Update data and plots.

Merge branch 'main' of https://amiok.net/gitea/W1CDN/ham-radio-licenses

# Conflicts:
#	plots/states-over-time-freey.png

README.md

@@ -8,16 +8,27 @@ This is a work in progress. It is not intended to be immediately useful for
 detailed analysis, but to act as a guide for further investigation. As we figure out
 how to slice up and caveat data, it will get more organized.
 
+There may be errors! If something looks amiss, question it!
+
 # Resources (not all integrated yet)
 - Various items in the [issue queue](https://amiok.net/gitea/W1CDN/ham-radio-licenses/issues)
-- Post from KE9V that started this: https://mastodon.sdf.org/@jdavis/111720350879036543
-    - Blog post: https://ke9v.net/2024/01/08/fading-away.html
-- ARRL stats on the Internet Wayback Machine: https://web.archive.org/web/20150905095114/http://www.arrl.org/fcc-license-counts
+- ARRL FCC counts: https://web.archive.org/web/20150905095114/
+    - Added to Internet Wayback Machine daily: https://web.archive.org/web/20150905095114/http://www.arrl.org/fcc-license-counts
+    - Scraped daily, periodically added to dataset
+- W5YI Report FCC counts: https://archive.org/details/w5yi_report?sort=date
+    - Screenshots to [issue queue](https://amiok.net/gitea/W1CDN/ham-radio-licenses/issues), then entered manually
+- HamCall.net counts: https://hamcall.net/hamcallcounts.html
+    - Added to Internet Wayback Machine daily: https://web.archive.org/web/20240000000000*/%20https://hamcall.net/hamcallcounts.html
+    - Scraped daily, periodically added to dataset
+- AE7Q counts: https://www.ae7q.com/query/stat/LicenseUSA.php
+    - Added to Internet Wayback Machine daily: https://web.archive.org/web/20240000000000*/https://www.ae7q.com/query/stat/LicenseUSA.php
 - AH0A data from FCC
-    - Total stats: http://ah0a.org/FCC/Licenses.html
-    - Main page: http://ah0a.org/FCC/index.html
+    - Total stats: http://ah0a.org/FCC/Licenses.html ([Wayback Machine](https://web.archive.org/web/20240000000000*/https://ah0a.org/FCC/Licenses.html))
+    - Main page: http://ah0a.org/FCC/index.html ([Wayback Machine](https://web.archive.org/web/20240000000000*/https://ah0a.org/FCC/index.html))
 - FCC numbers as images of tables: https://sites.google.com/site/amateurradiodata/home
 - K8VSY's per capita estimates: https://k8vsy.radio/2021/09/ham-radio-licenses-us-states-per-capita.html
+- Post from KE9V that started this: https://mastodon.sdf.org/@jdavis/111720350879036543
+    - Blog post: https://ke9v.net/2024/01/08/fading-away.html
 
 # Contributing
 I am trying to stage new data in the [issues](https://amiok.net/gitea/W1CDN/ham-radio-licenses/issues) list,
@@ -31,6 +42,8 @@ If you want to help, here are some ways:
 - choose your own way to contribute!
 
 # Rough Plots
+These are geneeral plots that aren't perfected every time the dataset is updated.
+All the data in these plots is in https://amiok.net/gitea/W1CDN/ham-radio-licenses/src/branch/main/data.
 ![Alt text](plots/total-over-time-y.png)
 ![Alt text](plots/total-over-time-2000.png)
 ![Alt text](plots/total-over-time-2-years.png)
@@ -41,3 +54,6 @@ If you want to help, here are some ways:
 ![Alt text](plots/states-over-time-freey.png)
 ![Alt text](plots/cities-over-time.png)
 ![Alt text](plots/cities-over-time-freey.png)
+![Alt text](plots/actions-over-time.png)
+![Alt text](plots/actions-over-time-2-years.png)
+

bin/data-plots.R

@@ -8,6 +8,7 @@ library(plotly)
 library(htmlwidgets)
 library(lubridate)
 library(ggrepel)
+library(zoo)
 
