Tidy Tuesday Exercise

Tidy Tuesday

This week we will be engaging in a TidyTuesday Exercise. The datasets are available on GitHub.

There are two ways you can load the data:

Option 1: tidytuesdayR package

#install.packages("tidytuesdayR")
tuesdata <- tidytuesdayR::tt_load('2024-04-09')

    Downloading file 1 of 4: `eclipse_annular_2023.csv`
    Downloading file 2 of 4: `eclipse_total_2024.csv`
    Downloading file 3 of 4: `eclipse_partial_2023.csv`
    Downloading file 4 of 4: `eclipse_partial_2024.csv`

## OR
#tuesdata <- tidytuesdayR::tt_load(2024, week = 15)

eclipse_annular_2023 <- tuesdata$eclipse_annular_2023
eclipse_total_2024 <- tuesdata$eclipse_total_2024
eclipse_partial_2023 <- tuesdata$eclipse_partial_2023
eclipse_partial_2024 <- tuesdata$eclipse_partial_2024

Option 2: Read directly from GitHub

#eclipse_annular_2023 <- readr::read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2024/2024-04-09/eclipse_annular_2023.csv')
#eclipse_total_2024 <- readr::read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2024/2024-04-09/eclipse_total_2024.csv')
#eclipse_partial_2023 <- readr::read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2024/2024-04-09/eclipse_partial_2023.csv')
#eclipse_partial_2024 <- readr::read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2024/2024-04-09/eclipse_partial_2024.csv')

Cleaning Script

This script comes directly from the GitHub repository. This helps us clean the data and prepare it for analysis.

#install.packages("janitor")
#install.packages("jsonlite")
#install.packages("fs")
install.packages("class")

The following package(s) will be installed:
- class [7.3-22]
These packages will be installed into "~/Documents/GitHub/MADARoth/cassiaroth-MADA-portfolio/renv/library/R-4.3/aarch64-apple-darwin20".

# Installing packages --------------------------------------------------------
- Installing class ...                          OK [linked from cache]
Successfully installed 1 package in 5.8 milliseconds.

library(tidyverse)
library(jsonlite)
library(janitor)
library(here)
library(fs)
library(ggplot2)
library(tidymodels)
library(class)

working_dir <- here::here("tidytuesday-exercise", "data")

eclipse_cities_url_2024 <- "https://svs.gsfc.nasa.gov/vis/a000000/a005000/a005073/cities-eclipse-2024.json"
eclipse_cities_url_2023 <- "https://svs.gsfc.nasa.gov/vis/a000000/a005000/a005073/cities-eclipse-2023.json"

eclipse_cities_2024 <- jsonlite::fromJSON(eclipse_cities_url_2024) |> 
  tibble::as_tibble() |> 
  janitor::clean_names() |> 
  tidyr::unnest_wider(eclipse, names_sep = "_")

eclipse_total_2024 <- eclipse_cities_2024 |> 
  dplyr::filter(!is.na(eclipse_6))

eclipse_partial_2024 <- eclipse_cities_2024 |> 
  dplyr::filter(is.na(eclipse_6)) |> 
  dplyr::select(-eclipse_6)

eclipse_cities_2023 <- jsonlite::fromJSON(eclipse_cities_url_2023) |> 
  tibble::as_tibble() |> 
  janitor::clean_names() |> 
  tidyr::unnest_wider(eclipse, names_sep = "_")

eclipse_annular_2023 <- eclipse_cities_2023 |> 
  dplyr::filter(!is.na(eclipse_6))

eclipse_partial_2023 <- eclipse_cities_2023 |> 
  dplyr::filter(is.na(eclipse_6)) |> 
  dplyr::select(-eclipse_6)

readr::write_csv(
  eclipse_total_2024,
  fs::path(working_dir, "eclipse_total_2024.csv")
)
readr::write_csv(
  eclipse_partial_2024,
  fs::path(working_dir, "eclipse_partial_2024.csv")
)

readr::write_csv(
  eclipse_annular_2023,
  fs::path(working_dir, "eclipse_annular_2023.csv")
)
readr::write_csv(
  eclipse_partial_2023,
  fs::path(working_dir, "eclipse_partial_2023.csv")
)

Exploratory Data Analysis

I am interested in the 2024 eclipse, since that is the one that just occurred. I have decided to run my exploratory data analysis with these two datasets eclipse_total_2024 and eclipse_partial_2024.

First, we will run some simple scatterplot visualizations of the data for the eclipse_total_2024 and eclipse_partial_2024 datasets. There are two observations that are skewing data in the “lon” variable since they are > 0, which means they are not in the Western Hemisphere. There could be parts of Alaska not in the Western Hemisphere, but for ease of visualization, we will drop all “lon” observations that are >0.

# eclipse_total_2024 dataset

# View the data
head(eclipse_total_2024)

# A tibble: 6 × 10
  state name        lat   lon eclipse_1 eclipse_2 eclipse_3 eclipse_4 eclipse_5
  <chr> <chr>     <dbl> <dbl> <chr>     <chr>     <chr>     <chr>     <chr>    
1 AR    Acorn      34.6 -94.2 17:30:40  18:15:50  18:47:35  18:51:37  19:23:40 
2 AR    Adona      35.0 -92.9 17:33:20  18:18:30  18:50:08  18:54:22  19:26:10 
3 AR    Alexander  34.6 -92.5 17:33:20  18:18:30  18:51:09  18:53:38  19:26:20 
4 AR    Alicia     35.9 -91.1 17:37:30  18:22:40  18:54:29  18:58:05  19:29:50 
5 AR    Alix       35.4 -93.7 17:32:50  18:17:50  18:49:54  18:53:00  19:25:20 
6 AR    Alleene    33.8 -94.3 17:29:10  18:14:20  18:46:15  18:50:16  19:22:30 
# ℹ 1 more variable: eclipse_6 <chr>

#Check the variables
str(eclipse_total_2024)

tibble [3,330 × 10] (S3: tbl_df/tbl/data.frame)
 $ state    : chr [1:3330] "AR" "AR" "AR" "AR" ...
 $ name     : chr [1:3330] "Acorn" "Adona" "Alexander" "Alicia" ...
 $ lat      : num [1:3330] 34.6 35 34.6 35.9 35.4 ...
 $ lon      : num [1:3330] -94.2 -92.9 -92.5 -91.1 -93.7 ...
 $ eclipse_1: chr [1:3330] "17:30:40" "17:33:20" "17:33:20" "17:37:30" ...
 $ eclipse_2: chr [1:3330] "18:15:50" "18:18:30" "18:18:30" "18:22:40" ...
 $ eclipse_3: chr [1:3330] "18:47:35" "18:50:08" "18:51:09" "18:54:29" ...
 $ eclipse_4: chr [1:3330] "18:51:37" "18:54:22" "18:53:38" "18:58:05" ...
 $ eclipse_5: chr [1:3330] "19:23:40" "19:26:10" "19:26:20" "19:29:50" ...
 $ eclipse_6: chr [1:3330] "20:08:30" "20:10:50" "20:11:10" "20:14:10" ...

# Drop incorrect observations in lon
eclipse_total_2024 <- subset(eclipse_total_2024, lon <= 0)

# Create scatterplot of Latitude vs. Longitude
plot1 <- ggplot(data = eclipse_total_2024, aes(x = lon, y = lat)) +
  geom_point() +
  labs(x = "Longitude", y = "Latitude", title = "Eclipse Locations - 2024")
plot1

#Saving figure
figure_file <- here("tidytuesday-exercise", "figures", "LatLong_2024_total.png")
ggsave(filename = figure_file, plot=plot1, bg = "white")

# Create scatterplot of Eclipse Time vs. Latitude
plot2 <- ggplot(data = eclipse_total_2024, aes(x = eclipse_1, y = lat)) +
  geom_point() +
  labs(x = "Eclipse Time", y = "Latitude", title = "Eclipse Time vs. Latitude - 2024") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1, size = 4)) # Rotate labels by 45 degrees
plot2

#Saving figure
figure_file <- here("tidytuesday-exercise", "figures", "EclipseLat_2024_total.png")
ggsave(filename = figure_file, plot=plot2, bg = "white")

# Calculate Eclipse Duration
eclipse_total_2024$eclipse_duration <- as.numeric(difftime(strptime(eclipse_total_2024$eclipse_5, "%H:%M:%S"), 
                                                           strptime(eclipse_total_2024$eclipse_1, "%H:%M:%S"), 
                                                           units = "secs"))

# Create scatterplot of Eclipse Duration vs. Latitude
plot3 <- ggplot(data = eclipse_total_2024, aes(x = eclipse_duration, y = lat)) +
  geom_point() +
  labs(x = "Eclipse Duration (seconds)", y = "Latitude", title = "Eclipse Duration vs. Latitude - 2024")
plot3

#Saving figure
figure_file <- here("tidytuesday-exercise", "figures", "LatDuration_2024_total.png")
ggsave(filename = figure_file, plot=plot3, bg = "white")

# Create scatterplot with multiple variables and colors
plot4 <- ggplot(data = eclipse_total_2024, aes(x = lon, y = lat, color = state)) +
  geom_point(size = 1) +
  labs(x = "Longitude", y = "Latitude", color = "State",
       title = "Eclipse Locations - 2024") +
  scale_color_manual(values = rainbow(length(unique(eclipse_total_2024$state)))) +
  scale_shape_manual(values = 1:length(unique(eclipse_total_2024$name))) +
  theme_minimal()
plot4

