source_path = "~/Desktop/git_repositories/SBB-dispersal/avbernat/Rsrc/"

script_names = c("center_flight_data.R", # Re-centers data 
                 "clean_flight_data.R" # Loads and cleans data
                 )

for (script in script_names) { 
  path = paste0(source_path, script)
  source(path) 
}
## 
## Attaching package: 'lubridate'
## The following objects are masked from 'package:base':
## 
##     date, intersect, setdiff, union
data <- read_flight_data("data/all_flight_data-Winter2020.csv")
## Warning: `funs()` was deprecated in dplyr 0.8.0.
## Please use a list of either functions or lambdas: 
## 
##   # Simple named list: 
##   list(mean = mean, median = median)
## 
##   # Auto named with `tibble::lst()`: 
##   tibble::lst(mean, median)
## 
##   # Using lambdas
##   list(~ mean(., trim = .2), ~ median(., na.rm = TRUE))
data_all <- data[[1]]
data_tested <- data[[2]]

Counts

Grouped by Season

Season Year Dates Experimental Setup N Tested Wing Morph
Fall 2019 October 15 to October 23 30 min 182 short and long
Fall 2019 October 23 to October 29 60 min 130 short and long
Fall 2019 October 30 to November 4 90 min 126 short and long
Fall 2019 November 5 to November 8 unlimited 66 long
Winter 2020 February 17 to February 28 unlimited 332 long
Winter 2020 March 3 to March 10 unlimited 282 long
Season Year Dates Experimental Setup N Tested Wing Morph
Fall 2019 October 15 to October 23 30 min 182 short and long
Fall 2019 October 23 to October 29 60 min 130 short and long
Fall 2019 October 30 to November 4 90 min 126 short and long
Fall 2019 November 5 to November 8 unlimited 66 long
Winter 2020 February 17 to February 28 unlimited 332 long
Winter 2020 March 3 to March 10 unlimited 282 long

Winter

Grouped by Sex

All Tested
F 274 119
M 484 213

Females that Laid Eggs:

Females That Didn’t Lay Eggs Females That Laid Eggs Total Females Sample Prop
Unique Values 25 94 119 0.79

Grouped by Population

Tested Bugs By Pop, Sex, and Trial Type (Unique)
Sex Sample Sizes
Trial Sample Sizes
Population Females Males Trial 1 Trial 2
Key Largo 18 27 45 43
North Key Largo 51 92 143 125
Lake Wales 6 5 11 9
Homestead 12 15 27 22
Gainesville 2 15 17 11
Plantation Key 17 36 53 46
Leesburg 3 9 12 9
Lake Placid 10 14 24 17
Number of bugs that died between T1 and T2
50
Tested Bugs By Population and Site
Coordinates
Sample Sizes
population site latitude longitude n_site n_pop
Gainesville 23rd & 8th 29.66200 -82.34731 17 17
Homestead SW 296th St 25.49136 -80.48582 27 27
Key Largo KLMRL 25.10002 -80.43752 23 45
Key Largo JP 25.12846 -80.40809 22 45
Lake Placid 110N Main 27.29863 -81.36615 24 24
Lake Wales Polk Ave 27.89674 -81.58047 11 11
Leesburg Mount & 8th 28.79634 -81.87788 12 12
North Key Largo Carysfort 25.25656 -80.31080 18 143
North Key Largo Dagny Trellis 25.17557 -80.36780 18 143
North Key Largo DD front 25.27349 -80.30410 32 143
North Key Largo Dynamite Docks 25.28675 -80.29059 7 143
North Key Largo Charlemagne 25.19515 -80.34592 21 143
North Key Largo N. Dagny 25.18209 -80.36319 30 143
North Key Largo MM165 25.22752 -80.32838 17 143
Plantation Key Aregood Ln 24.97357 -80.55392 18 53
Plantation Key Founder’s 24.96424 -80.56733 35 53
Tested Bugs By Host Plant, Population, and Site
Coordinates
Sample Sizes
host plant population site latitude longitude n_site n_pop
K. elegans Gainesville 23rd & 8th 29.66200 -82.34731 17 17
K. elegans Leesburg Mount & 8th 28.79634 -81.87788 12 12
K. elegans Lake Wales Polk Ave 27.89674 -81.58047 11 11
K. elegans Lake Placid 110N Main 27.29863 -81.36615 24 24
K. elegans Homestead SW 296th St 25.49136 -80.48582 27 27
C. corindum North Key Largo Dynamite Docks 25.28675 -80.29059 7 143
C. corindum North Key Largo DD front 25.27349 -80.30410 32 143
C. corindum North Key Largo Carysfort 25.25656 -80.31080 18 143
C. corindum North Key Largo MM165 25.22752 -80.32838 17 143
C. corindum North Key Largo Charlemagne 25.19515 -80.34592 21 143
C. corindum North Key Largo N. Dagny 25.18209 -80.36319 30 143
C. corindum North Key Largo Dagny Trellis 25.17557 -80.36780 18 143
C. corindum Key Largo JP 25.12846 -80.40809 22 45
C. corindum Key Largo KLMRL 25.10002 -80.43752 23 45
C. corindum Plantation Key Aregood Ln 24.97357 -80.55392 18 53
C. corindum Plantation Key Founder’s 24.96424 -80.56733 35 53
Table 1. Field soapberry bugs collected and tested for flight trials.
Winter 2020
Coordinates
Sample Sizes
host plant population site latitude longitude $ n_{site}$ $ n_{pop}$
K. elegans Gainesville 23rd & 8th 29.66200 -82.34731 17 17
K. elegans Leesburg Mount & 8th 28.79634 -81.87788 12 12
K. elegans Lake Wales Polk Ave 27.89674 -81.58047 11 11
K. elegans Lake Placid 110N Main 27.29863 -81.36615 24 24
K. elegans Homestead SW 296th St 25.49136 -80.48582 27 27
C. corindum North Key Largo Dynamite Docks 25.28675 -80.29059 7 143
C. corindum North Key Largo DD front 25.27349 -80.30410 32 143
C. corindum North Key Largo Carysfort 25.25656 -80.31080 18 143
C. corindum North Key Largo MM165 25.22752 -80.32838 17 143
C. corindum North Key Largo Charlemagne 25.19515 -80.34592 21 143
C. corindum North Key Largo N. Dagny 25.18209 -80.36319 30 143
C. corindum North Key Largo Dagny Trellis 25.17557 -80.36780 18 143
C. corindum Key Largo JP 25.12846 -80.40809 22 45
C. corindum Key Largo KLMRL 25.10002 -80.43752 23 45
C. corindum Plantation Key Aregood Ln 24.97357 -80.55392 18 53
C. corindum Plantation Key Founder’s 24.96424 -80.56733 35 53
Table 1. Field soapberry bugs collected and tested for flight trials.
Fall 2019
Coordinates
Sample Sizes
host plant population site latitude longitude $ n_{site}$ $ n_{pop}$
K. elegans Gainesville NW 10th Ave & 18th St 29.66182 -82.34721 14 14
K. elegans Leesburg Veteran’s Memorial Park 28.81298 -81.87789 13 13
K. elegans Lake Wales Polk 27.90335 -81.58946 11 11
K. elegans Lake Placid Barber shop 27.29866 -81.36612 43 43
K. elegans Homestead SW 296th St & 182nd Ave 25.49197 -80.48562 34 34
C. corindum North Key Largo DD 25.28637 -80.29077 26 65
C. corindum North Key Largo DD front 25.27352 -80.30428 2 65
C. corindum North Key Largo Carysfort Cr 25.25648 -80.31069 8 65
C. corindum North Key Largo DD -inter 25.25284 -80.31183 2 65
C. corindum North Key Largo Charlemagne 25.19484 -80.34590 9 65
C. corindum North Key Largo N. Dagny 25.18229 -80.36370 5 65
C. corindum North Key Largo Dagny Trellis 25.17550 -80.36782 8 65
C. corindum North Key Largo Dagny 1/2 Loop 25.17369 -80.37153 5 65
C. corindum Key Largo JP Grove 25.12846 -80.40809 14 14
C. corindum Plantation Key Founder’s #2 24.98519 -80.54710 1 13
C. corindum Plantation Key Founder’s #1 24.96448 -80.56739 12 13

