Add a bit more data, update plots.

bin/data-plots.R

@@ -7,9 +7,10 @@ library(ggthemes)
 library(plotly)
 library(htmlwidgets)
 library(lubridate)
+library(ggrepel)
 
-# Read in data from Wayback Machine archive of http://www.arrl.org/fcc-license-counts
-
+#### Total/State/Class ####
+# Read in total/state/class data
 d_raw <- read.csv("data/us ham radio licenses over time.csv")
 
 # What dates do we have?
@@ -34,6 +35,11 @@ d_state_total_long <- d %>% filter(State.Territory != "TOTAL") %>%
                     select(Date, State.Territory, Total, source_name, source_detail) %>% 
                     filter(!is.na(Total))
 
+#### City ####
+city_raw <- read.csv("data/us cities ham radio licenses over time.csv")
+city <- city_raw %>% mutate(Date = as.Date(Date),
+                            city_label = paste0(City, ", ", State))
+                
 #### Plots ####
 
 ##### Total over time, y = 0 #####
@@ -200,3 +206,54 @@ ggplot(data = d_state_total_long,
     theme(legend.position="bottom")
 
 ggsave("plots/states-over-time-freey.png", width = 15, height = 9)
+
+##### By city #####
+a <- city %>% group_by(city_label) %>% 
+                mutate(plot_label = if_else(Date == max(Date), 
+                                            city_label,
+                                            NA_character_))
+ggplot(data = a,
+       aes(x = Date,
+           y = Count,
+           color = city_label)) +
+    geom_line() +
+    geom_point(size = 0.3) +
+    scale_x_date(date_breaks = "1 years",
+                 date_minor_breaks = "1 month",
+                 date_labels = "%Y",
+                 limits = c(NA_Date_, Sys.Date() + years(4))) +
+    scale_y_continuous(labels = scales::comma) +
+    theme_bw() +
+    geom_label_repel(aes(label = plot_label),
+                     nudge_x = 1,
+                     na.rm = TRUE,
+                     segment.colour = NA) +
+    labs(title = "US Amateur Licenses by City",
+         y = "Count",
+         caption = "w1cdn.net") +
+    theme(legend.position="bottom") +
+    guides(color = "none")
+
+ggsave("plots/cities-over-time.png", width = 15, height = 9)
+
+##### By city, free y #####
+ggplot(data = city,
+       aes(x = Date,
+           y = Count,
+           group = city_label)) +
+    geom_line() +
+    geom_point(size = 0.3) +
+    facet_wrap(~city_label,
+               scales = "free_y"
+               ) +
+    scale_x_date(date_breaks = "4 years",
+                 date_minor_breaks = "1 years",
+                 date_labels = "%Y") +
+    scale_y_continuous(labels = scales::comma) +
+    theme_bw() +
+    labs(title = "US Amateur Licenses by City",
+         y = "Count",
+         caption = "w1cdn.net") +
+    theme(legend.position="bottom")
+
+ggsave("plots/cities-over-time-freey.png", width = 15, height = 9)

data/us ham radio licenses over time.csv

@@ -4255,3 +4255,9 @@ Date,State/Territory,Novice,Tech,Tech-Plus,General,Advanced,Extra,Total,Tech_and
 2024-01-20,Wyoming,10,1027,,652,110,478,2277,,,,,,,,ARRL FCC License Counts,https://web.archive.org/web/20240122150020/https://www.arrl.org/fcc-license-counts
 2024-01-20,Other*,1,281,,97,6,195,580,,,,,,,,ARRL FCC License Counts,https://web.archive.org/web/20240122150020/https://www.arrl.org/fcc-license-counts
 2024-01-20,TOTAL,5823,374628,,186774,32189,155170,754584,,,,,,,,ARRL FCC License Counts,https://web.archive.org/web/20240122150020/https://www.arrl.org/fcc-license-counts
+1986-02-28,TOTAL,79028,84478,,117407,98357,38931,418201,,,,,,,,FCC-W5YI,FCC numbers in W5YI Report 1989-04-01 p. 6
+1987-02-28,TOTAL,81445,85913,,11535,97727,41462,422082,,,,,,,,FCC-W5YI,FCC numbers in W5YI Report 1989-04-01 p. 6
+1988-02-28,TOTAL,82390,94361,,113949,98408,44205,433313,,,,,,,,FCC-W5YI,FCC numbers in W5YI Report 1989-04-01 p. 6
+1989-02-28,TOTAL,81092,104113,,114256,99491,47500,446452,,,,,,,,FCC-W5YI,FCC numbers in W5YI Report 1989-04-01 p. 6
+1989-03-31,TOTAL,82259,105002,,114606,99811,47734,449412,,,,,,,,FCC-W5YI,FCC numbers in W5YI Report 1989-05-15 p. 6
+1989-04-30,TOTAL,83371,106341,,114975,100183,48049,452919,,,,,,,,FCC-W5YI,FCC numbers in W5YI Report 1989-06-15 p. 7