#Saving figure
figure_file <- here("tidytuesday-exercise", "figures", "LonLatState_2024_total.png")
ggsave(filename = figure_file, plot=plot4, bg = "white")

Now let’s do more or less the same visualizations with the eclipse_partial_2024 dataset.FIX

# eclipse_partial_2024 dataset
# View the data
head(eclipse_partial_2024)

# A tibble: 6 × 9
  state name         lat   lon eclipse_1 eclipse_2 eclipse_3 eclipse_4 eclipse_5
  <chr> <chr>      <dbl> <dbl> <chr>     <chr>     <chr>     <chr>     <chr>    
1 AL    Abanda      33.1 -85.5 17:43:00  18:24:10  19:02:00  19:39:20  20:18:50 
2 AL    Abbeville   31.6 -85.3 17:41:40  18:21:40  19:00:30  19:38:50  20:17:20 
3 AL    Adamsville  33.6 -87.0 17:41:00  18:23:10  19:00:00  19:36:40  20:17:30 
4 AL    Addison     34.2 -87.2 17:41:30  18:24:10  19:00:30  19:36:40  20:18:00 
5 AL    Akron       32.9 -87.7 17:38:40  18:20:40  18:58:00  19:35:00  20:15:50 
6 AL    Alabaster   33.2 -86.8 17:40:40  18:22:40  18:59:50  19:36:50  20:17:20 

#Check the variables
str(eclipse_partial_2024)

tibble [28,844 × 9] (S3: tbl_df/tbl/data.frame)
 $ state    : chr [1:28844] "AL" "AL" "AL" "AL" ...
 $ name     : chr [1:28844] "Abanda" "Abbeville" "Adamsville" "Addison" ...
 $ lat      : num [1:28844] 33.1 31.6 33.6 34.2 32.9 ...
 $ lon      : num [1:28844] -85.5 -85.3 -87 -87.2 -87.7 ...
 $ eclipse_1: chr [1:28844] "17:43:00" "17:41:40" "17:41:00" "17:41:30" ...
 $ eclipse_2: chr [1:28844] "18:24:10" "18:21:40" "18:23:10" "18:24:10" ...
 $ eclipse_3: chr [1:28844] "19:02:00" "19:00:30" "19:00:00" "19:00:30" ...
 $ eclipse_4: chr [1:28844] "19:39:20" "19:38:50" "19:36:40" "19:36:40" ...
 $ eclipse_5: chr [1:28844] "20:18:50" "20:17:20" "20:17:30" "20:18:00" ...

sort(eclipse_partial_2024$lon)

