library(tidyverse)## Warning: package 'tidyverse' was built under R version 4.4.2## Warning: package 'ggplot2' was built under R version 4.4.2## Warning: package 'tibble' was built under R version 4.4.2## Warning: package 'tidyr' was built under R version 4.4.2## Warning: package 'readr' was built under R version 4.4.2## Warning: package 'purrr' was built under R version 4.4.2## Warning: package 'dplyr' was built under R version 4.4.2## Warning: package 'stringr' was built under R version 4.4.2## Warning: package 'forcats' was built under R version 4.4.2## Warning: package 'lubridate' was built under R version 4.4.2## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
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## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(knitr)## Warning: package 'knitr' was built under R version 4.4.2knitr::opts_chunk$set(echo = TRUE)CO2## Plant Type Treatment conc uptake
## 1 Qn1 Quebec nonchilled 95 16.0
## 2 Qn1 Quebec nonchilled 175 30.4
## 3 Qn1 Quebec nonchilled 250 34.8
## 4 Qn1 Quebec nonchilled 350 37.2
## 5 Qn1 Quebec nonchilled 500 35.3
## 6 Qn1 Quebec nonchilled 675 39.2
## 7 Qn1 Quebec nonchilled 1000 39.7
## 8 Qn2 Quebec nonchilled 95 13.6
## 9 Qn2 Quebec nonchilled 175 27.3
## 10 Qn2 Quebec nonchilled 250 37.1
## 11 Qn2 Quebec nonchilled 350 41.8
## 12 Qn2 Quebec nonchilled 500 40.6
## 13 Qn2 Quebec nonchilled 675 41.4
## 14 Qn2 Quebec nonchilled 1000 44.3
## 15 Qn3 Quebec nonchilled 95 16.2
## 16 Qn3 Quebec nonchilled 175 32.4
## 17 Qn3 Quebec nonchilled 250 40.3
## 18 Qn3 Quebec nonchilled 350 42.1
## 19 Qn3 Quebec nonchilled 500 42.9
## 20 Qn3 Quebec nonchilled 675 43.9
## 21 Qn3 Quebec nonchilled 1000 45.5
## 22 Qc1 Quebec chilled 95 14.2
## 23 Qc1 Quebec chilled 175 24.1
## 24 Qc1 Quebec chilled 250 30.3
## 25 Qc1 Quebec chilled 350 34.6
## 26 Qc1 Quebec chilled 500 32.5
## 27 Qc1 Quebec chilled 675 35.4
## 28 Qc1 Quebec chilled 1000 38.7
## 29 Qc2 Quebec chilled 95 9.3
## 30 Qc2 Quebec chilled 175 27.3
## 31 Qc2 Quebec chilled 250 35.0
## 32 Qc2 Quebec chilled 350 38.8
## 33 Qc2 Quebec chilled 500 38.6
## 34 Qc2 Quebec chilled 675 37.5
## 35 Qc2 Quebec chilled 1000 42.4
## 36 Qc3 Quebec chilled 95 15.1
## 37 Qc3 Quebec chilled 175 21.0
## 38 Qc3 Quebec chilled 250 38.1
## 39 Qc3 Quebec chilled 350 34.0
## 40 Qc3 Quebec chilled 500 38.9
## 41 Qc3 Quebec chilled 675 39.6
## 42 Qc3 Quebec chilled 1000 41.4
## 43 Mn1 Mississippi nonchilled 95 10.6
## 44 Mn1 Mississippi nonchilled 175 19.2
## 45 Mn1 Mississippi nonchilled 250 26.2
## 46 Mn1 Mississippi nonchilled 350 30.0
## 47 Mn1 Mississippi nonchilled 500 30.9
## 48 Mn1 Mississippi nonchilled 675 32.4