 #### Total/State/Class ####
 # Read in total/state/class data
@@ -39,7 +40,19 @@ d_state_total_long <- d %>% filter(State.Territory != "TOTAL") %>%
 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))
-                
+
+#### License Actions ####
+ae7q_actions <- read.csv("data/ae7q-actions-scraped.csv") %>% 
+                mutate(date = as.Date(date)) %>% 
+                filter(!is.na(action)) %>% 
+                arrange(date) %>% 
+                group_by(action) %>% 
+                mutate(mean_30 = rollmean(count, k=30, fill=NA, align='right'))
+
+# Make sure all the dates are there
+#date_vec <- seq(min(ae7q_actions$date), max(ae7q_actions$date), by="days")
+#all(date_vec == unique(ae7q_actions$date))
+
 #### Plots ####
 
 ##### Total over time, y = 0 #####
@@ -63,8 +76,8 @@ ggplotly()
 
 ggsave("plots/total-over-time-y.png", width = 6, height = 4)
 
-p <- ggplotly()
-htmlwidgets::saveWidget(as_widget(p), selfcontained = TRUE, file = "plots/total-over-time-y.html")
+#p <- ggplotly()
+#htmlwidgets::saveWidget(as_widget(p), selfcontained = TRUE, file = "plots/total-over-time-y.html")
 
 ##### Total over time, since 2000 #####
 ggplot(data = d_total %>% filter(Date >= as.Date("2000-01-01")),
@@ -213,7 +226,8 @@ ggsave("plots/class-over-time-facet.png", width = 15, height = 9)
 ##### By state #####
 ggplot(data = d_state_total_long,
        aes(x = Date,
-           y = Total)) +
+           y = Total,
+           color = source_name)) +
     geom_line() +
     geom_point(size = 0.3) +
     facet_wrap(~State.Territory,
@@ -234,7 +248,8 @@ ggsave("plots/states-over-time-freey.png", width = 15, height = 9)
 a <- city %>% group_by(city_label) %>% 
                 mutate(plot_label = if_else(Date == max(Date), 
                                             city_label,
-                                            NA_character_))
+                                            NA_character_)) %>% 
+                distinct()
 ggplot(data = a,
        aes(x = Date,
            y = Count,
@@ -263,7 +278,8 @@ ggsave("plots/cities-over-time.png", width = 15, height = 9)
 ggplot(data = city,
        aes(x = Date,
            y = Count,
-           group = city_label)) +
+           group = city_label,
+           color = source_name)) +
     geom_line() +
     geom_point(size = 0.3) +
     facet_wrap(~city_label,
@@ -280,3 +296,55 @@ ggplot(data = city,
     theme(legend.position="bottom")
 
 ggsave("plots/cities-over-time-freey.png", width = 15, height = 9)
+
+##### Actions Over Time #####
+ggplot(data = ae7q_actions,
+       aes(x = date,
+           y = count,
+           color = action)) +
+    geom_line() +
+    geom_line(data = ae7q_actions,
+              aes(x = date,
+                  y = mean_30),
+              color = "black") +
+    scale_x_date(date_breaks = "5 years",
+                 date_minor_breaks = "1 year",
+                 date_labels = "%Y") +
+    facet_wrap(~action,
+              scales = "free_y") +
+    theme_bw() +
+    labs(title = "US Amateur License Actions",
+         subtitle = "with 30-day rolling mean",
+         y = "Count",
+         x = "Date",
+         caption = "w1cdn.net; source: ae7q.com",
+         color = "Action") +
+    guides(color = "none")
+
+ggsave("plots/actions-over-time.png", width = 6, height = 4)
+
+##### Actions Over Time, last two years #####
+ggplot(data = ae7q_actions %>% filter(date >= Sys.Date() - years(2)),
+       aes(x = date,
+           y = count,
+           color = action)) +
+    geom_line() +
+    geom_line(data = ae7q_actions %>% filter(date >= Sys.Date() - years(2)),
+              aes(x = date,
+                  y = mean_30),
+              color = "black") +
+    scale_x_date(date_breaks = "6 months",
+                 date_minor_breaks = "1 months",
+                 date_labels = "%Y-%m") +
+    facet_wrap(~action,
+               scales = "free_y") +
+    theme_bw() +
+    labs(title = paste0("US Amateur License Actions since ", Sys.Date() - years(2)),
+         subtitle = "with 30-day rolling mean",
+         y = "Count",
+         x = "Date",
+         caption = "w1cdn.net; source: ae7q.com",
+         color = "Action") +
+    guides(color = "none")
+
+ggsave("plots/actions-over-time-2-years.png", width = 9, height = 6)

