Inghram_Thesis_questions_figures
2025-02-27
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RStudio.Version()citation()Data Prep
captive.data = read.csv("captivedata.clean.csv", header=T)names(captive.data)## [1] "Yard" "Rearing.Method"
## [3] "Chick" "Year"
## [5] "Date" "Image.."
## [7] "Hour" "In.H2O"
## [9] "Comfort.Behavior" "Proxim.to.edge..meters."
## [11] "Light.Dark" "Notes"
## [13] "X"install packages
library(ggplot2)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ lubridate 1.9.3 ✔ tibble 3.2.1
## ✔ purrr 1.0.2 ✔ tidyr 1.3.1
## ✔ readr 2.1.5## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors# get rid of NAs in Hour
captive.data = captive.data %>%
filter(!is.na(Hour))captive.data = filter(captive.data, Hour %in% c('1800', '1900', '2000', '2100', '2200','2300', '2400', '100', '200', '300', '400', '500', '600'))
captive.data$time.factor <- factor(captive.data$Hour)
levels(captive.data$time.factor)## [1] "100" "200" "300" "400" "500" "600" "1800" "1900" "2000" "2100"
## [11] "2200" "2300" "2400"Proportion of observations exhibiting comfort behavior vs time period (1800-0600)
Night time behavior has not previously been studied. While I cannot determine moving behaviors from my imagery (walking, aggression, preening, etc.), I can look at a stationary behavior which is seen in birds on the landscape/in release pens. For this project, I termed this as “comfort behavior”, which is defined by a bird standing on one leg with the head tucked on its back.
Question: Do juvenile whooping cranes exhibit comfort behavior while
in captivity before release?
Outcomes: Someone should use video at night to develop a time budget for
behavior overnight (thinking Christy’s work at Patuxent but at night
with cameras)
comfort.data = captive.data %>% select(Comfort.Behavior, time.factor, Rearing.Method, Yard)comfort.data = comfort.data[!(is.na(comfort.data$Comfort.Behavior) | comfort.data$Comfort.Behavior==""), ]comfort.data$Comfort.Behavior = as.integer(comfort.data$Comfort.Behavior)## Warning: NAs introduced by coercioncomfort.data## Comfort.Behavior time.factor Rearing.Method Yard
## 1 0 1900 CR NEP
## 2 0 1900 CR NEP
## 3 0 1800 CR NEP
## 4 0 1900 CR NEP
## 5 0 1800 CR NCY
## 41 0 600 CR NCY
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## 14854 0 1800 CR SEP
## 14855 0 1800 CR SEP
## 14859 0 1900 CR SEP
## 14860 0 1900 CR SEP
## 14861 0 1900 CR SEP
## 14862 0 1900 CR SEP
## 14863 0 1900 CR SEP
## 14864 1 2000 CR SEP
## 14865 1 2000 CR SEP
## 14866 1 2000 CR SEP
## 14869 0 2100 CR SEP
## 14870 0 2100 CR SEP
## 14871 0 2100 CR SEP
## 14874 1 2200 CR SEP
## 14879 0 2300 CR SEP
## 14899 1 300 CR SEP
## 14919 0 1800 CR SEP
## 14921 0 1900 CR SEP
## 14922 0 1900 CR SEP
## 14927 0 2200 CR SEP
## 14929 0 2300 CR SEP
## 14937 0 2100 CR NEP
## 14939 0 2200 CR NEP
## 14945 1 100 CR SEP
## 14946 1 100 CR SEP
## 14953 0 500 CR SEP
## 14955 0 600 CR SEP
## 14971 0 1800 CR RP
## 14972 