='va'>name_label</span>,</span>
+<span>  <span class='st'>"Spain"</span>, <span class='st'>"France"</span>, <span class='st'>"Finland"</span>, <span class='st'>"Sweden"</span>, <span class='st'>"Poland"</span>, <span class='st'>"Germany"</span>, <span class='st'>"Norway"</span>, <span class='st'>"Hungary"</span>, <span class='st'>"Czechia"</span>, <span class='st'>"UK"</span>, <span class='st'>"Italy"</span>, <span class='st'>"Greece"</span>, <span class='st'>"Switzerland"</span><span class='op'>)</span> </span>
+<span><span class='va'>country_label_geo_eu</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>country_label_eu</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span><span class='co'># adjusting the position</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Spain"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>3.0</span>, <span class='fl'>40.5</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"France"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>5.0</span>, <span class='fl'>46.2</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Finland"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>36.0</span>, <span class='fl'>61.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Sweden"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>17.0</span>, <span class='fl'>60.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Norway"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>6.0</span>, <span class='fl'>59.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Poland"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>26.5</span>, <span class='fl'>52.2</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Germany"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>9.5</span>, <span class='fl'>49.8</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Hungary"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>26.0</span>, <span class='fl'>46.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Czechia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>25.5</span>, <span class='fl'>49.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"UK"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>3.0</span>, <span class='fl'>54.7</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Italy"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>8.56</span>, <span class='fl'>41.87</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Greece"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>23.0</span>, <span class='fl'>41.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Switzerland"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>8.2</span>, <span class='fl'>45.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span></span>
+<span></span>
+<span></span>
+<span><span class='va'>country_label_sea</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span> <span class='va'>name_label</span>,</span>
+<span>  <span class='st'>"Philippines"</span>, <span class='st'>"Indonesia"</span>, <span class='st'>"Taiwan"</span>, <span class='st'>"Malaysia"</span>, <span class='st'>"Hong Kong"</span>, <span class='st'>"Thailand"</span><span class='op'>)</span></span>
+<span><span class='va'>country_label_geo_sea</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>country_label_sea</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span><span class='co'># adjusting the position</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Taiwan"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>130.0</span>, <span class='fl'>23.82</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Philippines"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>130.88</span>, <span class='fl'>14.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Indonesia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>116.5</span>, <span class='op'>-</span><span class='fl'>6.48</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Malaysia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>126.69</span>, <span class='fl'>5.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Hong Kong"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>114.18</span>, <span class='fl'>18.5</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>[</span><span class='va'>country_label_geo_sea</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Thailand"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>111.00</span>, <span class='fl'>13.5</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>country_label_geo_sea</span><span class='op'>)</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='va'>number_label_base</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span> <span class='va'>name_label</span>,</span>
+<span>  <span class='st'>"Egypt"</span>, <span class='st'>"Russia"</span>, <span class='st'>"Colombia"</span>, <span class='st'>"Brazil"</span>, <span class='st'>"India"</span>, <span class='st'>"Mexico"</span>, <span class='st'>"S. Africa"</span>,</span>
+<span>  <span class='st'>"U.S."</span>, <span class='st'>"Australia"</span>, <span class='st'>"Canada"</span>, <span class='st'>"Saudi Arabia"</span>, <span class='st'>"China"</span><span class='op'>)</span> </span>
+<span><span class='va'>number_label_geo_base</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>number_label_base</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span>`5-yr cum\nchange (%)` <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/paste.html'>paste0</a></span><span class='op'>(</span><span class='va'>`5-yr cum\nchange (%)`</span>, <span class='st'>"%"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span><span class='co'># adjust the position</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Russia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>85.0</span>, <span class='fl'>62.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Brazil"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>57.0</span>, <span class='op'>-</span><span class='fl'>8.4</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"China"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>96.0</span>, <span class='fl'>35.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Saudi Arabia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>44.57</span>, <span class='fl'>23.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"U.S."</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>105.0</span>, <span class='fl'>40.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Canada"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='op'>-</span><span class='fl'>116.0</span>, <span class='fl'>56.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_base</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Australia"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>123.0</span>, <span class='op'>-</span><span class='fl'>26.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_base</span><span class='op'>)</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='va'>number_label_eu</span> <span class='op'>&lt;-</span> <span class='fu'>tibble</span><span class='fu'>::</span><span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span> <span class='va'>name_label</span>,</span>
+<span>  <span class='st'>"Spain"</span>, <span class='st'>"France"</span>, <span class='st'>"Finland"</span>, <span class='st'>"Sweden"</span>, <span class='st'>"Poland"</span>, <span class='st'>"Germany"</span>, <span class='st'>"Norway"</span><span class='op'>)</span> </span>
+<span><span class='va'>number_label_geo_eu</span> <span class='op'>&lt;-</span> <span class='va'>world_inflation</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>right_join</a></span><span class='op'>(</span><span class='va'>number_label_eu</span>, by <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"name"</span> <span class='op'>=</span> <span class='st'>"name_label"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span>`5-yr cum\nchange (%)` <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/paste.html'>paste0</a></span><span class='op'>(</span><span class='va'>`5-yr cum\nchange (%)`</span>, <span class='st'>"%"</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_point_on_surface</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span><span class='co'># adjust the position</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Gremany"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>10.0</span>, <span class='fl'>60.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Norway"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>8.5</span>, <span class='fl'>61.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Finland"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>26.0</span>, <span class='fl'>62.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_geometry.html'>st_geometry</a></span><span class='op'>(</span><span class='va'>number_label_geo_eu</span><span class='op'>)</span><span class='op'>[</span><span class='va'>number_label_geo_eu</span><span class='op'>$</span><span class='va'>name</span> <span class='op'>==</span> <span class='st'>"Poland"</span><span class='op'>]</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span></span>
+<span>  <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>19.14</span>, <span class='fl'>53.0</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>number_label_geo_eu</span><span class='op'>)</span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="plot1base-plot-country-labels-and-numbers---plot2">plot1(base plot) + Country Labels and Numbers - plot2</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>plot2</span> <span class='op'>&lt;-</span> <span class='va'>plot1</span> <span class='op'>+</span></span>
+<span>  <span class='co'># country names</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>country_label_geo_base</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>name</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#333333"</span>, </span>
+<span>    size <span class='op'>=</span> <span class='fl'>2</span>,        <span class='co'># Adjust text size</span></span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"bold"</span>, <span class='co'># "plain", "bold", "italic"</span></span>
+<span>    family <span class='op'>=</span> <span class='st'>"roboto"</span>,</span>
+<span>    inherit.aes <span class='op'>=</span> <span class='cn'>FALSE</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='co'># number labels</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>number_label_geo_base</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>, </span>
+<span>    size <span class='op'>=</span> <span class='fl'>1.6</span>,        <span class='co'># Adjust text size</span></span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"plain"</span>, <span class='co'># "plain", "bold", "italic"</span></span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span>,</span>
+<span>    inherit.aes <span class='op'>=</span> <span class='cn'>FALSE</span></span>
+<span>  <span class='op'>)</span></span>
+<span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>plot2</span><span class='op'>)</span></span></code></pre>
+</div>
+<p><img src="100536001_files/figure-html5/unnamed-chunk-9-1.png" width="100%" style="display: block; margin: auto;" /></p>
+</div>
+<h3 id="magnified-eu-and-sea-and-the-bubbles-in-the-lenses">Magnified EU and SEA and the Bubbles in the Lenses</h3>
+<p>build the magnifying function and add the bubble + number + country name layer</p>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/s2.html'>sf_use_s2</a></span><span class='op'>(</span><span class='cn'>FALSE</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='va'>create_lens_eu</span> <span class='op'>&lt;-</span> <span class='kw'>function</span><span class='op'>(</span><span class='va'>data</span>, <span class='va'>bubble_data</span>, <span class='va'>center_lon</span>, <span class='va'>center_lat</span>, <span class='va'>radius_km</span><span class='op'>)</span> <span class='op'>{</span></span>
+<span>  </span>
+<span>  <span class='co'># A. PRE-CROP: Cut the map to a rough square box first.</span></span>
+<span>  <span class='co'>#    This prevents "global wrapping" errors that cause the solid purple circle.</span></span>
+<span>  <span class='co'>#    We create a bounding box +/- 25 degrees around the center.</span></span>
+<span>  <span class='va'>buff</span> <span class='op'>&lt;-</span> <span class='fl'>25</span> </span>
+<span>  <span class='va'>bbox</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_bbox.html'>st_bbox</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span>xmin <span class='op'>=</span> <span class='va'>center_lon</span> <span class='op'>-</span> <span class='va'>buff</span>, xmax <span class='op'>=</span> <span class='va'>center_lon</span> <span class='op'>+</span> <span class='va'>buff</span>, </span>
+<span>                    ymin <span class='op'>=</span> <span class='va'>center_lat</span> <span class='op'>-</span> <span class='va'>buff</span>, ymax <span class='op'>=</span> <span class='va'>center_lat</span> <span class='op'>+</span> <span class='va'>buff</span><span class='op'>)</span>, </span>
+<span>                  crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>data</span><span class='op'>)</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># Suppress warnings for the crop</span></span>
+<span>  <span class='va'>data_cropped</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/warning.html'>suppressWarnings</a></span><span class='op'>(</span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crop.html'>st_crop</a></span><span class='op'>(</span><span class='va'>data</span>, <span class='va'>bbox</span><span class='op'>)</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># define projection (Azimuthal Equidistant)</span></span>
+<span>  <span class='va'>lens_crs</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/paste.html'>paste0</a></span><span class='op'>(</span><span class='st'>"+proj=aeqd +lat_0="</span>, <span class='va'>center_lat</span>, <span class='st'>" +lon_0="</span>, <span class='va'>center_lon</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># create circle</span></span>
+<span>  <span class='va'>center_pt</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='va'>center_lon</span>, <span class='va'>center_lat</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fl'>4326</span><span class='op'>)</span></span>
+<span>  <span class='va'>center_pt_proj</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_transform.html'>st_transform</a></span><span class='op'>(</span><span class='va'>center_pt</span>, <span class='va'>lens_crs</span><span class='op'>)</span></span>
+<span>  <span class='va'>circle_border</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_buffer</a></span><span class='op'>(</span><span class='va'>center_pt_proj</span>, dist <span class='op'>=</span> <span class='va'>radius_km</span> <span class='op'>*</span> <span class='fl'>1000</span><span class='op'>)</span></span>
+<span>  <span class='va'>data_proj</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_transform.html'>st_transform</a></span><span class='op'>(</span><span class='va'>data_cropped</span>, <span class='va'>lens_crs</span><span class='op'>)</span></span>
+<span>  <span class='va'>data_proj</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/valid.html'>st_make_valid</a></span><span class='op'>(</span><span class='va'>data_proj</span><span class='op'>)</span></span>
+<span>  <span class='va'>lens_data</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_binary_ops.html'>st_intersection</a></span><span class='op'>(</span><span class='va'>data_proj</span>, <span class='va'>circle_border</span><span class='op'>)</span></span>
+<span>  <span class='va'>lens_data</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_collection_extract.html'>st_collection_extract</a></span><span class='op'>(</span><span class='va'>lens_data</span>, <span class='st'>"POLYGON"</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># Process Bubble Data (Transform -&gt; Clip)</span></span>
+<span>  <span class='va'>bubbles_proj_eu</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_transform.html'>st_transform</a></span><span class='op'>(</span><span class='va'>bubble_geo_eu</span>, <span class='va'>lens_crs</span><span class='op'>)</span></span>
+<span>  <span class='va'>lens_bubbles_eu</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_binary_ops.html'>st_intersection</a></span><span class='op'>(</span><span class='va'>bubbles_proj_eu</span>, <span class='va'>circle_border</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># Create Plot</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggplot.html'>ggplot</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Background (Beige)</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>geom_sf</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>circle_border</span>, fill <span class='op'>=</span> <span class='st'>"#fffce9"</span>, color <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Map Data : </span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>geom_sf</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>lens_data</span>, </span>
+<span>            <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>, </span>
+<span>            color <span class='op'>=</span> <span class='st'>"grey70"</span>, size <span class='op'>=</span> <span class='fl'>0.25</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># bubbles</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_point.html'>geom_point</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_eu</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>,</span>
+<span>        fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>4.5</span>,           <span class='co'># Adjust bubble size here</span></span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,    <span class='co'># The border of the bubble</span></span>
+<span>    shape <span class='op'>=</span> <span class='fl'>21</span>,         <span class='co'># Shape 21 allows both fill and color (border)</span></span>
+<span>    stroke <span class='op'>=</span> <span class='fl'>0.15</span>        <span class='co'># Thickness of the white border</span></span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># numbers inside bubbles</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_eu</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>value_label</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>1.5</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"plain"</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span>,</span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># country labels</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>country_label_geo_eu</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>name</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#333333"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>1.6</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"bold"</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span>,</span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># number labels</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>number_label_geo_eu</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>1.6</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"plain"</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span>,</span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Scale</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/scale_gradient.html'>scale_fill_gradientn</a></span><span class='op'>(</span></span>
+<span>      colors <span class='op'>=</span> <span class='va'>vc_palette</span>,</span>
+<span>      limits <span class='op'>=</span> <span class='va'>limit_range</span>, </span>
+<span>      oob <span class='op'>=</span> <span class='fu'>scales</span><span class='fu'>::</span><span class='va'><a href='https://scales.r-lib.org/reference/oob.html'>squish</a></span>,</span>
+<span>      na.value <span class='op'>=</span> <span class='st'>"#fffce9"</span></span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Border</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>geom_sf</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>circle_border</span>, fill <span class='op'>=</span> <span class='cn'>NA</span>, color <span class='op'>=</span> <span class='st'>"grey50"</span>, linewidth <span class='op'>=</span> <span class='fl'>0.1</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Theme</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>coord_sf</a></span><span class='op'>(</span>datum <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggtheme.html'>theme_void</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span>legend.position <span class='op'>=</span> <span class='st'>"none"</span></span>
+<span>    <span class='op'>)</span> </span>
+<span><span class='op'>}</span></span>
+<span></span>
+<span><span class='va'>create_lens_sea</span> <span class='op'>&lt;-</span> <span class='kw'>function</span><span class='op'>(</span><span class='va'>data</span>, <span class='va'>bubble_data</span>, <span class='va'>center_lon</span>, <span class='va'>center_lat</span>, <span class='va'>radius_km</span><span class='op'>)</span> <span class='op'>{</span></span>
+<span>  </span>
+<span>  <span class='co'># A. PRE-CROP: Cut the map to a rough square box first.</span></span>
+<span>  <span class='co'>#    This prevents "global wrapping" errors that cause the solid purple circle.</span></span>
+<span>  <span class='co'>#    We create a bounding box +/- 25 degrees around the center.</span></span>
+<span>  <span class='va'>buff</span> <span class='op'>&lt;-</span> <span class='fl'>25</span> </span>
+<span>  <span class='va'>bbox</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_bbox.html'>st_bbox</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span>xmin <span class='op'>=</span> <span class='va'>center_lon</span> <span class='op'>-</span> <span class='va'>buff</span>, xmax <span class='op'>=</span> <span class='va'>center_lon</span> <span class='op'>+</span> <span class='va'>buff</span>, </span>
+<span>                    ymin <span class='op'>=</span> <span class='va'>center_lat</span> <span class='op'>-</span> <span class='va'>buff</span>, ymax <span class='op'>=</span> <span class='va'>center_lat</span> <span class='op'>+</span> <span class='va'>buff</span><span class='op'>)</span>, </span>
+<span>                  crs <span class='op'>=</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crs.html'>st_crs</a></span><span class='op'>(</span><span class='va'>data</span><span class='op'>)</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># Suppress warnings for the crop</span></span>
+<span>  <span class='va'>data_cropped</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/warning.html'>suppressWarnings</a></span><span class='op'>(</span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_crop.html'>st_crop</a></span><span class='op'>(</span><span class='va'>data</span>, <span class='va'>bbox</span><span class='op'>)</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># define projection (Azimuthal Equidistant)</span></span>
+<span>  <span class='va'>lens_crs</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/paste.html'>paste0</a></span><span class='op'>(</span><span class='st'>"+proj=aeqd +lat_0="</span>, <span class='va'>center_lat</span>, <span class='st'>" +lon_0="</span>, <span class='va'>center_lon</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># create circle</span></span>
+<span>  <span class='va'>center_pt</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/sfc.html'>st_sfc</a></span><span class='op'>(</span><span class='fu'><a href='https://r-spatial.github.io/sf/reference/st.html'>st_point</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='va'>center_lon</span>, <span class='va'>center_lat</span><span class='op'>)</span><span class='op'>)</span>, crs <span class='op'>=</span> <span class='fl'>4326</span><span class='op'>)</span></span>
+<span>  <span class='va'>center_pt_proj</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_transform.html'>st_transform</a></span><span class='op'>(</span><span class='va'>center_pt</span>, <span class='va'>lens_crs</span><span class='op'>)</span></span>
+<span>  <span class='va'>circle_border</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_unary.html'>st_buffer</a></span><span class='op'>(</span><span class='va'>center_pt_proj</span>, dist <span class='op'>=</span> <span class='va'>radius_km</span> <span class='op'>*</span> <span class='fl'>1000</span><span class='op'>)</span></span>
+<span>  <span class='va'>data_proj</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_transform.html'>st_transform</a></span><span class='op'>(</span><span class='va'>data_cropped</span>, <span class='va'>lens_crs</span><span class='op'>)</span></span>
+<span>  <span class='va'>data_proj</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/valid.html'>st_make_valid</a></span><span class='op'>(</span><span class='va'>data_proj</span><span class='op'>)</span></span>
+<span>  <span class='va'>lens_data</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_binary_ops.html'>st_intersection</a></span><span class='op'>(</span><span class='va'>data_proj</span>, <span class='va'>circle_border</span><span class='op'>)</span></span>
+<span>  <span class='va'>lens_data</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_collection_extract.html'>st_collection_extract</a></span><span class='op'>(</span><span class='va'>lens_data</span>, <span class='st'>"POLYGON"</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># Process Bubble Data (Transform -&gt; Clip)</span></span>
+<span>  <span class='va'>bubbles_proj_sea</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/st_transform.html'>st_transform</a></span><span class='op'>(</span><span class='va'>bubble_geo_sea</span>, <span class='va'>lens_crs</span><span class='op'>)</span></span>
+<span>  <span class='va'>lens_bubbles_sea</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://r-spatial.github.io/sf/reference/geos_binary_ops.html'>st_intersection</a></span><span class='op'>(</span><span class='va'>bubbles_proj_sea</span>, <span class='va'>circle_border</span><span class='op'>)</span></span>
+<span>  </span>
+<span>  <span class='co'># Create Plot</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggplot.html'>ggplot</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Background (Beige)</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>geom_sf</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>circle_border</span>, fill <span class='op'>=</span> <span class='st'>"#fffce9"</span>, color <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Map Data : </span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>geom_sf</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>lens_data</span>, </span>
+<span>            <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>, </span>
+<span>            color <span class='op'>=</span> <span class='st'>"grey70"</span>, size <span class='op'>=</span> <span class='fl'>0.25</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># bubbles</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_point.html'>geom_point</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_sea</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>,</span>
+<span>        fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>4.5</span>,           <span class='co'># Adjust bubble size here</span></span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,    <span class='co'># The border of the bubble</span></span>
+<span>    shape <span class='op'>=</span> <span class='fl'>21</span>,         <span class='co'># Shape 21 allows both fill and color (border)</span></span>
+<span>    stroke <span class='op'>=</span> <span class='fl'>0.15</span>        <span class='co'># Thickness of the white border</span></span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># text inside bubbles</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>bubble_geo_sea</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>value_label</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#fffce9"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>1.5</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"plain"</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span></span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># country labels</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>country_label_geo_sea</span>,</span>
+<span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>geometry <span class='op'>=</span> <span class='va'>geometry</span>, label <span class='op'>=</span> <span class='va'>name</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='st'>"#333333"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>1.6</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='st'>"bold"</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span></span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Scale</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/scale_gradient.html'>scale_fill_gradientn</a></span><span class='op'>(</span></span>
+<span>      colors <span class='op'>=</span> <span class='va'>vc_palette</span>,</span>
+<span>      limits <span class='op'>=</span> <span class='va'>limit_range</span>, </span>
+<span>      oob <span class='op'>=</span> <span class='fu'>scales</span><span class='fu'>::</span><span class='va'><a href='https://scales.r-lib.org/reference/oob.html'>squish</a></span>,</span>
+<span>      na.value <span class='op'>=</span> <span class='st'>"#fffce9"</span></span>
+<span>    <span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Border</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>geom_sf</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>circle_border</span>, fill <span class='op'>=</span> <span class='cn'>NA</span>, color <span class='op'>=</span> <span class='st'>"grey50"</span>, linewidth <span class='op'>=</span> <span class='fl'>0.2</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='co'># Theme</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>coord_sf</a></span><span class='op'>(</span>datum <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggtheme.html'>theme_void</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span>legend.position <span class='op'>=</span> <span class='st'>"none"</span></span>
+<span>    <span class='op'>)</span> </span>
+<span><span class='op'>}</span></span></code></pre>
+</div>
+</div>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>p_lens_eu</span> <span class='op'>&lt;-</span> <span class='fu'>create_lens_eu</span><span class='op'>(</span></span>
+<span>  data <span class='op'>=</span> <span class='va'>world_inflation</span>, </span>
+<span>  bubble_data <span class='op'>=</span> <span class='va'>bubble_geo_eu</span>,</span>
+<span>  center_lon <span class='op'>=</span> <span class='fl'>7</span>, <span class='co'># 7</span></span>
+<span>  center_lat <span class='op'>=</span> <span class='fl'>50</span>, <span class='co'># 49</span></span>
+<span>  radius_km <span class='op'>=</span> <span class='fl'>2000</span></span>
+<span><span class='op'>)</span></span>
+<span><span class='va'>p_lens_sea</span> <span class='op'>&lt;-</span> <span class='fu'>create_lens_sea</span><span class='op'>(</span></span>
+<span>  data <span class='op'>=</span> <span class='va'>world_inflation</span>,</span>
+<span>  bubble_data <span class='op'>=</span> <span class='va'>bubble_geo_sea</span>,</span>
+<span>  center_lon <span class='op'>=</span> <span class='fl'>113</span>, </span>
+<span>  center_lat <span class='op'>=</span> <span class='fl'>9</span>, </span>
+<span>  radius_km <span class='op'>=</span> <span class='fl'>2200</span></span>
+<span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="plot2-the-magnifying-lenses---plot3">plot2 + the Magnifying Lenses - plot3</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>plot_3</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://wilkelab.org/cowplot/reference/ggdraw.html'>ggdraw</a></span><span class='op'>(</span><span class='va'>plot2</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://wilkelab.org/cowplot/reference/draw_plot.html'>draw_plot</a></span><span class='op'>(</span><span class='va'>p_lens_eu</span>, x <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.045</span>, y <span class='op'>=</span> <span class='fl'>0.375</span>, width <span class='op'>=</span> <span class='fl'>1</span>, height <span class='op'>=</span> <span class='fl'>0.3</span>, scale <span class='op'>=</span> <span class='fl'>1.25</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://wilkelab.org/cowplot/reference/draw_plot.html'>draw_plot</a></span><span class='op'>(</span><span class='va'>p_lens_sea</span>, x <span class='op'>=</span> <span class='fl'>0.27</span>, y <span class='op'>=</span> <span class='fl'>0.14</span>, width <span class='op'>=</span> <span class='fl'>1</span>, height <span class='op'>=</span> <span class='fl'>0.3</span>, scale <span class='op'>=</span> <span class='fl'>0.8</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>plot_3</span><span class='op'>)</span></span></code></pre>
+</div>
+<p><img src="100536001_files/figure-html5/unnamed-chunk-12-1.png" width="100%" style="display: block; margin: auto;" /></p>
+</div>
+<h3 id="plot3-the-texts-and-arrows---final_plot">plot3 + the Texts and Arrows - final_plot</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>texts</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://tibble.tidyverse.org/reference/tibble.html'>tibble</a></span><span class='op'>(</span>label <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span></span>
+<span>  <span class='st'>"Consumer Inflation Cumulative\nChange, 2020-2025"</span>,</span>
+<span>  <span class='st'>"President Milei's fiscal\noverhaul has lowered\nArgentina's annualized\ninflation rate to 21%\nas of June 2025."</span>,</span>
+<span>  <span class='st'>"Post-pandemic inflation\ndidn't hit Asia as hard\nas it hit Europe."</span><span class='op'>)</span>,</span>
+<span>  x <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>0.24</span>, <span class='fl'>0.43</span>, <span class='fl'>0.65</span><span class='op'>)</span>, </span>
+<span>  y <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>0.797</span>, <span class='fl'>0.16</span>, <span class='fl'>0.16</span><span class='op'>)</span>,</span>
+<span>  hjust <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>0</span>, <span class='fl'>0</span>, <span class='fl'>0</span><span class='op'>)</span>,</span>
+<span>  size <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='fl'>2</span>, <span class='fl'>1.5</span>, <span class='fl'>1.3</span><span class='op'>)</span>,</span>
+<span>  font <span class='op'>=</span> <span class='st'>"poppins"</span>,</span>
+<span>  fontface <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"bold"</span>, <span class='st'>"italic"</span>, <span class='st'>"italic"</span><span class='op'>)</span>,</span>
+<span>  color <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"#333333"</span>, <span class='st'>"#D86C7B"</span>, <span class='st'>"#6b9bd1"</span><span class='op'>)</span></span>
+<span><span class='op'>)</span></span>
+<span></span>
+<span><span class='va'>final_plot</span> <span class='op'>&lt;-</span> <span class='va'>plot_3</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