bin/scrape-ae7q-mass.R

@@ -0,0 +1,70 @@
+
+# Counts of license actions by date
+# Use this file to scrape a series of dates from AE7Q
+
+# Set start and end date
+date_vec <- seq(as.Date("2024-09-22"), as.Date("2024-11-26"), by="days")
+# Randomize dates we are querying
+date_vec <- sample(date_vec)
+
+dvbackup <- date_vec
+#date_vec <- date_vec[1687:7176]
+
+ae7q_list <- list()
+for(i in 1:length(date_vec)){
+    ae7q_new_url <- paste0("https://www.ae7q.com/query/list/ProcessDate.php?DATE=", date_vec[i])
+    print(ae7q_new_url)
+    
+    # Read the page
+    ae7q_new_raw <- read_html(ae7q_new_url)
+    
+    # Make sure the new license table exists first
+    if(!grepl("No license grants found issued on",  ae7q_new_raw %>% html_text())){
+        # Get tables and clean up
+        ae7q_new_tables <- ae7q_new_raw %>% 
+            html_elements(xpath = "//table") %>% 
+            html_table()
+        
+        # Find the right table by the column names
+        right_table_id <- grep(paste(c("Callsign",
+                                       "Region/ State",
+                                       "Entity Name",
+                                       "Applicant Type",
+                                       "Licensee Class",
+                                       "License Status",
+                                       "Action Type"), collapse = " "),
+                               lapply(ae7q_new_tables, function(x) paste(names(x), collapse = " ")))
+        
+        ae7q_table_new <- ae7q_new_tables[[right_table_id]]
+        
+        ae7q_list[[i]] <- ae7q_table_new %>% 
+            #mutate(across(everything(), ~na_if(., "\""))) %>% 
+            mutate(across(everything(), 
+                          ~replace(., . == "\"", NA))) %>% 
+            fill(everything()) %>% 
+            group_by(`Action Type`) %>% 
+            summarize(count = n(), .groups = "keep") %>% 
+            
+            mutate(date = date_vec[i],
+                   source = "AE7Q", source_detail = ae7q_new_url) %>% 
+            relocate(date)
+    } else {
+        ae7q_list[[i]]<- data.frame("date" = date_vec[i],
+                                    "Action Type" = NA,
+                                    "count" = NA,
+                                    "source" = "AE7Q",
+                                    "source_detail" = ae7q_new_url)
+    }
+    # Wait for random time up to 10 seconds
+    Sys.sleep(sample(1:5, 1))
+}
+
+# Combine all the data and sort by date
+a <- bind_rows(ae7q_list) %>% 
+    arrange(date) %>% 
+    filter(!is.na(date))
+
+write.csv(a, "out/ae7q-actions-scraped03.csv", row.names = F)
+
+
+