## 49 Mn1 Mississippi nonchilled 1000 35.5
## 50 Mn2 Mississippi nonchilled 95 12.0
## 51 Mn2 Mississippi nonchilled 175 22.0
## 52 Mn2 Mississippi nonchilled 250 30.6
## 53 Mn2 Mississippi nonchilled 350 31.8
## 54 Mn2 Mississippi nonchilled 500 32.4
## 55 Mn2 Mississippi nonchilled 675 31.1
## 56 Mn2 Mississippi nonchilled 1000 31.5
## 57 Mn3 Mississippi nonchilled 95 11.3
## 58 Mn3 Mississippi nonchilled 175 19.4
## 59 Mn3 Mississippi nonchilled 250 25.8
## 60 Mn3 Mississippi nonchilled 350 27.9
## 61 Mn3 Mississippi nonchilled 500 28.5
## 62 Mn3 Mississippi nonchilled 675 28.1
## 63 Mn3 Mississippi nonchilled 1000 27.8
## 64 Mc1 Mississippi chilled 95 10.5
## 65 Mc1 Mississippi chilled 175 14.9
## 66 Mc1 Mississippi chilled 250 18.1
## 67 Mc1 Mississippi chilled 350 18.9
## 68 Mc1 Mississippi chilled 500 19.5
## 69 Mc1 Mississippi chilled 675 22.2
## 70 Mc1 Mississippi chilled 1000 21.9
## 71 Mc2 Mississippi chilled 95 7.7
## 72 Mc2 Mississippi chilled 175 11.4
## 73 Mc2 Mississippi chilled 250 12.3
## 74 Mc2 Mississippi chilled 350 13.0
## 75 Mc2 Mississippi chilled 500 12.5
## 76 Mc2 Mississippi chilled 675 13.7
## 77 Mc2 Mississippi chilled 1000 14.4
## 78 Mc3 Mississippi chilled 95 10.6
## 79 Mc3 Mississippi chilled 175 18.0
## 80 Mc3 Mississippi chilled 250 17.9
## 81 Mc3 Mississippi chilled 350 17.9
## 82 Mc3 Mississippi chilled 500 17.9
## 83 Mc3 Mississippi chilled 675 18.9
## 84 Mc3 Mississippi chilled 1000 19.9Dataset ini mencatat pengukuran perubahan konsentrasi CO2 atmosfer.
uptake_summary <- CO2 %>%
group_by(Type, Treatment) %>%
summarise(Avg_Uptake = mean(uptake, na.rm = TRUE))## `summarise()` has grouped output by 'Type'. You can override using the
## `.groups` argument.uptake_summary## # A tibble: 4 × 3
## # Groups: Type [2]
## Type Treatment Avg_Uptake
## <fct> <fct> <dbl>
## 1 Quebec nonchilled 35.3
## 2 Quebec chilled 31.8
## 3 Mississippi nonchilled 26.0
## 4 Mississippi chilled 15.8sorted_CO2 <- CO2 %>%
arrange(desc(conc))
sorted_CO2## Plant Type Treatment conc uptake
## 1 Qn1 Quebec nonchilled 1000 39.7
## 2 Qn2 Quebec nonchilled 1000 44.3
## 3 Qn3 Quebec nonchilled 1000 45.5
## 4 Qc1 Quebec chilled 1000 38.7
## 5 Qc2 Quebec chilled 1000 42.4
## 6 Qc3 Quebec chilled 1000 41.4
## 7 Mn1 Mississippi nonchilled 1000 35.5
## 8 Mn2 Mississippi nonchilled 1000 31.5
## 9 Mn3 Mississippi nonchilled 1000 27.8
## 10 Mc1 Mississippi chilled 1000 21.9
## 11 Mc2 Mississippi chilled 1000 14.4
## 12 Mc3 Mississippi chilled 1000 19.9
## 13 Qn1 Quebec nonchilled 675 39.2
## 14 Qn2 Quebec nonchilled 675 41.4
## 15 Qn3 Quebec nonchilled 675 43.9
## 16 Qc1 Quebec chilled 675 35.4
## 17 Qc2 Quebec chilled 