    [1] -176.59807 -174.21345 -171.71483 -170.48332 -170.32282 -169.65994
    [7] -168.92258 -168.71850 -168.06831 -166.76467 -166.68116 -166.52903
   [13] -166.50895 -166.35213 -166.26771 -166.12533 -166.11147 -165.76303
   [19] -165.59413 -165.58328 -165.41529 -165.12727 -165.10620 -164.90055
   [25] -164.83464 -164.64972 -164.64568 -164.53557 -164.50929 -164.49911
   [31] -164.25207 -164.06221 -163.69526 -163.53665 -163.41275 -163.33427
   [37] -163.26813 -163.24426 -163.17732 -163.01043 -162.99894 -162.87265
   [43] -162.86687 -162.84702 -162.83462 -162.77555 -162.76457 -162.66968
   [49] -162.53656 -162.50348 -162.46456 -162.31681 -162.28030 -162.27656
   [55] -162.25998 -162.13449 -162.06087 -162.04200 -161.98557 -161.89724
   [61] -161.79607 -161.78824 -161.75378 -161.74703 -161.63580 -161.57532
   [67] -161.43097 -161.40220 -161.36291 -161.21623 -161.19351 -161.14546
   [73] -161.13944 -161.03467 -160.93806 -160.79677 -160.48434 -160.43436
   [79] -160.39685 -160.35893 -160.34920 -160.28062 -160.21511 -160.11299
   [85] -160.00223 -159.98521 -159.85878 -159.71447 -159.66939 -159.63914
   [91] -159.62727 -159.58816 -159.58277 -159.56109 -159.55137 -159.54743
   [97] -159.54675 -159.51873 -159.50096 -159.49774 -159.49330 -159.48573
  [103] -159.48145 -159.46107 -159.45717 -159.44917 -159.39866 -159.39172
  [109] -159.38140 -159.35581 -159.35195 -159.34711 -159.33721 -159.31459
  [115] -159.24702 -159.15575 -158.90644 -158.79338 -158.77876 -158.66434
  [121] -158.58642 -158.53225 -158.52735 -158.50026 -158.39178 -158.27535
  [127] -158.21639 -158.18428 -158.18204 -158.17483 -158.17176 -158.15497
  [133] -158.12052 -158.11862 -158.09564 -158.08121 -158.08102 -158.06783
  [139] -158.06503 -158.06221 -158.05788 -158.04095 -158.04055 -158.03893
  [145] -158.03517 -158.03181 -158.02913 -158.02716 -158.02621 -158.02453
  [151] -158.01948 -158.01796 -158.01728 -158.01464 -158.01099 -158.00611
  [157] -158.00583 -157.99890 -157.99658 -157.99483 -157.97743 -157.95691
  [163] -157.95436 -157.94316 -157.93340 -157.92475 -157.92285 -157.91849
  [169] -157.91089 -157.88957 -157.88710 -157.86596 -157.85048 -157.84764
  [175] -157.84214 -157.84033 -157.81888 -157.78965 -157.77131 -157.75144
  [181] -157.73580 -157.73024 -157.72281 -157.71790 -157.69397 -157.69353
  [187] -157.66982 -157.52198 -157.48702 -157.35850 -157.32546 -157.30918
  [193] -157.22476 -157.21222 -157.14998 -157.10302 -157.06424 -157.00095
  [199] -156.99493 -156.99413 -156.91470 -156.90407 -156.90117 -156.90102
  [205] -156.88587 -156.87339 -156.83499 -156.79825 -156.68645 -156.66619
  [211] -156.66505 -156.65727 -156.64307 -156.64249 -156.61945 -156.59051
  [217] -156.53060 -156.52854 -156.50756 -156.50363 -156.48866 -156.46562
  [223] -156.43532 -156.43521 -156.42862 -156.36929 -156.36244 -156.34151
  [229] -156.33454 -156.32854 -156.31903 -156.31095 -156.30187 -156.29164
  [235] -156.08383 -156.01426 -156.00109 -155.99775 -155.95728 -155.95374
  [241] -155.91872 -155.91111 -155.89844 -155.89368 -155.87791 -155.86327
  [247] -155.84911 -155.84149 -155.83960 -155.80527 -155.80165 -155.77654
  [253] -155.77496 -155.62549 -155.62541 -155.61444 -155.57513 -155.56842
  [259] -155.56252 -155.50054 -155.47728 -155.46439 -155.37359 -155.27883
  [265] -155.27741 -155.23807 -155.23614 -155.22132 -155.18443 -155.18403
  [271] -155.13238 -155.10993 -155.10564 -155.09981 -155.09578 -155.09224
  [277] -155.09192 -155.08289 -155.07854 -155.07128 -155.04971 -155.04827
  [283] -155.01424 -155.00309 -154.99438 -154.97519 -154.97307 -154.95880
  [289] -154.94535 -154.92893 -154.92145 -154.91885 -154.91574 -154.91040
  [295] -154.90241 -154.88375 -154.86605 -154.74601 -154.44724 -154.37494
  [301] -154.36341 -154.33961 -154.23763 -154.21531 -154.12572 -154.00116
  [307] -153.32967 -152.90902 -152.85625 -152.83850 -152.68466 -152.59591
  [313] -152.58302 -152.46239 -152.46179 -152.41971 -152.36754 -152.27903
  [319] -152.05510 -151.92956 -151.84650 -151.71039 -151.69707 -151.69570
  [325] -151.59638 -151.58875 -151.55462 -151.53799 -151.52887 -151.51309
  [331] -151.43635 -151.40420 -151.40419 -151.37006 -151.33891 -151.31131
  [337] -151.29817 -151.28860 -151.23279 -151.22527 -151.22376 -151.22030
  [343] -151.20806 -151.19999 -151.18424 -151.06901 -151.05210 -151.01238
  [349] -150.98967 -150.88412 -150.80526 -150.78874 -150.68884 -150.64528
  [355] -150.58794 -150.40784 -150.15901 -150.10805 -150.04853 -149.97553
  [361] -149.93617 -149.92393 -149.92102 -149.84394 -149.80061 -149.74854
  [367] -149.63299 -149.62260 -149.62023 -149.60961 -149.59021 -149.49381
  [373] -149.46836 -149.46780 -149.46079 -149.42774 -149.39158 -149.36978
  [379] -149.35298 -149.31554 -149.31072 -149.29645 -149.28433 -149.28364
  [385] -149.22268 -149.16319 -149.15522 -149.12117 -149.11519 -149.11468
  [391] -149.08363 -149.08031 -149.00749 -148.98817 -148.97084 -148.92558
  [397] -148.92060 -148.87418 -148.74962 -148.74937 -148.67371 -148.66371
  [403] -148.42278 -148.29196 -148.04115 -148.03288 -148.02732 -147.99470
  [409] -147.81945 -147.78775 -147.77259 -147.69861 -147.65175 -147.60901
  [415] -147.43506 -147.38513 -147.36265 -147.28776 -147.16663 -147.15510
  [421] -147.08988 -147.05946 -146.89855 -146.88362 -146.82994 -146.75803
  [427] -146.66856 -146.54016 -146.53060 -146.37427 -146.31718 -146.12031
  [433] -145.90641 -145.87658 -145.84075 -145.75762 -145.74087 -145.71488
  [439] -145.70000 -145.64207 -145.44496 -145.44303 -145.40136 -145.36396
  [445] -145.35831 -145.35163 -145.30519 -145.22764 -145.19860 -145.11008
  [451] -144.94105 -144.82131 -144.68157 -144.63919 -144.62051 -144.29236
  [457] -144.17533 -144.17512 -144.01617 -143.78930 -143.62944 -143.56149
  [463] -143.48660 -143.45530 -143.03787 -143.00743 -142.86469 -142.50442
  [469] -142.05055 -141.82828 -141.54126 -141.19783 -141.19358 -141.11383
  [475] -139.60619 -136.28831 -136.21507 -136.19911 -136.12300 -135.88260
  [481] -135.72815 -135.58905 -135.51255 -135.47217 -135.43147 -135.40933
  [487] -135.36740 -135.35649 -135.34546 -135.27572 -135.13545 -134.65275
  [493] -134.47836 -134.17845 -133.90366 -133.69225 -133.61679 -133.60642
  [499] -133.30657 -133.19502 -133.11157 -133.08613 -133.06747 -132.97215
  [505] -132.87494 -132.84197 -132.82044 -132.70192 -132.53565 -132.40683
  [511] -132.02679 -131.67455 -131.63998 -131.58915 -131.55573 -130.03817
  [517] -124.61156 -124.49812 -124.45318 -124.42216 -124.42015 -124.41552
  [523] -124.40224 -124.39878 -124.39029 -124.34476 -124.30654 -124.30491
  [529] -124.30347 -124.27293 -124.26125 -124.25778 -124.25204 -124.23448
  [535] -124.23260 -124.23196 -124.22256 -124.21860 -124.21233 -124.21174
  [541] -124.20142 -124.20078 -124.19846 -124.19738 -124.19685 -124.19513
  [547] -124.19017 -124.18922 -124.18694 -124.18416 -124.17862 -124.17193
  [553] -124.17021 -124.16721 -124.16645 -124.16518 -124.16319 -124.16169
  [559] -124.16110 -124.15692 -124.15419 -124.14782 -124.14721 -124.14446
  [565] -124.14325 -124.14216 -124.13308 -124.13066 -124.12975 -124.11985
  [571] -124.11783 -124.11516 -124.11192 -124.10681 -124.10646 -124.10611
  [577] -124.10465 -124.10139 -124.09400 -124.09123 -124.09108 -124.09083
  [583] -124.08225 -124.08101 -124.07845 -124.07736 -124.07625 -124.07497
  [589] -124.07030 -124.06623 -124.06611 -124.05969 -124.05781 -124.05582
  [595] -124.05561 -124.04382 -124.04138 -124.03251 -124.03144 -124.02859
  [601] -124.02673 -124.00605 -123.99491 -123.98787 -123.98339 -123.98054
  [607] -123.97763 -123.97630 -123.97603 -123.96126 -123.96011 -123.95424
  [613] -123.95318 -123.95179 -123.94742 -123.94221 -123.93980 -123.93888
  [619] -123.93507 -123.93439 -123.93370 -123.92971 -123.92515 -123.92096
  [625] -123.92062 -123.91870 -123.91848 -123.91647 -123.91135 -123.90972
  [631] -123.89402 -123.88822 -123.88707 -123.88613 -123.88416 -123.87820
  [637] -123.87555 -123.86483 -123.86328 -123.86229 -123.85863 -123.85432
  [643] -123.85208 -123.83315 -123.82462 -123.82178 -123.81901 -123.81758
  [649] -123.81507 -123.81137 -123.80488 -123.80419 -123.80185 -123.80176
  [655] -123.79517 -123.79431 -123.79259 -123.79240 -123.78175 -123.78157
  [661] -123.78121 -123.77792 -123.77569 -123.77290 -123.76538 -123.75759
  [667] -123.73951 -123.72518 -123.70495 -123.70457 -123.70230 -123.69766
  [673] -123.69561 -123.69096 -123.68885 -123.66475 -123.65542 -123.64810
  [679] -123.64566 -123.64347 -123.64110 -123.62231 -123.62122 -123.62104
  [685] -123.61573 -123.61506 -123.59583 -123.58971 -123.58571 -123.58131
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[19639]  -83.37575  -83.37373  -83.37232  -83.37131  -83.37009  -83.36889
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[19657]  -83.33904  -83.33399  -83.33359  -83.33347  -83.33223  -83.32828
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[19675]  -83.30645  -83.30414  -83.30328  -83.30303  -83.30109  -83.30003
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[19711]  -83.25950  -83.25638  -83.25346  -83.25262  -83.25221  -83.24981
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[19729]  -83.24034  -83.23586  -83.23520  -83.23514  -83.23252  -83.22753
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[19741]  -83.21848  -83.21843  -83.21658  -83.21615  -83.21571  -83.21310
[19747]  -83.21149  -83.21039  -83.21003  -83.20680  -83.20569  -83.20102
[19753]  -83.20091  -83.20043  -83.19838  -83.19823  -83.19820  -83.19762
[19759]  -83.19758  -83.19745  -83.19677  -83.19542  -83.19430  -83.19291
[19765]  -83.19251  -83.19197  -83.19009  -83.18909  -83.18823  -83.18770
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[19783]  -83.17491  -83.17370  -83.17264  -83.17096  -83.17066  -83.16841
[19789]  -83.16820  -83.16809  -83.16098  -83.15961  -83.15920  -83.15721
[19795]  -83.15568  -83.15539  -83.15434  -83.15389  -83.15382  -83.15315
[19801]  -83.15175  -83.15041  -83.14609  -83.14553  -83.14450  -83.14294
[19807]  -83.14044  -83.13846  -83.13202  -83.13137  -83.12732  -83.12484
[19813]  -83.12416  -83.12399  -83.12263  -83.12052  -83.12037  -83.11972
[19819]  -83.11809  -83.11531  -83.11365  -83.11179  -83.11177  -83.11015
[19825]  -83.10796  -83.10699  -83.10335  -83.10224  -83.10080  -83.09800
[19831]  -83.09769  -83.09765  -83.09696  -83.09304  -83.09155  -83.09066
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[27841]  -72.90705  -72.90531  -72.89774  -72.89687  -72.89361  -72.89185
[27847]  -72.89182  -72.88588  -72.88335  -72.87591  -72.87535  -72.86186
[27853]  -72.86106  -72.85899  -72.85637  -72.84799  -72.84507  -72.84318
[27859]  -72.83672  -72.82977  -72.82699  -72.81833  -72.81610  -72.81556
[27865]  -72.81493  -72.80826  -72.80797  -72.80674  -72.80359  -72.79652
[27871]  -72.79454  -72.79370  -72.79190  -72.78842  -72.78752  -72.78616
[27877]  -72.78318  -72.77842  -72.77457  -72.77337  -72.76872  -72.76818
[27883]  -72.75660  -72.75591  -72.75494  -72.74698  -72.74425  -72.73505
[27889]  -72.73084  -72.70673  -72.70576  -72.69921  -72.69544  -72.68452
[27895]  -72.68408  -72.68158  -72.67622  -72.67606  -72.67463  -72.67172
[27901]  -72.67081  -72.67037  -72.66930  -72.66743  -72.66636  -72.65992
[27907]  -72.65678  -72.65589  -72.65296  -72.65162  -72.64973  -72.64507
[27913]  -72.64245  -72.64147  -72.63925  -72.63447  -72.63025  -72.62815
[27919]  -72.61979  -72.61540  -72.61283  -72.60853  -72.60786  -72.60765