bin/scrape-arrl-fcc.R

@@ -1,50 +0,0 @@
-
-library(rvest)
-library(dplyr)
-library(tidyr)
-
-# sudo crontab -e
-# 5 9 * * * su matt -c "cd /home/matt/ham-radio-licenses/; Rscript /home/matt/ham-radio-licenses/scrape-arrl-fcc.R">/dev/null 2>&1
-
-arrl_url <- "https://www.arrl.org/fcc-license-counts"
-
-# Read the page
-d_raw <- read_html(arrl_url)
-
-# Get date
-date_raw <- d_raw %>% 
-            html_nodes(xpath = "/html/body/div[1]/div/div[2]/div/div[2]/div[1]/p[2]/em") %>% 
-            # Get date
-            html_text() %>% 
-            gsub(".*, ","",.) %>% 
-            as.Date(format = "%d-%b-%Y")
-
-# Get table and clean up
-tab <- d_raw %>%
-    html_nodes(xpath="/html/body/div[1]/div/div[2]/div/div[2]/div[1]/table") %>%
-    html_table() %>% 
-    .[[1]] %>% 
-    # Add date col
-    bind_cols(Date = date_raw, .) %>% 
-    # Insert Tech Plus for compatibility
-    mutate("Tech-Plus" = NA,
-           .before = General) %>% 
-    mutate(a=NA, b=NA, c=NA, d=NA, e=NA, f=NA, g=NA,
-           source_name = "ARRL FCC License Counts",
-           source_detail = "http://www.arrl.org/fcc-license-counts")
-
-# Append table
-write.table(tab, file = "out/arrl-fcc-licenses-scraped.csv", sep = ",", 
-            append = TRUE, quote = FALSE, 
-            col.names = TRUE, row.names = FALSE,
-            na = "") 
-
-# Clean up table to remove any duplicates (sometimes the page isn't updated regularly)
-# db <- read.csv("out/arrl-fcc-licenses-scraped.csv")
-# db2 <- db %>% distinct(.keep_all = TRUE) %>% 
-#         filter(Date != "Date")
-# write.csv(db2, "out/arrl-fcc-licenses-scraped.csv",
-#           quote = F,
-#           row.names = F,
-#           na = "")
-