Data Stats

Mass Stats

mass (g)
mean sd sample size
F 0.079 0.024 213
M 0.039 0.007 398
mass (g)
mean sd sample size
C. corindum 0.054 0.025 453
K. elegans 0.049 0.022 0
mass (g)
C. corindum
K. elegans
mean sd mean sd
F 0.081 0.025 0.073 0.020
M 0.040 0.007 0.036 0.007

Morphology Stats

All Bugs
thorax (mm)
body (mm)
wing (mm)
sample size mean sd mean sd mean sd
F 274 3.37 0.30 12.01 1.60 8.44 1.50
M 484 2.97 0.23 10.73 1.17 7.69 1.11
Tested Bugs
thorax (mm)
body (mm)
wing (mm)
sample size mean sd mean sd mean sd
F 119 3.41 0.28 12.43 1.02 8.85 0.87
M 213 3.00 0.20 11.01 0.70 7.96 0.60

Flight Response Stats

prop flew sd sample size
Trial 1 0.61 0.49 332
Trial 2 0.50 0.50 282
Trial 1
Trial 2
prop flew sd sample size prop flew sd sample size
F 0.38 0.49 119 0.27 0.45 97
M 0.73 0.44 213 0.63 0.48 185

Distance Stats

Distances Flew (m)
Trial 1
Trial 2
mean sd sample size mean sd sample size
F 1361.29 3671.26 119 602.30 2091.15 97
M 1681.59 3504.31 213 1474.98 3353.59 185
Distances Flew (m)
Trial 1
Trial 2
mean sd sample size mean sd sample size
1.70 6.42 133 0.49 1.28 140
B 49.90 137.07 89 150.37 686.44 67
BC 3157.61 4006.91 14 4590.96 5098.05 19
C 5109.65 4987.89 92 4473.25 4394.51 52
CB 302.84 203.58 4 328.44 171.67 4
Distances Flew (m)
Trial 1
Trial 2
mean sd sample size mean sd sample size
1.70 6.42 133 0.49 1.28 140
B 49.90 137.07 89 150.37 686.44 67
C 4686.42 4882.94 110 4282.02 4530.75 75

Speed Stats

Average Speed Flew (m/s)
Trial 1
Trial 2
mean sd sample size mean sd sample size
F 0.17 0.18 119 0.09 0.14 97
M 0.22 0.15 213 0.20 0.17 185
Average Speed Flew (m/s)
Trial 1
Trial 2
mean sd sample size mean sd sample size
0.07 0.15 133 0.03 0.11 140
B 0.28 0.12 89 0.28 0.13 67
BC 0.29 0.09 14 0.29 0.08 19
C 0.30 0.09 92 0.30 0.10 52
CB 0.27 0.13 4 0.26 0.15 4
Average Speed Flew (m/s)
Trial 1
Trial 2
mean sd sample size mean sd sample size
0.07 0.15 133 0.03 0.11 140
B 0.28 0.12 89 0.28 0.13 67
C 0.30 0.09 110 0.30 0.10 75