[27925]  -72.60424  -72.60374  -72.60240  -72.60227  -72.60036  -72.59942
[27931]  -72.59890  -72.59706  -72.59652  -72.59629  -72.58979  -72.58317
[27937]  -72.57956  -72.57535  -72.57264  -72.57019  -72.56928  -72.56738
[27943]  -72.55922  -72.55777  -72.55650  -72.55453  -72.55251  -72.55050
[27949]  -72.54352  -72.54113  -72.53998  -72.53379  -72.53204  -72.52900
[27955]  -72.52885  -72.52770  -72.52702  -72.52016  -72.51810  -72.51300
[27961]  -72.51226  -72.51114  -72.50729  -72.50226  -72.50177  -72.49223
[27967]  -72.48789  -72.48696  -72.48494  -72.48187  -72.48140  -72.47764
[27973]  -72.47747  -72.47182  -72.46442  -72.45909  -72.45695  -72.45642
[27979]  -72.45431  -72.45275  -72.45127  -72.45121  -72.44950  -72.44656
[27985]  -72.44512  -72.44235  -72.44049  -72.43815  -72.43555  -72.43554
[27991]  -72.42978  -72.42480  -72.42267  -72.42251  -72.41898  -72.40660
[27997]  -72.40604  -72.40570  -72.40309  -72.40281  -72.40115  -72.39354
[28003]  -72.39066  -72.38470  -72.38458  -72.38129  -72.36676  -72.36038
[28009]  -72.35972  -72.35818  -72.35459  -72.35364  -72.35070  -72.34601
[28015]  -72.34133  -72.33774  -72.33516  -72.33450  -72.33402  -72.33274
[28021]  -72.32917  -72.32241  -72.32042  -72.31400  -72.30688  -72.30648
[28027]  -72.30638  -72.30571  -72.30566  -72.30173  -72.29713  -72.29614
[28033]  -72.29207  -72.28850  -72.27314  -72.26872  -72.25531  -72.25384
[28039]  -72.25162  -72.24938  -72.24765  -72.23123  -72.23023  -72.22039
[28045]  -72.21173  -72.21167  -72.20110  -72.19988  -72.19696  -72.19609
[28051]  -72.18913  -72.18725  -72.18681  -72.18560  -72.18287  -72.18247
[28057]  -72.17663  -72.15966  -72.15914  -72.15281  -72.14687  -72.14686
[28063]  -72.13013  -72.12934  -72.12686  -72.12446  -72.11091  -72.10638
[28069]  -72.10274  -72.09618  -72.08945  -72.08450  -72.08421  -72.08190
[28075]  -72.07882  -72.07423  -72.06903  -72.06798  -72.06686  -72.06422
[28081]  -72.06378  -72.05772  -72.05500  -72.05243  -72.05053  -72.04983
[28087]  -72.04204  -72.03924  -72.03391  -72.02683  -72.02344  -72.02233
[28093]  -72.01596  -72.01227  -72.01015  -71.99756  -71.99313  -71.99280
[28099]  -71.98874  -71.98625  -71.98614  -71.98138  -71.98005  -71.97979
[28105]  -71.97475  -71.96182  -71.96111  -71.95776  -71.95774  -71.95588
[28111]  -71.95565  -71.95477  -71.95103  -71.94637  -71.94343  -71.92607
[28117]  -71.92471  -71.92070  -71.91486  -71.91070  -71.90963  -71.90638
[28123]  -71.90334  -71.89946  -71.89680  -71.88544  -71.88436  -71.88239
[28129]  -71.87522  -71.87452  -71.87009  -71.85642  -71.84681  -71.82707
[28135]  -71.82406  -71.81882  -71.81587  -71.81407  -71.80778  -71.80678
[28141]  -71.80091  -71.78621  -71.78109  -71.77061  -71.76867  -71.76442
[28147]  -71.76192  -71.73598  -71.73417  -71.73159  -71.72807  -71.72697
[28153]  -71.72056  -71.71949  -71.71313  -71.70977  -71.70466  -71.70438
[28159]  -71.70262  -71.69709  -71.69544  -71.69390  -71.69211  -71.68909
[28165]  -71.68902  -71.68620  -71.67871  -71.67712  -71.67250  -71.67105
[28171]  -71.66989  -71.66735  -71.66209  -71.65422  -71.65275  -71.64773
[28177]  -71.63645  -71.63477  -71.62656  -71.62382  -71.61749  -71.61403
[28183]  -71.61085  -71.60995  -71.60913  -71.59822  -71.59264  -71.59209
[28189]  -71.58484  -71.56495  -71.56474  -71.56210  -71.56125  -71.55241
[28195]  -71.54721  -71.54030  -71.52412  -71.52410  -71.52280  -71.51778
[28201]  -71.51348  -71.50032  -71.49995  -71.49650  -71.49054  -71.48505
[28207]  -71.48226  -71.48106  -71.47885  -71.47863  -71.47213  -71.46653
[28213]  -71.46508  -71.46003  -71.45710  -71.45626  -71.45091  -71.44413
[28219]  -71.44144  -71.43620  -71.43201  -71.42684  -71.42031  -71.41878
[28225]  -71.41057  -71.40318  -71.39348  -71.39050  -71.37332  -71.36352
[28231]  -71.36243  -71.35926  -71.35231  -71.34923  -71.33493  -71.33146
[28237]  -71.33036  -71.32102  -71.31963  -71.30786  -71.30193  -71.30041
[28243]  -71.29450  -71.28655  -71.28292  -71.28258  -71.28205  -71.27932
[28249]  -71.27712  -71.26807  -71.24840  -71.24241  -71.24227  -71.24030
[28255]  -71.23349  -71.23001  -71.22234  -71.21784  -71.21163  -71.20919
[28261]  -71.20840  -71.20171  -71.20039  -71.19849  -71.19597  -71.18855
[28267]  -71.18603  -71.18028  -71.17946  -71.17865  -71.17793  -71.17545
[28273]  -71.16505  -71.16452  -71.16391  -71.16136  -71.15438  -71.15081
[28279]  -71.14432  -71.14224  -71.14200  -71.12036  -71.11868  -71.11723
[28285]  -71.11114  -71.10923  -71.10542  -71.10103  -71.09841  -71.09767
[28291]  -71.09499  -71.09416  -71.08744  -71.08244  -71.07238  -71.06406
[28297]  -71.05902  -71.05871  -71.05465  -71.05265  -71.04621  -71.03833
[28303]  -71.03135  -71.02978  -71.02464  -71.02307  -71.01825  -71.01395
[28309]  -71.00899  -71.00232  -70.99837  -70.99786  -70.99237  -70.99036
[28315]  -70.98422  -70.97877  -70.97701  -70.97200  -70.97065  -70.96944
[28321]  -70.96676  -70.96204  -70.95660  -70.95579  -70.95528  -70.95052
[28327]  -70.94546  -70.94369  -70.94237  -70.94071  -70.93927  -70.93904
[28333]  -70.93791  -70.93273  -70.92569  -70.92500  -70.90669  -70.89820
[28339]  -70.89126  -70.88953  -70.88794  -70.88665  -70.88362  -70.88330
[28345]  -70.87530  -70.86692  -70.86243  -70.84977  -70.84711  -70.84496
[28351]  -70.83582  -70.82535  -70.82451  -70.82201  -70.81175  -70.79917
[28357]  -70.79814  -70.79514  -70.79316  -70.78635  -70.78327  -70.78035
[28363]  -70.77116  -70.76629  -70.75787  -70.75786  -70.75550  -70.74200
[28369]  -70.74002  -70.73832  -70.73439  -70.73095  -70.72907  -70.72709
[28375]  -70.72155  -70.72009  -70.71547  -70.69096  -70.68965  -70.68940
[28381]  -70.68587  -70.68064  -70.67924  -70.66826  -70.66648  -70.66380
[28387]  -70.66140  -70.65758  -70.64964  -70.64873  -70.64749  -70.63932
[28393]  -70.63717  -70.63072  -70.62374  -70.62025  -70.61632  -70.61577
[28399]  -70.61386  -70.60885  -70.60746  -70.60228  -70.59999  -70.59485
[28405]  -70.58735  -70.58099  -70.56486  -70.56344  -70.56019  -70.55744
[28411]  -70.55250  -70.54417  -70.53374  -70.53276  -70.53210  -70.52387
[28417]  -70.51967  -70.51302  -70.51222  -70.51079  -70.49921  -70.49802
[28423]  -70.49795  -70.47903  -70.46793  -70.46341  -70.46028  -70.46014
[28429]  -70.44603  -70.43538  -70.43496  -70.43125  -70.43067  -70.42190
[28435]  -70.41957  -70.39405  -70.39294  -70.38620  -70.35695  -70.35685
[28441]  -70.35260  -70.34085  -70.32409  -70.28599  -70.25786  -70.24998
[28447]  -70.24965  -70.24406  -70.23752  -70.23106  -70.22093  -70.21802
[28453]  -70.20079  -70.19739  -70.19260  -70.18858  -70.18530  -70.18331
[28459]  -70.18080  -70.17845  -70.17209  -70.16585  -70.15741  -70.15065
[28465]  -70.14509  -70.14404  -70.14302  -70.13698  -70.12656  -70.10752
[28471]  -70.10529  -70.10378  -70.10259  -70.09588  -70.07037  -70.06632
[28477]  -70.06542  -70.05764  -70.03178  -70.00379  -70.00151  -69.99257
[28483]  -69.97303  -69.96296  -69.95079  -69.94262  -69.93165  -69.90126
[28489]  -69.90024  -69.89898  -69.85037  -69.84719  -69.81804  -69.80957
[28495]  -69.79377  -69.78353  -69.76307  -69.75125  -69.73420  -69.71220
[28501]  -69.70614  -69.67803  -69.66140  -69.62334  -69.60845  -69.60522
[28507]  -69.53326  -69.52023  -69.48866  -69.46917  -69.37843  -69.37273
[28513]  -69.34458  -69.29466  -69.26585  -69.25485  -69.17945  -69.13045
[28519]  -69.06846  -69.02642  -68.91560  -68.86125  -68.83988  -68.80602
[28525]  -68.79864  -68.78877  -68.73969  -68.73456  -68.71419  -68.68814
[28531]  -68.63094  -68.62153  -68.58895  -68.58722  -68.58103  -68.48009
[28537]  -68.33344  -68.32858  -68.29085  -68.21113  -68.15870  -68.09166
[28543]  -67.94888  -67.89490  -67.60759  -67.47861  -67.40974  -67.25163
[28549]  -67.24645  -67.21753  -67.20893  -67.18879  -67.18839  -67.18733
[28555]  -67.18196  -67.17144  -67.15534  -67.15480  -67.14827  -67.14454
[28561]  -67.14178  -67.14012  -67.13627  -67.13355  -67.12058  -67.12005
[28567]  -67.12004  -67.11984  -67.11873  -67.11382  -67.11232  -67.10085
[28573]  -67.08607  -67.08544  -67.08520  -67.07858  -67.07649  -67.06718
[28579]  -67.06691  -67.06162  -67.05713  -67.04600  -67.04592  -67.03360
[28585]  -67.03210  -67.02372  -67.00916  -66.99476  -66.98986  -66.98695
[28591]  -66.97740  -66.96403  -66.95631  -66.94280  -66.93490  -66.93472
[28597]  -66.92917  -66.92183  -66.91711  -66.90376  -66.90215  -66.88985
[28603]  -66.88608  -66.88339  -66.88025  -66.86880  -66.86213  -66.86195
[28609]  -66.85561  -66.84891  -66.84737  -66.83545  -66.82216  -66.81937
[28615]  -66.79199  -66.79105  -66.78791  -66.78436  -66.77776  -66.76644
[28621]  -66.74490  -66.73545  -66.73485  -66.72354  -66.72114  -66.70673
[28627]  -66.70632  -66.70240  -66.68393  -66.67198  -66.65686  -66.65234
[28633]  -66.63644  -66.63327  -66.62368  -66.61996  -66.60839  -66.60773
[28639]  -66.60209  -66.59831  -66.59749  -66.58577  -66.58574  -66.58073
[28645]  -66.57501  -66.56889  -66.56755  -66.56425  -66.56271  -66.56127
[28651]  -66.56025  -66.55650  -66.55598  -66.55170  -66.53808  -66.53564
[28657]  -66.53406  -66.52674  -66.50784  -66.50432  -66.50166  -66.49672
[28663]  -66.49459  -66.48849  -66.48190  -66.48114  -66.47770  -66.47714
[28669]  -66.47190  -66.46824  -66.44428  -66.44083  -66.43899  -66.42764
[28675]  -66.42116  -66.40914  -66.40606  -66.40505  -66.39902  -66.39184
[28681]  -66.39019  -66.37263  -66.36698  -66.36316  -66.35664  -66.35344
[28687]  -66.35167  -66.34427  -66.33563  -66.33461  -66.32663  -66.32116
[28693]  -66.31769  -66.31246  -66.31017  -66.29940  -66.29619  -66.29233
[28699]  -66.28898  -66.27633  -66.27111  -66.26636  -66.26346  -66.26181
[28705]  -66.26070  -66.26009  -66.25485  -66.25344  -66.25125  -66.24964
[28711]  -66.24904  -66.24308  -66.23917  -66.23501  -66.23317  -66.23316
[28717]  -66.23220  -66.23115  -66.22988  -66.22832  -66.22607  -66.22555
[28723]  -66.22505  -66.22389  -66.22053  -66.21841  -66.21802  -66.21773
[28729]  -66.21596  -66.21561  -66.20631  -66.20344  -66.20050  -66.19370
[28735]  -66.19070  -66.19007  -66.18685  -66.18222  -66.18089  -66.17860
[28741]  -66.17024  -66.16558  -66.16552  -66.16325  -66.16288  -66.15849
[28747]  -66.15690  -66.13883  -66.13343  -66.11494  -66.11150  -66.11006
[28753]  -66.10973  -66.10643  -66.10261  -66.08335  -66.07613  -66.07370
[28759]  -66.06432  -66.06375  -66.06214  -66.05990  -66.05603  -66.05155
[28765]  -66.05076  -66.05007  -66.04062  -66.03903  -66.02513  -66.02150
[28771]  -66.01859  -66.01345  -66.01266  -66.00416  -65.99912  -65.98583
[28777]  -65.97981  -65.97864  -65.96735  -65.96254  -65.93699  -65.91758
[28783]  -65.91588  -65.91363  -65.90958  -65.90711  -65.90396  -65.90376
[28789]  -65.90122  -65.90089  -65.89767  -65.89434  -65.89400  -65.89316
[28795]  -65.89084  -65.88669  -65.88433  -65.88298  -65.88296  -65.87883
[28801]  -65.87801  -65.87511  -65.87286  -65.87151  -65.87108  -65.86154
[28807]  -65.85468  -65.85236  -65.85192  -65.84945  -65.84388  -65.84354
[28813]  -65.84137  -65.83889  -65.83424  -65.83229  -65.82220  -65.82060
[28819]  -65.81646  -65.80788  -65.80164  -65.79906  -65.79298  -65.79060
[28825]  -65.78310  -65.77339  -65.75880  -65.74384  -65.74236  -65.73705
[28831]  -65.72092  -65.71110  -65.67977  -65.66620  -65.66168  -65.65763
[28837]  -65.64882  -65.63783  -65.63059  -65.47974  -65.44395  -65.30270
[28843]  173.25608  174.10715