bin/scrape-license-counts.R

@@ -0,0 +1,237 @@
+
+library(rvest)
+library(dplyr)
+library(tidyr)
+
+# sudo crontab -e
+# 5 9 * * * su matt -c "cd /home/matt/ham-radio-licenses/; Rscript /home/matt/ham-radio-licenses/scrape-license-counts.R">/dev/null 2>&1
+
+###### ARRL ###### 
+arrl_url <- "https://www.arrl.org/fcc-license-counts"
+
+# Read the page
+d_raw <- read_html(arrl_url)
+
+# Get date
+date_raw <- d_raw %>% 
+            html_nodes(xpath = "/html/body/div[1]/div/div[2]/div/div[2]/div[1]/p[2]/em") %>% 
+            # Get date
+            html_text() %>% 
+            gsub(".*, ","",.) %>% 
+            as.Date(format = "%d-%b-%Y")
+
+# Get table and clean up
+tab <- d_raw %>%
+    html_nodes(xpath="/html/body/div[1]/div/div[2]/div/div[2]/div[1]/table") %>%
+    html_table() %>% 
+    .[[1]] %>% 
+    # Add date col
+    bind_cols(Date = date_raw, .) %>% 
+    # Insert Tech Plus for compatibility
+    mutate("Tech-Plus" = NA,
+           .before = General) %>% 
+    mutate(a=NA, b=NA, c=NA, d=NA, e=NA, f=NA, g=NA,
+           source_name = "ARRL FCC License Counts",
+           source_detail = "http://www.arrl.org/fcc-license-counts")
+
+# Append table
+write.table(tab, file = "out/arrl-fcc-licenses-scraped.csv", sep = ",", 
+            append = TRUE, quote = FALSE, 
+            col.names = F, row.names = FALSE,
+            na = "") 
+
+# Clean up table to remove any duplicates (sometimes the page isn't updated regularly)
+# db <- read.csv("out/arrl-fcc-licenses-scraped.csv")
+# db2 <- db %>% distinct(.keep_all = TRUE) %>% 
+#         filter(Date != "Date")
+# write.csv(db2, "out/arrl-fcc-licenses-scraped.csv",
+#           quote = F,
+#           row.names = F,
+#           na = "")
+
+###### HamCall ###### 
+hamcall_url <- "https://hamcall.net/hamcallcounts.html"
+
+# Read the page
+hamcall_raw <- read_html(hamcall_url)
+
+# Get date (weird for HamCall because no xpath)
+hamcall_date <- hamcall_raw %>% 
+                    html_text() %>% 
+                    as.character() %>% 
+                    gsub(".*All counts current as of ", "", .) %>% 
+                    gsub("\n\r\n\r\nAll Current US Hams.*", "", .) %>% 
+                    as.Date()
+
+# Get tables and clean up
+hamcall_tables <- hamcall_raw %>%
+    html_elements(xpath = "//table") %>% 
+    html_table()
+
+hamcall_table_all_hams_raw <- hamcall_tables[[2]]
+hamcall_table_class_raw <- hamcall_tables[[3]]
+hamcall_table_city_raw <- hamcall_tables[[4]]
+hamcall_table_state_raw <- hamcall_tables[[5]]
+
+# Total licenses and class counts
+hamcall_table_class_pivot <- hamcall_table_class_raw %>% 
+                            pivot_wider(names_from = "Class",
+                                        values_from = "Count") %>% 
+                            # Grab total and date
+                            mutate(date = hamcall_date,
+                                   state = "TOTAL",
+                                   techplus = NA,
+                                   total = hamcall_table_all_hams_raw[1,2] %>% pull()) %>% 
+                            # Arrange columns
+                            relocate(date, state, N, T, techplus, G, A, E, total) %>% 
+                            select(1:9) %>% 
+                            mutate(a = NA, b = NA,
+                                   club = hamcall_table_all_hams_raw[2,2] %>% pull(),
+                                   military = hamcall_table_all_hams_raw[3,2] %>% pull(),
+                                   c = NA, d = NA, e = NA,
+                                   source_name = "HamCall",
+                                   source_detail = hamcall_url)
+
+# City counts
+hamcall_table_city <- hamcall_table_city_raw %>% 
+                      mutate(date = hamcall_date,
+                             source_name = "HamCall",
+                             source_detail = hamcall_url) %>% 
+                      relocate(date)
+
+# State counts
+hamcall_table_state <- hamcall_table_state_raw %>% 
+                        mutate(date = hamcall_date,
+                               source_name = "HamCall",
+                               source_detail = hamcall_url) %>% 
+                        relocate(date, State, Count, source_name, source_detail)
+
+# https://stackoverflow.com/questions/5411979/state-name-to-abbreviation
+state_codes <- tibble(state = state.name) %>%
+    bind_cols(tibble(code = state.abb)) %>% 
+    bind_rows(tibble(state = "District of Columbia", code = "DC")) %>% 
+    bind_rows(tibble(state = "Armed Forces America", code = "AA")) %>% 
+    bind_rows(tibble(state = "American Samoa", code = "AS")) %>% 
+    bind_rows(tibble(state = "Armed Forces Pacific", code = "AP")) %>% 
+    bind_rows(tibble(state = "Armed Forces Europe", code = "AE")) %>% 
+    bind_rows(tibble(state = "Virgin Islands", code = "VI")) %>% 
+    bind_rows(tibble(state = "Guam", code = "GU")) %>% 
+    bind_rows(tibble(state = "Northern Mariana Islands", code = "MP")) %>% 
+    bind_rows(tibble(state = "Puerto Rico", code = "PR"))
