Project 1
Dai Le
2026-04-19
A. What topics, ideas, or problems bring you back again and again, even when no one asks you to study them?
- User experience and how people interact with digital interfaces
- Child development and how digital tools such as ChatGPT can impact cognition
I find it interesting how people interact with technology. As AI becomes more pervasive in society, I wonder how it might affect child development, especially if children begin relying on it during critical developmental periods. It is also interesting to see how design choices in technology can influence user behavior.
B. Demonstrate that you can load the pokemon.RData file successfully and reveal the structure of the data frame it contains.
# Load pokemon dataset
load("pokemon.RData")
# Display the structure of the data frame
str(pokemon_df)## Classes 'tbl_df', 'tbl' and 'data.frame': 949 obs. of 22 variables:
## $ id : num 1 2 3 4 5 6 7 8 9 10 ...
## $ pokemon : chr "bulbasaur" "ivysaur" "venusaur" "charmander" ...
## $ species_id : num 1 2 3 4 5 6 7 8 9 10 ...
## $ height : num 0.7 1 2 0.6 1.1 1.7 0.5 1 1.6 0.3 ...
## $ weight : num 6.9 13 100 8.5 19 90.5 9 22.5 85.5 2.9 ...
## $ base_experience: num 64 142 236 62 142 240 63 142 239 39 ...
## $ type_1 : chr "grass" "grass" "grass" "fire" ...
## $ type_2 : chr "poison" "poison" "poison" NA ...
## $ hp : num 45 60 80 39 58 78 44 59 79 45 ...
## $ attack : num 49 62 82 52 64 84 48 63 83 30 ...
## $ defense : num 49 63 83 43 58 78 65 80 100 35 ...
## $ special_attack : num 65 80 100 60 80 109 50 65 85 20 ...
## $ special_defense: num 65 80 100 50 65 85 64 80 105 20 ...
## $ speed : num 45 60 80 65 80 100 43 58 78 45 ...
## $ color_1 : chr "#78C850" "#78C850" "#78C850" "#F08030" ...
## $ color_2 : chr "#A040A0" "#A040A0" "#A040A0" NA ...
## $ color_f : chr "#81A763" "#81A763" "#81A763" NA ...
## $ egg_group_1 : chr "monster" "monster" "monster" "monster" ...
## $ egg_group_2 : chr "plant" "plant" "plant" "dragon" ...
## $ url_icon : chr "//archives.bulbagarden.net/media/upload/7/7b/001MS6.png" "//archives.bulbagarden.net/media/upload/a/a0/002MS6.png" "//archives.bulbagarden.net/media/upload/0/07/003MS6.png" "//archives.bulbagarden.net/media/upload/7/7d/004MS6.png" ...
## $ generation_id : num 1 1 1 1 1 1 1 1 1 1 ...
## $ url_image : chr "https://raw.githubusercontent.com/HybridShivam/Pokemon/master/assets/images/001.png" "https://raw.githubusercontent.com/HybridShivam/Pokemon/master/assets/images/002.png" "https://raw.githubusercontent.com/HybridShivam/Pokemon/master/assets/images/003.png" "https://raw.githubusercontent.com/HybridShivam/Pokemon/master/assets/images/004.png" ...C. Please generate a basic plot using R using the pokemon data frame.
# Create scatterplot of Pokemon's height vs weight
plot(pokemon_df$height, pokemon_df$weight,
main = "Height vs Weight",
xlab = "Height",
ylab = "Weight",
pch = 19, # use solid circles for points
col = "blue" # set point color to blue
)
