Update plots.
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@ -7,7 +7,7 @@ library(ggthemes)
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# Read in data from Wayback Machine archive of http://www.arrl.org/fcc-license-counts
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d_raw <- read.csv("data/arrl us ham radio licenses over time.csv")
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d_raw <- read.csv("data/us ham radio licenses over time.csv")
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# What dates do we have?
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unique(d_raw$Date)
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@ -15,12 +15,15 @@ unique(d_raw$Date)
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# Clean up here if needed
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d <- d_raw %>%
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mutate(Date = as.Date(Date)) %>%
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mutate(across(c(3:9), as.numeric))
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# Drop Tech alone and leave Tech and Tech Plus
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select(-c(Tech, Tech.Plus)) %>%
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mutate(across(c(3:8), as.numeric))
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d_total <- d %>% filter(State.Territory == "TOTAL")
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d_total_long <- d_total %>%
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pivot_longer(cols = 3:9,
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pivot_longer(cols = 3:8,
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names_to = "lclass",
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values_to = "count")
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@ -29,33 +32,37 @@ d_total_long <- d_total %>%
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##### Total over time #####
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ggplot(data = d_total,
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aes(x = Date,
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y = Total)) +
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y = Total,
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color = source_name)) +
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geom_line() +
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geom_point() +
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scale_x_date(date_breaks = "1 year",
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date_minor_breaks = "1 month",
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scale_x_date(date_breaks = "10 years",
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date_minor_breaks = "1 year",
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date_labels = "%Y") +
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scale_y_continuous(labels = scales::comma) +
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theme_bw() +
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labs(title = "US Amateur Licenses",
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subtitle = "http://www.arrl.org/fcc-license-counts, Wayback Machine",
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caption = "w1cdn.net")
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subtitle = "ARRL, AH0A",
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caption = "w1cdn.net",
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color = "Source")
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##### Total over time, y = 0 #####
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ggplot(data = d_total,
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aes(x = Date,
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y = Total)) +
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y = Total,
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color = source_name)) +
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geom_line() +
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geom_point() +
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scale_x_date(date_breaks = "1 year",
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date_minor_breaks = "1 month",
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scale_x_date(date_breaks = "10 years",
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date_minor_breaks = "1 year",
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date_labels = "%Y") +
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scale_y_continuous(labels = scales::comma,
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limits = c(0, NA)) +
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theme_bw() +
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labs(title = "US Amateur Licenses",
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subtitle = "http://www.arrl.org/fcc-license-counts, Wayback Machine",
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caption = "w1cdn.net")
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subtitle = "ARRL, AH0A",
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caption = "w1cdn.net",
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color = "Source")
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##### By license class #####
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ggplot(data = d_total_long %>% filter(lclass != "Total"),
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@ -64,14 +71,14 @@ ggplot(data = d_total_long %>% filter(lclass != "Total"),
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color = fct_reorder2(lclass, Date, count))) +
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geom_line() +
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geom_point() +
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scale_x_date(date_breaks = "1 year",
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date_minor_breaks = "1 month",
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scale_x_date(date_breaks = "10 years",
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date_minor_breaks = "1 year",
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date_labels = "%Y") +
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scale_y_continuous(labels = scales::comma) +
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scale_color_colorblind() +
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theme_bw() +
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labs(title = "US Amateur Licenses by Class",
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subtitle = "http://www.arrl.org/fcc-license-counts, Wayback Machine",
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subtitle = "ARRL, AH0A",
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y = "Count",
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color = "Class",
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caption = "w1cdn.net")
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@ -83,13 +90,13 @@ ggplot(data = d_total_long %>% filter(lclass != "Total"),
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fill = fct_reorder2(lclass, Date, count))) +
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geom_area() +
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scale_fill_colorblind() +
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scale_x_date(date_breaks = "1 year",
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date_minor_breaks = "1 month",
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scale_x_date(date_breaks = "10 years",
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date_minor_breaks = "1 year",
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date_labels = "%Y") +
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scale_y_continuous(labels = scales::comma) +
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theme_bw() +
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labs(title = "US Amateur Licenses by Class",
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subtitle = "http://www.arrl.org/fcc-license-counts, Wayback Machine",
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subtitle = "ARRL, AH0A",
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fill = "Class",
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caption = "w1cdn.net")
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