+<span>    data <span class='op'>=</span> <span class='va'>texts</span>,</span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>x <span class='op'>=</span> <span class='va'>x</span>, y <span class='op'>=</span> <span class='va'>y</span>, label <span class='op'>=</span> <span class='va'>label</span>, hjust <span class='op'>=</span> <span class='va'>hjust</span><span class='op'>)</span>,</span>
+<span>    color <span class='op'>=</span> <span class='va'>texts</span><span class='op'>$</span><span class='va'>color</span>,</span>
+<span>    size <span class='op'>=</span> <span class='va'>texts</span><span class='op'>$</span><span class='va'>size</span>,</span>
+<span>    fontface <span class='op'>=</span> <span class='va'>texts</span><span class='op'>$</span><span class='va'>fontface</span>,</span>
+<span>    family <span class='op'>=</span> <span class='st'>"poppins"</span>,</span>
+<span>    lineheight <span class='op'>=</span> <span class='fl'>0.9</span>,</span>
+<span>    inherit.aes <span class='op'>=</span> <span class='cn'>FALSE</span> <span class='co'># Essential to ignore map data</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_segment.html'>geom_curve</a></span><span class='op'>(</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>x <span class='op'>=</span> <span class='fl'>0.425</span>, y <span class='op'>=</span> <span class='fl'>0.18</span>, xend <span class='op'>=</span> <span class='fl'>0.40</span>, yend <span class='op'>=</span> <span class='fl'>0.13</span><span class='op'>)</span>,</span>
+<span>    curvature <span class='op'>=</span> <span class='fl'>0.3</span>,       <span class='co'># Negative = Curves Right (concave down)</span></span>
+<span>    color <span class='op'>=</span> <span class='st'>"#D86C7B"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>0.3</span>,</span>
+<span>    arrow <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/grid/arrow.html'>arrow</a></span><span class='op'>(</span>length <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/grid/unit.html'>unit</a></span><span class='op'>(</span><span class='fl'>0.01</span>, <span class='st'>"npc"</span><span class='op'>)</span>, type <span class='op'>=</span> <span class='st'>"closed"</span><span class='op'>)</span>,</span>
+<span>    inherit.aes <span class='op'>=</span> <span class='cn'>FALSE</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_segment.html'>geom_curve</a></span><span class='op'>(</span></span>
+<span>    <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>x <span class='op'>=</span> <span class='fl'>0.69</span>, y <span class='op'>=</span> <span class='fl'>0.19</span>, xend <span class='op'>=</span> <span class='fl'>0.717</span>, yend <span class='op'>=</span> <span class='fl'>0.24</span><span class='op'>)</span>,</span>
+<span>    curvature <span class='op'>=</span> <span class='op'>-</span><span class='fl'>0.3</span>,       <span class='co'># Negative = Curves Right (looks best for this angle)</span></span>
+<span>    color <span class='op'>=</span> <span class='st'>"#6b9bd1"</span>,</span>
+<span>    size <span class='op'>=</span> <span class='fl'>0.3</span>,</span>
+<span>    arrow <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/grid/arrow.html'>arrow</a></span><span class='op'>(</span>length <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/grid/unit.html'>unit</a></span><span class='op'>(</span><span class='fl'>0.01</span>, <span class='st'>"npc"</span><span class='op'>)</span>, type <span class='op'>=</span> <span class='st'>"closed"</span><span class='op'>)</span>,</span>
+<span>    inherit.aes <span class='op'>=</span> <span class='cn'>FALSE</span></span>
+<span>  <span class='op'>)</span></span>
+<span></span>
+<span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>final_plot</span><span class='op'>)</span></span></code></pre>
+</div>
+<p><img src="100536001_files/figure-html5/unnamed-chunk-13-1.png" width="100%" style="display: block; margin: auto;" /></p>
+</div>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r distill-force-highlighting-css"><code class="sourceCode r"></code></pre></div>
+<!--radix_placeholder_article_footer-->
+<!--/radix_placeholder_article_footer-->
+</div>
+
+<div class="d-appendix">
+</div>
+
+
+<!--radix_placeholder_site_after_body-->
+<!--/radix_placeholder_site_after_body-->
+<!--radix_placeholder_appendices-->
+<div class="appendix-bottom">
+  <h3 id="reuse">Reuse</h3>
+  <p>Text and figures are licensed under Creative Commons Attribution <a rel="license" href="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0</a>. The figures that have been reused from other sources don't fall under this license and can be recognized by a note in their caption: "Figure from ...".</p>
+  <h3 id="citation">Citation</h3>
+  <p>For attribution, please cite this work as</p>
+  <pre class="citation-appendix short">Chang (2025, Dec. 14). Data Visualization | MSc CSS: Final Project_Chih Hsuan Chang. Retrieved from https://csslab.uc3m.es/dataviz/projects/2025/100536001/</pre>
+  <p>BibTeX citation</p>
+  <pre class="citation-appendix long">@misc{chang2025final,
+  author = {Chang, Chih Hsuan},
+  title = {Data Visualization | MSc CSS: Final Project_Chih Hsuan Chang},
+  url = {https://csslab.uc3m.es/dataviz/projects/2025/100536001/},
+  year = {2025}
+}</pre>
+</div>
+<!--/radix_placeholder_appendices-->
+<!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.0 Transitional//EN" "http://www.w3.org/TR/REC-html40/loose.dtd">
+<!--radix_placeholder_navigation_after_body--><html><body>
+<div class="distill-site-nav distill-site-footer">
+<p><img src="../../../assets/acronimo_nombre1l_0.png" width="400"></p>
+</div>
+<!--/radix_placeholder_navigation_after_body-->
+</body></html>
+
+
+</body>
+
+</html>
diff --git a/projects/projects.json b/projects/projects.json
index 91848d32..ee47bfbd 100644
--- a/projects/projects.json
+++ b/projects/projects.json
@@ -1,4 +1,25 @@
 [
+  {
+    "path": "projects/2025/100536001/",
+    "title": "Final Project_Chih Hsuan Chang",
+    "description": {},
+    "author": [
+      {
+        "name": "Chih Hsuan Chang",
+        "url": {}
+      }
+    ],
+    "date": "2025-12-14",
+    "categories": [
+      "2025"
+    ],
+    "contents": "\n\nContents\nConsumer Inflation 2020 - 2025\nPackages\nData Cleaning\nFonts\nThe Gradient Scale on Top of the Map\nNumbers on Bubbles\nBase Map + Scale + Base Countries’ Bubbles - Plot1\nCountry Labels and Numbers\nplot1(base plot) + Country Labels and Numbers - plot2\nMagnified EU and SEA and the Bubbles in the Lenses\nplot2 + the Magnifying Lenses - plot3\nplot3 + the Texts and Arrows - final_plot\n\n\nConsumer Inflation 2020 - 2025\nI have choose the graph from Visual Capitalist, “Consumer Inflation from 2020 to 2025”. The dataset is from Deutsche Bank, record consumer inflation from 2020 to June 2025.\noriginal graphPackages\n\n\nlibrary(readr)\nlibrary(ggplot2)\nlibrary(tidyverse)\nlibrary(sf) # map structure\nlibrary(scales) # making the scale\nlibrary(rnaturalearth) # map info\nlibrary(showtext) # fonts\nlibrary(systemfonts)\nlibrary(cowplot) # composite maps together\n\n\nData Cleaning\n\n\n# import data\ninflation2025 <- read_csv(\"global inflation 2025_Deutsche Bank - Sheet1.csv\")\n\n# clean data\ncum_inflation_2025 <- inflation2025 |> \n  select(-`cum change since 2012 (%)`,\n         -`cum change since 2020 (%)`,\n         -`Rank based on change from 2012 Economy`) |> \n  mutate(Economy = case_when(Economy == \"United States\" ~ \"United States of America\",\n                             Economy == \"Czech Republic\" ~ \"Czechia\",\n                             TRUE ~ Economy))\n\n# sf data object\nworld_map <- ne_countries(scale = \"medium\", returnclass = \"sf\") |> \n  filter(admin != \"Antarctica\")\nworld_inflation <- world_map |> \n  left_join(cum_inflation_2025, by = c(\"name\" = \"Economy\")) |>\n  # change names that are shown/not shown on the map \n  mutate(name = case_when(name == \"South Africa\" ~ \"S. Africa\", \n                          name == \"Turkey\" ~ \"Türkiye\", \n                          name == \"United Kingdom\" ~ \"UK\",\n                          name == \"South Korea\" ~ \"S. Korea\",\n                          name == \"United Arab Emirates\" ~ \"UAE\",\n                          name == \"United States of America\" ~ \"U.S.\",\n                          name %in% c(\n                            \"Austria\", \"Netherlands\", \"Belgium\", \n                            \"Luxembourg\", \"Portugal\", \"Singapore\", \n                            \"Denmark\", \"Ireland\") ~ \"\",\n                          TRUE ~ name))\n\n\nFonts\n\n\nfont_add_google(\"Poppins\", \"poppins\")\nfont_add(family = \"Modak\",\n         regular = \"/Users/karlazhong/Library/Fonts/Modak-Regular.ttf\")\nshowtext_auto()\n\n\nThe Gradient Scale on Top of the Map\n\n\n# bar legend\nvc_palette <- c(\"#53a6e8\", \"#6b9bd1\", \"#7B95C5\",\"#8a8eb8\", \"#9B88AC\",\"#ab809f\", \"#B87993\",\"#c87284\", \"#D86C7B\",\"#e56569\", \"#B0022A\")\nlimit_range <- c(0, 55)\nlegend_data <- data.frame(x = seq(limit_range[1], limit_range[2], length.out = 500))\nlegend_data$y_height <- 0.2 + (legend_data$x / 50) * 2\n\nlegend_plot <- ggplot(legend_data) +\n  geom_segment(aes(x = x, xend = x, y = 0, yend = y_height, color = x), linewidth = 1) +\n  scale_color_gradientn(\n    colors = vc_palette,\n    limits = limit_range,\n    oob = scales::squish,\n  ) +\n  annotate(\"text\", x = 1, y = -1, label = \"0%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"text\", x = 10, y = -1, label = \"10%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"text\", x = 20, y = -1, label = \"20%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"text\", x = 30, y = -1, label = \"30%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"text\", x = 40, y = -1, label = \"40%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"text\", x = 50, y = -1, label = \"50%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"segment\", x = 0, xend = 0, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 5, xend = 5, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 10, xend = 10, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 15, xend = 15, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 20, xend = 20, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 25, xend = 25, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 30, xend = 30, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 35, xend = 35, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 40, xend = 40, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 45, xend = 45, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 50, xend = 50, y = 0, yend = -0.3, color = \"#333333\") +\n  ylim(-1, 4) + \n  xlim(10, 60) +\n  scale_y_continuous(expand = c(0, 0), limits = c(-5, 4)) + \n  scale_x_continuous(expand = c(0, 0)) +\n  theme_void() +\n  theme(legend.position = \"none\")\n\nscale_grob <- ggplotGrob(legend_plot)\n\n\nNumbers on Bubbles\n\n\n# inside the lens\nbubble_list_eu <- tibble::tribble(\n  ~name_label, ~value_label,\n  \"Hungary\", \"52%\",\n  \"Czechia\", \"41%\",\n  \"UK\", \"24%\",\n  \"Italy\", \"18%\",\n  \"Greece\", \"16%\",\n  \"Switzerland\", \"6%\")\nbubble_list_sea <- tibble::tribble(\n  ~name_label, ~value_label,\n  \"Philippines\", \"24%\",\n  \"Indonesia\", \"14%\",\n  \"Taiwan\", \"10%\",\n  \"Malaysia\", \"9%\",\n  \"Hong Kong\", \"8%\",\n  \"Thailand\", \"8%\")\nbubble_geo_eu <- world_inflation |> \n  right_join(bubble_list_eu, by = c(\"name\" = \"name_label\")) |> \n  st_point_on_surface()\nbubble_geo_sea <- world_inflation |> \n  right_join(bubble_list_sea, by = c(\"name\" = \"name_label\")) |> \n  st_point_on_surface()\n\n# adjust bubble position\nrow_greece <- which(bubble_geo_eu$name_label == \"Greece\")\nnew_grc_coords <- st_point(c(21.65, 40.25))\nbubble_geo_eu$geometry[row_greece] <- st_sfc(new_grc_coords) |>  \n  st_set_crs(st_crs(bubble_geo_eu))\nst_geometry(bubble_geo_eu)[bubble_geo_eu$name == \"Czechia\"] <- st_sfc(\n  st_point(c(18.0, 50.0)), crs = st_crs(bubble_geo_eu))\n\n# outside of the lens\nbubble_list_rest <- tibble::tribble(\n  ~name_label, ~value_label,\n  \"Chile\", \"34%\",\n  \"New Zealand\", \"23%\",\n  \"S. Korea\", \"15%\",\n  \"Israel\", \"13%\",\n  \"Qatar\", \"9%\",\n  \"Japan\", \"8%\",\n  \"UAE\", \"6%\")\nbubble_geo_rest <- world_inflation |> \n  right_join(bubble_list_rest, by = c(\"name\" = \"name_label\")) |>\n  st_point_on_surface()\n\n# Argentina\nbubble_arg <- tibble::tribble(\n  ~ name_label, ~ value_label,\n  \"Argentina\", \"2,614%\")\nbubble_geo_arg <- world_inflation |> \n  right_join(bubble_arg, by = c(\"name\" = \"name_label\")) |>\n  st_point_on_surface()\n\n# Türkiye\nbubble_tur <- tibble::tribble(\n  ~ name_label, ~ value_label,\n  \"Türkiye\", \"464%\")\nbubble_geo_tur <- world_inflation |> \n  right_join(bubble_tur, by = c(\"name\" = \"name_label\")) |>\n  st_point_on_surface()\n\n# adjust the bubbles' position\nst_geometry(bubble_geo_rest)[bubble_geo_rest$name == \"Qatar\"] <- st_sfc(\n  st_point(c(51.2, 27.5)), crs = st_crs(bubble_geo_rest))\nst_geometry(bubble_geo_rest)[bubble_geo_rest$name == \"UAE\"] <- st_sfc(\n  st_point(c(54, 22)), crs = st_crs(bubble_geo_rest))\nst_geometry(bubble_geo_tur)[bubble_geo_tur$name == \"Türkiye\"] <- st_sfc(\n  st_point(c(44.0, 41.0)), crs = st_crs(bubble_geo_tur))\nst_geometry(bubble_geo_rest)[bubble_geo_rest$name == \"New Zealand\"] <- st_sfc(\n  st_point(c(160.0, -46.0)), crs = st_crs(bubble_geo_rest))\nst_geometry(bubble_geo_rest)[bubble_geo_rest$name == \"Chile\"] <- st_sfc(\n  st_point(c(-72.0, -23.0)), crs = st_crs(bubble_geo_rest))\nst_geometry(bubble_geo_arg)[bubble_geo_arg$name == \"Argentina\"] <- st_sfc(\n  st_point(c(-60.0, -39.0)), crs = st_crs(bubble_geo_arg))\nst_geometry(bubble_geo_sea)[bubble_geo_sea$name == \"Malaysia\"] <- st_sfc(\n  st_point(c(116.0, 5.0)), crs = st_crs(bubble_geo_sea))\nst_geometry(bubble_geo_sea)[bubble_geo_sea$name == \"Indonesia\"] <- st_sfc(\n  st_point(c(106.0, -6.6)), crs = st_crs(bubble_geo_sea))\nst_geometry(bubble_geo_sea)[bubble_geo_sea$name == \"Philippines\"] <- st_sfc(\n  st_point(c(120.0, 14.6)), crs = st_crs(bubble_geo_sea))\n\n\nBase Map + Scale + Base Countries’ Bubbles - Plot1\n\n\nplot1 <- ggplot(world_inflation) +\n  # Map Layer\n  geom_sf(aes(fill = `5-yr cum\\nchange (%)`), color = \"grey70\", size = 0.2) +\n  # The Gradient Scale on the map\n  scale_fill_gradientn(\n    colors = vc_palette,\n    limits = limit_range, \n    oob = scales::squish,\n    na.value = \"#fffce9\",\n  ) +\n  # The Gradient Bar\n  annotation_custom(\n    grob = scale_grob, \n    xmin = -10500000, xmax = 10500000,\n    ymin = 6500000, ymax = 16000000\n  ) +\n  # bubbles rest\n  geom_point(\n    data = bubble_geo_rest,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry,\n        fill = `5-yr cum\\nchange (%)`,\n        ),\n    size = 4.5,           # Adjust bubble size here\n    color = \"#fffce9\",    # The border of the bubble\n    shape = 21,         # Shape 21 allows both fill and color (border)\n    stroke = 0.15,        # Thickness of the white border\n  ) +\n    # text inside bubbles rest\n  geom_text(\n    data = bubble_geo_rest,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = value_label),\n    color = \"#fffce9\",\n    size = 1.7,\n    fontface = \"plain\",\n    family = \"poppins\"\n  )+\n  # bubble Argentina\n  geom_point(\n    data = bubble_geo_arg,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry,\n        fill = `5-yr cum\\nchange (%)`),\n    size = 11,           # Adjust bubble size here\n    color = \"#fffce9\",    # The border of the bubble\n    shape = 21,         # Shape 21 allows both fill and color (border)\n    stroke = 0.15,        # Thickness of the white border\n  ) +\n    # text inside bubble Argentina\n  geom_text(\n    data = bubble_geo_arg,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = value_label),\n    color = \"#fffce9\",\n    size = 2.5,\n    fontface = \"plain\",\n    family = \"poppins\"\n  )+\n  # bubble Türkiye\n  geom_point(\n    data = bubble_geo_tur,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry,\n        fill = `5-yr cum\\nchange (%)`),\n    size = 6,           # Adjust bubble size here\n    color = \"#fffce9\",    # The border of the bubble\n    shape = 21,         # Shape 21 allows both fill and color (border)\n    stroke = 0.15,        # Thickness of the white border\n  ) +\n    # text inside bubble Türkiye\n  geom_text(\n    data = bubble_geo_tur,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = value_label),\n    color = \"#fffce9\",\n    size = 1.7,\n    fontface = \"plain\",\n    family = \"poppins\"\n  ) +\n  # Theme and Projection\n  coord_sf(crs = \"+proj=robin\") + # Robinson Projection\n  theme_void() + # Removes axes and standard grid\n  theme(\n    # Background Colors\n    plot.background = element_rect(fill = \"#fffce9\", color = NA),\n    panel.background = element_rect(fill = \"#fffce9\", color = NA),\n    # Legend Positioning\n    legend.position = \"none\"\n  ) +\n  # Title (the \"Consumer Inflation\" header)\n  labs(title = \"Consumer Inflation\",\n       subtitle = \"2 0 2 0  -  2 0 2 5\") +\n  theme(\n    plot.title = element_text(\n      hjust = 0.5,\n      face = \"plain\", \n      size = 30, \n      margin = margin(t = 10),\n      family = \"Modak\"),\n    plot.subtitle = element_text(\n      hjust = 0.5,\n      face = \"bold\", \n      size = 12, \n      margin = margin(t = 4, b = 70),\n      family = \"poppins\",\n      ))\n\nprint(plot1)\n\n\n\nCountry Labels and Numbers\n\n\ncountry_label_base <- tibble::tribble(\n  ~ name_label,\n  \"Argentina\", \"Türkiye\", \"Egypt\", \"Russia\", \"Colombia\", \"Chile\", \"Brazil\",\n  \"India\", \"Mexico\", \"S. Africa\", \"New Zealand\", \"Australia\", \"Canada\", \"S. Korea\", \n  \"Saudi Arabia\", \"Israel\", \"Qatar\", \"Japan\", \"China\", \"UAE\", \"U.S.\") \ncountry_label_geo_base <- world_inflation |> \n  right_join(country_label_base, by = c(\"name\" = \"name_label\")) |> \n  st_point_on_surface()\n# adjusting the position\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Argentina\"] <- st_sfc(\n  st_point(c(-36.0, -39.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Türkiye\"] <- st_sfc(\n  st_point(c(60.0, 41.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Egypt\"] <- st_sfc(\n  st_point(c(17.0, 27.1)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Russia\"] <- st_sfc(\n  st_point(c(102.0, 62.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Colombia\"] <- st_sfc(\n  st_point(c(-90.5, 4.1)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Chile\"] <- st_sfc(\n  st_point(c(-83.0, -23.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Brazil\"] <- st_sfc(\n  st_point(c(-46.0, -8.4)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"India\"] <- st_sfc(\n  st_point(c(92.0, 22.35)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Mexico\"] <- st_sfc(\n  st_point(c(-117.0, 23.5)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"S. Africa\"] <- st_sfc(\n  st_point(c(41.0, -29.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"New Zealand\"] <- st_sfc(\n  st_point(c(137.0, -47.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Australia\"] <- st_sfc(\n  st_point(c(138.0, -26.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Canada\"] <- st_sfc(\n  st_point(c(-100.5, 56.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"S. Korea\"] <- st_sfc(\n  st_point(c(127.0, 31.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Saudi Arabia\"] <- st_sfc(\n  st_point(c(30.0, 19.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Israel\"] <- st_sfc(\n  st_point(c(25.0, 34.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Qatar\"] <- st_sfc(\n  st_point(c(62.4, 29.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"China\"] <- st_sfc(\n  st_point(c(107.0, 35.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Japan\"] <- st_sfc(\n  st_point(c(155.0, 42.5)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"UAE\"] <- st_sfc(\n  st_point(c(64.0, 21.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"U.S.\"] <- st_sfc(\n  st_point(c(-94.0, 40.0)), crs = st_crs(country_label_geo_base))\n\ncountry_label_eu <- tibble::tribble(\n  ~ name_label,\n  \"Spain\", \"France\", \"Finland\", \"Sweden\", \"Poland\", \"Germany\", \"Norway\", \"Hungary\", \"Czechia\", \"UK\", \"Italy\", \"Greece\", \"Switzerland\") \ncountry_label_geo_eu <- world_inflation |> \n  right_join(country_label_eu, by = c(\"name\" = \"name_label\")) |> \n  st_point_on_surface()\n# adjusting the position\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Spain\"] <- st_sfc(\n  st_point(c(3.0, 40.5)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"France\"] <- st_sfc(\n  st_point(c(-5.0, 46.2)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Finland\"] <- st_sfc(\n  st_point(c(36.0, 61.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Sweden\"] <- st_sfc(\n  st_point(c(17.0, 60.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Norway\"] <- st_sfc(\n  st_point(c(6.0, 59.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Poland\"] <- st_sfc(\n  st_point(c(26.5, 52.2)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Germany\"] <- st_sfc(\n  st_point(c(9.5, 49.8)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Hungary\"] <- st_sfc(\n  st_point(c(26.0, 46.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Czechia\"] <- st_sfc(\n  st_point(c(25.5, 49.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"UK\"] <- st_sfc(\n  st_point(c(3.0, 54.7)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Italy\"] <- st_sfc(\n  st_point(c(8.56, 41.87)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Greece\"] <- st_sfc(\n  st_point(c(23.0, 41.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Switzerland\"] <- st_sfc(\n  st_point(c(8.2, 45.0)), crs = st_crs(country_label_geo_eu))\n\n\n\ncountry_label_sea <- tibble::tribble(\n  ~ name_label,\n  \"Philippines\", \"Indonesia\", \"Taiwan\", \"Malaysia\", \"Hong Kong\", \"Thailand\")\ncountry_label_geo_sea <- world_inflation |> \n  right_join(country_label_sea, by = c(\"name\" = \"name_label\")) |> \n  st_point_on_surface()\n# adjusting the position\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Taiwan\"] <- st_sfc(\n  st_point(c(130.0, 23.82)), crs = st_crs(country_label_geo_sea))\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Philippines\"] <- st_sfc(\n  st_point(c(130.88, 14.0)), crs = st_crs(country_label_geo_sea))\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Indonesia\"] <- st_sfc(\n  st_point(c(116.5, -6.48)), crs = st_crs(country_label_geo_sea))\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Malaysia\"] <- st_sfc(\n  st_point(c(126.69, 5.0)), crs = st_crs(country_label_geo_sea))\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Hong Kong\"] <- st_sfc(\n  st_point(c(114.18, 18.5)), crs = st_crs(country_label_geo_sea))\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Thailand\"] <- st_sfc(\n  st_point(c(111.00, 13.5)), crs = st_crs(country_label_geo_sea))\n\nnumber_label_base <- tibble::tribble(\n  ~ name_label,\n  \"Egypt\", \"Russia\", \"Colombia\", \"Brazil\", \"India\", \"Mexico\", \"S. Africa\",\n  \"U.S.\", \"Australia\", \"Canada\", \"Saudi Arabia\", \"China\") \nnumber_label_geo_base <- world_inflation |> \n  right_join(number_label_base, by = c(\"name\" = \"name_label\")) |> \n  mutate(`5-yr cum\\nchange (%)` = paste0(`5-yr cum\\nchange (%)`, \"%\")) |> \n  st_point_on_surface()\n# adjust the position\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"Russia\"] <- st_sfc(\n  st_point(c(85.0, 62.0)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"Brazil\"] <- st_sfc(\n  st_point(c(-57.0, -8.4)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"China\"] <- st_sfc(\n  st_point(c(96.0, 35.0)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"Saudi Arabia\"] <- st_sfc(\n  st_point(c(44.57, 23.0)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"U.S.\"] <- st_sfc(\n  st_point(c(-105.0, 40.0)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"Canada\"] <- st_sfc(\n  st_point(c(-116.0, 56.0)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"Australia\"] <- st_sfc(\n  st_point(c(123.0, -26.0)), crs = st_crs(number_label_geo_base))\n\nnumber_label_eu <- tibble::tribble(\n  ~ name_label,\n  \"Spain\", \"France\", \"Finland\", \"Sweden\", \"Poland\", \"Germany\", \"Norway\") \nnumber_label_geo_eu <- world_inflation |> \n  right_join(number_label_eu, by = c(\"name\" = \"name_label\")) |> \n  mutate(`5-yr cum\\nchange (%)` = paste0(`5-yr cum\\nchange (%)`, \"%\")) |> \n  st_point_on_surface()\n# adjust the position\nst_geometry(number_label_geo_eu)[number_label_geo_eu$name == \"Gremany\"] <- st_sfc(\n  st_point(c(10.0, 60.0)), crs = st_crs(number_label_geo_eu))\nst_geometry(number_label_geo_eu)[number_label_geo_eu$name == \"Norway\"] <- st_sfc(\n  st_point(c(8.5, 61.0)), crs = st_crs(number_label_geo_eu))\nst_geometry(number_label_geo_eu)[number_label_geo_eu$name == \"Finland\"] <- st_sfc(\n  st_point(c(26.0, 62.0)), crs = st_crs(number_label_geo_eu))\nst_geometry(number_label_geo_eu)[number_label_geo_eu$name == \"Poland\"] <- st_sfc(\n  st_point(c(19.14, 53.0)), crs = st_crs(number_label_geo_eu))\n\n\nplot1(base plot) + Country Labels and Numbers - plot2\n\n\nplot2 <- plot1 +\n  # country names\n  geom_text(\n    data = country_label_geo_base,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = name),\n    color = \"#333333\", \n    size = 2,        # Adjust text size\n    fontface = \"bold\", # \"plain\", \"bold\", \"italic\"\n    family = \"roboto\",\n    inherit.aes = FALSE\n  ) +\n  # number labels\n  geom_text(\n    data = number_label_geo_base,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = `5-yr cum\\nchange (%)`),\n    color = \"#fffce9\", \n    size = 1.6,        # Adjust text size\n    fontface = \"plain\", # \"plain\", \"bold\", \"italic\"\n    family = \"poppins\",\n    inherit.aes = FALSE\n  )\nprint(plot2)\n\n\n\nMagnified EU and SEA and the Bubbles in the Lenses\nbuild the magnifying function and add the bubble + number + country name layer\n\n\nsf_use_s2(FALSE)\n\ncreate_lens_eu <- function(data, bubble_data, center_lon, center_lat, radius_km) {\n  \n  # A. PRE-CROP: Cut the map to a rough square box first.\n  #    This prevents \"global wrapping\" errors that cause the solid purple circle.\n  #    We create a bounding box +/- 25 degrees around the center.\n  buff <- 25 \n  bbox <- st_bbox(c(xmin = center_lon - buff, xmax = center_lon + buff, \n                    ymin = center_lat - buff, ymax = center_lat + buff), \n                  crs = st_crs(data))\n  \n  # Suppress warnings for the crop\n  data_cropped <- suppressWarnings(st_crop(data, bbox))\n  \n  # define projection (Azimuthal Equidistant)\n  lens_crs <- paste0(\"+proj=aeqd +lat_0=\", center_lat, \" +lon_0=\", center_lon)\n  \n  # create circle\n  center_pt <- st_sfc(st_point(c(center_lon, center_lat)), crs = 4326)\n  center_pt_proj <- st_transform(center_pt, lens_crs)\n  circle_border <- st_buffer(center_pt_proj, dist = radius_km * 1000)\n  data_proj <- st_transform(data_cropped, lens_crs)\n  data_proj <- st_make_valid(data_proj)\n  lens_data <- st_intersection(data_proj, circle_border)\n  lens_data <- st_collection_extract(lens_data, \"POLYGON\")\n  \n  # Process Bubble Data (Transform -> Clip)\n  bubbles_proj_eu <- st_transform(bubble_geo_eu, lens_crs)\n  lens_bubbles_eu <- st_intersection(bubbles_proj_eu, circle_border)\n  \n  # Create Plot\n  ggplot() +\n    # Background (Beige)\n    geom_sf(data = circle_border, fill = \"#fffce9\", color = NA) +\n    # Map Data : \n    geom_sf(data = lens_data, \n            aes(fill = `5-yr cum\\nchange (%)`), \n            color = \"grey70\", size = 0.25) +\n    # bubbles\n    geom_point(\n    data = bubble_geo_eu,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry,\n        fill = `5-yr cum\\nchange (%)`),\n    size = 4.5,           # Adjust bubble size here\n    color = \"#fffce9\",    # The border of the bubble\n    shape = 21,         # Shape 21 allows both fill and color (border)\n    stroke = 0.15        # Thickness of the white border\n    ) +\n    # numbers inside bubbles\n  geom_text(\n    data = bubble_geo_eu,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = value_label),\n    color = \"#fffce9\",\n    size = 1.5,\n    fontface = \"plain\",\n    family = \"poppins\",\n    ) +\n    # country labels\n    geom_text(\n    data = country_label_geo_eu,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = name),\n    color = \"#333333\",\n    size = 1.6,\n    fontface = \"bold\",\n    family = \"poppins\",\n    ) +\n    # number labels\n    geom_text(\n    data = number_label_geo_eu,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = `5-yr cum\\nchange (%)`),\n    color = \"#fffce9\",\n    size = 1.6,\n    fontface = \"plain\",\n    family = \"poppins\",\n    ) +\n    # Scale\n    scale_fill_gradientn(\n      colors = vc_palette,\n      limits = limit_range, \n      oob = scales::squish,\n      na.value = \"#fffce9\"\n    ) +\n    # Border\n    geom_sf(data = circle_border, fill = NA, color = \"grey50\", linewidth = 0.1) +\n    # Theme\n    coord_sf(datum = NA) +\n    theme_void() +\n    theme(legend.position = \"none\"\n    ) \n}\n\ncreate_lens_sea <- function(data, bubble_data, center_lon, center_lat, radius_km) {\n  \n  # A. PRE-CROP: Cut the map to a rough square box first.\n  #    This prevents \"global wrapping\" errors that cause the solid purple circle.\n  #    We create a bounding box +/- 25 degrees around the center.\n  buff <- 25 \n  bbox <- st_bbox(c(xmin = center_lon - buff, xmax = center_lon + buff, \n                    ymin = center_lat - buff, ymax = center_lat + buff), \n                  crs = st_crs(data))\n  \n  # Suppress warnings for the crop\n  data_cropped <- suppressWarnings(st_crop(data, bbox))\n  \n  # define projection (Azimuthal Equidistant)\n  lens_crs <- paste0(\"+proj=aeqd +lat_0=\", center_lat, \" +lon_0=\", center_lon)\n  \n  # create circle\n  center_pt <- st_sfc(st_point(c(center_lon, center_lat)), crs = 4326)\n  center_pt_proj <- st_transform(center_pt, lens_crs)\n  circle_border <- st_buffer(center_pt_proj, dist = radius_km * 1000)\n  data_proj <- st_transform(data_cropped, lens_crs)\n  data_proj <- st_make_valid(data_proj)\n  lens_data <- st_intersection(data_proj, circle_border)\n  lens_data <- st_collection_extract(lens_data, \"POLYGON\")\n  \n  # Process Bubble Data (Transform -> Clip)\n  bubbles_proj_sea <- st_transform(bubble_geo_sea, lens_crs)\n  lens_bubbles_sea <- st_intersection(bubbles_proj_sea, circle_border)\n  \n  # Create Plot\n  ggplot() +\n    # Background (Beige)\n    geom_sf(data = circle_border, fill = \"#fffce9\", color = NA) +\n    # Map Data : \n    geom_sf(data = lens_data, \n            aes(fill = `5-yr cum\\nchange (%)`), \n            color = \"grey70\", size = 0.25) +\n    # bubbles\n    geom_point(\n    data = bubble_geo_sea,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry,\n        fill = `5-yr cum\\nchange (%)`),\n    size = 4.5,           # Adjust bubble size here\n    color = \"#fffce9\",    # The border of the bubble\n    shape = 21,         # Shape 21 allows both fill and color (border)\n    stroke = 0.15        # Thickness of the white border\n    ) +\n    # text inside bubbles\n  geom_text(\n    data = bubble_geo_sea,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = value_label),\n    color = \"#fffce9\",\n    size = 1.5,\n    fontface = \"plain\",\n    family = \"poppins\"\n    ) +\n    # country labels\n    geom_text(\n    data = country_label_geo_sea,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = name),\n    color = \"#333333\",\n    size = 1.6,\n    fontface = \"bold\",\n    family = \"poppins\"\n    ) +\n    # Scale\n    scale_fill_gradientn(\n      colors = vc_palette,\n      limits = limit_range, \n      oob = scales::squish,\n      na.value = \"#fffce9\"\n    ) +\n    # Border\n    geom_sf(data = circle_border, fill = NA, color = \"grey50\", linewidth = 0.2) +\n    # Theme\n    coord_sf(datum = NA) +\n    theme_void() +\n    theme(legend.position = \"none\"\n    ) \n}\n\n\n\n\np_lens_eu <- create_lens_eu(\n  data = world_inflation, \n  bubble_data = bubble_geo_eu,\n  center_lon = 7, # 7\n  center_lat = 50, # 49\n  radius_km = 2000\n)\np_lens_sea <- create_lens_sea(\n  data = world_inflation,\n  bubble_data = bubble_geo_sea,\n  center_lon = 113, \n  center_lat = 9, \n  radius_km = 2200\n)\n\n\nplot2 + the Magnifying Lenses - plot3\n\n\nplot_3 <- ggdraw(plot2) +\n  draw_plot(p_lens_eu, x = -0.045, y = 0.375, width = 1, height = 0.3, scale = 1.25) +\n  draw_plot(p_lens_sea, x = 0.27, y = 0.14, width = 1, height = 0.3, scale = 0.8)\nprint(plot_3)\n\n\n\nplot3 + the Texts and Arrows - final_plot\n\n\ntexts <- tibble(label = c(\n  \"Consumer Inflation Cumulative\\nChange, 2020-2025\",\n  \"President Milei's fiscal\\noverhaul has lowered\\nArgentina's annualized\\ninflation rate to 21%\\nas of June 2025.\",\n  \"Post-pandemic inflation\\ndidn't hit Asia as hard\\nas it hit Europe.\"),\n  x = c(0.24, 0.43, 0.65), \n  y = c(0.797, 0.16, 0.16),\n  hjust = c(0, 0, 0),\n  size = c(2, 1.5, 1.3),\n  font = \"poppins\",\n  fontface = c(\"bold\", \"italic\", \"italic\"),\n  color = c(\"#333333\", \"#D86C7B\", \"#6b9bd1\")\n)\n\nfinal_plot <- plot_3 +\n  geom_text(\n    data = texts,\n    aes(x = x, y = y, label = label, hjust = hjust),\n    color = texts$color,\n    size = texts$size,\n    fontface = texts$fontface,\n    family = \"poppins\",\n    lineheight = 0.9,\n    inherit.aes = FALSE # Essential to ignore map data\n  ) +\n  geom_curve(\n    aes(x = 0.425, y = 0.18, xend = 0.40, yend = 0.13),\n    curvature = 0.3,       # Negative = Curves Right (concave down)\n    color = \"#D86C7B\",\n    size = 0.3,\n    arrow = arrow(length = unit(0.01, \"npc\"), type = \"closed\"),\n    inherit.aes = FALSE\n  ) +\n  geom_curve(\n    aes(x = 0.69, y = 0.19, xend = 0.717, yend = 0.24),\n    curvature = -0.3,       # Negative = Curves Right (looks best for this angle)\n    color = \"#6b9bd1\",\n    size = 0.3,\n    arrow = arrow(length = unit(0.01, \"npc\"), type = \"closed\"),\n    inherit.aes = FALSE\n  )\n\nprint(final_plot)\n\n\n\n\n\n\n",
+    "preview": "projects/2025/100536001/100536001_files/figure-html5/unnamed-chunk-7-1.png",
+    "last_modified": "2025-12-14T14:05:04+01:00",
+    "input_file": "100536001.knit.md",
+    "preview_width": 1248,
+    "preview_height": 768
+  },
   {
     "path": "projects/2024/100431024/",
     "title": "Press Freedom Index 2024",
diff --git a/sitemap.xml b/sitemap.xml
index fb79697e..67e9496b 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -2,23 +2,27 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.sitemaps.org/schemas/sitemap/0.9 http://www.sitemaps.org/schemas/sitemap/0.9/sitemap.xsd" version="1.0">
   <url>
     <loc>https://csslab.uc3m.es/dataviz/contents.html</loc>
-    <lastmod>2025-09-06T20:16:35+02:00</lastmod>
+    <lastmod>2025-12-14T13:14:48+01:00</lastmod>
   </url>
   <url>
     <loc>https://csslab.uc3m.es/dataviz/</loc>
-    <lastmod>2025-09-06T20:12:44+02:00</lastmod>
+    <lastmod>2025-12-14T13:14:48+01:00</lastmod>
   </url>
   <url>
     <loc>https://csslab.uc3m.es/dataviz/projects.html</loc>
-    <lastmod>2023-06-07T18:36:12+02:00</lastmod>
+    <lastmod>2025-12-14T13:14:48+01:00</lastmod>
   </url>
   <url>
     <loc>https://csslab.uc3m.es/dataviz/resources.html</loc>
-    <lastmod>2024-10-08T11:49:51+02:00</lastmod>
+    <lastmod>2025-12-14T13:14:50+01:00</lastmod>
   </url>
   <url>
     <loc>https://csslab.uc3m.es/dataviz/tutorials.html</loc>
-    <lastmod>2023-06-07T18:36:13+02:00</lastmod>
+    <lastmod>2025-12-14T13:14:51+01:00</lastmod>
+  </url>
+  <url>
+    <loc>https://csslab.uc3m.es/dataviz/projects/2025/100536001/</loc>
+    <lastmod>2025-12-14T14:05:04+01:00</lastmod>
   </url>
   <url>
     <loc>https://csslab.uc3m.es/dataviz/projects/2024/100431024/</loc>