675 37.5
## 18 Qc3 Quebec chilled 675 39.6
## 19 Mn1 Mississippi nonchilled 675 32.4
## 20 Mn2 Mississippi nonchilled 675 31.1
## 21 Mn3 Mississippi nonchilled 675 28.1
## 22 Mc1 Mississippi chilled 675 22.2
## 23 Mc2 Mississippi chilled 675 13.7
## 24 Mc3 Mississippi chilled 675 18.9
## 25 Qn1 Quebec nonchilled 500 35.3
## 26 Qn2 Quebec nonchilled 500 40.6
## 27 Qn3 Quebec nonchilled 500 42.9
## 28 Qc1 Quebec chilled 500 32.5
## 29 Qc2 Quebec chilled 500 38.6
## 30 Qc3 Quebec chilled 500 38.9
## 31 Mn1 Mississippi nonchilled 500 30.9
## 32 Mn2 Mississippi nonchilled 500 32.4
## 33 Mn3 Mississippi nonchilled 500 28.5
## 34 Mc1 Mississippi chilled 500 19.5
## 35 Mc2 Mississippi chilled 500 12.5
## 36 Mc3 Mississippi chilled 500 17.9
## 37 Qn1 Quebec nonchilled 350 37.2
## 38 Qn2 Quebec nonchilled 350 41.8
## 39 Qn3 Quebec nonchilled 350 42.1
## 40 Qc1 Quebec chilled 350 34.6
## 41 Qc2 Quebec chilled 350 38.8
## 42 Qc3 Quebec chilled 350 34.0
## 43 Mn1 Mississippi nonchilled 350 30.0
## 44 Mn2 Mississippi nonchilled 350 31.8
## 45 Mn3 Mississippi nonchilled 350 27.9
## 46 Mc1 Mississippi chilled 350 18.9
## 47 Mc2 Mississippi chilled 350 13.0
## 48 Mc3 Mississippi chilled 350 17.9
## 49 Qn1 Quebec nonchilled 250 34.8
## 50 Qn2 Quebec nonchilled 250 37.1
## 51 Qn3 Quebec nonchilled 250 40.3
## 52 Qc1 Quebec chilled 250 30.3
## 53 Qc2 Quebec chilled 250 35.0
## 54 Qc3 Quebec chilled 250 38.1
## 55 Mn1 Mississippi nonchilled 250 26.2
## 56 Mn2 Mississippi nonchilled 250 30.6
## 57 Mn3 Mississippi nonchilled 250 25.8
## 58 Mc1 Mississippi chilled 250 18.1
## 59 Mc2 Mississippi chilled 250 12.3
## 60 Mc3 Mississippi chilled 250 17.9
## 61 Qn1 Quebec nonchilled 175 30.4
## 62 Qn2 Quebec nonchilled 175 27.3
## 63 Qn3 Quebec nonchilled 175 32.4
## 64 Qc1 Quebec chilled 175 24.1
## 65 Qc2 Quebec chilled 175 27.3
## 66 Qc3 Quebec chilled 175 21.0
## 67 Mn1 Mississippi nonchilled 175 19.2
## 68 Mn2 Mississippi nonchilled 175 22.0
## 69 Mn3 Mississippi nonchilled 175 19.4
## 70 Mc1 Mississippi chilled 175 14.9
## 71 Mc2 Mississippi chilled 175 11.4
## 72 Mc3 Mississippi chilled 175 18.0
## 73 Qn1 Quebec nonchilled 95 16.0
## 74 Qn2 Quebec nonchilled 95 13.6
## 75 Qn3 Quebec nonchilled 95 16.2
## 76 Qc1 Quebec chilled 95 14.2
## 77 Qc2 Quebec chilled 95 9.3
## 78 Qc3 Quebec chilled 95 15.1
## 79 Mn1 Mississippi nonchilled 95 10.6
## 80 Mn2 Mississippi nonchilled 95 12.0
## 81 Mn3 Mississippi nonchilled 95 11.3
## 82 Mc1 Mississippi chilled 95 10.5
## 83 Mc2 Mississippi chilled 95 7.7
## 84 Mc3 Mississippi chilled 95 10.6filtered_CO2 <- CO2 %>%
filter(uptake > 30)
filtered_CO2## Plant Type Treatment conc uptake