D. Please produce a table of either some summary statistics or a subset of the pokemon dataframe.
# Summary of dataset
summary(pokemon_df)## id pokemon species_id height
## Min. : 1 Length:949 Min. : 1.0 Min. : 0.100
## 1st Qu.: 238 Class :character 1st Qu.:191.0 1st Qu.: 0.500
## Median : 475 Mode :character Median :395.0 Median : 1.000
## Mean : 1900 Mean :400.1 Mean : 1.228
## 3rd Qu.: 712 3rd Qu.:615.0 3rd Qu.: 1.500
## Max. :10147 Max. :802.0 Max. :14.500
##
## weight base_experience type_1 type_2
## Min. : 0.10 Min. : 36.0 Length:949 Length:949
## 1st Qu.: 8.50 1st Qu.: 68.0 Class :character Class :character
## Median : 28.80 Median :157.0 Mode :character Mode :character
## Mean : 66.21 Mean :150.5
## 3rd Qu.: 66.60 3rd Qu.:184.0
## Max. :999.90 Max. :608.0
##
## hp attack defense special_attack
## Min. : 1.00 Min. : 5.00 Min. : 5.00 Min. : 10.00
## 1st Qu.: 50.00 1st Qu.: 55.00 1st Qu.: 50.00 1st Qu.: 50.00
## Median : 65.00 Median : 75.00 Median : 70.00 Median : 65.00
## Mean : 68.95 Mean : 79.47 Mean : 74.07 Mean : 72.81
## 3rd Qu.: 80.00 3rd Qu.:100.00 3rd Qu.: 90.00 3rd Qu.: 95.00
## Max. :255.00 Max. :190.00 Max. :230.00 Max. :194.00
##
## special_defense speed color_1 color_2
## Min. : 20.00 Min. : 5.00 Length:949 Length:949
## 1st Qu.: 50.00 1st Qu.: 45.00 Class :character Class :character
## Median : 70.00 Median : 65.00 Mode :character Mode :character
## Mean : 72.22 Mean : 69.02
## 3rd Qu.: 90.00 3rd Qu.: 90.00
## Max. :230.00 Max. :180.00
##
## color_f egg_group_1 egg_group_2 url_icon
## Length:949 Length:949 Length:949 Length:949
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## generation_id url_image
## Min. :1.000 Length:949
## 1st Qu.:2.000 Class :character
## Median :4.000 Mode :character
## Mean :3.695
## 3rd Qu.:5.000
## Max. :7.000
## NA's :147E. Please include an image in your document.
TikTok Nap Emoji