From c8d4570d849ad11d569566f629a9477e78c921c9 Mon Sep 17 00:00:00 2001
From: Chih-Hsuan Chang <100536001@alumnos.uc3m.es>
Date: Sun, 14 Dec 2025 20:37:25 +0100
Subject: [PATCH 2/3] improvement

---
 .../figure-html5/base-plot1-1.png             | Bin 0 -> 159760 bytes
 .../figure-html5/labels-plot2-1.png           | Bin 0 -> 182208 bytes
 .../figure-html5/lenses-plot3-1.png           | Bin 0 -> 231076 bytes
 .../100536001_files/figure-html5/plot-1.png   | Bin 0 -> 114387 bytes
 .../figure-html5/text_arrows-final_plot-1.png | Bin 0 -> 247904 bytes
 .../figure-html5/unnamed-chunk-18-1.png       | Bin 0 -> 107836 bytes
 ...ation 2025_Deutsche Bank - improvement.csv |  48 ++++++++++++++++++
 .../figure-html5/base-plot1-1.png             | Bin 0 -> 159760 bytes
 .../figure-html5/labels-plot2-1.png           | Bin 0 -> 182208 bytes
 .../figure-html5/lenses-plot3-1.png           | Bin 0 -> 231076 bytes
 .../100536001_files/figure-html5/plot-1.png   | Bin 0 -> 114387 bytes
 .../figure-html5/text_arrows-final_plot-1.png | Bin 0 -> 247904 bytes
 .../figure-html5/unnamed-chunk-18-1.png       | Bin 0 -> 107836 bytes
 ...ation 2025_Deutsche Bank - improvement.csv |  48 ++++++++++++++++++
 14 files changed, 96 insertions(+)
 create mode 100644 _projects/2025/100536001/100536001_files/figure-html5/base-plot1-1.png
 create mode 100644 _projects/2025/100536001/100536001_files/figure-html5/labels-plot2-1.png
 create mode 100644 _projects/2025/100536001/100536001_files/figure-html5/lenses-plot3-1.png
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diff --git a/_projects/2025/100536001/global inflation 2025_Deutsche Bank - improvement.csv b/_projects/2025/100536001/global inflation 2025_Deutsche Bank - improvement.csv
new file mode 100644
index 00000000..32863e34
--- /dev/null
+++ b/_projects/2025/100536001/global inflation 2025_Deutsche Bank - improvement.csv	
@@ -0,0 +1,48 @@
+Economy,Inflation
+Austria,25
+Netherlands,25
+Belgium,22
+Luxembourg,18
+Singapore,16
+Denmark,16
+Ireland,17
+Egypt,116
+Russia,44
+Brazil,33
+India,33
+Colombia,39
+S. Africa,28
+Mexico,30
+Poland,42
+Norway,21
+Australia,21
+United States,23
+Germany,22
+Canada,18
+Sweden,21
+France,17
+Spain,18
+Finland,16
+Saudi Arabia,14
+China,6
+Türkiye,464
+Argentina,2614
+Hungary,52
+Czechia,41
+UK,24
+Italy,18
+Greece,16
+Switzerland,6
+Philippines,24
+Indonesia,14
+Taiwan,10
+Malaysia,9
+Hong Kong,8
+Thailand,8
+New Zealand,23
+Chile,34
+S. Korea,15
+Israel,13
+Qatar,9
+Japan,8
+UAE,6
\ No newline at end of file
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diff --git a/projects/2025/100536001/global inflation 2025_Deutsche Bank - improvement.csv b/projects/2025/100536001/global inflation 2025_Deutsche Bank - improvement.csv
new file mode 100644
index 00000000..32863e34
--- /dev/null
+++ b/projects/2025/100536001/global inflation 2025_Deutsche Bank - improvement.csv	
@@ -0,0 +1,48 @@
+Economy,Inflation
+Austria,25
+Netherlands,25
+Belgium,22
+Luxembourg,18
+Singapore,16
+Denmark,16
+Ireland,17
+Egypt,116
+Russia,44
+Brazil,33
+India,33
+Colombia,39
+S. Africa,28
+Mexico,30
+Poland,42
+Norway,21
+Australia,21
+United States,23
+Germany,22
+Canada,18
+Sweden,21
+France,17
+Spain,18
+Finland,16
+Saudi Arabia,14
+China,6
+Türkiye,464
+Argentina,2614
+Hungary,52
+Czechia,41
+UK,24
+Italy,18
+Greece,16
+Switzerland,6
+Philippines,24
+Indonesia,14
+Taiwan,10
+Malaysia,9
+Hong Kong,8
+Thailand,8
+New Zealand,23
+Chile,34
+S. Korea,15
+Israel,13
+Qatar,9
+Japan,8
+UAE,6
\ No newline at end of file

From 1c13618d8f70db0c07c3446ade1414af07c50bd7 Mon Sep 17 00:00:00 2001
From: Chih-Hsuan Chang <100536001@alumnos.uc3m.es>
Date: Sun, 14 Dec 2025 20:43:24 +0100
Subject: [PATCH 3/3] with improvement

---
 _projects/2025/100536001/100536001.Rmd  | 216 +++++++++++++++++++---
 _projects/2025/100536001/100536001.html | 220 +++++++++++++++++++---
 projects.html                           |   4 +-
 projects/2025/100536001/index.html      | 232 +++++++++++++++++++++---
 projects/projects.json                  |   8 +-
 sitemap.xml                             |   2 +-
 6 files changed, 604 insertions(+), 78 deletions(-)

diff --git a/_projects/2025/100536001/100536001.Rmd b/_projects/2025/100536001/100536001.Rmd
index 89ef04de..957a0930 100644
--- a/_projects/2025/100536001/100536001.Rmd
+++ b/_projects/2025/100536001/100536001.Rmd
@@ -1,5 +1,5 @@
 ---
-title: "Final Project_Chih Hsuan Chang"
+title: "Consumer Inflation From 2020 to 2025"
 description: |
 categories: "2025"
 author: Chih Hsuan Chang
@@ -22,7 +22,7 @@ I have choose the graph from Visual Capitalist, "Consumer Inflation from 2020 to
 
 ### Packages
 
-```{r}
+```{r packages}
 library(readr)
 library(ggplot2)
 library(tidyverse)
@@ -36,7 +36,7 @@ library(cowplot) # composite maps together
 
 ### Data Cleaning
 
-```{r}
+```{r data-cleaning}
 # import data
 inflation2025 <- read_csv("global inflation 2025_Deutsche Bank - Sheet1.csv")
 
@@ -75,7 +75,7 @@ world_inflation <- world_map |>
 knitr::opts_chunk$set(dev = "ragg_png")
 ```
 
-```{r}
+```{r fonts}
 font_add_google("Poppins", "poppins")
 font_add(family = "Modak",
          regular = "/Users/karlazhong/Library/Fonts/Modak-Regular.ttf")
@@ -84,7 +84,7 @@ showtext_auto()
 
 ### The Gradient Scale on Top of the Map
 
-```{r}
+```{r gradient-scale}
 # bar legend
 vc_palette <- c("#53a6e8", "#6b9bd1", "#7B95C5","#8a8eb8", "#9B88AC","#ab809f", "#B87993","#c87284", "#D86C7B","#e56569", "#B0022A")
 limit_range <- c(0, 55)
@@ -127,7 +127,7 @@ scale_grob <- ggplotGrob(legend_plot)
 
 ### Numbers on Bubbles
 
-```{r}
+```{r bubbles-number}
 # inside the lens
 bubble_list_eu <- tibble::tribble(
   ~name_label, ~value_label,
@@ -213,18 +213,18 @@ st_geometry(bubble_geo_sea)[bubble_geo_sea$name == "Philippines"] <- st_sfc(
 
 ### Base Map + Scale + Base Countries' Bubbles - Plot1
 
-```{r}
+```{r base-plot1}
 plot1 <- ggplot(world_inflation) +
-  # Map Layer
+  # map Layer
   geom_sf(aes(fill = `5-yr cum\nchange (%)`), color = "grey70", size = 0.2) +
-  # The Gradient Scale on the map
+  # the Gradient Scale on the map
   scale_fill_gradientn(
     colors = vc_palette,
     limits = limit_range, 
     oob = scales::squish,
     na.value = "#fffce9",
   ) +
-  # The Gradient Bar
+  # the Gradient Bar
   annotation_custom(
     grob = scale_grob, 
     xmin = -10500000, xmax = 10500000,
@@ -242,7 +242,7 @@ plot1 <- ggplot(world_inflation) +
     shape = 21,         # Shape 21 allows both fill and color (border)
     stroke = 0.15,        # Thickness of the white border
   ) +
-    # text inside bubbles rest
+  # text inside bubbles rest
   geom_text(
     data = bubble_geo_rest,
     stat = "sf_coordinates",
@@ -263,7 +263,7 @@ plot1 <- ggplot(world_inflation) +
     shape = 21,         # Shape 21 allows both fill and color (border)
     stroke = 0.15,        # Thickness of the white border
   ) +
-    # text inside bubble Argentina
+  # text inside bubble Argentina
   geom_text(
     data = bubble_geo_arg,
     stat = "sf_coordinates",
@@ -284,7 +284,7 @@ plot1 <- ggplot(world_inflation) +
     shape = 21,         # Shape 21 allows both fill and color (border)
     stroke = 0.15,        # Thickness of the white border
   ) +
-    # text inside bubble Türkiye
+  # text inside bubble Türkiye
   geom_text(
     data = bubble_geo_tur,
     stat = "sf_coordinates",
@@ -294,17 +294,16 @@ plot1 <- ggplot(world_inflation) +
     fontface = "plain",
     family = "poppins"
   ) +
-  # Theme and Projection
+  # theme and projection
   coord_sf(crs = "+proj=robin") + # Robinson Projection
   theme_void() + # Removes axes and standard grid
   theme(
-    # Background Colors
+    # background Colors
     plot.background = element_rect(fill = "#fffce9", color = NA),
     panel.background = element_rect(fill = "#fffce9", color = NA),
-    # Legend Positioning
+    # legend Positioning
     legend.position = "none"
   ) +
-  # Title (the "Consumer Inflation" header)
   labs(title = "Consumer Inflation",
        subtitle = "2 0 2 0  -  2 0 2 5") +
   theme(
@@ -327,7 +326,7 @@ print(plot1)
 
 ### Country Labels and Numbers
 
-```{r}
+```{r country and other number labels}
 country_label_base <- tibble::tribble(
   ~ name_label,
   "Argentina", "Türkiye", "Egypt", "Russia", "Colombia", "Chile", "Brazil",
@@ -480,7 +479,7 @@ st_geometry(number_label_geo_eu)[number_label_geo_eu$name == "Poland"] <- st_sfc
 
 ### plot1(base plot) + Country Labels and Numbers - plot2
 
-```{r}
+```{r labels-plot2}
 plot2 <- plot1 +
   # country names
   geom_text(
@@ -511,7 +510,7 @@ print(plot2)
 
 build the magnifying function and add the bubble + number + country name layer
 
-```{r}
+```{r create-function}
 sf_use_s2(FALSE)
 
 create_lens_eu <- function(data, bubble_data, center_lon, center_lat, radius_km) {
@@ -693,7 +692,7 @@ create_lens_sea <- function(data, bubble_data, center_lon, center_lat, radius_km
 }
 ```
 
-```{r}
+```{r lenses-making}
 p_lens_eu <- create_lens_eu(
   data = world_inflation, 
   bubble_data = bubble_geo_eu,
@@ -712,7 +711,7 @@ p_lens_sea <- create_lens_sea(
 
 ### plot2 + the Magnifying Lenses - plot3
 
-```{r}
+```{r lenses-plot3}
 plot_3 <- ggdraw(plot2) +
   draw_plot(p_lens_eu, x = -0.045, y = 0.375, width = 1, height = 0.3, scale = 1.25) +
   draw_plot(p_lens_sea, x = 0.27, y = 0.14, width = 1, height = 0.3, scale = 0.8)
@@ -721,7 +720,7 @@ print(plot_3)
 
 ### plot3 + the Texts and Arrows - final_plot
 
-```{r}
+```{r text_arrows-final_plot}
 texts <- tibble(label = c(
   "Consumer Inflation Cumulative\nChange, 2020-2025",
   "President Milei's fiscal\noverhaul has lowered\nArgentina's annualized\ninflation rate to 21%\nas of June 2025.",
@@ -765,3 +764,174 @@ final_plot <- plot_3 +
 