0 1800 CR RP
## 14973 0 1800 CR RP
## 14975 1 1900 CR RP
## 14976 0 1900 CR RP
## 14979 0 2000 CR RP
## 14983 1 2100 CR RP
## 14984 0 2100 CR RP
## 14987 1 2200 CR RP
## 14991 1 2300 CR RP
## 14992 1 2300 CR RP
## 14995 1 2400 CR RP
## 14996 1 2400 CR RP
## 14997 1 2400 CR RP
## 15000 0 100 CR RP
## 15003 1 200 CR RP
## 15007 1 300 CR RP
## 15022 0 1800 CR RP
## 15023 0 1800 CR RP
## 15026 0 1900 CR RP
## 15027 0 1900 CR RP
## 15028 0 1900 CR RP
## 15034 0 2100 CR RP
## 15035 1 2100 CR RP
## 15038 0 2200 CR RP
## 15042 0 2300 CR RP
## 15043 1 2300 CR RP
## 15046 1 2400 CR RP
## 15047 1 2400 CR RP
## 15050 1 100 CR RP
## 15054 1 200 CR RP
## 15058 1 300 CR RP
## 15061 1 400 CR RP
## 15065 1 500 CR RP
## 15069 0 600 CR RP
## 15073 0 1800 CR RP
## 15074 0 1800 CR RP
## 15075 0 1800 CR RP
## 15077 0 1900 CR RP
## 15078 0 1900 CR RP
## 15085 0 2100 CR RP
## 15089 1 2200 CR RP
## 15093 1 2300 CR RP
## 15097 1 2400 CR RP
## 15101 1 100 CR RP
## 15105 1 200 CR RP
## 15106 1 200 CR RP
## 15109 0 300 CR RP
## 15110 0 300 CR RP
## 15112 0 400 CR RP
## 15116 0 500 CR RP
## 15120 0 600 CR RP
## 15124 0 1800 CR RP
## 15125 0 1800 CR RP
## 15126 0 1800 CR RP
## 15128 0 1900 CR RP
## 15132 0 2000 CR RP
## 15136 0 2100 CR RP
## 15140 1 2200 CR RP
## 15144 0 2300 CR RP
## 15145 0 2300 CR RP
## 15146 0 2300 CR RP
## 15148 1 2400 CR RP
## 15149 1 2400 CR RP
## 15150 1 2400 CR RP
## 15152 1 100 CR RP
## 15153 1 100 CR RP
## 15154 1 100 CR RP
## 15156 1 200 CR RP
## 15157 1 200 CR RP
## 15158 1 200 CR RP
## 15160 1 300 CR RP
## 15161 1 300 CR RP
## 15162 1 300 CR RP
## 15163 1 400 CR RP
## 15164 1 400 CR RP
## 15165 1 400 CR RP
## 15167 1 500 CR RP
## 15172 0 600 CR RP
## 15175 0 1800 CR RP
## 15176 0 1800 CR RP
## 15177 0 1800 CR RP
## 15178 0 1800 CR RP
## 15179 0 1900 CR RP
## 15180 0 1900 CR RP
## 15183 0 2000 CR RP
## 15207 1 200 CR RP
## 15211 1 300 CR RP
## 15214 1 400 CR RP
## 15218 1 500 CR RP
## 15222 0 600 CR RP
## 15223 1 600 CR RP
## 15226 0 1800 CR RP
## 15227 0 1800 CR RP
## 15230 0 1900 CR RP
## 15231 0 1900 CR RP
## 15234 0 2000 CR RP
## 15238 1 2100 CR RP
## 15242 1 2200 CR RP
## 15246 1 2300 CR RP
## 15250 1 2400 CR RP
## 15254 1 100 CR RP
## 15258 1 200 CR RP
## 15262 1 300 CR RP
## 15265 0 400 CR RP
## 15277 0 1800 CR RP
## 15278 0 1800 CR RP
## 15279 0 1800 CR RP
## 15281 0 1900 CR RP
## 15285 0 2000 CR RP
## 15286 1 2000 CR RP
## 15289 1 2100 CR RP
## 15309 0 200 CR RP
## 15313 0 300 CR RP
## 15316 0 400 CR RP
## 15320 0 500 CR RP
## 15321 1 500 CR RP
## 15324 0 600 CR RP
## 15325 0 600 CR RP
## 15328 0 1800 CR RP
## 15329 0 1800 CR RP
## 15332 0 1900 CR RP
## 15333 0 1900 CR RP
## 15334 0 1900 CR RP
## 15335 0 1900 CR RP
## 15375 0 600 CR RP
## 15379 0 1800 CR RP
## 15380 0 1800 CR RP
## 15391 1 2100 CR RP
## 15403 0 2400 CR RP
## 15407 1 100 CR RP
## 15411 1 200 CR RP
## 15415 1 300 CR RP
## 15418 1 400 CR RP
## 15422 1 500 CR RP
## 15426 0 600 CR RP
## 15430 0 1800 CR RP
## 