F. Please demonstrate that you are able to extract a single numeric vector from the Pokemon data frame and apply a simple calculation to it.
# Calculate the median defense value
median(pokemon_df$defense, na.rm = TRUE)## [1] 70G. Please demonstrate that you are able to apply a minimum of two different mathematical operations to any single NUMERIC vector from the Pokemon data frame.
# Assign height variable to height_vector
height_vector <- pokemon_df$height
# Operation 1: Multiply by a constant of 2
height_times_two <- height_vector * 2
# Operation 2: Add a constant of 1
height_plus_one <- height_vector + 1
# Print values
height_times_two## [1] 1.4 2.0 4.0 1.2 2.2 3.4 1.0 2.0 3.2 0.6 1.4 2.2 0.6 1.2 2.0
## [16] 0.6 2.2 3.0 0.6 1.4 0.6 2.4 4.0 7.0 0.8 1.6 1.2 2.0 0.8 1.6
## [31] 2.6 1.0 1.8 2.8 1.2 2.6 1.2 2.2 1.0 2.0 1.6 3.2 1.0 1.6 2.4
## [46] 0.6 2.0 2.0 3.0 0.4 1.4 0.8 2.0 1.6 3.4 1.0 2.0 1.4 3.8 1.2
## [61] 2.0 2.6 1.8 2.6 3.0 1.6 3.0 3.2 1.4 2.0 3.4 1.8 3.2 0.8 2.0
## [76] 2.8 2.0 3.4 2.4 3.2 0.6 2.0 1.6 2.8 3.6 2.2 3.4 1.8 2.4 0.6
## [91] 3.0 2.6 3.2 3.0 17.6 2.0 3.2 0.8 2.6 1.0 2.4 0.8 4.0 0.8 2.0
## [106] 3.0 2.8 2.4 1.2 2.4 2.0 3.8 2.2 2.0 4.4 0.8 2.4 1.2 2.6 1.6
## [121] 2.2 2.6 3.0 2.8 2.2 2.6 3.0 2.8 1.8 13.0 5.0 0.6 0.6 2.0 1.6
## [136] 1.8 1.6 0.8 2.0 1.0 2.6 3.6 4.2 3.4 3.2 4.0 3.6 8.0 4.4 4.0
## [151] 0.8 1.8 2.4 3.6 1.0 1.8 3.4 1.2 2.2 4.6 1.6 3.6 1.4 3.2 2.0
## [166] 2.8 1.0 2.2 3.6 1.0 2.4 0.6 0.6 0.6 0.6 1.2 0.4 3.0 1.2 1.6
## [181] 2.8 0.8 0.8 1.6 2.4 2.2 0.8 1.2 1.6 1.6 0.6 1.6 2.4 0.8 2.8
## [196] 1.8 2.0 1.0 4.0 1.4 1.0 2.6 3.0 1.2 2.4 3.0 2.2 18.4 1.2 2.8
## [211] 1.0 3.6 1.2 3.0 1.8 1.2 3.6 1.4 1.6 0.8 2.2 1.2 1.2 1.8 1.8
## [226] 4.2 3.4 1.2 2.8 3.6 1.0 2.2 1.2 2.8 2.4 1.4 2.8 0.8 1.2 1.4
## [241] 2.4 3.0 3.8 4.2 4.0 1.2 2.4 4.0 10.4 7.6 1.2 1.0 1.8 3.4 0.8
## [256] 1.8 3.8 0.8 1.4 3.0 1.0 2.0 0.8 1.0 0.6 1.2 2.0 1.4 2.4 1.0
## [271] 