 print(final_plot)
 ```
+
+## Improvement
+
+### Packages
+
+```{r alt-packages}
+library(tidyverse)
+library(ggplot2)
+library(scales)
+library(sysfonts)
+library(showtext)
+```
+
+### Data Cleaning
+
+```{r alt-data-cleaning}
+inflation2025 <- read_csv("global inflation 2025_Deutsche Bank - improvement.csv")
+
+layout_map <- tribble(
+  ~Economy,        ~row, ~col,
+  "Canada",        1,    2,
+  "United States", 2,    2,
+  "Mexico",        3,    2,
+  "Colombia",      5,    3,
+  "Brazil",        6,    4,
+  "Chile",         8,    3,
+  "Argentina",     8,    4,
+  
+  "Norway",        1,    6,
+  "Sweden",        1,    7,
+  "Finland",       1,    8,
+  "Russia",        1,    11,
+  
+  "UK",            2,    5,
+  "Ireland",       2,    4,
+  "Denmark",       2,    6,
+  "Netherlands",   2,    7, 
+  
+  "France",        3,    5,
+  "Belgium",       3,    6, 
+  "Germany",       2,    8, 
+  "Luxembourg",    3,    7, 
+  "Switzerland",   4,    6,
+  "Austria",       4,    7,
+  "Czechia",       3,    8,
+  "Poland",        3,    9,
+  
+  "Spain",         5,    5,
+  "Italy",         5,    6,
+  "Hungary",       4,    8,
+  "Greece",        6,    7,
+  "Türkiye",       5,    8,
+  
+  "Egypt",         6,    6,
+  "Israel",        6,    8,
+  "Saudi Arabia",  7,    8,
+  "Qatar",         7,    9,
+  "UAE",           7,    10,
+  "S. Africa",     10,   8,
+  
+  "China",         4,    12,
+  "India",         6,    10,
+  "Thailand",      6,    12,
+  "Malaysia",      7,    12,
+  "Singapore",     8,    12,
+  "Indonesia",     8,    13,
+  "Philippines",   7,    14,
+  "Hong Kong",     5,    12,
+  "Taiwan",        5,    13,
+  "S. Korea",      4,    14,
+  "Japan",         4,    15,
+  
+  "Australia",     10,   14,
+  "New Zealand",   11,   15
+)
+
+map_data <- left_join(layout_map, inflation2025, by = "Economy") |> 
+  mutate(Economy = case_when(Economy == "South Africa" ~ "S. Africa", 
+                          Economy == "Turkey" ~ "Türkiye", 
+                          Economy == "United Kingdom" ~ "UK",
+                          Economy == "South Korea" ~ "S. Korea",
+                          Economy == "United Arab Emirates" ~ "UAE",
+                          Economy == "United States" ~ "U.S.",
+                          TRUE ~ Economy))
+```
+
+### Make the Polygons
+
+```{r ploygons}
+make_hexagons <- function(data, size = 2) {
+  width <- sqrt(3) * size
+  height <- 2 * size
+  
+  data |> 
+    mutate(
+      x_center = (col + 0.5 * (row %% 2)) * width,
+      y_center = -row * (height * 0.75)
+    ) |> 
+    rowwise() |> 
+    do({
+      # Generate 6 points for the hexagon
+      tibble(
+        Economy = .$Economy,
+        Inflation = .$Inflation,
+        x_center = .$x_center, # Keep center for labels
+        y_center = .$y_center,
+        angle = seq(pi/6, 2*pi+pi/6, length.out=7)[1:6],
+        x = .$x_center + size * cos(seq(pi/6, 2*pi+pi/6, length.out=7)[1:6]),
+        y = .$y_center + size * sin(seq(pi/6, 2*pi+pi/6, length.out=7)[1:6])
+      )
+    }) |> 
+    ungroup()
+}
+
+hex_polygons <- make_hexagons(map_data, size = 20)
+
+# centers for labels
+labels_data <- hex_polygons |>  distinct(Economy, Inflation, x_center, y_center)
+```
+
+### Font
+
+```{r alt_font}
+font_add_google("Poppins", "poppins")
+showtext_auto()
+```
+
+### plot
+
+```{r plot}
+plot <- ggplot() +
+  geom_polygon(data = hex_polygons, aes(x = x, y = y, group = Economy, fill = Inflation), 
+               color = "grey90", size = 0.3) +
+  geom_text(data = labels_data, 
+            aes(x = x_center, y = y_center + 4, label = str_wrap(Economy, width = 5)), 
+            color = "#fffce9", fontface = "bold", size = 1.3, lineheight = 0.8) +
+  geom_text(data = labels_data, 
+            aes(x = x_center, y = y_center - 5, label = paste0(Inflation, "%")), 
+            color = "#fffce9", size = 1.5) +
+  scale_fill_gradientn(colors = c(
+    "#53a6e8", "#6b9bd1", "#8a8eb8", "#ab809f", "#c87284", "#e56569", "darkred"),
+    trans = "log10", name = "Cumulative Inflation 2020-2025 (log10)") +
+  guides(fill = guide_colorbar(
+    ticks = FALSE,
+    title.position = "top", 
+    title.hjust = 0.5,
+    barwidth = unit(10, "cm"),
+    barheight = unit(0.5, "cm")
+  )) +
+  coord_fixed(xlim = range(hex_polygons$x) + 1,
+              ylim = range(hex_polygons$y) + 1,
+              expand = FALSE
+              ) +
+  theme_void() +
+  theme(
+    plot.title = element_text(hjust = 0.5, face = "bold", size = 16, margin = margin(t = 15)),
+    legend.position = "bottom",
+    legend.justification = "center",
+    legend.title = element_text(family = "poppins", face = "bold", size = 10), 
+    legend.text  = element_text(family = "poppins", size = 9),
+    legend.box.spacing = unit(0, "pt"), 
+    legend.margin = margin(t = -10, b = 5, unit = "pt")
+  ) +
+  theme(
+    plot.title = element_text(hjust = 0.5, face = "bold", size = 15, family = "poppins"),
+    legend.position = "bottom", margins = margin(t = 20, b = 40)
+  ) +
+  labs(title = "Consumer Inflation 2020-2025")
+
+print(plot)
+```
diff --git a/_projects/2025/100536001/100536001.html b/_projects/2025/100536001/100536001.html
index f6982c42..46ade314 100644
--- a/_projects/2025/100536001/100536001.html
+++ b/_projects/2025/100536001/100536001.html
@@ -88,7 +88,7 @@
 
 
   <!--radix_placeholder_meta_tags-->
-  <title>Final Project_Chih Hsuan Chang</title>
+  <title>Consumer Inflation From 2020 to 2025</title>
 
 
 
@@ -98,24 +98,24 @@
   <meta name="article:author" content="Chih Hsuan Chang"/>
 
   <!--  https://developers.facebook.com/docs/sharing/webmasters#markup -->
-  <meta property="og:title" content="Final Project_Chih Hsuan Chang"/>
+  <meta property="og:title" content="Consumer Inflation From 2020 to 2025"/>
   <meta property="og:type" content="article"/>
   <meta property="og:locale" content="en_US"/>
 
   <!--  https://dev.twitter.com/cards/types/summary -->
   <meta property="twitter:card" content="summary"/>
-  <meta property="twitter:title" content="Final Project_Chih Hsuan Chang"/>
+  <meta property="twitter:title" content="Consumer Inflation From 2020 to 2025"/>
 
   <!--/radix_placeholder_meta_tags-->
   <!--radix_placeholder_rmarkdown_metadata-->
 
   <script type="text/json" id="radix-rmarkdown-metadata">
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+  {"type":"list","attributes":{"names":{"type":"character","attributes":{},"value":["title","description","categories","author","date","output"]}},"value":[{"type":"character","attributes":{},"value":["Consumer Inflation From 2020 to 2025"]},{"type":"NULL"},{"type":"character","attributes":{},"value":["2025"]},{"type":"list","attributes":{},"value":[{"type":"list","attributes":{"names":{"type":"character","attributes":{},"value":["name"]}},"value":[{"type":"character","attributes":{},"value":["Chih Hsuan Chang"]}]}]},{"type":"character","attributes":{},"value":["2025-12-14"]},{"type":"list","attributes":{"names":{"type":"character","attributes":{},"value":["distill::distill_article"]}},"value":[{"type":"list","attributes":{"names":{"type":"character","attributes":{},"value":["self_contained","toc"]}},"value":[{"type":"logical","attributes":{},"value":[false]},{"type":"logical","attributes":{},"value":[true]}]}]}]}
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@@ -1518,7 +1518,7 @@
 <!--radix_placeholder_front_matter-->
 
 <script id="distill-front-matter" type="text/json">
-{"title":"Final Project_Chih Hsuan Chang","authors":[{"author":"Chih Hsuan Chang","authorURL":"#","affiliation":"&nbsp;","affiliationURL":"#","orcidID":""}],"publishedDate":"2025-12-14T00:00:00.000+01:00","citationText":"Chang, 2025"}
+{"title":"Consumer Inflation From 2020 to 2025","authors":[{"author":"Chih Hsuan Chang","authorURL":"#","affiliation":"&nbsp;","affiliationURL":"#","orcidID":""}],"publishedDate":"2025-12-14T00:00:00.000+01:00","citationText":"Chang, 2025"}
 </script>
 
 <!--/radix_placeholder_front_matter-->
@@ -1528,7 +1528,7 @@
 <!--/radix_placeholder_site_before_body-->
 
 <div class="d-title">
-<h1>Final Project_Chih Hsuan Chang</h1>
+<h1>Consumer Inflation From 2020 to 2025</h1>
 
 <!--radix_placeholder_categories-->
 <div class="dt-tags">
@@ -1564,6 +1564,14 @@ <h3>Contents</h3>
 <li><a href="#plot2-the-magnifying-lenses---plot3" id="toc-plot2-the-magnifying-lenses---plot3">plot2 + the Magnifying Lenses - plot3</a></li>
 <li><a href="#plot3-the-texts-and-arrows---final_plot" id="toc-plot3-the-texts-and-arrows---final_plot">plot3 + the Texts and Arrows - final_plot</a></li>
 </ul></li>
+<li><a href="#improvement" id="toc-improvement">Improvement</a>
+<ul>
+<li><a href="#packages-1" id="toc-packages-1">Packages</a></li>
+<li><a href="#data-cleaning-1" id="toc-data-cleaning-1">Data Cleaning</a></li>
+<li><a href="#make-the-polygons" id="toc-make-the-polygons">Make the Polygons</a></li>
+<li><a href="#font" id="toc-font">Font</a></li>
+<li><a href="#plot" id="toc-plot">plot</a></li>
+</ul></li>
 </ul>
 </nav>
 </div>
@@ -1763,16 +1771,16 @@ <h3 id="base-map-scale-base-countries-bubbles---plot1">Base Map + Scale + Base C
 <div class="layout-chunk" data-layout="l-body">
 <div class="sourceCode">
 <pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>plot1</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggplot.html'>ggplot</a></span><span class='op'>(</span><span class='va'>world_inflation</span><span class='op'>)</span> <span class='op'>+</span></span>
-<span>  <span class='co'># Map Layer</span></span>
+<span>  <span class='co'># map Layer</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>geom_sf</a></span><span class='op'>(</span><span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>, color <span class='op'>=</span> <span class='st'>"grey70"</span>, size <span class='op'>=</span> <span class='fl'>0.2</span><span class='op'>)</span> <span class='op'>+</span></span>
-<span>  <span class='co'># The Gradient Scale on the map</span></span>
+<span>  <span class='co'># the Gradient Scale on the map</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/scale_gradient.html'>scale_fill_gradientn</a></span><span class='op'>(</span></span>
 <span>    colors <span class='op'>=</span> <span class='va'>vc_palette</span>,</span>
 <span>    limits <span class='op'>=</span> <span class='va'>limit_range</span>, </span>
 <span>    oob <span class='op'>=</span> <span class='fu'>scales</span><span class='fu'>::</span><span class='va'><a href='https://scales.r-lib.org/reference/oob.html'>squish</a></span>,</span>
 <span>    na.value <span class='op'>=</span> <span class='st'>"#fffce9"</span>,</span>
 <span>  <span class='op'>)</span> <span class='op'>+</span></span>
-<span>  <span class='co'># The Gradient Bar</span></span>
+<span>  <span class='co'># the Gradient Bar</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotation_custom.html'>annotation_custom</a></span><span class='op'>(</span></span>
 <span>    grob <span class='op'>=</span> <span class='va'>scale_grob</span>, </span>
 <span>    xmin <span class='op'>=</span> <span class='op'>-</span><span class='fl'>10500000</span>, xmax <span class='op'>=</span> <span class='fl'>10500000</span>,</span>
@@ -1790,7 +1798,7 @@ <h3 id="base-map-scale-base-countries-bubbles---plot1">Base Map + Scale + Base C
 <span>    shape <span class='op'>=</span> <span class='fl'>21</span>,         <span class='co'># Shape 21 allows both fill and color (border)</span></span>
 <span>    stroke <span class='op'>=</span> <span class='fl'>0.15</span>,        <span class='co'># Thickness of the white border</span></span>
 <span>  <span class='op'>)</span> <span class='op'>+</span></span>
-<span>    <span class='co'># text inside bubbles rest</span></span>
+<span>  <span class='co'># text inside bubbles rest</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
 <span>    data <span class='op'>=</span> <span class='va'>bubble_geo_rest</span>,</span>
 <span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
@@ -1811,7 +1819,7 @@ <h3 id="base-map-scale-base-countries-bubbles---plot1">Base Map + Scale + Base C
 <span>    shape <span class='op'>=</span> <span class='fl'>21</span>,         <span class='co'># Shape 21 allows both fill and color (border)</span></span>
 <span>    stroke <span class='op'>=</span> <span class='fl'>0.15</span>,        <span class='co'># Thickness of the white border</span></span>
 <span>  <span class='op'>)</span> <span class='op'>+</span></span>
-<span>    <span class='co'># text inside bubble Argentina</span></span>
+<span>  <span class='co'># text inside bubble Argentina</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
 <span>    data <span class='op'>=</span> <span class='va'>bubble_geo_arg</span>,</span>
 <span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
@@ -1832,7 +1840,7 @@ <h3 id="base-map-scale-base-countries-bubbles---plot1">Base Map + Scale + Base C
 <span>    shape <span class='op'>=</span> <span class='fl'>21</span>,         <span class='co'># Shape 21 allows both fill and color (border)</span></span>
 <span>    stroke <span class='op'>=</span> <span class='fl'>0.15</span>,        <span class='co'># Thickness of the white border</span></span>
 <span>  <span class='op'>)</span> <span class='op'>+</span></span>
-<span>    <span class='co'># text inside bubble Türkiye</span></span>
+<span>  <span class='co'># text inside bubble Türkiye</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
 <span>    data <span class='op'>=</span> <span class='va'>bubble_geo_tur</span>,</span>
 <span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
@@ -1842,17 +1850,16 @@ <h3 id="base-map-scale-base-countries-bubbles---plot1">Base Map + Scale + Base C
 <span>    fontface <span class='op'>=</span> <span class='st'>"plain"</span>,</span>
 <span>    family <span class='op'>=</span> <span class='st'>"poppins"</span></span>
 <span>  <span class='op'>)</span> <span class='op'>+</span></span>
-<span>  <span class='co'># Theme and Projection</span></span>
+<span>  <span class='co'># theme and projection</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>coord_sf</a></span><span class='op'>(</span>crs <span class='op'>=</span> <span class='st'>"+proj=robin"</span><span class='op'>)</span> <span class='op'>+</span> <span class='co'># Robinson Projection</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggtheme.html'>theme_void</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span> <span class='co'># Removes axes and standard grid</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span></span>
-<span>    <span class='co'># Background Colors</span></span>
+<span>    <span class='co'># background Colors</span></span>
 <span>    plot.background <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_rect</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='st'>"#fffce9"</span>, color <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span>,</span>
 <span>    panel.background <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_rect</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='st'>"#fffce9"</span>, color <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span>,</span>
-<span>    <span class='co'># Legend Positioning</span></span>
+<span>    <span class='co'># legend Positioning</span></span>
 <span>    legend.position <span class='op'>=</span> <span class='st'>"none"</span></span>
 <span>  <span class='op'>)</span> <span class='op'>+</span></span>
-<span>  <span class='co'># Title (the "Consumer Inflation" header)</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/labs.html'>labs</a></span><span class='op'>(</span>title <span class='op'>=</span> <span class='st'>"Consumer Inflation"</span>,</span>
 <span>       subtitle <span class='op'>=</span> <span class='st'>"2 0 2 0  -  2 0 2 5"</span><span class='op'>)</span> <span class='op'>+</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span></span>
@@ -1872,7 +1879,7 @@ <h3 id="base-map-scale-base-countries-bubbles---plot1">Base Map + Scale + Base C
 <span></span>
 <span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>plot1</span><span class='op'>)</span></span></code></pre>
 </div>
-<p><img src="100536001_files/figure-html5/unnamed-chunk-7-1.png" width="100%" style="display: block; margin: auto;" /></p>
+<p><img src="100536001_files/figure-html5/base-plot1-1.png" width="100%" style="display: block; margin: auto;" /></p>
 </div>
 <h3 id="country-labels-and-numbers">Country Labels and Numbers</h3>
 <div class="layout-chunk" data-layout="l-body">
@@ -2055,7 +2062,7 @@ <h3 id="plot1base-plot-country-labels-and-numbers---plot2">plot1(base plot) + Co
 <span>  <span class='op'>)</span></span>
 <span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>plot2</span><span class='op'>)</span></span></code></pre>
 </div>
-<p><img src="100536001_files/figure-html5/unnamed-chunk-9-1.png" width="100%" style="display: block; margin: auto;" /></p>
+<p><img src="100536001_files/figure-html5/labels-plot2-1.png" width="100%" style="display: block; margin: auto;" /></p>
 </div>
 <h3 id="magnified-eu-and-sea-and-the-bubbles-in-the-lenses">Magnified EU and SEA and the Bubbles in the Lenses</h3>
 <p>build the magnifying function and add the bubble + number + country name layer</p>
@@ -2268,7 +2275,7 @@ <h3 id="plot2-the-magnifying-lenses---plot3">plot2 + the Magnifying Lenses - plo
 <span>  <span class='fu'><a href='https://wilkelab.org/cowplot/reference/draw_plot.html'>draw_plot</a></span><span class='op'>(</span><span class='va'>p_lens_sea</span>, x <span class='op'>=</span> <span class='fl'>0.27</span>, y <span class='op'>=</span> <span class='fl'>0.14</span>, width <span class='op'>=</span> <span class='fl'>1</span>, height <span class='op'>=</span> <span class='fl'>0.3</span>, scale <span class='op'>=</span> <span class='fl'>0.8</span><span class='op'>)</span></span>
 <span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>plot_3</span><span class='op'>)</span></span></code></pre>
 </div>
-<p><img src="100536001_files/figure-html5/unnamed-chunk-12-1.png" width="100%" style="display: block; margin: auto;" /></p>
+<p><img src="100536001_files/figure-html5/lenses-plot3-1.png" width="100%" style="display: block; margin: auto;" /></p>
 </div>
 <h3 id="plot3-the-texts-and-arrows---final_plot">plot3 + the Texts and Arrows - final_plot</h3>
 <div class="layout-chunk" data-layout="l-body">
@@ -2316,7 +2323,178 @@ <h3 id="plot3-the-texts-and-arrows---final_plot">plot3 + the Texts and Arrows -
 <span></span>
 <span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>final_plot</span><span class='op'>)</span></span></code></pre>
 </div>
-<p><img src="100536001_files/figure-html5/unnamed-chunk-13-1.png" width="100%" style="display: block; margin: auto;" /></p>
+<p><img src="100536001_files/figure-html5/text_arrows-final_plot-1.png" width="100%" style="display: block; margin: auto;" /></p>
+</div>
+<h2 id="improvement">Improvement</h2>
+<h3 id="packages-1">Packages</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://tidyverse.tidyverse.org'>tidyverse</a></span><span class='op'>)</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://ggplot2.tidyverse.org'>ggplot2</a></span><span class='op'>)</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://scales.r-lib.org'>scales</a></span><span class='op'>)</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://github.com/yixuan/sysfonts'>sysfonts</a></span><span class='op'>)</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://github.com/yixuan/showtext'>showtext</a></span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="data-cleaning-1">Data Cleaning</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>inflation2025</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://readr.tidyverse.org/reference/read_delim.html'>read_csv</a></span><span class='op'>(</span><span class='st'>"global inflation 2025_Deutsche Bank - improvement.csv"</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='va'>layout_map</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span><span class='va'>Economy</span>,        <span class='op'>~</span><span class='va'>row</span>, <span class='op'>~</span><span class='va'>col</span>,</span>
+<span>  <span class='st'>"Canada"</span>,        <span class='fl'>1</span>,    <span class='fl'>2</span>,</span>
+<span>  <span class='st'>"United States"</span>, <span class='fl'>2</span>,    <span class='fl'>2</span>,</span>
+<span>  <span class='st'>"Mexico"</span>,        <span class='fl'>3</span>,    <span class='fl'>2</span>,</span>
+<span>  <span class='st'>"Colombia"</span>,      <span class='fl'>5</span>,    <span class='fl'>3</span>,</span>
+<span>  <span class='st'>"Brazil"</span>,        <span class='fl'>6</span>,    <span class='fl'>4</span>,</span>
+<span>  <span class='st'>"Chile"</span>,         <span class='fl'>8</span>,    <span class='fl'>3</span>,</span>
+<span>  <span class='st'>"Argentina"</span>,     <span class='fl'>8</span>,    <span class='fl'>4</span>,</span>
+<span>  </span>
+<span>  <span class='st'>"Norway"</span>,        <span class='fl'>1</span>,    <span class='fl'>6</span>,</span>
+<span>  <span class='st'>"Sweden"</span>,        <span class='fl'>1</span>,    <span class='fl'>7</span>,</span>
+<span>  <span class='st'>"Finland"</span>,       <span class='fl'>1</span>,    <span class='fl'>8</span>,</span>
+<span>  <span class='st'>"Russia"</span>,        <span class='fl'>1</span>,    <span class='fl'>11</span>,</span>
+<span>  </span>
+<span>  <span class='st'>"UK"</span>,            <span class='fl'>2</span>,    <span class='fl'>5</span>,</span>
+<span>  <span class='st'>"Ireland"</span>,       <span class='fl'>2</span>,    <span class='fl'>4</span>,</span>
+<span>  <span class='st'>"Denmark"</span>,       <span class='fl'>2</span>,    <span class='fl'>6</span>,</span>
+<span>  <span class='st'>"Netherlands"</span>,   <span class='fl'>2</span>,    <span class='fl'>7</span>, </span>
+<span>  </span>
+<span>  <span class='st'>"France"</span>,        <span class='fl'>3</span>,    <span class='fl'>5</span>,</span>
+<span>  <span class='st'>"Belgium"</span>,       <span class='fl'>3</span>,    <span class='fl'>6</span>, </span>
+<span>  <span class='st'>"Germany"</span>,       <span class='fl'>2</span>,    <span class='fl'>8</span>, </span>
+<span>  <span class='st'>"Luxembourg"</span>,    <span class='fl'>3</span>,    <span class='fl'>7</span>, </span>
+<span>  <span class='st'>"Switzerland"</span>,   <span class='fl'>4</span>,    <span class='fl'>6</span>,</span>
+<span>  <span class='st'>"Austria"</span>,       <span class='fl'>4</span>,    <span class='fl'>7</span>,</span>
+<span>  <span class='st'>"Czechia"</span>,       <span class='fl'>3</span>,    <span class='fl'>8</span>,</span>
+<span>  <span class='st'>"Poland"</span>,        <span class='fl'>3</span>,    <span class='fl'>9</span>,</span>
+<span>  </span>
+<span>  <span class='st'>"Spain"</span>,         <span class='fl'>5</span>,    <span class='fl'>5</span>,</span>
+<span>  <span class='st'>"Italy"</span>,         <span class='fl'>5</span>,    <span class='fl'>6</span>,</span>
+<span>  <span class='st'>"Hungary"</span>,       <span class='fl'>4</span>,    <span class='fl'>8</span>,</span>
+<span>  <span class='st'>"Greece"</span>,        <span class='fl'>6</span>,    <span class='fl'>7</span>,</span>
+<span>  <span class='st'>"Türkiye"</span>,       <span class='fl'>5</span>,    <span class='fl'>8</span>,</span>
+<span>  </span>
+<span>  <span class='st'>"Egypt"</span>,         <span class='fl'>6</span>,    <span class='fl'>6</span>,</span>
+<span>  <span class='st'>"Israel"</span>,        <span class='fl'>6</span>,    <span class='fl'>8</span>,</span>
+<span>  <span class='st'>"Saudi Arabia"</span>,  <span class='fl'>7</span>,    <span class='fl'>8</span>,</span>
+<span>  <span class='st'>"Qatar"</span>,         <span class='fl'>7</span>,    <span class='fl'>9</span>,</span>
+<span>  <span class='st'>"UAE"</span>,           <span class='fl'>7</span>,    <span class='fl'>10</span>,</span>
+<span>  <span class='st'>"S. Africa"</span>,     <span class='fl'>10</span>,   <span class='fl'>8</span>,</span>
+<span>  </span>
+<span>  <span class='st'>"China"</span>,         <span class='fl'>4</span>,    <span class='fl'>12</span>,</span>
+<span>  <span class='st'>"India"</span>,         <span class='fl'>6</span>,    <span class='fl'>10</span>,</span>
+<span>  <span class='st'>"Thailand"</span>,      <span class='fl'>6</span>,    <span class='fl'>12</span>,</span>
+<span>  <span class='st'>"Malaysia"</span>,      <span class='fl'>7</span>,    <span class='fl'>12</span>,</span>
+<span>  <span class='st'>"Singapore"</span>,     <span class='fl'>8</span>,    <span class='fl'>12</span>,</span>
+<span>  <span class='st'>"Indonesia"</span>,     <span class='fl'>8</span>,    <span class='fl'>13</span>,</span>
+<span>  <span class='st'>"Philippines"</span>,   <span class='fl'>7</span>,    <span class='fl'>14</span>,</span>
+<span>  <span class='st'>"Hong Kong"</span>,     <span class='fl'>5</span>,    <span class='fl'>12</span>,</span>
+<span>  <span class='st'>"Taiwan"</span>,        <span class='fl'>5</span>,    <span class='fl'>13</span>,</span>
+<span>  <span class='st'>"S. Korea"</span>,      <span class='fl'>4</span>,    <span class='fl'>14</span>,</span>
+<span>  <span class='st'>"Japan"</span>,         <span class='fl'>4</span>,    <span class='fl'>15</span>,</span>
+<span>  </span>
+<span>  <span class='st'>"Australia"</span>,     <span class='fl'>10</span>,   <span class='fl'>14</span>,</span>
+<span>  <span class='st'>"New Zealand"</span>,   <span class='fl'>11</span>,   <span class='fl'>15</span></span>
+<span><span class='op'>)</span></span>
+<span></span>
+<span><span class='va'>map_data</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>left_join</a></span><span class='op'>(</span><span class='va'>layout_map</span>, <span class='va'>inflation2025</span>, by <span class='op'>=</span> <span class='st'>"Economy"</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span>Economy <span class='op'>=</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/case_when.html'>case_when</a></span><span class='op'>(</span><span class='va'>Economy</span> <span class='op'>==</span> <span class='st'>"South Africa"</span> <span class='op'>~</span> <span class='st'>"S. Africa"</span>, </span>
+<span>                          <span class='va'>Economy</span> <span class='op'>==</span> <span class='st'>"Turkey"</span> <span class='op'>~</span> <span class='st'>"Türkiye"</span>, </span>
+<span>                          <span class='va'>Economy</span> <span class='op'>==</span> <span class='st'>"United Kingdom"</span> <span class='op'>~</span> <span class='st'>"UK"</span>,</span>
+<span>                          <span class='va'>Economy</span> <span class='op'>==</span> <span class='st'>"South Korea"</span> <span class='op'>~</span> <span class='st'>"S. Korea"</span>,</span>
+<span>                          <span class='va'>Economy</span> <span class='op'>==</span> <span class='st'>"United Arab Emirates"</span> <span class='op'>~</span> <span class='st'>"UAE"</span>,</span>
+<span>                          <span class='va'>Economy</span> <span class='op'>==</span> <span class='st'>"United States"</span> <span class='op'>~</span> <span class='st'>"U.S."</span>,</span>
+<span>                          <span class='cn'>TRUE</span> <span class='op'>~</span> <span class='va'>Economy</span><span class='op'>)</span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="make-the-polygons">Make the Polygons</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>make_hexagons</span> <span class='op'>&lt;-</span> <span class='kw'>function</span><span class='op'>(</span><span class='va'>data</span>, <span class='va'>size</span> <span class='op'>=</span> <span class='fl'>2</span><span class='op'>)</span> <span class='op'>{</span></span>
+<span>  <span class='va'>width</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/MathFun.html'>sqrt</a></span><span class='op'>(</span><span class='fl'>3</span><span class='op'>)</span> <span class='op'>*</span> <span class='va'>size</span></span>