## 1 Qn1 Quebec nonchilled 175 30.4
## 2 Qn1 Quebec nonchilled 250 34.8
## 3 Qn1 Quebec nonchilled 350 37.2
## 4 Qn1 Quebec nonchilled 500 35.3
## 5 Qn1 Quebec nonchilled 675 39.2
## 6 Qn1 Quebec nonchilled 1000 39.7
## 7 Qn2 Quebec nonchilled 250 37.1
## 8 Qn2 Quebec nonchilled 350 41.8
## 9 Qn2 Quebec nonchilled 500 40.6
## 10 Qn2 Quebec nonchilled 675 41.4
## 11 Qn2 Quebec nonchilled 1000 44.3
## 12 Qn3 Quebec nonchilled 175 32.4
## 13 Qn3 Quebec nonchilled 250 40.3
## 14 Qn3 Quebec nonchilled 350 42.1
## 15 Qn3 Quebec nonchilled 500 42.9
## 16 Qn3 Quebec nonchilled 675 43.9
## 17 Qn3 Quebec nonchilled 1000 45.5
## 18 Qc1 Quebec chilled 250 30.3
## 19 Qc1 Quebec chilled 350 34.6
## 20 Qc1 Quebec chilled 500 32.5
## 21 Qc1 Quebec chilled 675 35.4
## 22 Qc1 Quebec chilled 1000 38.7
## 23 Qc2 Quebec chilled 250 35.0
## 24 Qc2 Quebec chilled 350 38.8
## 25 Qc2 Quebec chilled 500 38.6
## 26 Qc2 Quebec chilled 675 37.5
## 27 Qc2 Quebec chilled 1000 42.4
## 28 Qc3 Quebec chilled 250 38.1
## 29 Qc3 Quebec chilled 350 34.0
## 30 Qc3 Quebec chilled 500 38.9
## 31 Qc3 Quebec chilled 675 39.6
## 32 Qc3 Quebec chilled 1000 41.4
## 33 Mn1 Mississippi nonchilled 500 30.9
## 34 Mn1 Mississippi nonchilled 675 32.4
## 35 Mn1 Mississippi nonchilled 1000 35.5
## 36 Mn2 Mississippi nonchilled 250 30.6
## 37 Mn2 Mississippi nonchilled 350 31.8
## 38 Mn2 Mississippi nonchilled 500 32.4
## 39 Mn2 Mississippi nonchilled 675 31.1
## 40 Mn2 Mississippi nonchilled 1000 31.5mutated_CO2 <- CO2 %>%
mutate(Uptake_Level = ifelse(uptake > 30, "Tinggi", "Rendah"))
mutated_CO2## Plant Type Treatment conc uptake Uptake_Level
## 1 Qn1 Quebec nonchilled 95 16.0 Rendah
## 2 Qn1 Quebec nonchilled 175 30.4 Tinggi
## 3 Qn1 Quebec nonchilled 250 34.8 Tinggi
## 4 Qn1 Quebec nonchilled 350 37.2 Tinggi
## 5 Qn1 Quebec nonchilled 500 35.3 Tinggi
## 6 Qn1 Quebec nonchilled 675 39.2 Tinggi
## 7 Qn1 Quebec nonchilled 1000 39.7 Tinggi
## 8 Qn2 Quebec nonchilled 95 13.6 Rendah
## 9 Qn2 Quebec nonchilled 175 27.3 Rendah
## 10 Qn2 Quebec nonchilled 250 37.1 Tinggi
## 11 Qn2 Quebec nonchilled 350 41.8 Tinggi
## 12 Qn2 Quebec nonchilled 500 40.6 Tinggi
## 13 Qn2 Quebec nonchilled 675 41.4 Tinggi
## 14 Qn2 Quebec nonchilled 1000 44.3 Tinggi
## 15 Qn3 Quebec nonchilled 95 16.2 Rendah
## 16 Qn3 Quebec nonchilled 175 32.4 Tinggi
## 17 Qn3 Quebec nonchilled 250 40.3 Tinggi
## 18 Qn3 Quebec nonchilled 350 42.1 Tinggi
## 19 Qn3 Quebec nonchilled 500 42.9 Tinggi
## 20 Qn3 Quebec nonchilled 675 43.9 Tinggi
## 21 Qn3 Quebec nonchilled 1000 45.5 Tinggi
## 22 Qc1 Quebec chilled 95 14.2 Rendah
## 23 Qc1 Quebec chilled 175 24.1 Rendah
## 24 Qc1 Quebec chilled 250 30.3 Tinggi
## 25 Qc1 Quebec