2.4 3.0 1.0 2.0 2.6 0.6 1.4 1.2 2.4 0.8 1.6 3.2 1.0 1.6 0.8
## [286] 2.4 1.6 2.8 4.0 1.0 1.6 1.6 1.2 2.0 3.0 2.0 4.6 0.4 2.0 1.2
## [301] 2.2 1.0 1.2 0.8 1.8 4.2 1.2 2.6 1.2 3.0 0.8 0.8 1.4 1.2 0.6
## [316] 0.8 3.4 1.6 3.6 4.0 29.0 1.4 3.8 1.0 1.4 1.8 2.2 1.4 2.2 4.0
## [331] 0.8 2.6 0.8 2.2 2.6 5.4 2.0 2.4 0.8 1.8 1.2 2.2 1.0 3.0 2.0
## [346] 3.0 1.4 3.0 1.2 12.4 0.6 2.0 1.2 2.2 1.6 3.2 4.0 1.2 2.4 1.2
## [361] 1.4 3.0 1.6 2.2 2.8 0.8 3.4 3.6 2.0 1.2 1.2 2.2 3.0 1.2 2.4
## [376] 3.2 3.4 3.6 3.8 2.8 4.0 9.0 7.0 14.0 0.6 3.4 0.8 2.2 4.4 1.0
## [391] 1.8 2.4 0.8 1.6 3.4 0.6 1.2 2.4 1.0 2.0 0.6 2.0 1.0 1.8 2.8
## [406] 0.4 1.8 1.8 3.2 1.0 2.6 0.4 1.0 1.8 0.6 2.4 0.8 1.4 2.2 0.8
## [421] 1.0 0.6 1.8 2.4 0.8 2.4 0.8 2.4 1.8 1.8 1.0 2.0 0.4 0.8 2.0
## [436] 1.0 2.6 1.0 1.2 1.2 1.0 2.0 1.4 2.8 3.8 1.2 1.4 2.4 1.6 4.0
## [451] 1.6 2.6 1.4 2.6 2.8 0.8 2.4 2.0 2.0 4.4 2.2 2.4 3.4 4.8 4.0
## [466] 3.6 3.2 3.0 3.8 2.0 1.6 4.0 5.0 1.8 3.2 2.8 4.4 2.6 0.6 0.6
## [481] 0.6 0.6 10.8 8.4 3.4 7.4 9.0 3.0 0.8 0.6 3.0 0.4 6.4 0.8 1.2
## [496] 1.6 6.6 1.0 2.0 3.2 1.0 1.6 3.0 1.0 2.2 0.8 1.8 2.4 0.8 2.2
## [511] 1.2 2.2 1.2 2.0 1.2 2.0 1.2 2.2 0.6 1.2 2.4 1.6 3.2 0.8 1.8
## [526] 3.4 0.8 1.8 0.6 1.4 2.2 1.2 2.4 2.8 1.0 1.6 3.0 2.6 2.8 0.6
## [541] 1.0 2.4 0.8 2.4 5.0 0.6 1.4 1.0 2.2 2.0 1.4 2.0 3.0 1.2 2.6
## [556] 2.0 0.6 2.8 1.2 2.2 2.8 1.0 3.4 1.4 2.4 1.0 2.8 1.2 3.8 1.4
## [571] 3.2 0.8 1.0 0.8 1.4 3.0 0.6 1.2 2.0 1.0 2.6 0.8 2.2 2.6 1.2
## [586] 3.8 0.8 1.0 2.0 0.4 1.2 2.4 4.4 2.4 0.2 1.6 1.2 2.0 0.6 1.2
## [601] 1.2 0.4 2.4 4.2 1.0 2.0 0.6 1.2 2.0 1.2 2.0 3.6 1.0 5.2 2.2
## [616] 0.8 1.6 1.4 1.8 2.8 3.2 2.0 5.6 1.0 3.2 3.2 1.0 3.0 1.0 2.4
## [631] 2.8 0.6 1.6 2.8 3.6 2.2 3.2 4.2 3.8 4.0 3.0 3.0 6.4 5.8 3.0
## [646] 6.0 2.8 1.2 3.0 0.8 1.4 3.2 0.8 2.0 3.0 0.6 1.2 3.0 0.8 2.0
## [661] 0.6 1.4 2.4 0.6 0.6 2.4 1.2 3.0 0.2 0.4 2.2 1.8 3.4 1.2 4.2
## [676] 2.4 0.6 1.2 