rezultati <- read.table("/cloud/project/Izpitno gradivo/2. kolokvij - 11.12.2021/Rezultati/Rezultati MTRD 11.12.2021_nov.csv", header=TRUE, sep=";", dec=",")
rezultati <- rezultati[1:336, ]
Dodatna obvestila
1. Ogled kolokvijev bo v petek, 17.12.2021, ob 12.40 v pisarni RZ-401. Za ogled mi obvezno pošljite e-mail na denis.marinsek@ef.uni-lj.si, da za vaš kolokvij pripravim list s pravilnimi odgovori.
2. Rezultat obeh kolokvijev se prišteje rezultatu na izpitnem roku (max 70 točk). Ocena je določena po lestvici, objavljeni na uvodnem predavanju.
3. Obvestilo za študente, ki imajo metodologijo že opravljeno: Izpitu (max 70 točk) se prišteje rezultat 2. kolokvija, skupaj max 85 točk, kar predstavlja 100 % ocene. Za določitev ocene se nato upošteva lestvico, objavljeno na uvodnem predavanju (vsaj 55,5 % za pozitivno oceno iz statističnih metod).
Kolokvij 2, 11. 12. 2021 (možnih 15 točk)
library(psych)
psych::describe(rezultati$K2)
## vars n mean sd median trimmed mad min max range skew kurtosis se
## X1 1 336 49.26 20.55 50 49.04 14.83 0 100 100 0.06 -0.27 1.12
psych::describe(rezultati$K2_točke)
## vars n mean sd median trimmed mad min max range skew kurtosis se
## X1 1 336 7.39 3.08 7.5 7.36 2.22 0 15 15 0.06 -0.27 0.17
library(ggplot2)
##
## Attaching package: 'ggplot2'
## The following objects are masked from 'package:psych':
##
## %+%, alpha
ggplot(rezultati, aes(x = K2_točke)) +
geom_bar() +
scale_x_continuous(breaks = (seq(min(rezultati$K2_točke),
max(rezultati$K2_točke),
by = 1.5))) +
xlab("Doseženo število točk") +
ylab("Frekvenca") +
stat_function(fun = function(x) dnorm(x,
mean = mean(rezultati$K2_točke),
sd = sd(rezultati$K2_točke)) * 336 * 1.5,
color = "darkred", size = 1)
library(sjmisc)
frq(rezultati$K2_točke)
## x <numeric>
## # total N=336 valid N=336 mean=7.39 sd=3.08
##
## Value | N | Raw % | Valid % | Cum. %
## -------------------------------------
## 0.00 | 5 | 1.49 | 1.49 | 1.49
## 1.50 | 9 | 2.68 | 2.68 | 4.17
## 3.00 | 27 | 8.04 | 8.04 | 12.20
## 4.50 | 40 | 11.90 | 11.90 | 24.11
## 6.00 | 64 | 19.05 | 19.05 | 43.15
## 7.50 | 60 | 17.86 | 17.86 | 61.01
## 9.00 | 54 | 16.07 | 16.07 | 77.08
## 10.50 | 47 | 13.99 | 13.99 | 91.07
## 12.00 | 11 | 3.27 | 3.27 | 94.35
## 13.50 | 15 | 4.46 | 4.46 | 98.81
## 15.00 | 4 | 1.19 | 1.19 | 100.00
## <NA> | 0 | 0.00 | <NA> | <NA>
K1 in K2 skupaj (možnih 30 točk)
library(psych)
psych::describe(rezultati$Kolokvija_točke)
## vars n mean sd median trimmed mad min max range skew kurtosis se
## X1 1 294 18.57 4.84 19.25 18.77 4.82 4 30 26 -0.35 -0.19 0.28
rezultati$Kolokvija_točke <- round(rezultati$Kolokvija_točke, 1)
rezultati$K1_točke <- round(rezultati$K1_točke, 0)