chilled 350 34.6 Tinggi
## 26 Qc1 Quebec chilled 500 32.5 Tinggi
## 27 Qc1 Quebec chilled 675 35.4 Tinggi
## 28 Qc1 Quebec chilled 1000 38.7 Tinggi
## 29 Qc2 Quebec chilled 95 9.3 Rendah
## 30 Qc2 Quebec chilled 175 27.3 Rendah
## 31 Qc2 Quebec chilled 250 35.0 Tinggi
## 32 Qc2 Quebec chilled 350 38.8 Tinggi
## 33 Qc2 Quebec chilled 500 38.6 Tinggi
## 34 Qc2 Quebec chilled 675 37.5 Tinggi
## 35 Qc2 Quebec chilled 1000 42.4 Tinggi
## 36 Qc3 Quebec chilled 95 15.1 Rendah
## 37 Qc3 Quebec chilled 175 21.0 Rendah
## 38 Qc3 Quebec chilled 250 38.1 Tinggi
## 39 Qc3 Quebec chilled 350 34.0 Tinggi
## 40 Qc3 Quebec chilled 500 38.9 Tinggi
## 41 Qc3 Quebec chilled 675 39.6 Tinggi
## 42 Qc3 Quebec chilled 1000 41.4 Tinggi
## 43 Mn1 Mississippi nonchilled 95 10.6 Rendah
## 44 Mn1 Mississippi nonchilled 175 19.2 Rendah
## 45 Mn1 Mississippi nonchilled 250 26.2 Rendah
## 46 Mn1 Mississippi nonchilled 350 30.0 Rendah
## 47 Mn1 Mississippi nonchilled 500 30.9 Tinggi
## 48 Mn1 Mississippi nonchilled 675 32.4 Tinggi
## 49 Mn1 Mississippi nonchilled 1000 35.5 Tinggi
## 50 Mn2 Mississippi nonchilled 95 12.0 Rendah
## 51 Mn2 Mississippi nonchilled 175 22.0 Rendah
## 52 Mn2 Mississippi nonchilled 250 30.6 Tinggi
## 53 Mn2 Mississippi nonchilled 350 31.8 Tinggi
## 54 Mn2 Mississippi nonchilled 500 32.4 Tinggi
## 55 Mn2 Mississippi nonchilled 675 31.1 Tinggi
## 56 Mn2 Mississippi nonchilled 1000 31.5 Tinggi
## 57 Mn3 Mississippi nonchilled 95 11.3 Rendah
## 58 Mn3 Mississippi nonchilled 175 19.4 Rendah
## 59 Mn3 Mississippi nonchilled 250 25.8 Rendah
## 60 Mn3 Mississippi nonchilled 350 27.9 Rendah
## 61 Mn3 Mississippi nonchilled 500 28.5 Rendah
## 62 Mn3 Mississippi nonchilled 675 28.1 Rendah
## 63 Mn3 Mississippi nonchilled 1000 27.8 Rendah
## 64 Mc1 Mississippi chilled 95 10.5 Rendah
## 65 Mc1 Mississippi chilled 175 14.9 Rendah
## 66 Mc1 Mississippi chilled 250 18.1 Rendah
## 67 Mc1 Mississippi chilled 350 18.9 Rendah
## 68 Mc1 Mississippi chilled 500 19.5 Rendah
## 69 Mc1 Mississippi chilled 675 22.2 Rendah
## 70 Mc1 Mississippi chilled 1000 21.9 Rendah
## 71 Mc2 Mississippi chilled 95 7.7 Rendah
## 72 Mc2 Mississippi chilled 175 11.4 Rendah
## 73 Mc2 Mississippi chilled 250 12.3 Rendah
## 74 Mc2 Mississippi chilled 350 13.0 Rendah
## 75 Mc2 Mississippi chilled 500 12.5 Rendah
## 76 Mc2 Mississippi chilled 675 13.7 Rendah
## 77 Mc2 Mississippi chilled 1000 14.4 Rendah
## 78 Mc3 Mississippi chilled 95 10.6 Rendah
## 79 Mc3 Mississippi chilled 175 18.0 Rendah
## 80 Mc3 Mississippi chilled 250 17.9 Rendah
## 81 Mc3 Mississippi chilled 350 17.9 Rendah
## 82 Mc3 Mississippi chilled 500 17.9 Rendah
## 83 Mc3 Mississippi chilled 675 18.9 Rendah
## 84 Mc3 Mississippi chilled 1000 19.9 Rendahselected_CO2 <- CO2 %>%
select(Plant, Type, conc, uptake)