# Drop incorrect observations in lon
eclipse_partial_2024 <- subset(eclipse_partial_2024, lon <= 0)

# Create scatterplot of Latitude vs. Longitude
plot5 <- ggplot(data = eclipse_partial_2024, aes(x = lon, y = lat)) +
  geom_point() +
  labs(x = "Longitude", y = "Latitude", title = "Eclipse Locations - 2024")
plot5

#Saving figure
figure_file <- here("tidytuesday-exercise", "figures", "EclipseLat_2024_partial.png")
ggsave(filename = figure_file, plot=plot5, bg = "white")

# Create scatterplot of Eclipse Time vs. Latitude
plot6 <- ggplot(data = eclipse_partial_2024, aes(x = eclipse_1, y = lat)) +
  geom_point() +
  labs(x = "Eclipse Time", y = "Latitude", title = "Eclipse Time vs. Latitude - 2024") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1, size = 4)) # Rotate labels by 45 degrees
plot6

#Saving figure
figure_file <- here("tidytuesday-exercise", "figures", "TimeLat_2024_partial.png")
ggsave(filename = figure_file, plot=plot6, bg = "white")

# Calculate Eclipse Duration
eclipse_partial_2024$eclipse_duration <- as.numeric(difftime(strptime(eclipse_partial_2024$eclipse_5, "%H:%M:%S"), 
                                                           strptime(eclipse_partial_2024$eclipse_1, "%H:%M:%S"), 
                                                           units = "secs"))

# Create scatterplot with multiple variables and colors
plot7 <- ggplot(data = eclipse_partial_2024, aes(x = lon, y = lat, color = state)) +
  geom_point(size = 1) +
  labs(x = "Longitude", y = "Latitude", color = "State",
       title = "Eclipse Locations - 2024") +
  scale_color_manual(values = rainbow(length(unique(eclipse_partial_2024$state)))) +
  scale_shape_manual(values = 1:length(unique(eclipse_partial_2024$name))) +
  theme_minimal()
plot7

#Saving figure
figure_file <- here("tidytuesday-exercise", "figures", "LonLatState_2024_partial.png")
ggsave(filename = figure_file, plot=plot7, bg = "white")

Since we are supposed to formulate a question or hypothesis with the data, and these data are somewhat difficult to do that with since it is a physical phenomenon that’s deterministic (i.e., we know when and where eclipses will happen), I will create some synthetic data to augment the existing data. This new variable will be our outcome of interest.

I was in New Haven, CT for the 2024 total solar eclipse, where we had 92% to 94% coverage. Before we went outside with our special eclipse glasses, my husband turned on CNN to see their “eclipse coverage,” and they had a reporter in Dallas, where there was totality, claiming that the eclipse had perhaps caused an ostrich to lay an egg. You can see a screenshot here. I thought this was hilarious and decided to make a variable that would be whether or not the eclipse caused ostriches to lay an egg. This categorical outcome (no = 0, yes = 1) will be my outcome of interest. Since we need to work with solar eclipses that have totality (annular), I will use one dataset for this exercise, eclipse_total_2024.

Create Synthetic Data

First, we will create a new variable with synthetic data called OstrichReproduction, which indicates whether or not an ostrich laid an egg during totality, which is also a new variable for the time of total eclipse duration in seconds.

# Generate synthetic data for 'OstrichReproduction' as factor variable
eclipse_total_2024 <- eclipse_total_2024 %>%
  mutate(OstrichReproduction = factor(ifelse(runif(nrow(eclipse_total_2024)) < 0.5, 0, 1)))

# View the updated dataset
head(eclipse_total_2024)

# A tibble: 6 × 12
  state name        lat   lon eclipse_1 eclipse_2 eclipse_3 eclipse_4 eclipse_5
  <chr> <chr>     <dbl> <dbl> <chr>     <chr>     <chr>     <chr>     <chr>    
1 AR    Acorn      34.6 -94.2 17:30:40  18:15:50  18:47:35  18:51:37  19:23:40 
2 AR    Adona      35.0 -92.9 17:33:20  18:18:30  18:50:08  18:54:22  19:26:10 
3 AR    Alexander  34.6 -92.5 17:33:20  18:18:30  18:51:09  18:53:38  19:26:20 
4 AR    Alicia     35.9 -91.1 17:37:30  18:22:40  18:54:29  18:58:05  19:29:50 
5 AR    Alix       35.4 -93.7 17:32:50  18:17:50  18:49:54  18:53:00  19:25:20 
6 AR    Alleene    33.8 -94.3 17:29:10  18:14:20  18:46:15  18:50:16  19:22:30 
# ℹ 3 more variables: eclipse_6 <chr>, eclipse_duration <dbl>,
#   OstrichReproduction <fct>

# New variable for totality
eclipse_total_2024$totality <- as.numeric(as.POSIXct(eclipse_total_2024$eclipse_4, format="%H:%M:%S")) - 
                              as.numeric(as.POSIXct(eclipse_total_2024$eclipse_3, format="%H:%M:%S"))

# View the new variable
head(eclipse_total_2024$totality)

[1] 242 254 149 216 186 241

Now we have a new categorical variable, OstrichReproduction, which indicates whether or not an ostrich laid an egg during totality.