15431 0 1800 CR RP
## 15438 1 2000 CR RP
## 15446 1 2200 CR RP
## 15450 1 2300 CR RP
## 15451 1 2300 CR RP
## 15481 0 1800 CR RP
## 15482 0 1800 CR RP
## 15483 0 1800 CR RP
## 15497 0 2200 CR RP
## 15498 1 2200 CR RP
## 15505 1 2400 CR RP
## 15509 0 100 CR RP
## 15510 0 100 CR RP
## 15513 1 200 CR RP
## 15532 0 1800 CR RP
## 15533 0 1800 CR RP
## 15536 1 1900 CR RP
## 15540 0 2000 CR RP
## 15541 0 2000 CR RP
## 15542 1 2000 CR RP
## 15544 1 2100 CR RP
## 15545 1 2100 CR RP
## 15552 1 2300 CR RP
## 15556 1 2400 CR RP
## 15560 1 100 CR RP
## 15564 0 200 CR RP
## 15565 0 200 CR RP
## 15568 1 300 CR RP
## 15569 0 300 CR RP
## 15571 1 400 CR RP
## 15572 0 400 CR RP
## 15575 0 500 CR RP
## 15576 0 500 CR RP
## 15579 0 600 CR RP
## 15583 0 1800 CR RP
## 15587 0 1900 CR RP
## 15591 0 2000 CR RP
## 15608 1 2400 CR RP
## 15609 1 2400 CR RP
## 15612 1 100 CR RP
## 15616 1 200 CR RP
## 15619 1 300 CR RP
## 15622 1 400 CR RP
## 15626 0 500 CR RP
## 15627 0 500 CR RP
## 15630 1 600 CR RP
## 15634 0 1800 CR RP
## 15635 0 1800 CR RP
## 15636 0 1800 CR RP
## 15638 1 1900 CR RP
## 15639 1 1900 CR RP
## 15642 1 2000 CR RP
## 15646 1 2100 CR RP
## 15654 0 2300 CR RP
## 15658 0 2400 CR RP
## 15662 0 100 CR RP
## 15666 0 200 CR RP
## 15670 0 300 CR RP
## 15673 0 400 CR RP
## 15677 0 500 CR RP
## 15678 0 500 CR RP
## 15679 0 500 CR RP
## 15681 0 600 CR RP
## 15685 0 1800 CR RP
## 15686 0 1800 CR RP
## 15687 0 1800 CR RPcomfort.data = comfort.data %>%
filter(!is.na(Comfort.Behavior))
comfort.data = comfort.data[!(is.na(comfort.data$Comfort.Behavior) | comfort.data$Comfort.Behavior==""), ]comfort.table <- comfort.data %>% group_by(time.factor) %>%
summarise(
count.cb = n(),
total.cb=sum(Comfort.Behavior == 1),
total.not.CB = (length(Comfort.Behavior) - total.cb),
)comfort.table.prop = comfort.table %>%
mutate(prop.cb = (total.cb / count.cb))
comfort.table.prop## # A tibble: 13 × 5
## time.factor count.cb total.cb total.not.CB prop.cb
## <fct> <int> <int> <int> <dbl>
## 1 100 510 349 161 0.684
## 2 200 498 330 168 0.663
## 3 300 486 296 190 0.609
## 4 400 511 293 218 0.573
## 5 500 525 204 321 0.389
## 6 600 631 57 574 0.0903
## 7 1800 487 1 486 0.00205
## 8 1900 584 13 571 0.0223
## 9 2000 650 103 547 0.158
## 10 2100 520 188 332 0.362
## 11 2200 555 271 284 0.488
## 12 2300 534 295 239 0.552
## 13 2400 512 339 173 0.662ggplot(comfort.table.prop, aes(x = factor(time.factor, level=c('1800', '1900', '2000', '2100', '2200', '2300', '2400', '100', '200', '300', '400', '500', '600')), y = prop.cb, group=1)) +
geom_point() +
geom_line() +
ylim(0, 1) +
labs(x = "Hour", y = "Proportion of observations exhibiting head-tuck-sleep ") 
ggplot(comfort.table.prop, aes(x = factor(time.factor, level=c('1800', '1900', '2000', '2100', '2200', '2300', '2400', '100', '200', '300', '400', '500', '600')), y = prop.cb,)) +
geom_col() +
ylim(0, 1) +
labs(x = "Hour", y = "Proportion of observations exhibiting comfort behavior")