+<span>  <span class='va'>height</span> <span class='op'>&lt;-</span> <span class='fl'>2</span> <span class='op'>*</span> <span class='va'>size</span></span>
+<span>  </span>
+<span>  <span class='va'>data</span> <span class='op'>|&gt;</span> </span>
+<span>    <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span></span>
+<span>      x_center <span class='op'>=</span> <span class='op'>(</span><span class='va'>col</span> <span class='op'>+</span> <span class='fl'>0.5</span> <span class='op'>*</span> <span class='op'>(</span><span class='va'>row</span> <span class='op'><a href='https://rdrr.io/r/base/Arithmetic.html'>%%</a></span> <span class='fl'>2</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>*</span> <span class='va'>width</span>,</span>
+<span>      y_center <span class='op'>=</span> <span class='op'>-</span><span class='va'>row</span> <span class='op'>*</span> <span class='op'>(</span><span class='va'>height</span> <span class='op'>*</span> <span class='fl'>0.75</span><span class='op'>)</span></span>
+<span>    <span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>    <span class='fu'><a href='https://dplyr.tidyverse.org/reference/rowwise.html'>rowwise</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>    <span class='fu'><a href='https://dplyr.tidyverse.org/reference/do.html'>do</a></span><span class='op'>(</span><span class='op'>{</span></span>
+<span>      <span class='co'># Generate 6 points for the hexagon</span></span>
+<span>      <span class='fu'><a href='https://tibble.tidyverse.org/reference/tibble.html'>tibble</a></span><span class='op'>(</span></span>
+<span>        Economy <span class='op'>=</span> <span class='va'>.</span><span class='op'>$</span><span class='va'>Economy</span>,</span>
+<span>        Inflation <span class='op'>=</span> <span class='va'>.</span><span class='op'>$</span><span class='va'>Inflation</span>,</span>
+<span>        x_center <span class='op'>=</span> <span class='va'>.</span><span class='op'>$</span><span class='va'>x_center</span>, <span class='co'># Keep center for labels</span></span>
+<span>        y_center <span class='op'>=</span> <span class='va'>.</span><span class='op'>$</span><span class='va'>y_center</span>,</span>
+<span>        angle <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/seq.html'>seq</a></span><span class='op'>(</span><span class='va'>pi</span><span class='op'>/</span><span class='fl'>6</span>, <span class='fl'>2</span><span class='op'>*</span><span class='va'>pi</span><span class='op'>+</span><span class='va'>pi</span><span class='op'>/</span><span class='fl'>6</span>, length.out<span class='op'>=</span><span class='fl'>7</span><span class='op'>)</span><span class='op'>[</span><span class='fl'>1</span><span class='op'>:</span><span class='fl'>6</span><span class='op'>]</span>,</span>
+<span>        x <span class='op'>=</span> <span class='va'>.</span><span class='op'>$</span><span class='va'>x_center</span> <span class='op'>+</span> <span class='va'>size</span> <span class='op'>*</span> <span class='fu'><a href='https://rdrr.io/r/base/Trig.html'>cos</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/seq.html'>seq</a></span><span class='op'>(</span><span class='va'>pi</span><span class='op'>/</span><span class='fl'>6</span>, <span class='fl'>2</span><span class='op'>*</span><span class='va'>pi</span><span class='op'>+</span><span class='va'>pi</span><span class='op'>/</span><span class='fl'>6</span>, length.out<span class='op'>=</span><span class='fl'>7</span><span class='op'>)</span><span class='op'>[</span><span class='fl'>1</span><span class='op'>:</span><span class='fl'>6</span><span class='op'>]</span><span class='op'>)</span>,</span>
+<span>        y <span class='op'>=</span> <span class='va'>.</span><span class='op'>$</span><span class='va'>y_center</span> <span class='op'>+</span> <span class='va'>size</span> <span class='op'>*</span> <span class='fu'><a href='https://rdrr.io/r/base/Trig.html'>sin</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/seq.html'>seq</a></span><span class='op'>(</span><span class='va'>pi</span><span class='op'>/</span><span class='fl'>6</span>, <span class='fl'>2</span><span class='op'>*</span><span class='va'>pi</span><span class='op'>+</span><span class='va'>pi</span><span class='op'>/</span><span class='fl'>6</span>, length.out<span class='op'>=</span><span class='fl'>7</span><span class='op'>)</span><span class='op'>[</span><span class='fl'>1</span><span class='op'>:</span><span class='fl'>6</span><span class='op'>]</span><span class='op'>)</span></span>
+<span>      <span class='op'>)</span></span>
+<span>    <span class='op'>}</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>    <span class='fu'><a href='https://dplyr.tidyverse.org/reference/group_by.html'>ungroup</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span><span class='op'>}</span></span>
+<span></span>
+<span><span class='va'>hex_polygons</span> <span class='op'>&lt;-</span> <span class='fu'>make_hexagons</span><span class='op'>(</span><span class='va'>map_data</span>, size <span class='op'>=</span> <span class='fl'>20</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='co'># centers for labels</span></span>
+<span><span class='va'>labels_data</span> <span class='op'>&lt;-</span> <span class='va'>hex_polygons</span> <span class='op'>|&gt;</span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/distinct.html'>distinct</a></span><span class='op'>(</span><span class='va'>Economy</span>, <span class='va'>Inflation</span>, <span class='va'>x_center</span>, <span class='va'>y_center</span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="font">Font</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='fu'><a href='https://rdrr.io/pkg/sysfonts/man/font_add_google.html'>font_add_google</a></span><span class='op'>(</span><span class='st'>"Poppins"</span>, <span class='st'>"poppins"</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://rdrr.io/pkg/showtext/man/showtext_auto.html'>showtext_auto</a></span><span class='op'>(</span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="plot">plot</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>plot</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggplot.html'>ggplot</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_polygon.html'>geom_polygon</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>hex_polygons</span>, <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>x <span class='op'>=</span> <span class='va'>x</span>, y <span class='op'>=</span> <span class='va'>y</span>, group <span class='op'>=</span> <span class='va'>Economy</span>, fill <span class='op'>=</span> <span class='va'>Inflation</span><span class='op'>)</span>, </span>
+<span>               color <span class='op'>=</span> <span class='st'>"grey90"</span>, size <span class='op'>=</span> <span class='fl'>0.3</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>labels_data</span>, </span>
+<span>            <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>x <span class='op'>=</span> <span class='va'>x_center</span>, y <span class='op'>=</span> <span class='va'>y_center</span> <span class='op'>+</span> <span class='fl'>4</span>, label <span class='op'>=</span> <span class='fu'><a href='https://stringr.tidyverse.org/reference/str_wrap.html'>str_wrap</a></span><span class='op'>(</span><span class='va'>Economy</span>, width <span class='op'>=</span> <span class='fl'>5</span><span class='op'>)</span><span class='op'>)</span>, </span>
+<span>            color <span class='op'>=</span> <span class='st'>"#fffce9"</span>, fontface <span class='op'>=</span> <span class='st'>"bold"</span>, size <span class='op'>=</span> <span class='fl'>1.3</span>, lineheight <span class='op'>=</span> <span class='fl'>0.8</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>labels_data</span>, </span>
+<span>            <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>x <span class='op'>=</span> <span class='va'>x_center</span>, y <span class='op'>=</span> <span class='va'>y_center</span> <span class='op'>-</span> <span class='fl'>5</span>, label <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/paste.html'>paste0</a></span><span class='op'>(</span><span class='va'>Inflation</span>, <span class='st'>"%"</span><span class='op'>)</span><span class='op'>)</span>, </span>
+<span>            color <span class='op'>=</span> <span class='st'>"#fffce9"</span>, size <span class='op'>=</span> <span class='fl'>1.5</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/scale_gradient.html'>scale_fill_gradientn</a></span><span class='op'>(</span>colors <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span></span>
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+<span>    trans <span class='op'>=</span> <span class='st'>"log10"</span>, name <span class='op'>=</span> <span class='st'>"Cumulative Inflation 2020-2025 (log10)"</span><span class='op'>)</span> <span class='op'>+</span></span>
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+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span></span>
+<span>    plot.title <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_text</a></span><span class='op'>(</span>hjust <span class='op'>=</span> <span class='fl'>0.5</span>, face <span class='op'>=</span> <span class='st'>"bold"</span>, size <span class='op'>=</span> <span class='fl'>15</span>, family <span class='op'>=</span> <span class='st'>"poppins"</span><span class='op'>)</span>,</span>
+<span>    legend.position <span class='op'>=</span> <span class='st'>"bottom"</span>, margins <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>margin</a></span><span class='op'>(</span>t <span class='op'>=</span> <span class='fl'>20</span>, b <span class='op'>=</span> <span class='fl'>40</span><span class='op'>)</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/labs.html'>labs</a></span><span class='op'>(</span>title <span class='op'>=</span> <span class='st'>"Consumer Inflation 2020-2025"</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>plot</span><span class='op'>)</span></span></code></pre>
+</div>
+<p><img src="100536001_files/figure-html5/plot-1.png" width="100%" style="display: block; margin: auto;" /></p>
 </div>
 <div class="sourceCode" id="cb1"><pre class="sourceCode r distill-force-highlighting-css"><code class="sourceCode r"></code></pre></div>
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diff --git a/projects.html b/projects.html
index 47860a02..8f0a2620 100644
--- a/projects.html
+++ b/projects.html
@@ -2623,10 +2623,10 @@ <h1 class="posts-list-caption" data-caption="Project archive">Project archive</h
 </div>
 </div>
 <div class="thumbnail">
-<img src="projects/2025/100536001/100536001_files/figure-html5/unnamed-chunk-7-1.png"/>
+<img src="projects/2025/100536001/100536001_files/figure-html5/base-plot1-1.png"/>
 </div>
 <div class="description">
-<h2>Final Project_Chih Hsuan Chang</h2>
+<h2>Consumer Inflation From 2020 to 2025</h2>
 <div class="dt-tags">
 <div class="dt-tag">2025</div>
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diff --git a/projects/2025/100536001/index.html b/projects/2025/100536001/index.html
index bc07b163..a21c4f3c 100644
--- a/projects/2025/100536001/index.html
+++ b/projects/2025/100536001/index.html
@@ -88,7 +88,7 @@
 
 
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+<title>Data Visualization | MSc CSS: Consumer Inflation From 2020 to 2025</title>
 
 
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@@ -100,10 +100,10 @@
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+<meta property="og:title" content="Data Visualization | MSc CSS: Consumer Inflation From 2020 to 2025"/>
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+<meta property="twitter:title" content="Data Visualization | MSc CSS: Consumer Inflation From 2020 to 2025"/>
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+<meta property="twitter:image" content="https://csslab.uc3m.es/dataviz/projects/2025/100536001/100536001_files/figure-html5/base-plot1-1.png"/>
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-<meta name="citation_title" content="Data Visualization | MSc CSS: Final Project_Chih Hsuan Chang"/>
+<meta name="citation_title" content="Data Visualization | MSc CSS: Consumer Inflation From 2020 to 2025"/>
 <meta name="citation_fulltext_html_url" content="https://csslab.uc3m.es/dataviz/projects/2025/100536001/"/>
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@@ -2473,7 +2473,7 @@ <h3>${suggestion.title}</h3>
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+{"title":"Consumer Inflation From 2020 to 2025","authors":[{"author":"Chih Hsuan Chang","authorURL":"#","affiliation":"&nbsp;","affiliationURL":"#","orcidID":""}],"publishedDate":"2025-12-14T00:00:00.000+01:00","citationText":"Chang, 2025"}
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+<h1>Consumer Inflation From 2020 to 2025</h1>
 
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 <div class="dt-tags">
@@ -2540,6 +2540,14 @@ <h3>Contents</h3>
 <li><a href="#plot2-the-magnifying-lenses---plot3" id="toc-plot2-the-magnifying-lenses---plot3">plot2 + the Magnifying Lenses - plot3</a></li>
 <li><a href="#plot3-the-texts-and-arrows---final_plot" id="toc-plot3-the-texts-and-arrows---final_plot">plot3 + the Texts and Arrows - final_plot</a></li>
 </ul></li>
+<li><a href="#improvement" id="toc-improvement">Improvement</a>
+<ul>
+<li><a href="#packages-1" id="toc-packages-1">Packages</a></li>
+<li><a href="#data-cleaning-1" id="toc-data-cleaning-1">Data Cleaning</a></li>
+<li><a href="#make-the-polygons" id="toc-make-the-polygons">Make the Polygons</a></li>
+<li><a href="#font" id="toc-font">Font</a></li>
+<li><a href="#plot" id="toc-plot">plot</a></li>
+</ul></li>
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@@ -2739,16 +2747,16 @@ <h3 id="base-map-scale-base-countries-bubbles---plot1">Base Map + Scale + Base C
 <div class="layout-chunk" data-layout="l-body">
 <div class="sourceCode">
 <pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>plot1</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggplot.html'>ggplot</a></span><span class='op'>(</span><span class='va'>world_inflation</span><span class='op'>)</span> <span class='op'>+</span></span>
-<span>  <span class='co'># Map Layer</span></span>
+<span>  <span class='co'># map Layer</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>geom_sf</a></span><span class='op'>(</span><span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='va'>`5-yr cum\nchange (%)`</span><span class='op'>)</span>, color <span class='op'>=</span> <span class='st'>"grey70"</span>, size <span class='op'>=</span> <span class='fl'>0.2</span><span class='op'>)</span> <span class='op'>+</span></span>
-<span>  <span class='co'># The Gradient Scale on the map</span></span>
+<span>  <span class='co'># the Gradient Scale on the map</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/scale_gradient.html'>scale_fill_gradientn</a></span><span class='op'>(</span></span>
 <span>    colors <span class='op'>=</span> <span class='va'>vc_palette</span>,</span>
 <span>    limits <span class='op'>=</span> <span class='va'>limit_range</span>, </span>
 <span>    oob <span class='op'>=</span> <span class='fu'>scales</span><span class='fu'>::</span><span class='va'><a href='https://scales.r-lib.org/reference/oob.html'>squish</a></span>,</span>
 <span>    na.value <span class='op'>=</span> <span class='st'>"#fffce9"</span>,</span>
 <span>  <span class='op'>)</span> <span class='op'>+</span></span>
-<span>  <span class='co'># The Gradient Bar</span></span>
+<span>  <span class='co'># the Gradient Bar</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/annotation_custom.html'>annotation_custom</a></span><span class='op'>(</span></span>
 <span>    grob <span class='op'>=</span> <span class='va'>scale_grob</span>, </span>
 <span>    xmin <span class='op'>=</span> <span class='op'>-</span><span class='fl'>10500000</span>, xmax <span class='op'>=</span> <span class='fl'>10500000</span>,</span>
@@ -2766,7 +2774,7 @@ <h3 id="base-map-scale-base-countries-bubbles---plot1">Base Map + Scale + Base C
 <span>    shape <span class='op'>=</span> <span class='fl'>21</span>,         <span class='co'># Shape 21 allows both fill and color (border)</span></span>
 <span>    stroke <span class='op'>=</span> <span class='fl'>0.15</span>,        <span class='co'># Thickness of the white border</span></span>
 <span>  <span class='op'>)</span> <span class='op'>+</span></span>
-<span>    <span class='co'># text inside bubbles rest</span></span>
+<span>  <span class='co'># text inside bubbles rest</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
 <span>    data <span class='op'>=</span> <span class='va'>bubble_geo_rest</span>,</span>
 <span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
@@ -2787,7 +2795,7 @@ <h3 id="base-map-scale-base-countries-bubbles---plot1">Base Map + Scale + Base C
 <span>    shape <span class='op'>=</span> <span class='fl'>21</span>,         <span class='co'># Shape 21 allows both fill and color (border)</span></span>
 <span>    stroke <span class='op'>=</span> <span class='fl'>0.15</span>,        <span class='co'># Thickness of the white border</span></span>
 <span>  <span class='op'>)</span> <span class='op'>+</span></span>
-<span>    <span class='co'># text inside bubble Argentina</span></span>
+<span>  <span class='co'># text inside bubble Argentina</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
 <span>    data <span class='op'>=</span> <span class='va'>bubble_geo_arg</span>,</span>
 <span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
@@ -2808,7 +2816,7 @@ <h3 id="base-map-scale-base-countries-bubbles---plot1">Base Map + Scale + Base C
 <span>    shape <span class='op'>=</span> <span class='fl'>21</span>,         <span class='co'># Shape 21 allows both fill and color (border)</span></span>
 <span>    stroke <span class='op'>=</span> <span class='fl'>0.15</span>,        <span class='co'># Thickness of the white border</span></span>
 <span>  <span class='op'>)</span> <span class='op'>+</span></span>
-<span>    <span class='co'># text inside bubble Türkiye</span></span>
+<span>  <span class='co'># text inside bubble Türkiye</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span></span>
 <span>    data <span class='op'>=</span> <span class='va'>bubble_geo_tur</span>,</span>
 <span>    stat <span class='op'>=</span> <span class='st'>"sf_coordinates"</span>,</span>
@@ -2818,17 +2826,16 @@ <h3 id="base-map-scale-base-countries-bubbles---plot1">Base Map + Scale + Base C
 <span>    fontface <span class='op'>=</span> <span class='st'>"plain"</span>,</span>
 <span>    family <span class='op'>=</span> <span class='st'>"poppins"</span></span>
 <span>  <span class='op'>)</span> <span class='op'>+</span></span>
-<span>  <span class='co'># Theme and Projection</span></span>
+<span>  <span class='co'># theme and projection</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggsf.html'>coord_sf</a></span><span class='op'>(</span>crs <span class='op'>=</span> <span class='st'>"+proj=robin"</span><span class='op'>)</span> <span class='op'>+</span> <span class='co'># Robinson Projection</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggtheme.html'>theme_void</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span> <span class='co'># Removes axes and standard grid</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span></span>
-<span>    <span class='co'># Background Colors</span></span>
+<span>    <span class='co'># background Colors</span></span>
 <span>    plot.background <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_rect</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='st'>"#fffce9"</span>, color <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span>,</span>
 <span>    panel.background <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_rect</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='st'>"#fffce9"</span>, color <span class='op'>=</span> <span class='cn'>NA</span><span class='op'>)</span>,</span>
-<span>    <span class='co'># Legend Positioning</span></span>
+<span>    <span class='co'># legend Positioning</span></span>
 <span>    legend.position <span class='op'>=</span> <span class='st'>"none"</span></span>
 <span>  <span class='op'>)</span> <span class='op'>+</span></span>
-<span>  <span class='co'># Title (the "Consumer Inflation" header)</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/labs.html'>labs</a></span><span class='op'>(</span>title <span class='op'>=</span> <span class='st'>"Consumer Inflation"</span>,</span>
 <span>       subtitle <span class='op'>=</span> <span class='st'>"2 0 2 0  -  2 0 2 5"</span><span class='op'>)</span> <span class='op'>+</span></span>
 <span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span></span>
@@ -2848,7 +2855,7 @@ <h3 id="base-map-scale-base-countries-bubbles---plot1">Base Map + Scale + Base C
 <span></span>
 <span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>plot1</span><span class='op'>)</span></span></code></pre>
 </div>
-<p><img src="100536001_files/figure-html5/unnamed-chunk-7-1.png" width="100%" style="display: block; margin: auto;" /></p>
+<p><img src="100536001_files/figure-html5/base-plot1-1.png" width="100%" style="display: block; margin: auto;" /></p>
 </div>
 <h3 id="country-labels-and-numbers">Country Labels and Numbers</h3>
 <div class="layout-chunk" data-layout="l-body">
@@ -3031,7 +3038,7 @@ <h3 id="plot1base-plot-country-labels-and-numbers---plot2">plot1(base plot) + Co
 <span>  <span class='op'>)</span></span>
 <span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>plot2</span><span class='op'>)</span></span></code></pre>
 </div>
-<p><img src="100536001_files/figure-html5/unnamed-chunk-9-1.png" width="100%" style="display: block; margin: auto;" /></p>
+<p><img src="100536001_files/figure-html5/labels-plot2-1.png" width="100%" style="display: block; margin: auto;" /></p>
 </div>
 <h3 id="magnified-eu-and-sea-and-the-bubbles-in-the-lenses">Magnified EU and SEA and the Bubbles in the Lenses</h3>
 <p>build the magnifying function and add the bubble + number + country name layer</p>
@@ -3244,7 +3251,7 @@ <h3 id="plot2-the-magnifying-lenses---plot3">plot2 + the Magnifying Lenses - plo
 <span>  <span class='fu'><a href='https://wilkelab.org/cowplot/reference/draw_plot.html'>draw_plot</a></span><span class='op'>(</span><span class='va'>p_lens_sea</span>, x <span class='op'>=</span> <span class='fl'>0.27</span>, y <span class='op'>=</span> <span class='fl'>0.14</span>, width <span class='op'>=</span> <span class='fl'>1</span>, height <span class='op'>=</span> <span class='fl'>0.3</span>, scale <span class='op'>=</span> <span class='fl'>0.8</span><span class='op'>)</span></span>
 <span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>plot_3</span><span class='op'>)</span></span></code></pre>
 </div>
-<p><img src="100536001_files/figure-html5/unnamed-chunk-12-1.png" width="100%" style="display: block; margin: auto;" /></p>
+<p><img src="100536001_files/figure-html5/lenses-plot3-1.png" width="100%" style="display: block; margin: auto;" /></p>
 </div>
 <h3 id="plot3-the-texts-and-arrows---final_plot">plot3 + the Texts and Arrows - final_plot</h3>
 <div class="layout-chunk" data-layout="l-body">
@@ -3292,7 +3299,178 @@ <h3 id="plot3-the-texts-and-arrows---final_plot">plot3 + the Texts and Arrows -
 <span></span>
 <span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>final_plot</span><span class='op'>)</span></span></code></pre>
 </div>
-<p><img src="100536001_files/figure-html5/unnamed-chunk-13-1.png" width="100%" style="display: block; margin: auto;" /></p>
+<p><img src="100536001_files/figure-html5/text_arrows-final_plot-1.png" width="100%" style="display: block; margin: auto;" /></p>
+</div>
+<h2 id="improvement">Improvement</h2>
+<h3 id="packages-1">Packages</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://tidyverse.tidyverse.org'>tidyverse</a></span><span class='op'>)</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://ggplot2.tidyverse.org'>ggplot2</a></span><span class='op'>)</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://scales.r-lib.org'>scales</a></span><span class='op'>)</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://github.com/yixuan/sysfonts'>sysfonts</a></span><span class='op'>)</span></span>
+<span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>library</a></span><span class='op'>(</span><span class='va'><a href='https://github.com/yixuan/showtext'>showtext</a></span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="data-cleaning-1">Data Cleaning</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>inflation2025</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://readr.tidyverse.org/reference/read_delim.html'>read_csv</a></span><span class='op'>(</span><span class='st'>"global inflation 2025_Deutsche Bank - improvement.csv"</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='va'>layout_map</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://tibble.tidyverse.org/reference/tribble.html'>tribble</a></span><span class='op'>(</span></span>
+<span>  <span class='op'>~</span><span class='va'>Economy</span>,        <span class='op'>~</span><span class='va'>row</span>, <span class='op'>~</span><span class='va'>col</span>,</span>
+<span>  <span class='st'>"Canada"</span>,        <span class='fl'>1</span>,    <span class='fl'>2</span>,</span>
+<span>  <span class='st'>"United States"</span>, <span class='fl'>2</span>,    <span class='fl'>2</span>,</span>
+<span>  <span class='st'>"Mexico"</span>,        <span class='fl'>3</span>,    <span class='fl'>2</span>,</span>
+<span>  <span class='st'>"Colombia"</span>,      <span class='fl'>5</span>,    <span class='fl'>3</span>,</span>
+<span>  <span class='st'>"Brazil"</span>,        <span class='fl'>6</span>,    <span class='fl'>4</span>,</span>
+<span>  <span class='st'>"Chile"</span>,         <span class='fl'>8</span>,    <span class='fl'>3</span>,</span>
+<span>  <span class='st'>"Argentina"</span>,     <span class='fl'>8</span>,    <span class='fl'>4</span>,</span>
+<span>  </span>
+<span>  <span class='st'>"Norway"</span>,        <span class='fl'>1</span>,    <span class='fl'>6</span>,</span>
+<span>  <span class='st'>"Sweden"</span>,        <span class='fl'>1</span>,    <span class='fl'>7</span>,</span>
+<span>  <span class='st'>"Finland"</span>,       <span class='fl'>1</span>,    <span class='fl'>8</span>,</span>
+<span>  <span class='st'>"Russia"</span>,        <span class='fl'>1</span>,    <span class='fl'>11</span>,</span>
+<span>  </span>
+<span>  <span class='st'>"UK"</span>,            <span class='fl'>2</span>,    <span class='fl'>5</span>,</span>
+<span>  <span class='st'>"Ireland"</span>,       <span class='fl'>2</span>,    <span class='fl'>4</span>,</span>
+<span>  <span class='st'>"Denmark"</span>,       <span class='fl'>2</span>,    <span class='fl'>6</span>,</span>
+<span>  <span class='st'>"Netherlands"</span>,   <span class='fl'>2</span>,    <span class='fl'>7</span>, </span>
+<span>  </span>
+<span>  <span class='st'>"France"</span>,        <span class='fl'>3</span>,    <span class='fl'>5</span>,</span>
+<span>  <span class='st'>"Belgium"</span>,       <span class='fl'>3</span>,    <span class='fl'>6</span>, </span>
+<span>  <span class='st'>"Germany"</span>,       <span class='fl'>2</span>,    <span class='fl'>8</span>, </span>
+<span>  <span class='st'>"Luxembourg"</span>,    <span class='fl'>3</span>,    <span class='fl'>7</span>, </span>
+<span>  <span class='st'>"Switzerland"</span>,   <span class='fl'>4</span>,    <span class='fl'>6</span>,</span>
+<span>  <span class='st'>"Austria"</span>,       <span class='fl'>4</span>,    <span class='fl'>7</span>,</span>
+<span>  <span class='st'>"Czechia"</span>,       <span class='fl'>3</span>,    <span class='fl'>8</span>,</span>
+<span>  <span class='st'>"Poland"</span>,        <span class='fl'>3</span>,    <span class='fl'>9</span>,</span>
+<span>  </span>
+<span>  <span class='st'>"Spain"</span>,         <span class='fl'>5</span>,    <span class='fl'>5</span>,</span>