Let’s do a simple vizualization to see how often ostriches laid egg during totality, or between the times in variable eclipse_3 and eclipse_4.

# Data visualization on new variable

# Create a subset of the data where eclipse_3 is less than eclipse_4
subset_eclipse_total_2024 <- subset(eclipse_total_2024, eclipse_3 < eclipse_4)

# Bar plot of OstrichReproduction between eclipse_3 and eclipse_4
plot8 <- ggplot(subset_eclipse_total_2024, aes(x = factor(OstrichReproduction), fill = factor(OstrichReproduction))) +
  geom_bar() +
  labs(x = "Ostrich Reproduction", y = "Count", fill = "Ostrich Reproduction") +
  ggtitle("Occurrence of Ostrich Reproduction")
plot8

# Saving figure
figure_file <- here("tidytuesday-exercise", "figures", "OstrichReproduction.png")
ggsave(filename = figure_file, plot=plot8, bg = "white")

And let’s run some models.

Before we do that, we will need to split our data into train and test data.

Train/Test split

Now we will split the data into a train/test set. We will use 75% of the data for training and 25% for testing.

# Create train/test data
# Fix the random numbers by setting the seed 
# This enables the analysis to be reproducible when random numbers are used 
rngseed = 1234
set.seed(rngseed)

# Create training data
# Put 3/4 of the data into the training set 
data_split <- initial_split(
  eclipse_total_2024, prop = 3/4)

# Create data frames for the two sets:
train_data <- training(data_split)
test_data  <- testing(data_split)

Model 1: Simple Logistic Regression

Now let’s run a simple logistic model to see if we can predict if the duration of totality in minutes was related to whether or not an ostrich laid an egg. We will be using our train data.

# Simple logistic regression model
# Create recipe
# Create recipe simple logistic model (creating dummy variables and standardizing continuous variables)
log1_recipe <- recipe(OstrichReproduction ~ totality, data = train_data) %>%
  step_dummy(all_nominal(), -all_outcomes()) %>%
  step_normalize(all_predictors())

# Define model specification
log1_spec <- logistic_reg() %>%
  set_engine("glm") %>%
  set_mode("classification")

# Create workflow
log1_wf <- workflow() %>%
  add_recipe(log1_recipe) %>%
  add_model(log1_spec)

# Fit model
log1_fit <- log1_wf %>%
fit(data = train_data)

# Tidy results
log1_results <- tidy(log1_fit, fmt = "decimal")
log1_results

# A tibble: 2 × 5
  term        estimate std.error statistic p.value
  <chr>          <dbl>     <dbl>     <dbl>   <dbl>
1 (Intercept)  0.00242    0.0400    0.0605   0.952
2 totality    -0.0559     0.0401   -1.39     0.163

We can see from our model output that our results are not significant (with a p-value of 0.6). This makes sense since we created a synthetic variable of whether or not an ostrich laid an egg during totality. As Dr. Handel said on Discord, “Remember that synthetic data is ‘made up’ so any conclusions you draw from it are also ‘fictional’.” Of course, we can use it to test models and explore codes. so let’s continue with CNN’s fantasy.

Model 1: Performance Assessment 1

Next, we will create a confusion matrix for our simple logistic model.

# Predicting outcome categories
class_preds <- log1_fit %>% predict(new_data = test_data, type = 'class') # New_data specifies dataset on which to predict new values; type class provides categorical predictions; standardized output from predict()
class_preds

# A tibble: 833 × 1
   .pred_class
   <fct>      
 1 0          
 2 1          
 3 1          
 4 1          
 5 1          
 6 0          
 7 0          
 8 1          
 9 0          
10 1          
# ℹ 823 more rows

# Estimating probabilities. Set type to prob to provide estimated probabilities for each outcome category
prob_preds <- log1_fit %>% predict(new_data = test_data, type = 'prob')
prob_preds

# A tibble: 833 × 2
   .pred_0 .pred_1
     <dbl>   <dbl>
 1   0.512   0.488
 2   0.491   0.509
 3   0.489   0.511
 4   0.482   0.518
 5   0.494   0.506
 6   0.509   0.491
 7   0.515   0.485
 8   0.470   0.530
 9   0.505   0.495
10   0.489   0.511
# ℹ 823 more rows

# Combining results using model evaluation with yardstick package
log1_test_results <- test_data %>% 
  select(OstrichReproduction) %>% 
  bind_cols(as.data.frame(class_preds), as.data.frame(prob_preds)) # Bind columns of two datasets together and convert to data frame

# Confusion matrix with yardstick
confusion_matrix <- conf_mat(log1_test_results, truth = OstrichReproduction, estimate = .pred_class)

# View confusion matrix
confusion_matrix

          Truth
Prediction   0   1
         0 243 252
         1 174 164

Now let’s check the performance on this model.

# Classification accuracy (generally not the best metric)
accuracy <- accuracy(log1_test_results, truth = OstrichReproduction, estimate = .pred_class)
accuracy

# A tibble: 1 × 3
  .metric  .estimator .estimate
  <chr>    <chr>          <dbl>
1 accuracy binary         0.489

# ROC (ROC used to visualize performance across probability thresholds)
roc <- log1_test_results %>%
  roc_curve(truth = OstrichReproduction, .pred_1)
roc

# A tibble: 221 × 3
   .threshold specificity sensitivity
        <dbl>       <dbl>       <dbl>
 1   -Inf         0             1    
 2      0.482     0             1    
 3      0.482     0             0.998
 4      0.483     0.00240       0.998
 5      0.483     0.00721       0.995
 6      0.483     0.0144        0.990
 7      0.484     0.0168        0.983
 8      0.484     0.0192        0.983
 9      0.484     0.0312        0.976
10      0.484     0.0337        0.974
# ℹ 211 more rows

# Plot ROC curve
log1_roc <- log1_test_results %>%
  roc_curve(truth = OstrichReproduction, .pred_1) %>%
  autoplot()
log1_roc

# Calculate ROC AUC
roc_auc <- roc_auc(log1_test_results, truth = OstrichReproduction, .pred_1)
print(roc_auc)

# A tibble: 1 × 3
  .metric .estimator .estimate
  <chr>   <chr>          <dbl>
1 roc_auc binary         0.520

Here we can see that accuracy is 0.5, which is not great. The ROC curve is also not great, with an AUC of 0.5, which equals random guessing. This is not surprising since we created a synthetic variable.

Model 1: Performance Assessment 2

Now we will test the model using cross-validation.

# Fix the random numbers by setting the seed 
# This enables the analysis to be reproducible when random numbers are used 
rngseed = 1234
set.seed(rngseed)

# Create 10-fold cross-validation
folds <- vfold_cv(train_data, v = 10)
folds

#  10-fold cross-validation 
# A tibble: 10 × 2
   splits             id    
   <list>             <chr> 
 1 <split [2247/250]> Fold01
 2 <split [2247/250]> Fold02
 3 <split [2247/250]> Fold03
 4 <split [2247/250]> Fold04
 5 <split [2247/250]> Fold05
 6 <split [2247/250]> Fold06
 7 <split [2247/250]> Fold07
 8 <split [2248/249]> Fold08
 9 <split [2248/249]> Fold09
10 <split [2248/249]> Fold10

# Set model specification
log1_cv_spec <- logistic_reg() %>%
  set_engine("glm") %>%
  set_mode("classification")

# Create and initialize workflow that bundles together model specification and formula
log1_cv_wf <- workflow() %>% 
  add_model(log1_cv_spec) %>% 
  add_formula(OstrichReproduction ~ totality)

# Fit model to each fold
log1_wf_rs1 <- fit_resamples(log1_cv_wf, resamples = folds)

# Get model metrics
metrics <- collect_metrics(log1_wf_rs1)
metrics

# A tibble: 2 × 6
  .metric  .estimator  mean     n std_err .config             
  <chr>    <chr>      <dbl> <int>   <dbl> <chr>               
1 accuracy binary     0.506    10  0.0100 Preprocessor1_Model1
2 roc_auc  binary     0.512    10  0.0136 Preprocessor1_Model1

When doing cross-validation, we can see that the both accuracy and ROC_AUC remain more or less the same, equal to random guessing.

Model 1: Test Data

Finally, let’s see how our model does with our test data, test_data.