+
+hamcall_table_state <- left_join(hamcall_table_state, state_codes, by = join_by(State == code), keep = F) %>% 
+    mutate(a=NA, b=NA, c=NA, d=NA, e=NA, f=NA,
+           g=NA, h=NA, i=NA, j=NA, k=NA, l=NA, m=NA) %>% 
+    select(-State) %>% 
+    relocate(state, .after = date) %>% 
+    relocate(Count, .after = f) %>% 
+    relocate(source_name:source_detail, .after = m)
+
+
+###### AE7Q States ###### 
+ae7q_url <- "https://www.ae7q.com/query/stat/LicenseUSA.php"
+
+# Read the page
+ae7q_raw <- read_html(ae7q_url)
+
+# Get tables and clean up
+ae7q_tables <- ae7q_raw %>% 
+                    html_elements(xpath = "//table") %>% 
+                    html_table()
+ae7q_table_state_raw <- ae7q_tables[[20]]
+# Fix names
+names(ae7q_table_state_raw) <- ae7q_table_state_raw[1,]
+ae7q_table_state_raw <- ae7q_table_state_raw[-1,]
+
+ae7q_table_state <- ae7q_table_state_raw %>% 
+        pivot_longer(cols = -"State or Territory") %>% 
+        # remove percentages
+        mutate(value = gsub("\\s*\\([^\\)]+\\)", "", value)) %>% 
+        pivot_wider(id_cols = "State or Territory") %>% 
+        # Split states
+        separate(`State or Territory`,
+                 into = c("state_code", "state_name"),
+                 sep = " - ",
+                 fill = "right") %>% 
+        mutate(state_name = case_when(state_code == "-" ~ "Other*",
+                                      state_code == "Totals" ~ "TOTAL",
+                                      TRUE ~ state_name)) %>%
+        # Organize
+        select(c(-GeoRegion, -state_code)) %>% 
+        mutate(date = Sys.Date(),
+               ttp=NA, conditional=NA, military=NA, multiple=NA, repeater=NA,
+               gmrs=NA, source="AE7Q", source_detail=ae7q_url) %>% 
+        relocate(date, state_name, Novice, Technician, TechnicianPlus,
+                 General, Advanced, AmateurExtra, Total, ttp, conditional,
+                 Club)
+
+###### AE7Q License Actions ###### 
+ae7q_new_url <- paste0("https://www.ae7q.com/query/list/ProcessDate.php?DATE=", Sys.Date()-1)
+#ae7q_new_url <- paste0("https://www.ae7q.com/query/list/ProcessDate.php?DATE=2024-11-01")
+
+    # Read the page
+    ae7q_new_raw <- read_html(ae7q_new_url)
+    
+    # Make sure the new license table exists first
+    if(!grepl("No license grants found issued on",  ae7q_new_raw %>% html_text())){
+        # Get tables and clean up
+        ae7q_new_tables <- ae7q_new_raw %>% 
+            html_elements(xpath = "//table") %>% 
+            html_table()
+        
+        # Find the right table by the column names
+        right_table_id <- grep(paste(c("Callsign",
+                                       "Region/ State",
+                                       "Entity Name",
+                                       "Applicant Type",
+                                       "Licensee Class",
+                                       "License Status",
+                                       "Action Type"), collapse = " "),
+                               lapply(ae7q_new_tables, function(x) paste(names(x), collapse = " ")))
+        
+        ae7q_table_new <- ae7q_new_tables[[right_table_id]]
+        
+        ae7q_sum01 <- ae7q_table_new %>% 
+            #mutate(across(everything(), ~na_if(., "\""))) %>% 
+            mutate(across(everything(), 
+                          ~replace(., . == "\"", NA))) %>% 
+            fill(everything()) %>% 
+            group_by(`Action Type`) %>% 
+            summarize(count = n(), .groups = "keep") %>% 
+            mutate(date = Sys.Date()-1,
+                   source = "AE7Q", source_detail = ae7q_new_url) %>% 
+            relocate(date)
+    } else {
+        ae7q_sum01<- data.frame("date" = Sys.Date(),
+                                    "Action Type" = NA,
+                                    "count" = NA,
+                                    "source" = "AE7Q",
+                                    "source_detail" = ae7q_new_url)
+    }
+
+
+##### Append tables #####
+write.table(hamcall_table_class_pivot, file = "out/hamcall-licenses-scraped.csv", sep = ",", 
+            append = TRUE, quote = FALSE, 
+            col.names = F, row.names = FALSE,
+            na = "") 
+
+write.table(hamcall_table_city, file = "out/hamcall-cities-scraped.csv", sep = ",", 
+            append = TRUE, quote = FALSE, 
+            col.names = F, row.names = FALSE,
+            na = "") 
+
+write.table(hamcall_table_state, file = "out/hamcall-states-scraped.csv", sep = ",", 
+            append = TRUE, quote = FALSE, 
+            col.names = F, row.names = FALSE,
+            na = "") 
+
+write.table(ae7q_table_state, file = "out/ae7q-states-scraped.csv", sep = ",", 
+            append = TRUE, quote = FALSE, 
+            col.names = F, row.names = FALSE,
+            na = "") 
+
+write.table(ae7q_sum01, file = "out/ae7q-actions-scraped.csv", sep = ",", 
+            append = TRUE, quote = FALSE, 
+            col.names = F, row.names = FALSE,
+            na = "") 