+<span>  <span class='st'>"Italy"</span>,         <span class='fl'>5</span>,    <span class='fl'>6</span>,</span>
+<span>  <span class='st'>"Hungary"</span>,       <span class='fl'>4</span>,    <span class='fl'>8</span>,</span>
+<span>  <span class='st'>"Greece"</span>,        <span class='fl'>6</span>,    <span class='fl'>7</span>,</span>
+<span>  <span class='st'>"Türkiye"</span>,       <span class='fl'>5</span>,    <span class='fl'>8</span>,</span>
+<span>  </span>
+<span>  <span class='st'>"Egypt"</span>,         <span class='fl'>6</span>,    <span class='fl'>6</span>,</span>
+<span>  <span class='st'>"Israel"</span>,        <span class='fl'>6</span>,    <span class='fl'>8</span>,</span>
+<span>  <span class='st'>"Saudi Arabia"</span>,  <span class='fl'>7</span>,    <span class='fl'>8</span>,</span>
+<span>  <span class='st'>"Qatar"</span>,         <span class='fl'>7</span>,    <span class='fl'>9</span>,</span>
+<span>  <span class='st'>"UAE"</span>,           <span class='fl'>7</span>,    <span class='fl'>10</span>,</span>
+<span>  <span class='st'>"S. Africa"</span>,     <span class='fl'>10</span>,   <span class='fl'>8</span>,</span>
+<span>  </span>
+<span>  <span class='st'>"China"</span>,         <span class='fl'>4</span>,    <span class='fl'>12</span>,</span>
+<span>  <span class='st'>"India"</span>,         <span class='fl'>6</span>,    <span class='fl'>10</span>,</span>
+<span>  <span class='st'>"Thailand"</span>,      <span class='fl'>6</span>,    <span class='fl'>12</span>,</span>
+<span>  <span class='st'>"Malaysia"</span>,      <span class='fl'>7</span>,    <span class='fl'>12</span>,</span>
+<span>  <span class='st'>"Singapore"</span>,     <span class='fl'>8</span>,    <span class='fl'>12</span>,</span>
+<span>  <span class='st'>"Indonesia"</span>,     <span class='fl'>8</span>,    <span class='fl'>13</span>,</span>
+<span>  <span class='st'>"Philippines"</span>,   <span class='fl'>7</span>,    <span class='fl'>14</span>,</span>
+<span>  <span class='st'>"Hong Kong"</span>,     <span class='fl'>5</span>,    <span class='fl'>12</span>,</span>
+<span>  <span class='st'>"Taiwan"</span>,        <span class='fl'>5</span>,    <span class='fl'>13</span>,</span>
+<span>  <span class='st'>"S. Korea"</span>,      <span class='fl'>4</span>,    <span class='fl'>14</span>,</span>
+<span>  <span class='st'>"Japan"</span>,         <span class='fl'>4</span>,    <span class='fl'>15</span>,</span>
+<span>  </span>
+<span>  <span class='st'>"Australia"</span>,     <span class='fl'>10</span>,   <span class='fl'>14</span>,</span>
+<span>  <span class='st'>"New Zealand"</span>,   <span class='fl'>11</span>,   <span class='fl'>15</span></span>
+<span><span class='op'>)</span></span>
+<span></span>
+<span><span class='va'>map_data</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate-joins.html'>left_join</a></span><span class='op'>(</span><span class='va'>layout_map</span>, <span class='va'>inflation2025</span>, by <span class='op'>=</span> <span class='st'>"Economy"</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span>Economy <span class='op'>=</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/case_when.html'>case_when</a></span><span class='op'>(</span><span class='va'>Economy</span> <span class='op'>==</span> <span class='st'>"South Africa"</span> <span class='op'>~</span> <span class='st'>"S. Africa"</span>, </span>
+<span>                          <span class='va'>Economy</span> <span class='op'>==</span> <span class='st'>"Turkey"</span> <span class='op'>~</span> <span class='st'>"Türkiye"</span>, </span>
+<span>                          <span class='va'>Economy</span> <span class='op'>==</span> <span class='st'>"United Kingdom"</span> <span class='op'>~</span> <span class='st'>"UK"</span>,</span>
+<span>                          <span class='va'>Economy</span> <span class='op'>==</span> <span class='st'>"South Korea"</span> <span class='op'>~</span> <span class='st'>"S. Korea"</span>,</span>
+<span>                          <span class='va'>Economy</span> <span class='op'>==</span> <span class='st'>"United Arab Emirates"</span> <span class='op'>~</span> <span class='st'>"UAE"</span>,</span>
+<span>                          <span class='va'>Economy</span> <span class='op'>==</span> <span class='st'>"United States"</span> <span class='op'>~</span> <span class='st'>"U.S."</span>,</span>
+<span>                          <span class='cn'>TRUE</span> <span class='op'>~</span> <span class='va'>Economy</span><span class='op'>)</span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="make-the-polygons">Make the Polygons</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>make_hexagons</span> <span class='op'>&lt;-</span> <span class='kw'>function</span><span class='op'>(</span><span class='va'>data</span>, <span class='va'>size</span> <span class='op'>=</span> <span class='fl'>2</span><span class='op'>)</span> <span class='op'>{</span></span>
+<span>  <span class='va'>width</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/MathFun.html'>sqrt</a></span><span class='op'>(</span><span class='fl'>3</span><span class='op'>)</span> <span class='op'>*</span> <span class='va'>size</span></span>
+<span>  <span class='va'>height</span> <span class='op'>&lt;-</span> <span class='fl'>2</span> <span class='op'>*</span> <span class='va'>size</span></span>
+<span>  </span>
+<span>  <span class='va'>data</span> <span class='op'>|&gt;</span> </span>
+<span>    <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span></span>
+<span>      x_center <span class='op'>=</span> <span class='op'>(</span><span class='va'>col</span> <span class='op'>+</span> <span class='fl'>0.5</span> <span class='op'>*</span> <span class='op'>(</span><span class='va'>row</span> <span class='op'><a href='https://rdrr.io/r/base/Arithmetic.html'>%%</a></span> <span class='fl'>2</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>*</span> <span class='va'>width</span>,</span>
+<span>      y_center <span class='op'>=</span> <span class='op'>-</span><span class='va'>row</span> <span class='op'>*</span> <span class='op'>(</span><span class='va'>height</span> <span class='op'>*</span> <span class='fl'>0.75</span><span class='op'>)</span></span>
+<span>    <span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>    <span class='fu'><a href='https://dplyr.tidyverse.org/reference/rowwise.html'>rowwise</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>    <span class='fu'><a href='https://dplyr.tidyverse.org/reference/do.html'>do</a></span><span class='op'>(</span><span class='op'>{</span></span>
+<span>      <span class='co'># Generate 6 points for the hexagon</span></span>
+<span>      <span class='fu'><a href='https://tibble.tidyverse.org/reference/tibble.html'>tibble</a></span><span class='op'>(</span></span>
+<span>        Economy <span class='op'>=</span> <span class='va'>.</span><span class='op'>$</span><span class='va'>Economy</span>,</span>
+<span>        Inflation <span class='op'>=</span> <span class='va'>.</span><span class='op'>$</span><span class='va'>Inflation</span>,</span>
+<span>        x_center <span class='op'>=</span> <span class='va'>.</span><span class='op'>$</span><span class='va'>x_center</span>, <span class='co'># Keep center for labels</span></span>
+<span>        y_center <span class='op'>=</span> <span class='va'>.</span><span class='op'>$</span><span class='va'>y_center</span>,</span>
+<span>        angle <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/seq.html'>seq</a></span><span class='op'>(</span><span class='va'>pi</span><span class='op'>/</span><span class='fl'>6</span>, <span class='fl'>2</span><span class='op'>*</span><span class='va'>pi</span><span class='op'>+</span><span class='va'>pi</span><span class='op'>/</span><span class='fl'>6</span>, length.out<span class='op'>=</span><span class='fl'>7</span><span class='op'>)</span><span class='op'>[</span><span class='fl'>1</span><span class='op'>:</span><span class='fl'>6</span><span class='op'>]</span>,</span>
+<span>        x <span class='op'>=</span> <span class='va'>.</span><span class='op'>$</span><span class='va'>x_center</span> <span class='op'>+</span> <span class='va'>size</span> <span class='op'>*</span> <span class='fu'><a href='https://rdrr.io/r/base/Trig.html'>cos</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/seq.html'>seq</a></span><span class='op'>(</span><span class='va'>pi</span><span class='op'>/</span><span class='fl'>6</span>, <span class='fl'>2</span><span class='op'>*</span><span class='va'>pi</span><span class='op'>+</span><span class='va'>pi</span><span class='op'>/</span><span class='fl'>6</span>, length.out<span class='op'>=</span><span class='fl'>7</span><span class='op'>)</span><span class='op'>[</span><span class='fl'>1</span><span class='op'>:</span><span class='fl'>6</span><span class='op'>]</span><span class='op'>)</span>,</span>
+<span>        y <span class='op'>=</span> <span class='va'>.</span><span class='op'>$</span><span class='va'>y_center</span> <span class='op'>+</span> <span class='va'>size</span> <span class='op'>*</span> <span class='fu'><a href='https://rdrr.io/r/base/Trig.html'>sin</a></span><span class='op'>(</span><span class='fu'><a href='https://rdrr.io/r/base/seq.html'>seq</a></span><span class='op'>(</span><span class='va'>pi</span><span class='op'>/</span><span class='fl'>6</span>, <span class='fl'>2</span><span class='op'>*</span><span class='va'>pi</span><span class='op'>+</span><span class='va'>pi</span><span class='op'>/</span><span class='fl'>6</span>, length.out<span class='op'>=</span><span class='fl'>7</span><span class='op'>)</span><span class='op'>[</span><span class='fl'>1</span><span class='op'>:</span><span class='fl'>6</span><span class='op'>]</span><span class='op'>)</span></span>
+<span>      <span class='op'>)</span></span>
+<span>    <span class='op'>}</span><span class='op'>)</span> <span class='op'>|&gt;</span> </span>
+<span>    <span class='fu'><a href='https://dplyr.tidyverse.org/reference/group_by.html'>ungroup</a></span><span class='op'>(</span><span class='op'>)</span></span>
+<span><span class='op'>}</span></span>
+<span></span>
+<span><span class='va'>hex_polygons</span> <span class='op'>&lt;-</span> <span class='fu'>make_hexagons</span><span class='op'>(</span><span class='va'>map_data</span>, size <span class='op'>=</span> <span class='fl'>20</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='co'># centers for labels</span></span>
+<span><span class='va'>labels_data</span> <span class='op'>&lt;-</span> <span class='va'>hex_polygons</span> <span class='op'>|&gt;</span>  <span class='fu'><a href='https://dplyr.tidyverse.org/reference/distinct.html'>distinct</a></span><span class='op'>(</span><span class='va'>Economy</span>, <span class='va'>Inflation</span>, <span class='va'>x_center</span>, <span class='va'>y_center</span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="font">Font</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='fu'><a href='https://rdrr.io/pkg/sysfonts/man/font_add_google.html'>font_add_google</a></span><span class='op'>(</span><span class='st'>"Poppins"</span>, <span class='st'>"poppins"</span><span class='op'>)</span></span>
+<span><span class='fu'><a href='https://rdrr.io/pkg/showtext/man/showtext_auto.html'>showtext_auto</a></span><span class='op'>(</span><span class='op'>)</span></span></code></pre>
+</div>
+</div>
+<h3 id="plot">plot</h3>
+<div class="layout-chunk" data-layout="l-body">
+<div class="sourceCode">
+<pre class="sourceCode r"><code class="sourceCode r"><span><span class='va'>plot</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggplot.html'>ggplot</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_polygon.html'>geom_polygon</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>hex_polygons</span>, <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>x <span class='op'>=</span> <span class='va'>x</span>, y <span class='op'>=</span> <span class='va'>y</span>, group <span class='op'>=</span> <span class='va'>Economy</span>, fill <span class='op'>=</span> <span class='va'>Inflation</span><span class='op'>)</span>, </span>
+<span>               color <span class='op'>=</span> <span class='st'>"grey90"</span>, size <span class='op'>=</span> <span class='fl'>0.3</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>labels_data</span>, </span>
+<span>            <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>x <span class='op'>=</span> <span class='va'>x_center</span>, y <span class='op'>=</span> <span class='va'>y_center</span> <span class='op'>+</span> <span class='fl'>4</span>, label <span class='op'>=</span> <span class='fu'><a href='https://stringr.tidyverse.org/reference/str_wrap.html'>str_wrap</a></span><span class='op'>(</span><span class='va'>Economy</span>, width <span class='op'>=</span> <span class='fl'>5</span><span class='op'>)</span><span class='op'>)</span>, </span>
+<span>            color <span class='op'>=</span> <span class='st'>"#fffce9"</span>, fontface <span class='op'>=</span> <span class='st'>"bold"</span>, size <span class='op'>=</span> <span class='fl'>1.3</span>, lineheight <span class='op'>=</span> <span class='fl'>0.8</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/geom_text.html'>geom_text</a></span><span class='op'>(</span>data <span class='op'>=</span> <span class='va'>labels_data</span>, </span>
+<span>            <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/aes.html'>aes</a></span><span class='op'>(</span>x <span class='op'>=</span> <span class='va'>x_center</span>, y <span class='op'>=</span> <span class='va'>y_center</span> <span class='op'>-</span> <span class='fl'>5</span>, label <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/paste.html'>paste0</a></span><span class='op'>(</span><span class='va'>Inflation</span>, <span class='st'>"%"</span><span class='op'>)</span><span class='op'>)</span>, </span>
+<span>            color <span class='op'>=</span> <span class='st'>"#fffce9"</span>, size <span class='op'>=</span> <span class='fl'>1.5</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/scale_gradient.html'>scale_fill_gradientn</a></span><span class='op'>(</span>colors <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span></span>
+<span>    <span class='st'>"#53a6e8"</span>, <span class='st'>"#6b9bd1"</span>, <span class='st'>"#8a8eb8"</span>, <span class='st'>"#ab809f"</span>, <span class='st'>"#c87284"</span>, <span class='st'>"#e56569"</span>, <span class='st'>"darkred"</span><span class='op'>)</span>,</span>
+<span>    trans <span class='op'>=</span> <span class='st'>"log10"</span>, name <span class='op'>=</span> <span class='st'>"Cumulative Inflation 2020-2025 (log10)"</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/guides.html'>guides</a></span><span class='op'>(</span>fill <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/guide_colourbar.html'>guide_colorbar</a></span><span class='op'>(</span></span>
+<span>    ticks <span class='op'>=</span> <span class='cn'>FALSE</span>,</span>
+<span>    title.position <span class='op'>=</span> <span class='st'>"top"</span>, </span>
+<span>    title.hjust <span class='op'>=</span> <span class='fl'>0.5</span>,</span>
+<span>    barwidth <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/grid/unit.html'>unit</a></span><span class='op'>(</span><span class='fl'>10</span>, <span class='st'>"cm"</span><span class='op'>)</span>,</span>
+<span>    barheight <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/grid/unit.html'>unit</a></span><span class='op'>(</span><span class='fl'>0.5</span>, <span class='st'>"cm"</span><span class='op'>)</span></span>
+<span>  <span class='op'>)</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/coord_fixed.html'>coord_fixed</a></span><span class='op'>(</span>xlim <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/range.html'>range</a></span><span class='op'>(</span><span class='va'>hex_polygons</span><span class='op'>$</span><span class='va'>x</span><span class='op'>)</span> <span class='op'>+</span> <span class='fl'>1</span>,</span>
+<span>              ylim <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/range.html'>range</a></span><span class='op'>(</span><span class='va'>hex_polygons</span><span class='op'>$</span><span class='va'>y</span><span class='op'>)</span> <span class='op'>+</span> <span class='fl'>1</span>,</span>
+<span>              expand <span class='op'>=</span> <span class='cn'>FALSE</span></span>
+<span>              <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/ggtheme.html'>theme_void</a></span><span class='op'>(</span><span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span></span>
+<span>    plot.title <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_text</a></span><span class='op'>(</span>hjust <span class='op'>=</span> <span class='fl'>0.5</span>, face <span class='op'>=</span> <span class='st'>"bold"</span>, size <span class='op'>=</span> <span class='fl'>16</span>, margin <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>margin</a></span><span class='op'>(</span>t <span class='op'>=</span> <span class='fl'>15</span><span class='op'>)</span><span class='op'>)</span>,</span>
+<span>    legend.position <span class='op'>=</span> <span class='st'>"bottom"</span>,</span>
+<span>    legend.justification <span class='op'>=</span> <span class='st'>"center"</span>,</span>
+<span>    legend.title <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_text</a></span><span class='op'>(</span>family <span class='op'>=</span> <span class='st'>"poppins"</span>, face <span class='op'>=</span> <span class='st'>"bold"</span>, size <span class='op'>=</span> <span class='fl'>10</span><span class='op'>)</span>, </span>
+<span>    legend.text  <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_text</a></span><span class='op'>(</span>family <span class='op'>=</span> <span class='st'>"poppins"</span>, size <span class='op'>=</span> <span class='fl'>9</span><span class='op'>)</span>,</span>
+<span>    legend.box.spacing <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/grid/unit.html'>unit</a></span><span class='op'>(</span><span class='fl'>0</span>, <span class='st'>"pt"</span><span class='op'>)</span>, </span>
+<span>    legend.margin <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>margin</a></span><span class='op'>(</span>t <span class='op'>=</span> <span class='op'>-</span><span class='fl'>10</span>, b <span class='op'>=</span> <span class='fl'>5</span>, unit <span class='op'>=</span> <span class='st'>"pt"</span><span class='op'>)</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/theme.html'>theme</a></span><span class='op'>(</span></span>
+<span>    plot.title <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>element_text</a></span><span class='op'>(</span>hjust <span class='op'>=</span> <span class='fl'>0.5</span>, face <span class='op'>=</span> <span class='st'>"bold"</span>, size <span class='op'>=</span> <span class='fl'>15</span>, family <span class='op'>=</span> <span class='st'>"poppins"</span><span class='op'>)</span>,</span>
+<span>    legend.position <span class='op'>=</span> <span class='st'>"bottom"</span>, margins <span class='op'>=</span> <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/element.html'>margin</a></span><span class='op'>(</span>t <span class='op'>=</span> <span class='fl'>20</span>, b <span class='op'>=</span> <span class='fl'>40</span><span class='op'>)</span></span>
+<span>  <span class='op'>)</span> <span class='op'>+</span></span>
+<span>  <span class='fu'><a href='https://ggplot2.tidyverse.org/reference/labs.html'>labs</a></span><span class='op'>(</span>title <span class='op'>=</span> <span class='st'>"Consumer Inflation 2020-2025"</span><span class='op'>)</span></span>
+<span></span>
+<span><span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>plot</span><span class='op'>)</span></span></code></pre>
+</div>
+<p><img src="100536001_files/figure-html5/plot-1.png" width="100%" style="display: block; margin: auto;" /></p>
 </div>
 <div class="sourceCode" id="cb1"><pre class="sourceCode r distill-force-highlighting-css"><code class="sourceCode r"></code></pre></div>
 <!--radix_placeholder_article_footer-->
@@ -3311,11 +3489,11 @@ <h3 id="reuse">Reuse</h3>
   <p>Text and figures are licensed under Creative Commons Attribution <a rel="license" href="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0</a>. The figures that have been reused from other sources don't fall under this license and can be recognized by a note in their caption: "Figure from ...".</p>
   <h3 id="citation">Citation</h3>
   <p>For attribution, please cite this work as</p>
-  <pre class="citation-appendix short">Chang (2025, Dec. 14). Data Visualization | MSc CSS: Final Project_Chih Hsuan Chang. Retrieved from https://csslab.uc3m.es/dataviz/projects/2025/100536001/</pre>
+  <pre class="citation-appendix short">Chang (2025, Dec. 14). Data Visualization | MSc CSS: Consumer Inflation From 2020 to 2025. Retrieved from https://csslab.uc3m.es/dataviz/projects/2025/100536001/</pre>
   <p>BibTeX citation</p>
-  <pre class="citation-appendix long">@misc{chang2025final,
+  <pre class="citation-appendix long">@misc{chang2025consumer,
   author = {Chang, Chih Hsuan},
-  title = {Data Visualization | MSc CSS: Final Project_Chih Hsuan Chang},
+  title = {Data Visualization | MSc CSS: Consumer Inflation From 2020 to 2025},
   url = {https://csslab.uc3m.es/dataviz/projects/2025/100536001/},
   year = {2025}
 }</pre>
diff --git a/projects/projects.json b/projects/projects.json
index ee47bfbd..feac88c5 100644
--- a/projects/projects.json
+++ b/projects/projects.json
@@ -1,7 +1,7 @@
 [
   {
     "path": "projects/2025/100536001/",
-    "title": "Final Project_Chih Hsuan Chang",
+    "title": "Consumer Inflation From 2020 to 2025",
     "description": {},
     "author": [
       {
@@ -13,9 +13,9 @@
     "categories": [
       "2025"
     ],
-    "contents": "\n\nContents\nConsumer Inflation 2020 - 2025\nPackages\nData Cleaning\nFonts\nThe Gradient Scale on Top of the Map\nNumbers on Bubbles\nBase Map + Scale + Base Countries’ Bubbles - Plot1\nCountry Labels and Numbers\nplot1(base plot) + Country Labels and Numbers - plot2\nMagnified EU and SEA and the Bubbles in the Lenses\nplot2 + the Magnifying Lenses - plot3\nplot3 + the Texts and Arrows - final_plot\n\n\nConsumer Inflation 2020 - 2025\nI have choose the graph from Visual Capitalist, “Consumer Inflation from 2020 to 2025”. The dataset is from Deutsche Bank, record consumer inflation from 2020 to June 2025.\noriginal graphPackages\n\n\nlibrary(readr)\nlibrary(ggplot2)\nlibrary(tidyverse)\nlibrary(sf) # map structure\nlibrary(scales) # making the scale\nlibrary(rnaturalearth) # map info\nlibrary(showtext) # fonts\nlibrary(systemfonts)\nlibrary(cowplot) # composite maps together\n\n\nData Cleaning\n\n\n# import data\ninflation2025 <- read_csv(\"global inflation 2025_Deutsche Bank - Sheet1.csv\")\n\n# clean data\ncum_inflation_2025 <- inflation2025 |> \n  select(-`cum change since 2012 (%)`,\n         -`cum change since 2020 (%)`,\n         -`Rank based on change from 2012 Economy`) |> \n  mutate(Economy = case_when(Economy == \"United States\" ~ \"United States of America\",\n                             Economy == \"Czech Republic\" ~ \"Czechia\",\n                             TRUE ~ Economy))\n\n# sf data object\nworld_map <- ne_countries(scale = \"medium\", returnclass = \"sf\") |> \n  filter(admin != \"Antarctica\")\nworld_inflation <- world_map |> \n  left_join(cum_inflation_2025, by = c(\"name\" = \"Economy\")) |>\n  # change names that are shown/not shown on the map \n  mutate(name = case_when(name == \"South Africa\" ~ \"S. Africa\", \n                          name == \"Turkey\" ~ \"Türkiye\", \n                          name == \"United Kingdom\" ~ \"UK\",\n                          name == \"South Korea\" ~ \"S. Korea\",\n                          name == \"United Arab Emirates\" ~ \"UAE\",\n                          name == \"United States of America\" ~ \"U.S.