# Predicting outcome categories
class_preds <- log1_fit %>% 
  predict(new_data = test_data, type = 'class') 

# Estimating probabilities
prob_preds <- log1_fit %>% 
  predict(new_data = test_data, type = 'prob')

# Combining results
log1_test_results <- test_data %>% 
  select(OstrichReproduction) %>% 
  bind_cols(as.data.frame(class_preds), as.data.frame(prob_preds))

# Confusion matrix
confusion_matrix <- conf_mat(log1_test_results, truth = OstrichReproduction, estimate = .pred_class)
confusion_matrix

          Truth
Prediction   0   1
         0 243 252
         1 174 164

# Classification accuracy
accuracy <- accuracy(log1_test_results, truth = OstrichReproduction, estimate = .pred_class)
accuracy

# A tibble: 1 × 3
  .metric  .estimator .estimate
  <chr>    <chr>          <dbl>
1 accuracy binary         0.489

# ROC (Receiver Operating Characteristic) curve
roc <- log1_test_results %>%
  roc_curve(truth = OstrichReproduction, .pred_1)
roc

# A tibble: 221 × 3
   .threshold specificity sensitivity
        <dbl>       <dbl>       <dbl>
 1   -Inf         0             1    
 2      0.482     0             1    
 3      0.482     0             0.998
 4      0.483     0.00240       0.998
 5      0.483     0.00721       0.995
 6      0.483     0.0144        0.990
 7      0.484     0.0168        0.983
 8      0.484     0.0192        0.983
 9      0.484     0.0312        0.976
10      0.484     0.0337        0.974
# ℹ 211 more rows

# Plot ROC curve
log1_roc <- roc %>%
  autoplot()
log1_roc

# Calculate ROC AUC (Area Under the ROC Curve)
roc_auc <- roc_auc(log1_test_results, truth = OstrichReproduction, .pred_1)
roc_auc

# A tibble: 1 × 3
  .metric .estimator .estimate
  <chr>   <chr>          <dbl>
1 roc_auc binary         0.520

Well, our test data performs just as well as our train data, which means very poorly. But, it doesn’t perform worse.

Model 2: Complex Logistic Regression

Perhaps if we include more predictors, we will see different model performance. So, let’s try another logistic regression model with more predictors. We will use our train data to begin with. Then, we will check the performance, then check again with cross-validation, then run our test data.

# Complex logistic regression model
# Create recipe
# Create recipe simple logistic model (creating dummy variables and standardizing continuous variables)
log2_recipe <- recipe(OstrichReproduction ~ totality + state + eclipse_duration, data = train_data) %>%
  step_dummy(all_nominal(), -all_outcomes()) %>%
  step_normalize(all_predictors())

# Define model specification
log2_spec <- logistic_reg() %>%
  set_engine("glm") %>%
  set_mode("classification")

# Create workflow
log2_wf <- workflow() %>%
  add_recipe(log2_recipe) %>%
  add_model(log2_spec)

# Fit model
log2_fit <- log2_wf %>%
fit(data = train_data)

# Tidy results
log2_results <- tidy(log2_fit, fmt = "decimal")
log2_results

# A tibble: 16 × 5
   term             estimate std.error statistic p.value
   <chr>               <dbl>     <dbl>     <dbl>   <dbl>
 1 (Intercept)       0.0209     0.430     0.0485  0.961 
 2 totality         -0.0619     0.0414   -1.50    0.134 
 3 eclipse_duration  0.245      0.222     1.10    0.270 
 4 state_IL          0.0648     0.0603    1.08    0.282 
 5 state_IN          0.0862     0.0977    0.882   0.378 
 6 state_KY         -0.0618     0.0455   -1.36    0.174 
 7 state_ME          0.0715     0.0889    0.804   0.421 
 8 state_MI          0.393     10.7       0.0367  0.971 
 9 state_MO          0.0830     0.0494    1.68    0.0929
10 state_NH          0.407     10.7       0.0381  0.970 
11 state_NY          0.217      0.177     1.23    0.220 
12 state_OH          0.186      0.139     1.34    0.181 
13 state_OK         -0.0208     0.0423   -0.491   0.623 
14 state_PA          0.141      0.0730    1.94    0.0526
15 state_TX          0.00608    0.0656    0.0927  0.926 
16 state_VT          0.0896     0.122     0.735   0.462 

Like the simple logistic model, none of our predictors are statistically significant. It appears that total solar eclipses don’t have much to do with ostrich reproduction, if we take my synthetic data as truth. However, let’s see how the model performs.

Model 2: Peformance Assessment 1

We’ll go through the same steps as with the simple logistic regression. First, we’ll create a confusion matrix.

# Predicting outcome categories
class_preds <- log2_fit %>% predict(new_data = test_data, type = 'class') # New_data specifies dataset on which to predict new values; type class provides categorical predictions; standardized output from predict()
class_preds

# A tibble: 833 × 1
   .pred_class
   <fct>      
 1 0          
 2 0          
 3 1          
 4 1          
 5 0          
 6 0          
 7 0          
 8 1          
 9 0          
10 0          
# ℹ 823 more rows

# Estimating probabilities. Set type to prob to provide estimated probabilities for each outcome category
prob_preds <- log2_fit %>% predict(new_data = test_data, type = 'prob')
prob_preds

# A tibble: 833 × 2
   .pred_0 .pred_1
     <dbl>   <dbl>
 1   0.525   0.475
 2   0.512   0.488
 3   0.492   0.508
 4   0.498   0.502
 5   0.501   0.499
 6   0.528   0.472
 7   0.528   0.472
 8   0.492   0.508
 9   0.534   0.466
10   0.513   0.487
# ℹ 823 more rows

# Combining results using model evaluation with yardstick package
log2_test_results <- test_data %>% 
  select(OstrichReproduction) %>% 
  bind_cols(as.data.frame(class_preds), as.data.frame(prob_preds)) # Bind columns of two datasets together and convert to data frame

# Confusion matrix with yardstick
confusion_matrix <- conf_mat(log2_test_results, truth = OstrichReproduction, estimate = .pred_class)

# View confusion matrix
confusion_matrix

          Truth
Prediction   0   1
         0 205 208
         1 212 208

Then, we’ll check model performance using ROC-AUC.

# Classification accuracy (generally not the best metric)
accuracy2 <- accuracy(log2_test_results, truth = OstrichReproduction, estimate = .pred_class)
accuracy

# A tibble: 1 × 3
  .metric  .estimator .estimate
  <chr>    <chr>          <dbl>
1 accuracy binary         0.489

# ROC (ROC used to visualize performance across probability thresholds)
roc2 <- log2_test_results %>%
  roc_curve(truth = OstrichReproduction, .pred_1)
roc2

# A tibble: 780 × 3
   .threshold specificity sensitivity
        <dbl>       <dbl>       <dbl>
 1   -Inf         0             1    
 2      0.328     0             1    
 3      0.346     0.00240       1    
 4      0.351     0.00240       0.998
 5      0.364     0.00481       0.998
 6      0.365     0.00721       0.995
 7      0.411     0.00721       0.993
 8      0.414     0.00721       0.990
 9      0.418     0.00962       0.990
10      0.418     0.0120        0.990
# ℹ 770 more rows

# Plot ROC curve
log2_roc <- log2_test_results %>%
  roc_curve(truth = OstrichReproduction, .pred_1) %>%
  autoplot()
log2_roc

# Calculate ROC AUC
roc_auc2 <- roc_auc(log2_test_results, truth = OstrichReproduction, .pred_1)
print(roc_auc2)

# A tibble: 1 × 3
  .metric .estimator .estimate
  <chr>   <chr>          <dbl>
1 roc_auc binary         0.531

In this model, our accuracy metric remains the same as the simple logistic model, but our ROC-AUC measure is slightly higher at 0.53 rather than 0.5. It’s still not performing well.

Model 2: Performance Assessment 2

Now we will test the model using cross-validation.

# Fix the random numbers by setting the seed 
# This enables the analysis to be reproducible when random numbers are used 
rngseed = 1234
set.seed(rngseed)

# Create 10-fold cross-validation
folds <- vfold_cv(train_data, v = 10)
folds

#  10-fold cross-validation 
# A tibble: 10 × 2
   splits             id    
   <list>             <chr> 
 1 <split [2247/250]> Fold01
 2 <split [2247/250]> Fold02
 3 <split [2247/250]> Fold03
 4 <split [2247/250]> Fold04
 5 <split [2247/250]> Fold05
 6 <split [2247/250]> Fold06
 7 <split [2247/250]> Fold07
 8 <split [2248/249]> Fold08
 9 <split [2248/249]> Fold09
10 <split [2248/249]> Fold10

# Set model specification
log2_cv_spec <- logistic_reg() %>%
  set_engine("glm") %>%
  set_mode("classification")

# Create and initialize workflow that bundles together model specification and formula
log2_cv_wf <- workflow() %>% 
  add_model(log2_cv_spec) %>% 
  add_formula(OstrichReproduction ~ totality + state + eclipse_duration)

# Fit model to each fold
log2_wf_rs <- fit_resamples(log2_cv_wf, resamples = folds)

# Get model metrics
metrics <- collect_metrics(log2_wf_rs)
metrics

# A tibble: 2 × 6
  .metric  .estimator  mean     n std_err .config             
  <chr>    <chr>      <dbl> <int>   <dbl> <chr>               
1 accuracy binary     0.500    10  0.0106 Preprocessor1_Model1
2 roc_auc  binary     0.504    10  0.0144 Preprocessor1_Model1

From our cross-validation, we can see that both accuracy and ROC-AUC slightly decline (to 0.49), demonstrating that our model is not performing well when estimating the performance of this predictive model.