rezultati$K2_točke <- round(rezultati$K2_točke, 1)
hist(rezultati$Kolokvija_točke,
main = "Porazdelitev točk na obeh kolokvijih skupaj",
xlab = "Točke")
library(sjmisc)
frq(rezultati$Kolokvija_točke)
## x <numeric>
## # total N=336 valid N=294 mean=18.57 sd=4.84
##
## Value | N | Raw % | Valid % | Cum. %
## -------------------------------------
## 4.00 | 1 | 0.30 | 0.34 | 0.34
## 5.50 | 1 | 0.30 | 0.34 | 0.68
## 6.00 | 1 | 0.30 | 0.34 | 1.02
## 7.00 | 1 | 0.30 | 0.34 | 1.36
## 7.50 | 1 | 0.30 | 0.34 | 1.70
## 8.00 | 1 | 0.30 | 0.34 | 2.04
## 8.50 | 2 | 0.60 | 0.68 | 2.72
## 9.00 | 4 | 1.19 | 1.36 | 4.08
## 10.00 | 8 | 2.38 | 2.72 | 6.80
## 10.50 | 3 | 0.89 | 1.02 | 7.82
## 11.00 | 3 | 0.89 | 1.02 | 8.84
## 11.50 | 2 | 0.60 | 0.68 | 9.52
## 12.00 | 2 | 0.60 | 0.68 | 10.20
## 12.50 | 8 | 2.38 | 2.72 | 12.93
## 13.00 | 6 | 1.79 | 2.04 | 14.97
## 13.50 | 7 | 2.08 | 2.38 | 17.35
## 14.00 | 6 | 1.79 | 2.04 | 19.39
## 14.50 | 3 | 0.89 | 1.02 | 20.41
## 15.00 | 7 | 2.08 | 2.38 | 22.79
## 15.50 | 13 | 3.87 | 4.42 | 27.21
## 16.00 | 13 | 3.87 | 4.42 | 31.63
## 16.50 | 9 | 2.68 | 3.06 | 34.69
## 17.00 | 7 | 2.08 | 2.38 | 37.07
## 17.50 | 9 | 2.68 | 3.06 | 40.14
## 18.00 | 16 | 4.76 | 5.44 | 45.58
## 18.50 | 7 | 2.08 | 2.38 | 47.96
## 19.00 | 6 | 1.79 | 2.04 | 50.00
## 19.50 | 14 | 4.17 | 4.76 | 54.76
## 20.00 | 8 | 2.38 | 2.72 | 57.48
## 20.50 | 15 | 4.46 | 5.10 | 62.59
## 21.00 | 15 | 4.46 | 5.10 | 67.69
## 21.50 | 13 | 3.87 | 4.42 | 72.11
## 22.00 | 13 | 3.87 | 4.42 | 76.53
## 22.50 | 14 | 4.17 | 4.76 | 81.29
## 23.00 | 11 | 3.27 | 3.74 | 85.03
## 23.50 | 6 | 1.79 | 2.04 | 87.07
## 24.00 | 7 | 2.08 | 2.38 | 89.46
## 24.50 | 11 | 3.27 | 3.74 | 93.20
## 25.00 | 2 | 0.60 | 0.68 | 93.88
## 25.50 | 6 | 1.79 | 2.04 | 95.92
## 26.00 | 2 | 0.60 | 0.68 | 96.60
## 27.00 | 1 | 0.30 | 0.34 | 96.94
## 27.50 | 4 | 1.19 | 1.36 | 98.30
## 28.00 | 1 | 0.30 | 0.34 | 98.64
## 28.50 | 1 | 0.30 | 0.34 | 98.98
## 29.00 | 1 | 0.30 | 0.34 | 99.32
## 30.00 | 2 | 0.60 | 0.68 | 100.00
## <NA> | 42 | 12.50 | <NA> | <NA>
library(car)
## Loading required package: carData
##
## Attaching package: 'car'
## The following object is masked from 'package:psych':
##
## logit
scatterplot(rezultati$K1_točke, rezultati$K2_točke,
smooth = FALSE)
cor(rezultati$K1_točke, rezultati$K2_točke,
use = "complete.obs",
method = "pearson")
## [1] 0.4731978
Rezultati
print(rezultati[c(1, 4, 5, 6, 7, 8)])