\",\n                          name %in% c(\n                            \"Austria\", \"Netherlands\", \"Belgium\", \n                            \"Luxembourg\", \"Portugal\", \"Singapore\", \n                            \"Denmark\", \"Ireland\") ~ \"\",\n                          TRUE ~ name))\n\n\nFonts\n\n\nfont_add_google(\"Poppins\", \"poppins\")\nfont_add(family = \"Modak\",\n         regular = \"/Users/karlazhong/Library/Fonts/Modak-Regular.ttf\")\nshowtext_auto()\n\n\nThe Gradient Scale on Top of the Map\n\n\n# bar legend\nvc_palette <- c(\"#53a6e8\", \"#6b9bd1\", \"#7B95C5\",\"#8a8eb8\", \"#9B88AC\",\"#ab809f\", \"#B87993\",\"#c87284\", \"#D86C7B\",\"#e56569\", \"#B0022A\")\nlimit_range <- c(0, 55)\nlegend_data <- data.frame(x = seq(limit_range[1], limit_range[2], length.out = 500))\nlegend_data$y_height <- 0.2 + (legend_data$x / 50) * 2\n\nlegend_plot <- ggplot(legend_data) +\n  geom_segment(aes(x = x, xend = x, y = 0, yend = y_height, color = x), linewidth = 1) +\n  scale_color_gradientn(\n    colors = vc_palette,\n    limits = limit_range,\n    oob = scales::squish,\n  ) +\n  annotate(\"text\", x = 1, y = -1, label = \"0%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"text\", x = 10, y = -1, label = \"10%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"text\", x = 20, y = -1, label = \"20%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"text\", x = 30, y = -1, label = \"30%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"text\", x = 40, y = -1, label = \"40%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"text\", x = 50, y = -1, label = \"50%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"segment\", x = 0, xend = 0, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 5, xend = 5, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 10, xend = 10, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 15, xend = 15, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 20, xend = 20, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 25, xend = 25, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 30, xend = 30, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 35, xend = 35, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 40, xend = 40, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 45, xend = 45, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 50, xend = 50, y = 0, yend = -0.3, color = \"#333333\") +\n  ylim(-1, 4) + \n  xlim(10, 60) +\n  scale_y_continuous(expand = c(0, 0), limits = c(-5, 4)) + \n  scale_x_continuous(expand = c(0, 0)) +\n  theme_void() +\n  theme(legend.position = \"none\")\n\nscale_grob <- ggplotGrob(legend_plot)\n\n\nNumbers on Bubbles\n\n\n# inside the lens\nbubble_list_eu <- tibble::tribble(\n  ~name_label, ~value_label,\n  \"Hungary\", \"52%\",\n  \"Czechia\", \"41%\",\n  \"UK\", \"24%\",\n  \"Italy\", \"18%\",\n  \"Greece\", \"16%\",\n  \"Switzerland\", \"6%\")\nbubble_list_sea <- tibble::tribble(\n  ~name_label, ~value_label,\n  \"Philippines\", \"24%\",\n  \"Indonesia\", \"14%\",\n  \"Taiwan\", \"10%\",\n  \"Malaysia\", \"9%\",\n  \"Hong Kong\", \"8%\",\n  \"Thailand\", \"8%\")\nbubble_geo_eu <- world_inflation |> \n  right_join(bubble_list_eu, by = c(\"name\" = \"name_label\")) |> \n  st_point_on_surface()\nbubble_geo_sea <- world_inflation |> \n  right_join(bubble_list_sea, by = c(\"name\" = \"name_label\")) |> \n  st_point_on_surface()\n\n# adjust bubble position\nrow_greece <- which(bubble_geo_eu$name_label == \"Greece\")\nnew_grc_coords <- st_point(c(21.65, 40.25))\nbubble_geo_eu$geometry[row_greece] <- st_sfc(new_grc_coords) |>  \n  st_set_crs(st_crs(bubble_geo_eu))\nst_geometry(bubble_geo_eu)[bubble_geo_eu$name == \"Czechia\"] <- st_sfc(\n  st_point(c(18.0, 50.0)), crs = st_crs(bubble_geo_eu))\n\n# outside of the lens\nbubble_list_rest <- tibble::tribble(\n  ~name_label, ~value_label,\n  \"Chile\", \"34%\",\n  \"New Zealand\", \"23%\",\n  \"S. Korea\", \"15%\",\n  \"Israel\", \"13%\",\n  \"Qatar\", \"9%\",\n  \"Japan\", \"8%\",\n  \"UAE\", \"6%\")\nbubble_geo_rest <- world_inflation |> \n  right_join(bubble_list_rest, by = c(\"name\" = \"name_label\")) |>\n  st_point_on_surface()\n\n# Argentina\nbubble_arg <- tibble::tribble(\n  ~ name_label, ~ value_label,\n  \"Argentina\", \"2,614%\")\nbubble_geo_arg <- world_inflation |> \n  right_join(bubble_arg, by = c(\"name\" = \"name_label\")) |>\n  st_point_on_surface()\n\n# Türkiye\nbubble_tur <- tibble::tribble(\n  ~ name_label, ~ value_label,\n  \"Türkiye\", \"464%\")\nbubble_geo_tur <- world_inflation |> \n  right_join(bubble_tur, by = c(\"name\" = \"name_label\")) |>\n  st_point_on_surface()\n\n# adjust the bubbles' position\nst_geometry(bubble_geo_rest)[bubble_geo_rest$name == \"Qatar\"] <- st_sfc(\n  st_point(c(51.2, 27.5)), crs = st_crs(bubble_geo_rest))\nst_geometry(bubble_geo_rest)[bubble_geo_rest$name == \"UAE\"] <- st_sfc(\n  st_point(c(54, 22)), crs = st_crs(bubble_geo_rest))\nst_geometry(bubble_geo_tur)[bubble_geo_tur$name == \"Türkiye\"] <- st_sfc(\n  st_point(c(44.0, 41.0)), crs = st_crs(bubble_geo_tur))\nst_geometry(bubble_geo_rest)[bubble_geo_rest$name == \"New Zealand\"] <- st_sfc(\n  st_point(c(160.0, -46.0)), crs = st_crs(bubble_geo_rest))\nst_geometry(bubble_geo_rest)[bubble_geo_rest$name == \"Chile\"] <- st_sfc(\n  st_point(c(-72.0, -23.0)), crs = st_crs(bubble_geo_rest))\nst_geometry(bubble_geo_arg)[bubble_geo_arg$name == \"Argentina\"] <- st_sfc(\n  st_point(c(-60.0, -39.0)), crs = st_crs(bubble_geo_arg))\nst_geometry(bubble_geo_sea)[bubble_geo_sea$name == \"Malaysia\"] <- st_sfc(\n  st_point(c(116.0, 5.0)), crs = st_crs(bubble_geo_sea))\nst_geometry(bubble_geo_sea)[bubble_geo_sea$name == \"Indonesia\"] <- st_sfc(\n  st_point(c(106.0, -6.6)), crs = st_crs(bubble_geo_sea))\nst_geometry(bubble_geo_sea)[bubble_geo_sea$name == \"Philippines\"] <- st_sfc(\n  st_point(c(120.0, 14.6)), crs = st_crs(bubble_geo_sea))\n\n\nBase Map + Scale + Base Countries’ Bubbles - Plot1\n\n\nplot1 <- ggplot(world_inflation) +\n  # Map Layer\n  geom_sf(aes(fill = `5-yr cum\\nchange (%)`), color = \"grey70\", size = 0.2) +\n  # The Gradient Scale on the map\n  scale_fill_gradientn(\n    colors = vc_palette,\n    limits = limit_range, \n    oob = scales::squish,\n    na.value = \"#fffce9\",\n  ) +\n  # The Gradient Bar\n  annotation_custom(\n    grob = scale_grob, \n    xmin = -10500000, xmax = 10500000,\n    ymin = 6500000, ymax = 16000000\n  ) +\n  # bubbles rest\n  geom_point(\n    data = bubble_geo_rest,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry,\n        fill = `5-yr cum\\nchange (%)`,\n        ),\n    size = 4.5,           # Adjust bubble size here\n    color = \"#fffce9\",    # The border of the bubble\n    shape = 21,         # Shape 21 allows both fill and color (border)\n    stroke = 0.15,        # Thickness of the white border\n  ) +\n    # text inside bubbles rest\n  geom_text(\n    data = bubble_geo_rest,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = value_label),\n    color = \"#fffce9\",\n    size = 1.7,\n    fontface = \"plain\",\n    family = \"poppins\"\n  )+\n  # bubble Argentina\n  geom_point(\n    data = bubble_geo_arg,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry,\n        fill = `5-yr cum\\nchange (%)`),\n    size = 11,           # Adjust bubble size here\n    color = \"#fffce9\",    # The border of the bubble\n    shape = 21,         # Shape 21 allows both fill and color (border)\n    stroke = 0.15,        # Thickness of the white border\n  ) +\n    # text inside bubble Argentina\n  geom_text(\n    data = bubble_geo_arg,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = value_label),\n    color = \"#fffce9\",\n    size = 2.5,\n    fontface = \"plain\",\n    family = \"poppins\"\n  )+\n  # bubble Türkiye\n  geom_point(\n    data = bubble_geo_tur,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry,\n        fill = `5-yr cum\\nchange (%)`),\n    size = 6,           # Adjust bubble size here\n    color = \"#fffce9\",    # The border of the bubble\n    shape = 21,         # Shape 21 allows both fill and color (border)\n    stroke = 0.15,        # Thickness of the white border\n  ) +\n    # text inside bubble Türkiye\n  geom_text(\n    data = bubble_geo_tur,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = value_label),\n    color = \"#fffce9\",\n    size = 1.7,\n    fontface = \"plain\",\n    family = \"poppins\"\n  ) +\n  # Theme and Projection\n  coord_sf(crs = \"+proj=robin\") + # Robinson Projection\n  theme_void() + # Removes axes and standard grid\n  theme(\n    # Background Colors\n    plot.background = element_rect(fill = \"#fffce9\", color = NA),\n    panel.background = element_rect(fill = \"#fffce9\", color = NA),\n    # Legend Positioning\n    legend.position = \"none\"\n  ) +\n  # Title (the \"Consumer Inflation\" header)\n  labs(title = \"Consumer Inflation\",\n       subtitle = \"2 0 2 0  -  2 0 2 5\") +\n  theme(\n    plot.title = element_text(\n      hjust = 0.5,\n      face = \"plain\", \n      size = 30, \n      margin = margin(t = 10),\n      family = \"Modak\"),\n    plot.subtitle = element_text(\n      hjust = 0.5,\n      face = \"bold\", \n      size = 12, \n      margin = margin(t = 4, b = 70),\n      family = \"poppins\",\n      ))\n\nprint(plot1)\n\n\n\nCountry Labels and Numbers\n\n\ncountry_label_base <- tibble::tribble(\n  ~ name_label,\n  \"Argentina\", \"Türkiye\", \"Egypt\", \"Russia\", \"Colombia\", \"Chile\", \"Brazil\",\n  \"India\", \"Mexico\", \"S. Africa\", \"New Zealand\", \"Australia\", \"Canada\", \"S. Korea\", \n  \"Saudi Arabia\", \"Israel\", \"Qatar\", \"Japan\", \"China\", \"UAE\", \"U.S.\") \ncountry_label_geo_base <- world_inflation |> \n  right_join(country_label_base, by = c(\"name\" = \"name_label\")) |> \n  st_point_on_surface()\n# adjusting the position\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Argentina\"] <- st_sfc(\n  st_point(c(-36.0, -39.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Türkiye\"] <- st_sfc(\n  st_point(c(60.0, 41.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Egypt\"] <- st_sfc(\n  st_point(c(17.0, 27.1)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Russia\"] <- st_sfc(\n  st_point(c(102.0, 62.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Colombia\"] <- st_sfc(\n  st_point(c(-90.5, 4.1)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Chile\"] <- st_sfc(\n  st_point(c(-83.0, -23.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Brazil\"] <- st_sfc(\n  st_point(c(-46.0, -8.4)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"India\"] <- st_sfc(\n  st_point(c(92.0, 22.35)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Mexico\"] <- st_sfc(\n  st_point(c(-117.0, 23.5)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"S. Africa\"] <- st_sfc(\n  st_point(c(41.0, -29.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"New Zealand\"] <- st_sfc(\n  st_point(c(137.0, -47.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Australia\"] <- st_sfc(\n  st_point(c(138.0, -26.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Canada\"] <- st_sfc(\n  st_point(c(-100.5, 56.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"S. Korea\"] <- st_sfc(\n  st_point(c(127.0, 31.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Saudi Arabia\"] <- st_sfc(\n  st_point(c(30.0, 19.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Israel\"] <- st_sfc(\n  st_point(c(25.0, 34.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Qatar\"] <- st_sfc(\n  st_point(c(62.4, 29.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"China\"] <- st_sfc(\n  st_point(c(107.0, 35.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Japan\"] <- st_sfc(\n  st_point(c(155.0, 42.5)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"UAE\"] <- st_sfc(\n  st_point(c(64.0, 21.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"U.S.\"] <- st_sfc(\n  st_point(c(-94.0, 40.0)), crs = st_crs(country_label_geo_base))\n\ncountry_label_eu <- tibble::tribble(\n  ~ name_label,\n  \"Spain\", \"France\", \"Finland\", \"Sweden\", \"Poland\", \"Germany\", \"Norway\", \"Hungary\", \"Czechia\", \"UK\", \"Italy\", \"Greece\", \"Switzerland\") \ncountry_label_geo_eu <- world_inflation |> \n  right_join(country_label_eu, by = c(\"name\" = \"name_label\")) |> \n  st_point_on_surface()\n# adjusting the position\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Spain\"] <- st_sfc(\n  st_point(c(3.0, 40.5)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"France\"] <- st_sfc(\n  st_point(c(-5.0, 46.2)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Finland\"] <- st_sfc(\n  st_point(c(36.0, 61.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Sweden\"] <- st_sfc(\n  st_point(c(17.0, 60.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Norway\"] <- st_sfc(\n  st_point(c(6.0, 59.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Poland\"] <- st_sfc(\n  st_point(c(26.5, 52.2)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Germany\"] <- st_sfc(\n  st_point(c(9.5, 49.8)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Hungary\"] <- st_sfc(\n  st_point(c(26.0, 46.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Czechia\"] <- st_sfc(\n  st_point(c(25.5, 49.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"UK\"] <- st_sfc(\n  st_point(c(3.0, 54.7)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Italy\"] <- st_sfc(\n  st_point(c(8.56, 41.87)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Greece\"] <- st_sfc(\n  st_point(c(23.0, 41.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Switzerland\"] <- st_sfc(\n  st_point(c(8.2, 45.0)), crs = st_crs(country_label_geo_eu))\n\n\n\ncountry_label_sea <- tibble::tribble(\n  ~ name_label,\n  \"Philippines\", \"Indonesia\", \"Taiwan\", \"Malaysia\", \"Hong Kong\", \"Thailand\")\ncountry_label_geo_sea <- world_inflation |> \n  right_join(country_label_sea, by = c(\"name\" = \"name_label\")) |> \n  st_point_on_surface()\n# adjusting the position\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Taiwan\"] <- st_sfc(\n  st_point(c(130.0, 23.82)), crs = st_crs(country_label_geo_sea))\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Philippines\"] <- st_sfc(\n  st_point(c(130.88, 14.0)), crs = st_crs(country_label_geo_sea))\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Indonesia\"] <- st_sfc(\n  st_point(c(116.5, -6.48)), crs = st_crs(country_label_geo_sea))\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Malaysia\"] <- st_sfc(\n  st_point(c(126.69, 5.0)), crs = st_crs(country_label_geo_sea))\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Hong Kong\"] <- st_sfc(\n  st_point(c(114.18, 18.5)), crs = st_crs(country_label_geo_sea))\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Thailand\"] <- st_sfc(\n  st_point(c(111.00, 13.5)), crs = st_crs(country_label_geo_sea))\n\nnumber_label_base <- tibble::tribble(\n  ~ name_label,\n  \"Egypt\", \"Russia\", \"Colombia\", \"Brazil\", \"India\", \"Mexico\", \"S. Africa\",\n  \"U.S.\", \"Australia\", \"Canada\", \"Saudi Arabia\", \"China\") \nnumber_label_geo_base <- world_inflation |> \n  right_join(number_label_base, by = c(\"name\" = \"name_label\")) |> \n  mutate(`5-yr cum\\nchange (%)` = paste0(`5-yr cum\\nchange (%)`, \"%\")) |> \n  st_point_on_surface()\n# adjust the position\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"Russia\"] <- st_sfc(\n  st_point(c(85.0, 62.0)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"Brazil\"] <- st_sfc(\n  st_point(c(-57.0, -8.4)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"China\"] <- st_sfc(\n  st_point(c(96.0, 35.0)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"Saudi Arabia\"] <- st_sfc(\n  st_point(c(44.57, 23.0)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"U.S.\"] <- st_sfc(\n  st_point(c(-105.0, 40.0)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"Canada\"] <- st_sfc(\n  st_point(c(-116.0, 56.0)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"Australia\"] <- st_sfc(\n  st_point(c(123.0, -26.0)), crs = st_crs(number_label_geo_base))\n\nnumber_label_eu <- tibble::tribble(\n  ~ name_label,\n  \"Spain\", \"France\", \"Finland\", \"Sweden\", \"Poland\", \"Germany\", \"Norway\") \nnumber_label_geo_eu <- world_inflation |> \n  right_join(number_label_eu, by = c(\"name\" = \"name_label\")) |> \n  mutate(`5-yr cum\\nchange (%)` = paste0(`5-yr cum\\nchange (%)`, \"%\")) |> \n  st_point_on_surface()\n# adjust the position\nst_geometry(number_label_geo_eu)[number_label_geo_eu$name == \"Gremany\"] <- st_sfc(\n  st_point(c(10.0, 60.0)), crs = st_crs(number_label_geo_eu))\nst_geometry(number_label_geo_eu)[number_label_geo_eu$name == \"Norway\"] <- st_sfc(\n  st_point(c(8.5, 61.0)), crs = st_crs(number_label_geo_eu))\nst_geometry(number_label_geo_eu)[number_label_geo_eu$name == \"Finland\"] <- st_sfc(\n  st_point(c(26.0, 62.0)), crs = st_crs(number_label_geo_eu))\nst_geometry(number_label_geo_eu)[number_label_geo_eu$name == \"Poland\"] <- st_sfc(\n  st_point(c(19.14, 53.0)), crs = st_crs(number_label_geo_eu))\n\n\nplot1(base plot) + Country Labels and Numbers - plot2\n\n\nplot2 <- plot1 +\n  # country names\n  geom_text(\n    data = country_label_geo_base,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = name),\n    color = \"#333333\", \n    size = 2,        # Adjust text size\n    fontface = \"bold\", # \"plain\", \"bold\", \"italic\"\n    family = \"roboto\",\n    inherit.aes = FALSE\n  ) +\n  # number labels\n  geom_text(\n    data = number_label_geo_base,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = `5-yr cum\\nchange (%)`),\n    color = \"#fffce9\", \n    size = 1.6,        # Adjust text size\n    fontface = \"plain\", # \"plain\", \"bold\", \"italic\"\n    family = \"poppins\",\n    inherit.aes = FALSE\n  )\nprint(plot2)\n\n\n\nMagnified EU and SEA and the Bubbles in the Lenses\nbuild the magnifying function and add the bubble + number + country name layer\n\n\nsf_use_s2(FALSE)\n\ncreate_lens_eu <- function(data, bubble_data, center_lon, center_lat, radius_km) {\n  \n  # A. PRE-CROP: Cut the map to a rough square box first.\n  #    This prevents \"global wrapping\" errors that cause the solid purple circle.\n  #    We create a bounding box +/- 25 degrees around the center.\n  buff <- 25 \n  bbox <- st_bbox(c(xmin = center_lon - buff, xmax = center_lon + buff, \n                    ymin = center_lat - buff, ymax = center_lat + buff), \n                  crs = st_crs(data))\n  \n  # Suppress warnings for the crop\n  data_cropped <- suppressWarnings(st_crop(data, bbox))\n  \n  # define projection (Azimuthal Equidistant)\n  lens_crs <- paste0(\"+proj=aeqd +lat_0=\", center_lat, \" +lon_0=\", center_lon)\n  \n  # create circle\n  center_pt <- st_sfc(st_point(c(center_lon, center_lat)), crs = 4326)\n  center_pt_proj <- st_transform(center_pt, lens_crs)\n  circle_border <- st_buffer(center_pt_proj, dist = radius_km * 1000)\n  data_proj <- st_transform(data_cropped, lens_crs)\n  data_proj <- st_make_valid(data_proj)\n  lens_data <- st_intersection(data_proj, circle_border)\n  lens_data <- st_collection_extract(lens_data, \"POLYGON\")\n  \n  # Process Bubble Data (Transform -> Clip)\n  bubbles_proj_eu <- st_transform(bubble_geo_eu, lens_crs)\n  lens_bubbles_eu <- st_intersection(bubbles_proj_eu, circle_border)\n  \n  # Create Plot\n  ggplot() +\n    # Background (Beige)\n    geom_sf(data = circle_border, fill = \"#fffce9\", color = NA) +\n    # Map Data : \n    geom_sf(data = lens_data, \n            aes(fill = `5-yr cum\\nchange (%)`), \n            color = \"grey70\", size = 0.25) +\n    # bubbles\n    geom_point(\n    data = bubble_geo_eu,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry,\n        fill = `5-yr cum\\nchange (%)`),\n    size = 4.5,           # Adjust bubble size here\n    color = \"#fffce9\",    # The border of the bubble\n    shape = 21,         # Shape 21 allows both fill and color (border)\n    stroke = 0.15        # Thickness of the white border\n    ) +\n    # numbers inside bubbles\n  geom_text(\n    data = bubble_geo_eu,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = value_label),\n    color = \"#fffce9\",\n    size = 1.5,\n    fontface = \"plain\",\n    family = \"poppins\",\n    ) +\n    # country labels\n    geom_text(\n    data = country_label_geo_eu,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = name),\n    color = \"#333333\",\n    size = 1.6,\n    fontface = \"bold\",\n    family = \"poppins\",\n    ) +\n    # number labels\n    geom_text(\n    data = number_label_geo_eu,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = `5-yr cum\\nchange (%)`),\n    color = \"#fffce9\",\n    size = 1.6,\n    fontface = \"plain\",\n    family = \"poppins\",\n    ) +\n    # Scale\n    scale_fill_gradientn(\n      colors = vc_palette,\n      limits = limit_range, \n      oob = scales::squish,\n      na.value = \"#fffce9\"\n    ) +\n    # Border\n    geom_sf(data = circle_border, fill = NA, color = \"grey50\", linewidth = 0.1) +\n    # Theme\n    coord_sf(datum = NA) +\n    theme_void() +\n    theme(legend.position = \"none\"\n    ) \n}\n\ncreate_lens_sea <- function(data, bubble_data, center_lon, center_lat, radius_km) {\n  \n  # A. PRE-CROP: Cut the map to a rough square box first.\n  #    This prevents \"global wrapping\" errors that cause the solid purple circle.\n  #    We create a bounding box +/- 25 degrees around the center.\n  buff <- 25 \n  bbox <- st_bbox(c(xmin = center_lon - buff, xmax = center_lon + buff, \n                    ymin = center_lat - buff, ymax = center_lat + buff), \n                  crs = st_crs(data))\n  \n  # Suppress warnings for the crop\n  data_cropped <- suppressWarnings(st_crop(data, bbox))\n  \n  # define projection (Azimuthal Equidistant)\n  lens_crs <- paste0(\"+proj=aeqd +lat_0=\", center_lat, \" +lon_0=\", center_lon)\n  \n  # create circle\n  center_pt <- st_sfc(st_point(c(center_lon, center_lat)), crs = 4326)\n  center_pt_proj <- st_transform(center_pt, lens_crs)\n  circle_border <- st_buffer(center_pt_proj, dist = radius_km * 1000)\n  data_proj <- st_transform(data_cropped, lens_crs)\n  data_proj <- st_make_valid(data_proj)\n  lens_data <- st_intersection(data_proj, circle_border)\n  lens_data <- st_collection_extract(lens_data, \"POLYGON\")\n  \n  # Process Bubble Data (Transform -> Clip)\n  bubbles_proj_sea <- st_transform(bubble_geo_sea, lens_crs)\n  lens_bubbles_sea <- st_intersection(bubbles_proj_sea, circle_border)\n  \n  # Create Plot\n  ggplot() +\n    # Background (Beige)\n    geom_sf(data = circle_border, fill = \"#fffce9\", color = NA) +\n    # Map Data : \n    geom_sf(data = lens_data, \n            aes(fill = `5-yr cum\\nchange (%)`), \n            color = \"grey70\", size = 0.25) +\n    # bubbles\n    geom_point(\n    data = bubble_geo_sea,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry,\n        fill = `5-yr cum\\nchange (%)`),\n    size = 4.5,           # Adjust bubble size here\n    color = \"#fffce9\",    # The border of the bubble\n    shape = 21,         # Shape 21 allows both fill and color (border)\n    stroke = 0.15        # Thickness of the white border\n    ) +\n    # text inside bubbles\n  geom_text(\n    data = bubble_geo_sea,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = value_label),\n    color = \"#fffce9\",\n    size = 1.5,\n    fontface = \"plain\",\n    family = \"poppins\"\n    ) +\n    # country labels\n    geom_text(\n    data = country_label_geo_sea,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = name),\n    color = \"#333333\",\n    size = 1.6,\n    fontface = \"bold\",\n    family = \"poppins\"\n    ) +\n    # Scale\n    scale_fill_gradientn(\n      colors = vc_palette,\n      limits = limit_range, \n      oob = scales::squish,\n      na.value = \"#fffce9\"\n    ) +\n    # Border\n    geom_sf(data = circle_border, fill = NA, color = \"grey50\", linewidth = 0.2) +\n    # Theme\n    coord_sf(datum = NA) +\n    theme_void() +\n    theme(legend.position = \"none\"\n    ) \n}\n\n\n\n\np_lens_eu <- create_lens_eu(\n  data = world_inflation, \n  bubble_data = bubble_geo_eu,\n  center_lon = 7, # 7\n  center_lat = 50, # 49\n  radius_km = 2000\n)\np_lens_sea <- create_lens_sea(\n  data = world_inflation,\n  bubble_data = bubble_geo_sea,\n  center_lon = 113, \n  center_lat = 9, \n  radius_km = 2200\n)\n\n\nplot2 + the Magnifying Lenses - plot3\n\n\nplot_3 <- ggdraw(plot2) +\n  draw_plot(p_lens_eu, x = -0.045, y = 0.375, width = 1, height = 0.3, scale = 1.25) +\n  draw_plot(p_lens_sea, x = 0.27, y = 0.14, width = 1, height = 0.3, scale = 0.8)\nprint(plot_3)\n\n\n\nplot3 + the Texts and Arrows - final_plot\n\n\ntexts <- tibble(label = c(\n  \"Consumer Inflation Cumulative\\nChange, 2020-2025\",\n  \"President Milei's fiscal\\noverhaul has lowered\\nArgentina's annualized\\ninflation rate to 21%\\nas of June 2025.\",\n  \"Post-pandemic inflation\\ndidn't hit Asia as hard\\nas it hit Europe.\"),\n  x = c(0.24, 0.43, 0.65), \n  y = c(0.797, 0.16, 0.16),\n  hjust = c(0, 0, 0),\n  size = c(2, 1.5, 1.3),\n  font = \"poppins\",\n  fontface = c(\"bold\", \"italic\", \"italic\"),\n  color = c(\"#333333\", \"#D86C7B\", \"#6b9bd1\")\n)\n\nfinal_plot <- plot_3 +\n  geom_text(\n    data = texts,\n    aes(x = x, y = y, label = label, hjust = hjust),\n    color = texts$color,\n    size = texts$size,\n    fontface = texts$fontface,\n    family = \"poppins\",\n    lineheight = 0.9,\n    inherit.aes = FALSE # Essential to ignore map data\n  ) +\n  geom_curve(\n    aes(x = 0.425, y = 0.18, xend = 0.40, yend = 0.13),\n    curvature = 0.3,       # Negative = Curves Right (concave down)\n    color = \"#D86C7B\",\n    size = 0.3,\n    arrow = arrow(length = unit(0.01, \"npc\"), type = \"closed\"),\n    inherit.aes = FALSE\n  ) +\n  geom_curve(\n    aes(x = 0.69, y = 0.19, xend = 0.717, yend = 0.24),\n    curvature = -0.3,       # Negative = Curves Right (looks best for this angle)\n    color = \"#6b9bd1\",\n    size = 0.3,\n    arrow = arrow(length = unit(0.01, \"npc\"), type = \"closed\"),\n    inherit.aes = FALSE\n  )\n\nprint(final_plot)\n\n\n\n\n\n\n",
-    "preview": "projects/2025/100536001/100536001_files/figure-html5/unnamed-chunk-7-1.png",
-    "last_modified": "2025-12-14T14:05:04+01:00",
+    "contents": "\n\nContents\nConsumer Inflation 2020 - 2025\nPackages\nData Cleaning\nFonts\nThe Gradient Scale on Top of the Map\nNumbers on Bubbles\nBase Map + Scale + Base Countries’ Bubbles - Plot1\nCountry Labels and Numbers\nplot1(base plot) + Country Labels and Numbers - plot2\nMagnified EU and SEA and the Bubbles in the Lenses\nplot2 + the Magnifying Lenses - plot3\nplot3 + the Texts and Arrows - final_plot\n\nImprovement\nPackages\nData Cleaning\nMake the Polygons\nFont\nplot\n\n\nConsumer Inflation 2020 - 2025\nI have choose the graph from Visual Capitalist, “Consumer Inflation from 2020 to 2025”. The dataset is from Deutsche Bank, record consumer inflation from 2020 to June 2025.\noriginal graphPackages\n\n\nlibrary(readr)\nlibrary(ggplot2)\nlibrary(tidyverse)\nlibrary(sf) # map structure\nlibrary(scales) # making the scale\nlibrary(rnaturalearth) # map info\nlibrary(showtext) # fonts\nlibrary(systemfonts)\nlibrary(cowplot) # composite maps together\n\n\nData Cleaning\n\n\n# import data\ninflation2025 <- read_csv(\"global inflation 2025_Deutsche Bank - Sheet1.csv\")\n\n# clean data\ncum_inflation_2025 <- inflation2025 |> \n  select(-`cum change since 2012 (%)`,\n         -`cum change since 2020 (%)`,\n         -`Rank based on change from 2012 Economy`) |> \n  mutate(Economy = case_when(Economy == \"United States\" ~ \"United States of America\",\n                             Economy == \"Czech Republic\" ~ \"Czechia\",\n                             TRUE ~ Economy))\n\n# sf data object\nworld_map <- ne_countries(scale = \"medium\", returnclass = \"sf\") |> \n  filter(admin != \"Antarctica\")\nworld_inflation <- world_map |> \n  left_join(cum_inflation_2025, by = c(\"name\" = \"Economy\")) |>\n  # change names that are shown/not shown on the map \n  mutate(name = case_when(name == \"South Africa\" ~ \"S. Africa\", \n                          name == \"Turkey\" ~ \"Türkiye\", \n                          name == \"United Kingdom\" ~ \"UK\",\n                          name == \"South Korea\" ~ \"S. Korea\",\n                          name == \"United Arab Emirates\" ~ \"UAE\",\n                          name == \"United States of America\" ~ \"U.S.