1.6 1.6 3.4 0.4 1.6 0.8 1.6 0.8 3.0 1.0 2.6 1.0
## [691] 3.6 1.0 2.6 1.0 2.0 1.6 5.0 2.6 5.4 2.0 1.6 0.4 0.6 0.6 1.6
## [706] 4.0 0.4 0.8 3.0 0.8 1.8 2.0 4.0 1.0 3.0 6.0 11.6 10.0 1.4 1.0
## [721] 3.4 0.6 1.4 3.2 0.8 1.4 3.6 0.8 1.2 3.6 0.6 1.2 2.2 0.8 1.4
## [736] 0.8 1.0 3.0 1.2 3.4 1.2 0.2 0.4 1.0 1.6 0.4 0.8 1.4 2.0 5.0
## [751] 0.6 3.6 0.6 1.8 0.4 2.0 1.2 2.4 1.0 4.2 0.6 1.4 2.4 0.2 3.0
## [766] 4.0 1.0 4.0 1.0 2.6 0.6 3.8 4.6 0.6 0.8 4.0 0.6 0.4 1.8 6.0
## [781] 7.8 1.2 2.4 3.2 3.6 2.4 3.8 2.6 0.4 0.2 6.8 8.0 2.4 4.8 3.6
## [796] 7.6 18.4 0.6 11.0 4.8 2.0 1.4 3.4 3.4 3.4 1.0 1.0 0.8 13.8 0.6
## [811] 0.6 0.6 0.6 0.6 0.6 0.6 0.6 2.0 2.6 1.2 2.8 6.0 2.6 6.6 7.2
## [826] 2.8 1.2 3.4 0.6 1.0 1.6 1.4 2.2 3.4 4.8 3.4 3.4 3.2 2.4 2.8
## [841] 4.4 3.4 13.0 4.2 4.6 3.0 2.8 4.0 3.4 3.8 5.0 3.8 3.2 2.0 4.4
## [856] 2.6 3.6 2.4 2.4 3.8 2.6 5.4 0.4 3.6 4.6 3.8 3.8 1.0 3.0 3.2
## [871] 3.0 5.0 4.0 21.0 4.4 4.2 2.2 5.0 19.6 10.0 21.6 0.8 0.8 0.8 0.8
## [886] 0.8 0.8 13.0 5.0 2.6 3.6 2.8 0.6 1.4 2.8 0.8 0.8 0.8 0.8 0.8
## [901] 0.8 1.4 1.4 2.4 1.2 2.2 0.4 1.4 0.8 2.2 0.8 2.0 3.4 1.4 2.0
## [916] 21.8 2.0 3.0 3.0 2.4 10.0 9.0 2.8 5.2 1.2 1.2 1.2 2.2 16.4 3.0
## [931] 4.2 0.6 0.6 0.6 0.6 0.6 0.6 0.6 0.6 0.6 0.6 0.6 0.6 0.6 0.4
## [946] 0.8 0.8 4.8 2.0height_plus_one## [1] 1.7 2.0 3.0 1.6 2.1 2.7 1.5 2.0 2.6 1.3 1.7 2.1 1.3 1.6 2.0
## [16] 1.3 2.1 2.5 1.3 1.7 1.3 2.2 3.0 4.5 1.4 1.8 1.6 2.0 1.4 1.8
## [31] 2.3 1.5 1.9 2.4 1.6 2.3 1.6 2.1 1.5 2.0 1.8 2.6 1.5 1.8 2.2
## [46] 1.3 2.0 2.0 2.5 1.2 1.7 1.4 2.0 1.8 2.7 1.5 2.0 1.7 2.9 1.6
## [61] 2.0 2.3 1.9 2.3 2.5 1.8 2.5 2.6 1.7 2.0 2.7 1.9 2.6 1.4 2.0
## [76] 2.4 2.0 2.7 2.2 2.6 1.3 2.0 1.8 2.4 2.8 2.1 2.7 1.9 2.2 1.3
## [91] 2.5 2.3 2.6 2.5 9.8 2.0 2.6 1.4 2.3 1.5 2.2 1.4 3.0 1.4 2.0
## [106] 2.5 2.4 2.2 1.6 2.2 2.0 2.9 2.1 2.0 3.2 1.4 2.2 1.6 2.3 1.8
## [121] 2.1 2.3 2.5 2.4 2.1 2.3 2.5 2.4 1.9 7.5 3.5 1.3 1.3 2.0 