selected_CO2## Plant Type conc uptake
## 1 Qn1 Quebec 95 16.0
## 2 Qn1 Quebec 175 30.4
## 3 Qn1 Quebec 250 34.8
## 4 Qn1 Quebec 350 37.2
## 5 Qn1 Quebec 500 35.3
## 6 Qn1 Quebec 675 39.2
## 7 Qn1 Quebec 1000 39.7
## 8 Qn2 Quebec 95 13.6
## 9 Qn2 Quebec 175 27.3
## 10 Qn2 Quebec 250 37.1
## 11 Qn2 Quebec 350 41.8
## 12 Qn2 Quebec 500 40.6
## 13 Qn2 Quebec 675 41.4
## 14 Qn2 Quebec 1000 44.3
## 15 Qn3 Quebec 95 16.2
## 16 Qn3 Quebec 175 32.4
## 17 Qn3 Quebec 250 40.3
## 18 Qn3 Quebec 350 42.1
## 19 Qn3 Quebec 500 42.9
## 20 Qn3 Quebec 675 43.9
## 21 Qn3 Quebec 1000 45.5
## 22 Qc1 Quebec 95 14.2
## 23 Qc1 Quebec 175 24.1
## 24 Qc1 Quebec 250 30.3
## 25 Qc1 Quebec 350 34.6
## 26 Qc1 Quebec 500 32.5
## 27 Qc1 Quebec 675 35.4
## 28 Qc1 Quebec 1000 38.7
## 29 Qc2 Quebec 95 9.3
## 30 Qc2 Quebec 175 27.3
## 31 Qc2 Quebec 250 35.0
## 32 Qc2 Quebec 350 38.8
## 33 Qc2 Quebec 500 38.6
## 34 Qc2 Quebec 675 37.5
## 35 Qc2 Quebec 1000 42.4
## 36 Qc3 Quebec 95 15.1
## 37 Qc3 Quebec 175 21.0
## 38 Qc3 Quebec 250 38.1
## 39 Qc3 Quebec 350 34.0
## 40 Qc3 Quebec 500 38.9
## 41 Qc3 Quebec 675 39.6
## 42 Qc3 Quebec 1000 41.4
## 43 Mn1 Mississippi 95 10.6
## 44 Mn1 Mississippi 175 19.2
## 45 Mn1 Mississippi 250 26.2
## 46 Mn1 Mississippi 350 30.0
## 47 Mn1 Mississippi 500 30.9
## 48 Mn1 Mississippi 675 32.4
## 49 Mn1 Mississippi 1000 35.5
## 50 Mn2 Mississippi 95 12.0
## 51 Mn2 Mississippi 175 22.0
## 52 Mn2 Mississippi 250 30.6
## 53 Mn2 Mississippi 350 31.8
## 54 Mn2 Mississippi 500 32.4
## 55 Mn2 Mississippi 675 31.1
## 56 Mn2 Mississippi 1000 31.5
## 57 Mn3 Mississippi 95 11.3
## 58 Mn3 Mississippi 175 19.4
## 59 Mn3 Mississippi 250 25.8
## 60 Mn3 Mississippi 350 27.9
## 61 Mn3 Mississippi 500 28.5
## 62 Mn3 Mississippi 675 28.1
## 63 Mn3 Mississippi 1000 27.8
## 64 Mc1 Mississippi 95 10.5
## 65 Mc1 Mississippi 175 14.9
## 66 Mc1 Mississippi 250 18.1
## 67 Mc1 Mississippi 350 18.9
## 68 Mc1 Mississippi 500 19.5
## 69 Mc1 Mississippi 675 22.2
## 70 Mc1 Mississippi 1000 21.9
## 71 Mc2 Mississippi 95 7.7
## 72 Mc2 Mississippi 175 11.4
## 73 Mc2 Mississippi 250 12.3
## 74 Mc2 Mississippi 350 13.0
## 75 Mc2 Mississippi 500 12.5
## 76 Mc2 Mississippi 675 13.7
## 77 Mc2 Mississippi 1000 14.4
## 78 Mc3 Mississippi 95 10.6
## 79 Mc3 Mississippi 175 18.0
## 80 Mc3 Mississippi 250 17.9
## 81 Mc3 Mississippi 350 17.9
## 82 Mc3 Mississippi 500 17.9
## 83 Mc3 Mississippi 675 18.9
## 84 Mc3 Mississippi 1000 19.9CO2_summary_filtered <- CO2 %>%
filter(Treatment == "chilled") %>%
summarise(
avg_conc = mean(conc),
max_conc = max(conc)
)