\",\n                          name %in% c(\n                            \"Austria\", \"Netherlands\", \"Belgium\", \n                            \"Luxembourg\", \"Portugal\", \"Singapore\", \n                            \"Denmark\", \"Ireland\") ~ \"\",\n                          TRUE ~ name))\n\n\nFonts\n\n\nfont_add_google(\"Poppins\", \"poppins\")\nfont_add(family = \"Modak\",\n         regular = \"/Users/karlazhong/Library/Fonts/Modak-Regular.ttf\")\nshowtext_auto()\n\n\nThe Gradient Scale on Top of the Map\n\n\n# bar legend\nvc_palette <- c(\"#53a6e8\", \"#6b9bd1\", \"#7B95C5\",\"#8a8eb8\", \"#9B88AC\",\"#ab809f\", \"#B87993\",\"#c87284\", \"#D86C7B\",\"#e56569\", \"#B0022A\")\nlimit_range <- c(0, 55)\nlegend_data <- data.frame(x = seq(limit_range[1], limit_range[2], length.out = 500))\nlegend_data$y_height <- 0.2 + (legend_data$x / 50) * 2\n\nlegend_plot <- ggplot(legend_data) +\n  geom_segment(aes(x = x, xend = x, y = 0, yend = y_height, color = x), linewidth = 1) +\n  scale_color_gradientn(\n    colors = vc_palette,\n    limits = limit_range,\n    oob = scales::squish,\n  ) +\n  annotate(\"text\", x = 1, y = -1, label = \"0%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"text\", x = 10, y = -1, label = \"10%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"text\", x = 20, y = -1, label = \"20%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"text\", x = 30, y = -1, label = \"30%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"text\", x = 40, y = -1, label = \"40%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"text\", x = 50, y = -1, label = \"50%\", size = 2.5, fontface = \"bold\", color = \"#333333\") +\n  annotate(\"segment\", x = 0, xend = 0, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 5, xend = 5, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 10, xend = 10, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 15, xend = 15, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 20, xend = 20, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 25, xend = 25, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 30, xend = 30, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 35, xend = 35, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 40, xend = 40, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 45, xend = 45, y = 0, yend = -0.3, color = \"#333333\") +\n  annotate(\"segment\", x = 50, xend = 50, y = 0, yend = -0.3, color = \"#333333\") +\n  ylim(-1, 4) + \n  xlim(10, 60) +\n  scale_y_continuous(expand = c(0, 0), limits = c(-5, 4)) + \n  scale_x_continuous(expand = c(0, 0)) +\n  theme_void() +\n  theme(legend.position = \"none\")\n\nscale_grob <- ggplotGrob(legend_plot)\n\n\nNumbers on Bubbles\n\n\n# inside the lens\nbubble_list_eu <- tibble::tribble(\n  ~name_label, ~value_label,\n  \"Hungary\", \"52%\",\n  \"Czechia\", \"41%\",\n  \"UK\", \"24%\",\n  \"Italy\", \"18%\",\n  \"Greece\", \"16%\",\n  \"Switzerland\", \"6%\")\nbubble_list_sea <- tibble::tribble(\n  ~name_label, ~value_label,\n  \"Philippines\", \"24%\",\n  \"Indonesia\", \"14%\",\n  \"Taiwan\", \"10%\",\n  \"Malaysia\", \"9%\",\n  \"Hong Kong\", \"8%\",\n  \"Thailand\", \"8%\")\nbubble_geo_eu <- world_inflation |> \n  right_join(bubble_list_eu, by = c(\"name\" = \"name_label\")) |> \n  st_point_on_surface()\nbubble_geo_sea <- world_inflation |> \n  right_join(bubble_list_sea, by = c(\"name\" = \"name_label\")) |> \n  st_point_on_surface()\n\n# adjust bubble position\nrow_greece <- which(bubble_geo_eu$name_label == \"Greece\")\nnew_grc_coords <- st_point(c(21.65, 40.25))\nbubble_geo_eu$geometry[row_greece] <- st_sfc(new_grc_coords) |>  \n  st_set_crs(st_crs(bubble_geo_eu))\nst_geometry(bubble_geo_eu)[bubble_geo_eu$name == \"Czechia\"] <- st_sfc(\n  st_point(c(18.0, 50.0)), crs = st_crs(bubble_geo_eu))\n\n# outside of the lens\nbubble_list_rest <- tibble::tribble(\n  ~name_label, ~value_label,\n  \"Chile\", \"34%\",\n  \"New Zealand\", \"23%\",\n  \"S. Korea\", \"15%\",\n  \"Israel\", \"13%\",\n  \"Qatar\", \"9%\",\n  \"Japan\", \"8%\",\n  \"UAE\", \"6%\")\nbubble_geo_rest <- world_inflation |> \n  right_join(bubble_list_rest, by = c(\"name\" = \"name_label\")) |>\n  st_point_on_surface()\n\n# Argentina\nbubble_arg <- tibble::tribble(\n  ~ name_label, ~ value_label,\n  \"Argentina\", \"2,614%\")\nbubble_geo_arg <- world_inflation |> \n  right_join(bubble_arg, by = c(\"name\" = \"name_label\")) |>\n  st_point_on_surface()\n\n# Türkiye\nbubble_tur <- tibble::tribble(\n  ~ name_label, ~ value_label,\n  \"Türkiye\", \"464%\")\nbubble_geo_tur <- world_inflation |> \n  right_join(bubble_tur, by = c(\"name\" = \"name_label\")) |>\n  st_point_on_surface()\n\n# adjust the bubbles' position\nst_geometry(bubble_geo_rest)[bubble_geo_rest$name == \"Qatar\"] <- st_sfc(\n  st_point(c(51.2, 27.5)), crs = st_crs(bubble_geo_rest))\nst_geometry(bubble_geo_rest)[bubble_geo_rest$name == \"UAE\"] <- st_sfc(\n  st_point(c(54, 22)), crs = st_crs(bubble_geo_rest))\nst_geometry(bubble_geo_tur)[bubble_geo_tur$name == \"Türkiye\"] <- st_sfc(\n  st_point(c(44.0, 41.0)), crs = st_crs(bubble_geo_tur))\nst_geometry(bubble_geo_rest)[bubble_geo_rest$name == \"New Zealand\"] <- st_sfc(\n  st_point(c(160.0, -46.0)), crs = st_crs(bubble_geo_rest))\nst_geometry(bubble_geo_rest)[bubble_geo_rest$name == \"Chile\"] <- st_sfc(\n  st_point(c(-72.0, -23.0)), crs = st_crs(bubble_geo_rest))\nst_geometry(bubble_geo_arg)[bubble_geo_arg$name == \"Argentina\"] <- st_sfc(\n  st_point(c(-60.0, -39.0)), crs = st_crs(bubble_geo_arg))\nst_geometry(bubble_geo_sea)[bubble_geo_sea$name == \"Malaysia\"] <- st_sfc(\n  st_point(c(116.0, 5.0)), crs = st_crs(bubble_geo_sea))\nst_geometry(bubble_geo_sea)[bubble_geo_sea$name == \"Indonesia\"] <- st_sfc(\n  st_point(c(106.0, -6.6)), crs = st_crs(bubble_geo_sea))\nst_geometry(bubble_geo_sea)[bubble_geo_sea$name == \"Philippines\"] <- st_sfc(\n  st_point(c(120.0, 14.6)), crs = st_crs(bubble_geo_sea))\n\n\nBase Map + Scale + Base Countries’ Bubbles - Plot1\n\n\nplot1 <- ggplot(world_inflation) +\n  # map Layer\n  geom_sf(aes(fill = `5-yr cum\\nchange (%)`), color = \"grey70\", size = 0.2) +\n  # the Gradient Scale on the map\n  scale_fill_gradientn(\n    colors = vc_palette,\n    limits = limit_range, \n    oob = scales::squish,\n    na.value = \"#fffce9\",\n  ) +\n  # the Gradient Bar\n  annotation_custom(\n    grob = scale_grob, \n    xmin = -10500000, xmax = 10500000,\n    ymin = 6500000, ymax = 16000000\n  ) +\n  # bubbles rest\n  geom_point(\n    data = bubble_geo_rest,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry,\n        fill = `5-yr cum\\nchange (%)`,\n        ),\n    size = 4.5,           # Adjust bubble size here\n    color = \"#fffce9\",    # The border of the bubble\n    shape = 21,         # Shape 21 allows both fill and color (border)\n    stroke = 0.15,        # Thickness of the white border\n  ) +\n  # text inside bubbles rest\n  geom_text(\n    data = bubble_geo_rest,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = value_label),\n    color = \"#fffce9\",\n    size = 1.7,\n    fontface = \"plain\",\n    family = \"poppins\"\n  )+\n  # bubble Argentina\n  geom_point(\n    data = bubble_geo_arg,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry,\n        fill = `5-yr cum\\nchange (%)`),\n    size = 11,           # Adjust bubble size here\n    color = \"#fffce9\",    # The border of the bubble\n    shape = 21,         # Shape 21 allows both fill and color (border)\n    stroke = 0.15,        # Thickness of the white border\n  ) +\n  # text inside bubble Argentina\n  geom_text(\n    data = bubble_geo_arg,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = value_label),\n    color = \"#fffce9\",\n    size = 2.5,\n    fontface = \"plain\",\n    family = \"poppins\"\n  )+\n  # bubble Türkiye\n  geom_point(\n    data = bubble_geo_tur,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry,\n        fill = `5-yr cum\\nchange (%)`),\n    size = 6,           # Adjust bubble size here\n    color = \"#fffce9\",    # The border of the bubble\n    shape = 21,         # Shape 21 allows both fill and color (border)\n    stroke = 0.15,        # Thickness of the white border\n  ) +\n  # text inside bubble Türkiye\n  geom_text(\n    data = bubble_geo_tur,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = value_label),\n    color = \"#fffce9\",\n    size = 1.7,\n    fontface = \"plain\",\n    family = \"poppins\"\n  ) +\n  # theme and projection\n  coord_sf(crs = \"+proj=robin\") + # Robinson Projection\n  theme_void() + # Removes axes and standard grid\n  theme(\n    # background Colors\n    plot.background = element_rect(fill = \"#fffce9\", color = NA),\n    panel.background = element_rect(fill = \"#fffce9\", color = NA),\n    # legend Positioning\n    legend.position = \"none\"\n  ) +\n  labs(title = \"Consumer Inflation\",\n       subtitle = \"2 0 2 0  -  2 0 2 5\") +\n  theme(\n    plot.title = element_text(\n      hjust = 0.5,\n      face = \"plain\", \n      size = 30, \n      margin = margin(t = 10),\n      family = \"Modak\"),\n    plot.subtitle = element_text(\n      hjust = 0.5,\n      face = \"bold\", \n      size = 12, \n      margin = margin(t = 4, b = 70),\n      family = \"poppins\",\n      ))\n\nprint(plot1)\n\n\n\nCountry Labels and Numbers\n\n\ncountry_label_base <- tibble::tribble(\n  ~ name_label,\n  \"Argentina\", \"Türkiye\", \"Egypt\", \"Russia\", \"Colombia\", \"Chile\", \"Brazil\",\n  \"India\", \"Mexico\", \"S. Africa\", \"New Zealand\", \"Australia\", \"Canada\", \"S. Korea\", \n  \"Saudi Arabia\", \"Israel\", \"Qatar\", \"Japan\", \"China\", \"UAE\", \"U.S.\") \ncountry_label_geo_base <- world_inflation |> \n  right_join(country_label_base, by = c(\"name\" = \"name_label\")) |> \n  st_point_on_surface()\n# adjusting the position\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Argentina\"] <- st_sfc(\n  st_point(c(-36.0, -39.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Türkiye\"] <- st_sfc(\n  st_point(c(60.0, 41.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Egypt\"] <- st_sfc(\n  st_point(c(17.0, 27.1)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Russia\"] <- st_sfc(\n  st_point(c(102.0, 62.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Colombia\"] <- st_sfc(\n  st_point(c(-90.5, 4.1)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Chile\"] <- st_sfc(\n  st_point(c(-83.0, -23.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Brazil\"] <- st_sfc(\n  st_point(c(-46.0, -8.4)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"India\"] <- st_sfc(\n  st_point(c(92.0, 22.35)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Mexico\"] <- st_sfc(\n  st_point(c(-117.0, 23.5)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"S. Africa\"] <- st_sfc(\n  st_point(c(41.0, -29.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"New Zealand\"] <- st_sfc(\n  st_point(c(137.0, -47.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Australia\"] <- st_sfc(\n  st_point(c(138.0, -26.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Canada\"] <- st_sfc(\n  st_point(c(-100.5, 56.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"S. Korea\"] <- st_sfc(\n  st_point(c(127.0, 31.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Saudi Arabia\"] <- st_sfc(\n  st_point(c(30.0, 19.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Israel\"] <- st_sfc(\n  st_point(c(25.0, 34.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Qatar\"] <- st_sfc(\n  st_point(c(62.4, 29.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"China\"] <- st_sfc(\n  st_point(c(107.0, 35.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"Japan\"] <- st_sfc(\n  st_point(c(155.0, 42.5)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"UAE\"] <- st_sfc(\n  st_point(c(64.0, 21.0)), crs = st_crs(country_label_geo_base))\nst_geometry(country_label_geo_base)[country_label_geo_base$name == \"U.S.\"] <- st_sfc(\n  st_point(c(-94.0, 40.0)), crs = st_crs(country_label_geo_base))\n\ncountry_label_eu <- tibble::tribble(\n  ~ name_label,\n  \"Spain\", \"France\", \"Finland\", \"Sweden\", \"Poland\", \"Germany\", \"Norway\", \"Hungary\", \"Czechia\", \"UK\", \"Italy\", \"Greece\", \"Switzerland\") \ncountry_label_geo_eu <- world_inflation |> \n  right_join(country_label_eu, by = c(\"name\" = \"name_label\")) |> \n  st_point_on_surface()\n# adjusting the position\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Spain\"] <- st_sfc(\n  st_point(c(3.0, 40.5)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"France\"] <- st_sfc(\n  st_point(c(-5.0, 46.2)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Finland\"] <- st_sfc(\n  st_point(c(36.0, 61.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Sweden\"] <- st_sfc(\n  st_point(c(17.0, 60.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Norway\"] <- st_sfc(\n  st_point(c(6.0, 59.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Poland\"] <- st_sfc(\n  st_point(c(26.5, 52.2)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Germany\"] <- st_sfc(\n  st_point(c(9.5, 49.8)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Hungary\"] <- st_sfc(\n  st_point(c(26.0, 46.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Czechia\"] <- st_sfc(\n  st_point(c(25.5, 49.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"UK\"] <- st_sfc(\n  st_point(c(3.0, 54.7)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Italy\"] <- st_sfc(\n  st_point(c(8.56, 41.87)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Greece\"] <- st_sfc(\n  st_point(c(23.0, 41.0)), crs = st_crs(country_label_geo_eu))\nst_geometry(country_label_geo_eu)[country_label_geo_eu$name == \"Switzerland\"] <- st_sfc(\n  st_point(c(8.2, 45.0)), crs = st_crs(country_label_geo_eu))\n\n\n\ncountry_label_sea <- tibble::tribble(\n  ~ name_label,\n  \"Philippines\", \"Indonesia\", \"Taiwan\", \"Malaysia\", \"Hong Kong\", \"Thailand\")\ncountry_label_geo_sea <- world_inflation |> \n  right_join(country_label_sea, by = c(\"name\" = \"name_label\")) |> \n  st_point_on_surface()\n# adjusting the position\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Taiwan\"] <- st_sfc(\n  st_point(c(130.0, 23.82)), crs = st_crs(country_label_geo_sea))\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Philippines\"] <- st_sfc(\n  st_point(c(130.88, 14.0)), crs = st_crs(country_label_geo_sea))\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Indonesia\"] <- st_sfc(\n  st_point(c(116.5, -6.48)), crs = st_crs(country_label_geo_sea))\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Malaysia\"] <- st_sfc(\n  st_point(c(126.69, 5.0)), crs = st_crs(country_label_geo_sea))\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Hong Kong\"] <- st_sfc(\n  st_point(c(114.18, 18.5)), crs = st_crs(country_label_geo_sea))\nst_geometry(country_label_geo_sea)[country_label_geo_sea$name == \"Thailand\"] <- st_sfc(\n  st_point(c(111.00, 13.5)), crs = st_crs(country_label_geo_sea))\n\nnumber_label_base <- tibble::tribble(\n  ~ name_label,\n  \"Egypt\", \"Russia\", \"Colombia\", \"Brazil\", \"India\", \"Mexico\", \"S. Africa\",\n  \"U.S.\", \"Australia\", \"Canada\", \"Saudi Arabia\", \"China\") \nnumber_label_geo_base <- world_inflation |> \n  right_join(number_label_base, by = c(\"name\" = \"name_label\")) |> \n  mutate(`5-yr cum\\nchange (%)` = paste0(`5-yr cum\\nchange (%)`, \"%\")) |> \n  st_point_on_surface()\n# adjust the position\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"Russia\"] <- st_sfc(\n  st_point(c(85.0, 62.0)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"Brazil\"] <- st_sfc(\n  st_point(c(-57.0, -8.4)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"China\"] <- st_sfc(\n  st_point(c(96.0, 35.0)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"Saudi Arabia\"] <- st_sfc(\n  st_point(c(44.57, 23.0)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"U.S.\"] <- st_sfc(\n  st_point(c(-105.0, 40.0)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"Canada\"] <- st_sfc(\n  st_point(c(-116.0, 56.0)), crs = st_crs(number_label_geo_base))\nst_geometry(number_label_geo_base)[number_label_geo_base$name == \"Australia\"] <- st_sfc(\n  st_point(c(123.0, -26.0)), crs = st_crs(number_label_geo_base))\n\nnumber_label_eu <- tibble::tribble(\n  ~ name_label,\n  \"Spain\", \"France\", \"Finland\", \"Sweden\", \"Poland\", \"Germany\", \"Norway\") \nnumber_label_geo_eu <- world_inflation |> \n  right_join(number_label_eu, by = c(\"name\" = \"name_label\")) |> \n  mutate(`5-yr cum\\nchange (%)` = paste0(`5-yr cum\\nchange (%)`, \"%\")) |> \n  st_point_on_surface()\n# adjust the position\nst_geometry(number_label_geo_eu)[number_label_geo_eu$name == \"Gremany\"] <- st_sfc(\n  st_point(c(10.0, 60.0)), crs = st_crs(number_label_geo_eu))\nst_geometry(number_label_geo_eu)[number_label_geo_eu$name == \"Norway\"] <- st_sfc(\n  st_point(c(8.5, 61.0)), crs = st_crs(number_label_geo_eu))\nst_geometry(number_label_geo_eu)[number_label_geo_eu$name == \"Finland\"] <- st_sfc(\n  st_point(c(26.0, 62.0)), crs = st_crs(number_label_geo_eu))\nst_geometry(number_label_geo_eu)[number_label_geo_eu$name == \"Poland\"] <- st_sfc(\n  st_point(c(19.14, 53.0)), crs = st_crs(number_label_geo_eu))\n\n\nplot1(base plot) + Country Labels and Numbers - plot2\n\n\nplot2 <- plot1 +\n  # country names\n  geom_text(\n    data = country_label_geo_base,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = name),\n    color = \"#333333\", \n    size = 2,        # Adjust text size\n    fontface = \"bold\", # \"plain\", \"bold\", \"italic\"\n    family = \"roboto\",\n    inherit.aes = FALSE\n  ) +\n  # number labels\n  geom_text(\n    data = number_label_geo_base,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = `5-yr cum\\nchange (%)`),\n    color = \"#fffce9\", \n    size = 1.6,        # Adjust text size\n    fontface = \"plain\", # \"plain\", \"bold\", \"italic\"\n    family = \"poppins\",\n    inherit.aes = FALSE\n  )\nprint(plot2)\n\n\n\nMagnified EU and SEA and the Bubbles in the Lenses\nbuild the magnifying function and add the bubble + number + country name layer\n\n\nsf_use_s2(FALSE)\n\ncreate_lens_eu <- function(data, bubble_data, center_lon, center_lat, radius_km) {\n  \n  # A. PRE-CROP: Cut the map to a rough square box first.\n  #    This prevents \"global wrapping\" errors that cause the solid purple circle.\n  #    We create a bounding box +/- 25 degrees around the center.\n  buff <- 25 \n  bbox <- st_bbox(c(xmin = center_lon - buff, xmax = center_lon + buff, \n                    ymin = center_lat - buff, ymax = center_lat + buff), \n                  crs = st_crs(data))\n  \n  # Suppress warnings for the crop\n  data_cropped <- suppressWarnings(st_crop(data, bbox))\n  \n  # define projection (Azimuthal Equidistant)\n  lens_crs <- paste0(\"+proj=aeqd +lat_0=\", center_lat, \" +lon_0=\", center_lon)\n  \n  # create circle\n  center_pt <- st_sfc(st_point(c(center_lon, center_lat)), crs = 4326)\n  center_pt_proj <- st_transform(center_pt, lens_crs)\n  circle_border <- st_buffer(center_pt_proj, dist = radius_km * 1000)\n  data_proj <- st_transform(data_cropped, lens_crs)\n  data_proj <- st_make_valid(data_proj)\n  lens_data <- st_intersection(data_proj, circle_border)\n  lens_data <- st_collection_extract(lens_data, \"POLYGON\")\n  \n  # Process Bubble Data (Transform -> Clip)\n  bubbles_proj_eu <- st_transform(bubble_geo_eu, lens_crs)\n  lens_bubbles_eu <- st_intersection(bubbles_proj_eu, circle_border)\n  \n  # Create Plot\n  ggplot() +\n    # Background (Beige)\n    geom_sf(data = circle_border, fill = \"#fffce9\", color = NA) +\n    # Map Data : \n    geom_sf(data = lens_data, \n            aes(fill = `5-yr cum\\nchange (%)`), \n            color = \"grey70\", size = 0.25) +\n    # bubbles\n    geom_point(\n    data = bubble_geo_eu,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry,\n        fill = `5-yr cum\\nchange (%)`),\n    size = 4.5,           # Adjust bubble size here\n    color = \"#fffce9\",    # The border of the bubble\n    shape = 21,         # Shape 21 allows both fill and color (border)\n    stroke = 0.15        # Thickness of the white border\n    ) +\n    # numbers inside bubbles\n  geom_text(\n    data = bubble_geo_eu,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = value_label),\n    color = \"#fffce9\",\n    size = 1.5,\n    fontface = \"plain\",\n    family = \"poppins\",\n    ) +\n    # country labels\n    geom_text(\n    data = country_label_geo_eu,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = name),\n    color = \"#333333\",\n    size = 1.6,\n    fontface = \"bold\",\n    family = \"poppins\",\n    ) +\n    # number labels\n    geom_text(\n    data = number_label_geo_eu,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = `5-yr cum\\nchange (%)`),\n    color = \"#fffce9\",\n    size = 1.6,\n    fontface = \"plain\",\n    family = \"poppins\",\n    ) +\n    # Scale\n    scale_fill_gradientn(\n      colors = vc_palette,\n      limits = limit_range, \n      oob = scales::squish,\n      na.value = \"#fffce9\"\n    ) +\n    # Border\n    geom_sf(data = circle_border, fill = NA, color = \"grey50\", linewidth = 0.1) +\n    # Theme\n    coord_sf(datum = NA) +\n    theme_void() +\n    theme(legend.position = \"none\"\n    ) \n}\n\ncreate_lens_sea <- function(data, bubble_data, center_lon, center_lat, radius_km) {\n  \n  # A. PRE-CROP: Cut the map to a rough square box first.\n  #    This prevents \"global wrapping\" errors that cause the solid purple circle.\n  #    We create a bounding box +/- 25 degrees around the center.\n  buff <- 25 \n  bbox <- st_bbox(c(xmin = center_lon - buff, xmax = center_lon + buff, \n                    ymin = center_lat - buff, ymax = center_lat + buff), \n                  crs = st_crs(data))\n  \n  # Suppress warnings for the crop\n  data_cropped <- suppressWarnings(st_crop(data, bbox))\n  \n  # define projection (Azimuthal Equidistant)\n  lens_crs <- paste0(\"+proj=aeqd +lat_0=\", center_lat, \" +lon_0=\", center_lon)\n  \n  # create circle\n  center_pt <- st_sfc(st_point(c(center_lon, center_lat)), crs = 4326)\n  center_pt_proj <- st_transform(center_pt, lens_crs)\n  circle_border <- st_buffer(center_pt_proj, dist = radius_km * 1000)\n  data_proj <- st_transform(data_cropped, lens_crs)\n  data_proj <- st_make_valid(data_proj)\n  lens_data <- st_intersection(data_proj, circle_border)\n  lens_data <- st_collection_extract(lens_data, \"POLYGON\")\n  \n  # Process Bubble Data (Transform -> Clip)\n  bubbles_proj_sea <- st_transform(bubble_geo_sea, lens_crs)\n  lens_bubbles_sea <- st_intersection(bubbles_proj_sea, circle_border)\n  \n  # Create Plot\n  ggplot() +\n    # Background (Beige)\n    geom_sf(data = circle_border, fill = \"#fffce9\", color = NA) +\n    # Map Data : \n    geom_sf(data = lens_data, \n            aes(fill = `5-yr cum\\nchange (%)`), \n            color = \"grey70\", size = 0.25) +\n    # bubbles\n    geom_point(\n    data = bubble_geo_sea,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry,\n        fill = `5-yr cum\\nchange (%)`),\n    size = 4.5,           # Adjust bubble size here\n    color = \"#fffce9\",    # The border of the bubble\n    shape = 21,         # Shape 21 allows both fill and color (border)\n    stroke = 0.15        # Thickness of the white border\n    ) +\n    # text inside bubbles\n  geom_text(\n    data = bubble_geo_sea,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = value_label),\n    color = \"#fffce9\",\n    size = 1.5,\n    fontface = \"plain\",\n    family = \"poppins\"\n    ) +\n    # country labels\n    geom_text(\n    data = country_label_geo_sea,\n    stat = \"sf_coordinates\",\n    aes(geometry = geometry, label = name),\n    color = \"#333333\",\n    size = 1.6,\n    fontface = \"bold\",\n    family = \"poppins\"\n    ) +\n    # Scale\n    scale_fill_gradientn(\n      colors = vc_palette,\n      limits = limit_range, \n      oob = scales::squish,\n      na.value = \"#fffce9\"\n    ) +\n    # Border\n    geom_sf(data = circle_border, fill = NA, color = \"grey50\", linewidth = 0.2) +\n    # Theme\n    coord_sf(datum = NA) +\n    theme_void() +\n    theme(legend.position = \"none\"\n    ) \n}\n\n\n\n\np_lens_eu <- create_lens_eu(\n  data = world_inflation, \n  bubble_data = bubble_geo_eu,\n  center_lon = 7, # 7\n  center_lat = 50, # 49\n  radius_km = 2000\n)\np_lens_sea <- create_lens_sea(\n  data = world_inflation,\n  bubble_data = bubble_geo_sea,\n  center_lon = 113, \n  center_lat = 9, \n  radius_km = 2200\n)\n\n\nplot2 + the Magnifying Lenses - plot3\n\n\nplot_3 <- ggdraw(plot2) +\n  draw_plot(p_lens_eu, x = -0.045, y = 0.375, width = 1, height = 0.3, scale = 1.25) +\n  draw_plot(p_lens_sea, x = 0.27, y = 0.14, width = 1, height = 0.3, scale = 0.8)\nprint(plot_3)\n\n\n\nplot3 + the Texts and Arrows - final_plot\n\n\ntexts <- tibble(label = c(\n  \"Consumer Inflation Cumulative\\nChange, 2020-2025\",\n  \"President Milei's fiscal\\noverhaul has lowered\\nArgentina's annualized\\ninflation rate to 21%\\nas of June 2025.\",\n  \"Post-pandemic inflation\\ndidn't hit Asia as hard\\nas it hit Europe.\"),\n  x = c(0.24, 0.43, 0.65), \n  y = c(0.797, 0.16, 0.16),\n  hjust = c(0, 0, 0),\n  size = c(2, 1.5, 1.3),\n  font = \"poppins\",\n  fontface = c(\"bold\", \"italic\", \"italic\"),\n  color = c(\"#333333\", \"#D86C7B\", \"#6b9bd1\")\n)\n\nfinal_plot <- plot_3 +\n  geom_text(\n    data = texts,\n    aes(x = x, y = y, label = label, hjust = hjust),\n    color = texts$color,\n    size = texts$size,\n    fontface = texts$fontface,\n    family = \"poppins\",\n    lineheight = 0.9,\n    inherit.aes = FALSE # Essential to ignore map data\n  ) +\n  geom_curve(\n    aes(x = 0.425, y = 0.18, xend = 0.40, yend = 0.13),\n    curvature = 0.3,       # Negative = Curves Right (concave down)\n    color = \"#D86C7B\",\n    size = 0.3,\n    arrow = arrow(length = unit(0.01, \"npc\"), type = \"closed\"),\n    inherit.aes = FALSE\n  ) +\n  geom_curve(\n    aes(x = 0.69, y = 0.19, xend = 0.717, yend = 0.24),\n    curvature = -0.3,       # Negative = Curves Right (looks best for this angle)\n    color = \"#6b9bd1\",\n    size = 0.3,\n    arrow = arrow(length = unit(0.01, \"npc\"), type = \"closed\"),\n    inherit.aes = FALSE\n  )\n\nprint(final_plot)\n\n\n\nImprovement\nPackages\n\n\nlibrary(tidyverse)\nlibrary(ggplot2)\nlibrary(scales)\nlibrary(sysfonts)\nlibrary(showtext)\n\n\nData Cleaning\n\n\ninflation2025 <- read_csv(\"global inflation 2025_Deutsche Bank - improvement.csv\")\n\nlayout_map <- tribble(\n  ~Economy,        ~row, ~col,\n  \"Canada\",        1,    2,\n  \"United States\", 2,    2,\n  \"Mexico\",        3,    2,\n  \"Colombia\",      5,    3,\n  \"Brazil\",        6,    4,\n  \"Chile\",         8,    3,\n  \"Argentina\",     8,    4,\n  \n  \"Norway\",        1,    6,\n  \"Sweden\",        1,    7,\n  \"Finland\",       1,    8,\n  \"Russia\",        1,    11,\n  \n  \"UK\",            2,    5,\n  \"Ireland\",       2,    4,\n  \"Denmark\",       2,    6,\n  \"Netherlands\",   2,    7, \n  \n  \"France\",        3,    5,\n  \"Belgium\",       3,    6, \n  \"Germany\",       2,    8, \n  \"Luxembourg\",    3,    7, \n  \"Switzerland\",   4,    6,\n  \"Austria\",       4,    7,\n  \"Czechia\",       3,    8,\n  \"Poland\",        3,    9,\n  \n  \"Spain\",         5,    5,\n  \"Italy\",         5,    6,\n  \"Hungary\",       4,    8,\n  \"Greece\",        6,    7,\n  \"Türkiye\",       5,    8,\n  \n  \"Egypt\",         6,    6,\n  \"Israel\",        6,    8,\n  \"Saudi Arabia\",  7,    8,\n  \"Qatar\",         7,    9,\n  \"UAE\",           7,    10,\n  \"S. Africa\",     10,   8,\n  \n  \"China\",         4,    12,\n  \"India\",         6,    10,\n  \"Thailand\",      6,    12,\n  \"Malaysia\",      7,    12,\n  \"Singapore\",     8,    12,\n  \"Indonesia\",     8,    13,\n  \"Philippines\",   7,    14,\n  \"Hong Kong\",     5,    12,\n  \"Taiwan\",        5,    13,\n  \"S. Korea\",      4,    14,\n  \"Japan\",         4,    15,\n  \n  \"Australia\",     10,   14,\n  \"New Zealand\",   11,   15\n)\n\nmap_data <- left_join(layout_map, inflation2025, by = \"Economy\") |> \n  mutate(Economy = case_when(Economy == \"South Africa\" ~ \"S. Africa\", \n                          Economy == \"Turkey\" ~ \"Türkiye\", \n                          Economy == \"United Kingdom\" ~ \"UK\",\n                          Economy == \"South Korea\" ~ \"S. Korea\",\n                          Economy == \"United Arab Emirates\" ~ \"UAE\",\n                          Economy == \"United States\" ~ \"U.S.\",\n                          TRUE ~ Economy))\n\n\nMake the Polygons\n\n\nmake_hexagons <- function(data, size = 2) {\n  width <- sqrt(3) * size\n  height <- 2 * size\n  \n  data |> \n    mutate(\n      x_center = (col + 0.5 * (row %% 2)) * width,\n      y_center = -row * (height * 0.75)\n    ) |> \n    rowwise() |> \n    do({\n      # Generate 6 points for the hexagon\n      tibble(\n        Economy = .$Economy,\n        Inflation = .$Inflation,\n        x_center = .$x_center, # Keep center for labels\n        y_center = .$y_center,\n        angle = seq(pi/6, 2*pi+pi/6, length.out=7)[1:6],\n        x = .$x_center + size * cos(seq(pi/6, 2*pi+pi/6, length.out=7)[1:6]),\n        y = .$y_center + size * sin(seq(pi/6, 2*pi+pi/6, length.out=7)[1:6])\n      )\n    }) |> \n    ungroup()\n}\n\nhex_polygons <- make_hexagons(map_data, size = 20)\n\n# centers for labels\nlabels_data <- hex_polygons |>  distinct(Economy, Inflation, x_center, y_center)\n\n\nFont\n\n\nfont_add_google(\"Poppins\", \"poppins\")\nshowtext_auto()\n\n\nplot\n\n\nplot <- ggplot() +\n  geom_polygon(data = hex_polygons, aes(x = x, y = y, group = Economy, fill = Inflation), \n               color = \"grey90\", size = 0.3) +\n  geom_text(data = labels_data, \n            aes(x = x_center, y = y_center + 4, label = str_wrap(Economy, width = 5)), \n            color = \"#fffce9\", fontface = \"bold\", size = 1.3, lineheight = 0.8) +\n  geom_text(data = labels_data, \n            aes(x = x_center, y = y_center - 5, label = paste0(Inflation, \"%\")), \n            color = \"#fffce9\", size = 1.5) +\n  scale_fill_gradientn(colors = c(\n    \"#53a6e8\", \"#6b9bd1\", \"#8a8eb8\", \"#ab809f\", \"#c87284\", \"#e56569\", \"darkred\"),\n    trans = \"log10\", name = \"Cumulative Inflation 2020-2025 (log10)\") +\n  guides(fill = guide_colorbar(\n    ticks = FALSE,\n    title.position = \"top\", \n    title.hjust = 0.5,\n    barwidth = unit(10, \"cm\"),\n    barheight = unit(0.5, \"cm\")\n  )) +\n  coord_fixed(xlim = range(hex_polygons$x) + 1,\n              ylim = range(hex_polygons$y) + 1,\n              expand = FALSE\n              ) +\n  theme_void() +\n  theme(\n    plot.title = element_text(hjust = 0.5, face = \"bold\", size = 16, margin = margin(t = 15)),\n    legend.position = \"bottom\",\n    legend.justification = \"center\",\n    legend.title = element_text(family = \"poppins\", face = \"bold\", size = 10), \n    legend.text  = element_text(family = \"poppins\", size = 9),\n    legend.box.spacing = unit(0, \"pt\"), \n    legend.margin = margin(t = -10, b = 5, unit = \"pt\")\n  ) +\n  theme(\n    plot.title = element_text(hjust = 0.5, face = \"bold\", size = 15, family = \"poppins\"),\n    legend.position = \"bottom\", margins = margin(t = 20, b = 40)\n  ) +\n  labs(title = \"Consumer Inflation 2020-2025\")\n\nprint(plot)\n\n\n\n\n\n\n",
+    "preview": "projects/2025/100536001/100536001_files/figure-html5/base-plot1-1.png",
+    "last_modified": "2025-12-14T20:34:48+01:00",
     "input_file": "100536001.knit.md",
     "preview_width": 1248,
     "preview_height": 768
diff --git a/sitemap.xml b/sitemap.xml
index 67e9496b..b7d76da9 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -22,7 +22,7 @@
   </url>
   <url>
     <loc>https://csslab.uc3m.es/dataviz/projects/2025/100536001/</loc>
-    <lastmod>2025-12-14T14:05:04+01:00</lastmod>
+    <lastmod>2025-12-14T20:34:48+01:00</lastmod>
   </url>
   <url>
     <loc>https://csslab.uc3m.es/dataviz/projects/2024/100431024/</loc>