1.8
## [136] 1.9 1.8 1.4 2.0 1.5 2.3 2.8 3.1 2.7 2.6 3.0 2.8 5.0 3.2 3.0
## [151] 1.4 1.9 2.2 2.8 1.5 1.9 2.7 1.6 2.1 3.3 1.8 2.8 1.7 2.6 2.0
## [166] 2.4 1.5 2.1 2.8 1.5 2.2 1.3 1.3 1.3 1.3 1.6 1.2 2.5 1.6 1.8
## [181] 2.4 1.4 1.4 1.8 2.2 2.1 1.4 1.6 1.8 1.8 1.3 1.8 2.2 1.4 2.4
## [196] 1.9 2.0 1.5 3.0 1.7 1.5 2.3 2.5 1.6 2.2 2.5 2.1 10.2 1.6 2.4
## [211] 1.5 2.8 1.6 2.5 1.9 1.6 2.8 1.7 1.8 1.4 2.1 1.6 1.6 1.9 1.9
## [226] 3.1 2.7 1.6 2.4 2.8 1.5 2.1 1.6 2.4 2.2 1.7 2.4 1.4 1.6 1.7
## [241] 2.2 2.5 2.9 3.1 3.0 1.6 2.2 3.0 6.2 4.8 1.6 1.5 1.9 2.7 1.4
## [256] 1.9 2.9 1.4 1.7 2.5 1.5 2.0 1.4 1.5 1.3 1.6 2.0 1.7 2.2 1.5
## [271] 2.2 2.5 1.5 2.0 2.3 1.3 1.7 1.6 2.2 1.4 1.8 2.6 1.5 1.8 1.4
## [286] 2.2 1.8 2.4 3.0 1.5 1.8 1.8 1.6 2.0 2.5 2.0 3.3 1.2 2.0 1.6
## [301] 2.1 1.5 1.6 1.4 1.9 3.1 1.6 2.3 1.6 2.5 1.4 1.4 1.7 1.6 1.3
## [316] 1.4 2.7 1.8 2.8 3.0 15.5 1.7 2.9 1.5 1.7 1.9 2.1 1.7 2.1 3.0
## [331] 1.4 2.3 1.4 2.1 2.3 3.7 2.0 2.2 1.4 1.9 1.6 2.1 1.5 2.5 2.0
## [346] 2.5 1.7 2.5 1.6 7.2 1.3 2.0 1.6 2.1 1.8 2.6 3.0 1.6 2.2 1.6
## [361] 1.7 2.5 1.8 2.1 2.4 1.4 2.7 2.8 2.0 1.6 1.6 2.1 2.5 1.6 2.2
## [376] 2.6 2.7 2.8 2.9 2.4 3.0 5.5 4.5 8.0 1.3 2.7 1.4 2.1 3.2 1.5
## [391] 1.9 2.2 1.4 1.8 2.7 1.3 1.6 2.2 1.5 2.0 1.3 2.0 1.5 1.9 2.4
## [406] 1.2 1.9 1.9 2.6 1.5 2.3 1.2 1.5 1.9 1.3 2.2 1.4 1.7 2.1 1.4
## [421] 1.5 1.3 1.9 2.2 1.4 2.2 1.4 2.2 1.9 1.9 1.5 2.0 1.2 1.4 2.0
## [436] 1.5 2.3 1.5 1.6 1.6 1.5 2.0 1.7 2.4 2.9 1.6 1.7 2.2 1.8 3.0
## [451] 1.8 2.3 1.7 2.3 2.4 1.4 2.2 2.0 2.0 3.2 2.1 2.2 2.7 3.4 3.0
## [466] 2.8 2.6 2.5 2.9 2.0 1.8 3.0 3.5 1.9 2.6 2.4 3.2 2.3 1.3 1.3
## [481] 1.3 1.3 6.4 5.2 2.7 4.7 5.5 2.5 1.4 1.3 2.5 1.2 4.2 1.4 1.6
## [496] 1.8 4.3 1.5 2.0 2.6 1.5 1.8 2.5 1.5 2.1 1.4 1.9 2.2 1.4 2.1
## [511] 1.6 2.1 1.6 2.0 1.6 2.0 1.6 2.1 1.3 1.6 2.2 1.8 2.6 1.4 1.9
## [526] 2.7 1.4 1.9 1.3 1.7 2.1 1.6 2.2 2.4 1.5 1.8 2.5 2.3 2.4 1.3
## [541] 1.5 