Model 2: Test Data

Finally, let’s see how the model performs on our test data set, test_data.

# Predicting outcome categories
class_preds <- log2_fit %>% 
  predict(new_data = test_data, type = 'class') 

# Estimating probabilities
prob_preds <- log2_fit %>% 
  predict(new_data = test_data, type = 'prob')

# Combining results
log2_test_results <- test_data %>% 
  select(OstrichReproduction) %>% 
  bind_cols(as.data.frame(class_preds), as.data.frame(prob_preds))

# Confusion matrix
confusion_matrix <- conf_mat(log2_test_results, truth = OstrichReproduction, estimate = .pred_class)
confusion_matrix

          Truth
Prediction   0   1
         0 205 208
         1 212 208

# Classification accuracy
accuracy <- accuracy(log2_test_results, truth = OstrichReproduction, estimate = .pred_class)
accuracy

# A tibble: 1 × 3
  .metric  .estimator .estimate
  <chr>    <chr>          <dbl>
1 accuracy binary         0.496

# ROC (Receiver Operating Characteristic) curve
roc <- log2_test_results %>%
  roc_curve(truth = OstrichReproduction, .pred_1)
roc

# A tibble: 780 × 3
   .threshold specificity sensitivity
        <dbl>       <dbl>       <dbl>
 1   -Inf         0             1    
 2      0.328     0             1    
 3      0.346     0.00240       1    
 4      0.351     0.00240       0.998
 5      0.364     0.00481       0.998
 6      0.365     0.00721       0.995
 7      0.411     0.00721       0.993
 8      0.414     0.00721       0.990
 9      0.418     0.00962       0.990
10      0.418     0.0120        0.990
# ℹ 770 more rows

# Plot ROC curve
log2_roc <- roc %>%
  autoplot()
log2_roc

# Calculate ROC AUC (Area Under the ROC Curve)
roc_auc <- roc_auc(log2_test_results, truth = OstrichReproduction, .pred_1)
roc_auc

# A tibble: 1 × 3
  .metric .estimator .estimate
  <chr>   <chr>          <dbl>
1 roc_auc binary         0.531

Here, our accuracy decreases to 0.46, and our ROC-AUC remains the same at 0.53. This model is not performing well. I guess we can’t predict ostrich reproduction during a solar eclipse using synthetic data.

Model 3: Simple Linear Model

Now, this doesn’t really make sense, but my previous models also didn’t make sense with ostriches, so let’s run a linear regression model in which the duration of totality is the outcome variable and whether the ostrich laid an egg during totality is the predictor variable. This defies the laws of physics and the universe, but we’ll do this to have another model type to work with: linear regression.

# Simple linear model
# Create Recipe
ln_recipe <- recipe(totality ~ OstrichReproduction, data = eclipse_total_2024)

# Specify Model
ln_spec <- linear_reg()

# Create Workflow
ln_wf <- workflow() %>%
  add_model(ln_spec) %>%
  add_recipe(ln_recipe)

# Fit the Model
ln_fit <- ln_wf %>%
  fit(data = eclipse_total_2024)

# Tidy Results
ln_results <- ln_fit %>%
  tidy()
ln_results

# A tibble: 2 × 5
  term                 estimate std.error statistic p.value
  <chr>                   <dbl>     <dbl>     <dbl>   <dbl>
1 (Intercept)           186.         1.54   121.      0    
2 OstrichReproduction1   -0.984      2.17    -0.453   0.650

Again, we see that our predictor variable is not statistically significant. Let’s check the performance of this model.

Model 3: Peformance Assessment 1

The metric we will optimize first is RMSE. We will also check R-squared and MAE for fun.

# Produce predictions for RMSE and R-squared
ln_pred <- predict(ln_fit, new_data = train_data %>% select(-totality))
ln_pred

# A tibble: 2,497 × 1
   .pred
   <dbl>
 1  186.
 2  186.
 3  185.
 4  186.
 5  185.
 6  185.
 7  186.
 8  185.
 9  185.
10  185.
# ℹ 2,487 more rows

# Predicted numeric outcome named .pred. Now we will match predicted values with corresponding observed outcome values
ln_pred <- bind_cols(ln_pred, train_data %>% select(totality))
ln_pred

# A tibble: 2,497 × 2
   .pred totality
   <dbl>    <dbl>
 1  186.       92
 2  186.      151
 3  185.      170
 4  186.      201
 5  185.      214
 6  185.      114
 7  186.      236
 8  185.      250
 9  185.      140
10  185.      227
# ℹ 2,487 more rows

# Create metric set including RMSE and R-squared
ln_metrics <- metric_set(rmse, rsq, mae) # MAE for fun
ln_metrics(ln_pred, truth = totality, estimate = .pred)

# A tibble: 3 × 3
  .metric .estimator .estimate
  <chr>   <chr>          <dbl>
1 rmse    standard   62.6     
2 rsq     standard    0.000779
3 mae     standard   49.9     

Here, we can see we have an RMSE of 62.6. RMSE is in the unit of the dependent variable, here length of totality in seconds, which ranges from 2 to 269. That means our RMSE is showing a poorly performing model. R-squared is 0.00003, which is very low. MAE is 62.6, which is the same as RMSE since the model is not predicting well.

Model 3: Performance Assessment 2

Now, just like with our logistic models, we will test our linear model with cross-validation.

# Fix the random numbers by setting the seed 
# This enables the analysis to be reproducible when random numbers are used 
rngseed = 1234
set.seed(rngseed)

# Create 10-fold cross-validation
folds <- vfold_cv(train_data, v = 10)
folds

#  10-fold cross-validation 
# A tibble: 10 × 2
   splits             id    
   <list>             <chr> 
 1 <split [2247/250]> Fold01
 2 <split [2247/250]> Fold02
 3 <split [2247/250]> Fold03
 4 <split [2247/250]> Fold04
 5 <split [2247/250]> Fold05
 6 <split [2247/250]> Fold06
 7 <split [2247/250]> Fold07
 8 <split [2248/249]> Fold08
 9 <split [2248/249]> Fold09
10 <split [2248/249]> Fold10

# Set model specification
ln_cv_spec <- linear_reg()

# Create and initialize workflow that bundles together model specification and formula
ln_cv_wf <- workflow() %>% 
  add_model(ln_cv_spec) %>% 
  add_formula(totality ~ OstrichReproduction)

# Fit model to each fold
ln_wf_rs <- fit_resamples(ln_cv_wf, resamples = folds)

# Get model metrics
metrics <- collect_metrics(ln_wf_rs)
metrics

# A tibble: 2 × 6
  .metric .estimator     mean     n std_err .config             
  <chr>   <chr>         <dbl> <int>   <dbl> <chr>               
1 rmse    standard   62.5        10 1.25    Preprocessor1_Model1
2 rsq     standard    0.00454    10 0.00264 Preprocessor1_Model1

After testing using CV, our RMSE is only slightly lower than our original model, at 62.5. R-squared is still very low at 0.002, although this is slightly higher than in our previous model. Guess what, ostrich reproduction remains a mystery.

Model 3: Test Data

Finally, let’s see how our model performs on our test data, test_data.

# Make predictions on training data
train_pred <- predict(ln_fit, new_data = train_data)
print(train_pred)

# A tibble: 2,497 × 1
   .pred
   <dbl>
 1  186.
 2  186.
 3  185.
 4  186.
 5  185.
 6  185.
 7  186.
 8  185.
 9  185.
10  185.
# ℹ 2,487 more rows

# Make predictions on test data
test_pred <- predict(ln_fit, new_data = test_data)
print(test_pred)

# A tibble: 833 × 1
   .pred
   <dbl>
 1  185.
 2  185.
 3  185.
 4  186.
 5  185.
 6  186.
 7  185.
 8  186.
 9  186.
10  186.
# ℹ 823 more rows

# Create dataframes for plotting
train_data_plot <- data.frame(
  Observed = train_data$totality,
  Predicted = train_pred$.pred
)

test_data_plot <- data.frame(
  Observed = test_data$totality,
  Predicted = test_pred$.pred
)

# Combine dataframes
combined_data <- rbind(cbind(train_data_plot, Data = "Train"), cbind(test_data_plot, Data = "Test"))

# Plot combined data
finalplot <- ggplot(combined_data, aes(x = Observed, y = Predicted, color = Data)) +
  geom_point() +
  geom_abline(intercept = 0, slope = 1, linetype = "dashed") +
  labs(x = "Observed", y = "Predicted", title = "Observed vs Predicted") +
  scale_color_manual(values = c("red", "blue"))  # Custom colors for train and test data
finalplot

# Save figure
figure_file <- here("tidytuesday-exercise", "finalplot.png")
ggsave(filename = figure_file, plot=finalplot, bg="white")

Basically, none of these models were statistically significant (i.e. found something that couldn’t be attributed to random chance), and they all performed very poorly on various performance metrics. I think the moral of the story is that CNN should quit doing 24-hour coverage of things, like an eclipse, that really only lasts a few minutes. If darkness causes ostriches to lay eggs, maybe we should just wait until night falls. According to AmericanOstrich Farms, ostriches lay eggs from April to September, so we are in the right season, but they don’t mention whether this happens at night–or during eclipses.