data/arrl membership over time.csv

@@ -20,3 +20,4 @@ Date,Members,source_name,source_detail
 2005-12-31,148887,ARRL Annual Report,2006 https://www.arrl.org/files/file/Annual_Report_2006_web.pdf
 2004-12-31,151727,ARRL Annual Report,2004 https://www.arrl.org/files/file/About%20ARRL/Annual-Reportm%202004.pdf
 2003-12-31,154545,ARRL Annual Report,2003 https://www.arrl.org/files/file/About%20ARRL/Annual%20Reports/2003%20Annual%20Report.pdf
+1993-12-31,170000,W5YI Report,FCC numbers in W5YI Report 1994-04-01 p. 4

out/arrl-fcc-licenses-scraped.csv

@@ -55,3 +55,117 @@ Date,State.Territory,Novice,Tech,Tech.Plus,General,Advanced,Extra,Total,a,b,c,d,
 2024-04-06,Wyoming,9,1023,,659,107,487,2285,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
 2024-04-06,Other*,1,282,,98,6,194,581,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
 2024-04-06,TOTAL,5703,373205,,186231,31407,155380,751926,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+Date,State/Territory,Novice,Tech,Tech-Plus,General,Advanced,Extra,Total,a,b,c,d,e,f,g,source_name,source_detail
+2024-04-20,Alabama,64,5446,,3164,505,2891,12070,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Alaska,17,1536,,876,134,671,3234,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Arizona,109,10994,,5100,946,4574,21723,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Arkansas,37,4132,,1978,296,1627,8070,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,California,633,57519,,19214,3265,15428,96059,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Colorado,85,10595,,4533,677,3805,19695,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Connecticut,118,3063,,1865,373,1681,7100,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Delaware,19,762,,503,82,419,1785,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,District of Columbia,4,263,,115,19,121,522,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Florida,410,18163,,11752,2432,9974,42731,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Georgia,104,8773,,4947,797,4135,18756,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Guam,1,96,,46,8,101,252,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Hawaii,26,1991,,756,141,679,3593,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Idaho,27,6412,,2548,244,1649,10880,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Illinois,248,8463,,5260,959,4374,19304,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Indiana,158,7162,,4144,677,3184,15325,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Iowa,50,2982,,1671,383,1492,6578,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Kansas,66,3359,,1933,281,1521,7160,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Kentucky,70,4549,,2570,376,2026,9591,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Louisiana,59,2605,,1692,316,1352,6024,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Maine,38,1827,,1261,202,1098,4426,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Maryland,100,4738,,2778,526,2670,10812,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Massachusetts,144,5766,,3450,636,3274,13270,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Michigan,167,9725,,5335,938,4675,20840,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Minnesota,103,5200,,2959,569,2509,11340,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Mississippi,20,2127,,1346,213,1256,4962,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Missouri,93,7456,,3853,598,3097,15097,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Montana,27,2251,,1180,165,834,4457,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Nebraska,25,1701,,1028,214,759,3727,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Nevada,38,4433,,1872,309,1540,8192,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,New Hampshire,51,2412,,1501,252,1506,5722,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,New Jersey,189,5874,,3170,680,3063,12976,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,New Mexico,27,3160,,1451,258,1331,6227,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,New York,382,11613,,6694,1305,5936,25930,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,North Carolina,141,10344,,5891,967,5160,22503,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,North Dakota,9,727,,417,61,303,1517,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Ohio,308,12182,,7357,1237,6114,27198,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Oklahoma,44,4979,,2527,354,1975,9879,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Oregon,93,11148,,4919,670,3597,20427,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Pennsylvania,262,10514,,6271,1249,5607,23903,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Puerto Rico,99,2976,,1202,165,725,5167,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Rhode Island,20,832,,482,87,459,1880,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,South Carolina,54,4673,,2735,441,2386,10289,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,South Dakota,16,905,,588,114,499,2122,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Tennessee,110,9356,,5223,780,4421,19890,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Texas,278,26569,,13326,2167,11235,53575,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Utah,35,12609,,3288,294,2161,18387,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Vermont,13,966,,524,100,497,2100,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Virgin Islands,,120,,71,11,52,254,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Virginia,168,9332,,5306,887,4848,20541,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Washington,177,18642,,8059,1087,5729,33694,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,West Virginia,40,3030,,1439,198,1260,5967,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Wisconsin,88,4761,,3194,541,2577,11161,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Wyoming,9,1026,,661,107,490,2293,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Other*,1,280,,97,5,193,576,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,TOTAL,5674,373119,,186122,31298,155540,751753,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+Date,State/Territory,Novice,Tech,Tech-Plus,General,Advanced,Extra,Total,a,b,c,d,e,f,g,source_name,source_detail