2.2 1.4 2.2 3.5 1.3 1.7 1.5 2.1 2.0 1.7 2.0 2.5 1.6 2.3
## [556] 2.0 1.3 2.4 1.6 2.1 2.4 1.5 2.7 1.7 2.2 1.5 2.4 1.6 2.9 1.7
## [571] 2.6 1.4 1.5 1.4 1.7 2.5 1.3 1.6 2.0 1.5 2.3 1.4 2.1 2.3 1.6
## [586] 2.9 1.4 1.5 2.0 1.2 1.6 2.2 3.2 2.2 1.1 1.8 1.6 2.0 1.3 1.6
## [601] 1.6 1.2 2.2 3.1 1.5 2.0 1.3 1.6 2.0 1.6 2.0 2.8 1.5 3.6 2.1
## [616] 1.4 1.8 1.7 1.9 2.4 2.6 2.0 3.8 1.5 2.6 2.6 1.5 2.5 1.5 2.2
## [631] 2.4 1.3 1.8 2.4 2.8 2.1 2.6 3.1 2.9 3.0 2.5 2.5 4.2 3.9 2.5
## [646] 4.0 2.4 1.6 2.5 1.4 1.7 2.6 1.4 2.0 2.5 1.3 1.6 2.5 1.4 2.0
## [661] 1.3 1.7 2.2 1.3 1.3 2.2 1.6 2.5 1.1 1.2 2.1 1.9 2.7 1.6 3.1
## [676] 2.2 1.3 1.6 1.8 1.8 2.7 1.2 1.8 1.4 1.8 1.4 2.5 1.5 2.3 1.5
## [691] 2.8 1.5 2.3 1.5 2.0 1.8 3.5 2.3 3.7 2.0 1.8 1.2 1.3 1.3 1.8
## [706] 3.0 1.2 1.4 2.5 1.4 1.9 2.0 3.0 1.5 2.5 4.0 6.8 6.0 1.7 1.5
## [721] 2.7 1.3 1.7 2.6 1.4 1.7 2.8 1.4 1.6 2.8 1.3 1.6 2.1 1.4 1.7
## [736] 1.4 1.5 2.5 1.6 2.7 1.6 1.1 1.2 1.5 1.8 1.2 1.4 1.7 2.0 3.5
## [751] 1.3 2.8 1.3 1.9 1.2 2.0 1.6 2.2 1.5 3.1 1.3 1.7 2.2 1.1 2.5
## [766] 3.0 1.5 3.0 1.5 2.3 1.3 2.9 3.3 1.3 1.4 3.0 1.3 1.2 1.9 4.0
## [781] 4.9 1.6 2.2 2.6 2.8 2.2 2.9 2.3 1.2 1.1 4.4 5.0 2.2 3.4 2.8
## [796] 4.8 10.2 1.3 6.5 3.4 2.0 1.7 2.7 2.7 2.7 1.5 1.5 1.4 7.9 1.3
## [811] 1.3 1.3 1.3 1.3 1.3 1.3 1.3 2.0 2.3 1.6 2.4 4.0 2.3 4.3 4.6
## [826] 2.4 1.6 2.7 1.3 1.5 1.8 1.7 2.1 2.7 3.4 2.7 2.7 2.6 2.2 2.4
## [841] 3.2 2.7 7.5 3.1 3.3 2.5 2.4 3.0 2.7 2.9 3.5 2.9 2.6 2.0 3.2
## [856] 2.3 2.8 2.2 2.2 2.9 2.3 3.7 1.2 2.8 3.3 2.9 2.9 1.5 2.5 2.6
## [871] 2.5 3.5 3.0 11.5 3.2 3.1 2.1 3.5 10.8 6.0 11.8 1.4 1.4 1.4 1.4
## [886] 1.4 1.4 7.5 3.5 2.3 2.8 2.4 1.3 1.7 2.4 1.4 1.4 1.4 1.4 1.4
## [901] 1.4 1.7 1.7 2.2 1.6 2.1 1.2 1.7 1.4 2.1 1.4 2.0 2.7 1.7 2.0
## [916] 11.9 2.0 2.5 2.5 2.2 6.0 5.5 2.4 3.6 1.6 1.6 1.6 2.1 9.2 2.5
## [931] 3.1 1.3 1.3 1.3 1.3 1.3 1.3 1.3 1.3 1.3 1.3 1.3 1.3 1.3 1.2
## [946] 1.4 1.4 3.4 2.0