CO2_summary_filtered## avg_conc max_conc
## 1 435 1000Memilih hanya baris dengan Treatment “chilled” dan menghitung rata-rata dan nilai maksimum konsentrasi CO2.
CO2_arranged_mutated <- CO2 %>%
arrange(desc(conc)) %>%
mutate(
conc_increase = conc * 1.1
)
CO2_arranged_mutated## Plant Type Treatment conc uptake conc_increase
## 1 Qn1 Quebec nonchilled 1000 39.7 1100.0
## 2 Qn2 Quebec nonchilled 1000 44.3 1100.0
## 3 Qn3 Quebec nonchilled 1000 45.5 1100.0
## 4 Qc1 Quebec chilled 1000 38.7 1100.0
## 5 Qc2 Quebec chilled 1000 42.4 1100.0
## 6 Qc3 Quebec chilled 1000 41.4 1100.0
## 7 Mn1 Mississippi nonchilled 1000 35.5 1100.0
## 8 Mn2 Mississippi nonchilled 1000 31.5 1100.0
## 9 Mn3 Mississippi nonchilled 1000 27.8 1100.0
## 10 Mc1 Mississippi chilled 1000 21.9 1100.0
## 11 Mc2 Mississippi chilled 1000 14.4 1100.0
## 12 Mc3 Mississippi chilled 1000 19.9 1100.0
## 13 Qn1 Quebec nonchilled 675 39.2 742.5
## 14 Qn2 Quebec nonchilled 675 41.4 742.5
## 15 Qn3 Quebec nonchilled 675 43.9 742.5
## 16 Qc1 Quebec chilled 675 35.4 742.5
## 17 Qc2 Quebec chilled 675 37.5 742.5
## 18 Qc3 Quebec chilled 675 39.6 742.5
## 19 Mn1 Mississippi nonchilled 675 32.4 742.5
## 20 Mn2 Mississippi nonchilled 675 31.1 742.5
## 21 Mn3 Mississippi nonchilled 675 28.1 742.5
## 22 Mc1 Mississippi chilled 675 22.2 742.5
## 23 Mc2 Mississippi chilled 675 13.7 742.5
## 24 Mc3 Mississippi chilled 675 18.9 742.5
## 25 Qn1 Quebec nonchilled 500 35.3 550.0
## 26 Qn2 Quebec nonchilled 500 40.6 550.0
## 27 Qn3 Quebec nonchilled 500 42.9 550.0
## 28 Qc1 Quebec chilled 500 32.5 550.0
## 29 Qc2 Quebec chilled 500 38.6 550.0
## 30 Qc3 Quebec chilled 500 38.9 550.0
## 31 Mn1 Mississippi nonchilled 500 30.9 550.0
## 32 Mn2 Mississippi nonchilled 500 32.4 550.0
## 33 Mn3 Mississippi nonchilled 500 28.5 550.0
## 34 Mc1 Mississippi chilled 500 19.5 550.0
## 35 Mc2 Mississippi chilled 500 12.5 550.0
## 36 Mc3 Mississippi chilled 500 17.9 550.0
## 37 Qn1 Quebec nonchilled 350 37.2 385.0
## 38 Qn2 Quebec nonchilled 350 41.8 385.0
## 39 Qn3 Quebec nonchilled 350 42.1 385.0
## 40 Qc1 Quebec chilled 350 34.6 385.0
## 41 Qc2 Quebec chilled 350 38.8 385.0
## 42 Qc3 Quebec chilled 350 34.0 385.0
## 43 Mn1 Mississippi nonchilled 350 30.0 385.0
## 44 Mn2 Mississippi nonchilled 350 31.8 385.0
## 45 Mn3 Mississippi nonchilled 350 27.9 385.0
## 46 Mc1 Mississippi chilled 350 18.9 385.0
## 47 Mc2 Mississippi chilled 350 13.0 385.0
## 48 Mc3 Mississippi chilled 350 17.9 385.0
## 49 Qn1 Quebec nonchilled 250 34.8 275.0
## 50 Qn2 Quebec nonchilled 250 37.1 275.0
## 51 Qn3 Quebec nonchilled 250 40.3 275.0
## 52 Qc1 Quebec chilled 250 30.3 275.0
## 53 Qc2 Quebec chilled 250 35.0 275.0
## 54 Qc3 Quebec chilled 250 38.1 275.0
## 55 Mn1 Mississippi nonchilled 250 26.2 275.0
## 56 Mn2 Mississippi nonchilled 250 30.6 275.0
## 57 Mn3 Mississippi nonchilled 250 25.8 275.0
## 58 Mc1 Mississippi chilled 250 18.1 275.0
## 59 Mc2 Mississippi chilled 250 12.3 275.0
## 60 Mc3 Mississippi chilled 250 17.9 275.0
## 61 Qn1 Quebec nonchilled 175 30.4 192.5
## 62 Qn2 Quebec nonchilled 175 27.3 192.5
## 63 Qn3 Quebec nonchilled 175 32.4 192.5
## 64 Qc1 Quebec chilled 175 24.1 192.5
## 65 Qc2 Quebec chilled 175 27.3 192.5
## 66 Qc3 Quebec chilled 175 21.0 192.5
## 67 Mn1 Mississippi nonchilled 175 19.2 192.5
## 68 Mn2 Mississippi nonchilled 175 22.0 192.5
## 69 Mn3 Mississippi nonchilled 175 19.4 192.5
## 70 Mc1 Mississippi chilled 175 14.9 192.5
## 71 Mc2 Mississippi chilled 175 11.4 192.5
## 72 Mc3 Mississippi chilled 175 18.0 192.5
## 73 Qn1 Quebec nonchilled 95 16.0 104.5
## 74 Qn2 Quebec nonchilled 95 13.6 104.5
## 75 Qn3 Quebec nonchilled 95 16.2 104.5
## 76 Qc1 Quebec chilled 95 14.2 104.5
## 77 Qc2 Quebec chilled 95 9.3 104.5
## 78 Qc3 Quebec chilled 95 15.1 104.5
## 79 Mn1 Mississippi nonchilled 95 10.6 104.5
## 80 Mn2 Mississippi nonchilled 95 12.0 104.5
## 81 Mn3 Mississippi nonchilled 95 11.3 104.5
## 82 Mc1 Mississippi chilled 95 10.5 104.5
## 83 Mc2 Mississippi chilled 95 7.7 104.5
## 84 Mc3 Mississippi chilled 95 10.6 104.5Mengurutkan data berdasarkan kolom konsentrasi CO2 dari yang terbesar ke yang terkecil. Kemudian menambahkan kolom baru untuk menghitung konsentrasi CO2 yang sudah meningkat 10%.