+2024-04-20,Alabama,64,5446,,3164,505,2891,12070,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Alaska,17,1536,,876,134,671,3234,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Arizona,109,10994,,5100,946,4574,21723,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Arkansas,37,4132,,1978,296,1627,8070,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,California,633,57519,,19214,3265,15428,96059,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Colorado,85,10595,,4533,677,3805,19695,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Connecticut,118,3063,,1865,373,1681,7100,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Delaware,19,762,,503,82,419,1785,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,District of Columbia,4,263,,115,19,121,522,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Florida,410,18163,,11752,2432,9974,42731,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Georgia,104,8773,,4947,797,4135,18756,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Guam,1,96,,46,8,101,252,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Hawaii,26,1991,,756,141,679,3593,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Idaho,27,6412,,2548,244,1649,10880,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Illinois,248,8463,,5260,959,4374,19304,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Indiana,158,7162,,4144,677,3184,15325,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Iowa,50,2982,,1671,383,1492,6578,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Kansas,66,3359,,1933,281,1521,7160,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Kentucky,70,4549,,2570,376,2026,9591,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Louisiana,59,2605,,1692,316,1352,6024,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Maine,38,1827,,1261,202,1098,4426,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Maryland,100,4738,,2778,526,2670,10812,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Massachusetts,144,5766,,3450,636,3274,13270,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Michigan,167,9725,,5335,938,4675,20840,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Minnesota,103,5200,,2959,569,2509,11340,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Mississippi,20,2127,,1346,213,1256,4962,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Missouri,93,7456,,3853,598,3097,15097,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Montana,27,2251,,1180,165,834,4457,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Nebraska,25,1701,,1028,214,759,3727,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Nevada,38,4433,,1872,309,1540,8192,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,New Hampshire,51,2412,,1501,252,1506,5722,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,New Jersey,189,5874,,3170,680,3063,12976,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,New Mexico,27,3160,,1451,258,1331,6227,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,New York,382,11613,,6694,1305,5936,25930,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,North Carolina,141,10344,,5891,967,5160,22503,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,North Dakota,9,727,,417,61,303,1517,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Ohio,308,12182,,7357,1237,6114,27198,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Oklahoma,44,4979,,2527,354,1975,9879,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Oregon,93,11148,,4919,670,3597,20427,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Pennsylvania,262,10514,,6271,1249,5607,23903,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Puerto Rico,99,2976,,1202,165,725,5167,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Rhode Island,20,832,,482,87,459,1880,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,South Carolina,54,4673,,2735,441,2386,10289,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,South Dakota,16,905,,588,114,499,2122,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Tennessee,110,9356,,5223,780,4421,19890,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Texas,278,26569,,13326,2167,11235,53575,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Utah,35,12609,,3288,294,2161,18387,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Vermont,13,966,,524,100,497,2100,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Virgin Islands,,120,,71,11,52,254,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Virginia,168,9332,,5306,887,4848,20541,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Washington,177,18642,,8059,1087,5729,33694,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,West Virginia,40,3030,,1439,198,1260,5967,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Wisconsin,88,4761,,3194,541,2577,11161,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Wyoming,9,1026,,661,107,490,2293,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,Other*,1,280,,97,5,193,576,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts
+2024-04-20,TOTAL,5674,373119,,186122,31298,155540,751753,,,,,,,,ARRL FCC License Counts,http://www.arrl.org/fcc-license-counts