CO2_selected_filtered <- CO2 %>%
select(Plant, Treatment, conc) %>%
filter(conc > 100)
CO2_selected_filtered## Plant Treatment conc
## 1 Qn1 nonchilled 175
## 2 Qn1 nonchilled 250
## 3 Qn1 nonchilled 350
## 4 Qn1 nonchilled 500
## 5 Qn1 nonchilled 675
## 6 Qn1 nonchilled 1000
## 7 Qn2 nonchilled 175
## 8 Qn2 nonchilled 250
## 9 Qn2 nonchilled 350
## 10 Qn2 nonchilled 500
## 11 Qn2 nonchilled 675
## 12 Qn2 nonchilled 1000
## 13 Qn3 nonchilled 175
## 14 Qn3 nonchilled 250
## 15 Qn3 nonchilled 350
## 16 Qn3 nonchilled 500
## 17 Qn3 nonchilled 675
## 18 Qn3 nonchilled 1000
## 19 Qc1 chilled 175
## 20 Qc1 chilled 250
## 21 Qc1 chilled 350
## 22 Qc1 chilled 500
## 23 Qc1 chilled 675
## 24 Qc1 chilled 1000
## 25 Qc2 chilled 175
## 26 Qc2 chilled 250
## 27 Qc2 chilled 350
## 28 Qc2 chilled 500
## 29 Qc2 chilled 675
## 30 Qc2 chilled 1000
## 31 Qc3 chilled 175
## 32 Qc3 chilled 250
## 33 Qc3 chilled 350
## 34 Qc3 chilled 500
## 35 Qc3 chilled 675
## 36 Qc3 chilled 1000
## 37 Mn1 nonchilled 175
## 38 Mn1 nonchilled 250
## 39 Mn1 nonchilled 350
## 40 Mn1 nonchilled 500
## 41 Mn1 nonchilled 675
## 42 Mn1 nonchilled 1000
## 43 Mn2 nonchilled 175
## 44 Mn2 nonchilled 250
## 45 Mn2 nonchilled 350
## 46 Mn2 nonchilled 500
## 47 Mn2 nonchilled 675
## 48 Mn2 nonchilled 1000
## 49 Mn3 nonchilled 175
## 50 Mn3 nonchilled 250
## 51 Mn3 nonchilled 350
## 52 Mn3 nonchilled 500
## 53 Mn3 nonchilled 675
## 54 Mn3 nonchilled 1000
## 55 Mc1 chilled 175
## 56 Mc1 chilled 250
## 57 Mc1 chilled 350
## 58 Mc1 chilled 500
## 59 Mc1 chilled 675
## 60 Mc1 chilled 1000
## 61 Mc2 chilled 175
## 62 Mc2 chilled 250
## 63 Mc2 chilled 350
## 64 Mc2 chilled 500
## 65 Mc2 chilled 675
## 66 Mc2 chilled 1000
## 67 Mc3 chilled 175
## 68 Mc3 chilled 250
## 69 Mc3 chilled 350
## 70 Mc3 chilled 500
## 71 Mc3 chilled 675
## 72 Mc3 chilled 1000Memilih hanya kolom Tanaman (Plant), Perlakuan (Treatment), dan Konsentrasi (conc). Kemudian memfilter baris dengan nilai konsentrasi > 100.