## Vpisnaštevilka K1 K1_točke K2 K2_točke Kolokvija_točke
## 1 19577039 93.33 14 100 15.0 29.0
## 2 19202633 100.00 15 100 15.0 30.0
## 3 19203946 86.67 13 100 15.0 28.0
## 4 19122925 100.00 15 100 15.0 30.0
## 5 19590264 NA NA 90 13.5 NA
## 6 19582171 NA NA 90 13.5 NA
## 7 19577369 80.00 12 90 13.5 25.5
## 8 19591074 73.33 11 90 13.5 24.5
## 9 19204913 100.00 15 90 13.5 28.5
## 10 19165356 93.33 14 90 13.5 27.5
## 11 19185215 93.33 14 90 13.5 27.5
## 12 19204054 93.33 14 90 13.5 27.5
## 13 19202001 80.00 12 90 13.5 25.5
## 14 19183443 53.33 8 90 13.5 21.5
## 15 19216431 73.33 11 90 13.5 24.5
## 16 19201446 93.33 14 90 13.5 27.5
## 17 19192463 66.67 10 90 13.5 23.5
## 18 19104321 NA NA 90 13.5 NA
## 19 19201729 80.00 12 90 13.5 25.5
## 20 19589601 80.00 12 80 12.0 24.0
## 21 19590835 80.00 12 80 12.0 24.0
## 22 19590821 60.00 9 80 12.0 21.0
## 23 19576962 66.67 10 80 12.0 22.0
## 24 19204520 100.00 15 80 12.0 27.0
## 25 19207041 93.33 14 80 12.0 26.0
## 26 19205016 86.67 13 80 12.0 25.0
## 27 19206219 80.00 12 80 12.0 24.0
## 28 19191454 73.33 11 80 12.0 23.0
## 29 19200966 93.33 14 80 12.0 26.0
## 30 19183553 86.67 13 80 12.0 25.0
## 31 19191475 100.00 15 70 10.5 25.5
## 32 19171375 NA NA 70 10.5 NA
## 33 19576716 100.00 15 70 10.5 25.5
## 34 19592649 80.00 12 70 10.5 22.5
## 35 19220322 93.33 14 70 10.5 24.5
## 36 19591493 86.67 13 70 10.5 23.5
## 37 19590510 73.33 11 70 10.5 21.5
## 38 19590479 73.33 11 70 10.5 21.5
## 39 19573034 NA NA 70 10.5 NA
## 40 19181158 100.00 15 70 10.5 25.5
## 41 19186397 93.33 14 70 10.5 24.5
## 42 19182785 93.33 14 70 10.5 24.5
## 43 19205409 93.33 14 70 10.5 24.5
## 44 19182497 93.33 14 70 10.5 24.5
## 45 19206093 93.33 14 70 10.5 24.5
## 46 19182586 93.33 14 70 10.5 24.5
## 47 19147281 93.33 14 70 10.5 24.5
## 48 19201535 86.67 13 70 10.5 23.5
## 49 19206989 86.67 13 70 10.5 23.5
## 50 19205770 86.67 13 70 10.5 23.5
## 51 19206664 80.00 12 70 10.5 22.5
## 52 19213631 80.00 12 70 10.5 22.5
## 53 19211192 80.00 12 70 10.5 22.5
## 54 19201521 80.00 12 70 10.5 22.5
## 55 19205414 80.00 12 70 10.5 22.5
## 56 19181886 73.33 11 70 10.5 21.5
## 57 19203581 73.33 11 70 10.5 21.5
## 58 19186994 73.33 11 70 10.5 21.5
## 59 19201577 73.33 11 70 10.5 21.5
## 60 19202240 66.67 10 70 10.5 20.5
## 61 19202649 66.67 10 70 10.5 20.5
## 62 19207359 66.67 10 70 10.5 20.5
## 63 19181121 66.67 10 70 10.5 20.5
## 64 19213521 60.00 9 70 10.5 19.5
## 65 19206821 60.00 9 70 10.5 19.5
## 66 19202146 60.00 9 70 10.5 19.5
## 67 19180751 NA NA 70 10.5 NA
## 68 19165052 NA NA 70 10.5 NA
## 69 19102076 NA NA 70 10.5 NA
## 70 19161629 93.33 14 70 10.5 24.5
## 71 19181048 86.67 13 70 10.5 23.5
## 72 19163008 80.00 12 70 10.5 22.5
## 73 19205304 66.67 10 70 10.5 20.5
## 74 19191999 66.67 10 70 10.5 20.5
## 75 19161592 NA NA 70 10.5 NA
## 76 19110141 NA NA 70 10.5 NA
## 77 19202345 80.00 12 70 10.5 22.5
## 78 19537705 NA NA 60 9.0 NA
## 79 19576826 93.33 14 60 9.0 23.0
## 80 19577112 86.67 13 60 9.0 22.0
## 81 19195710 93.33 14 60 9.0 23.0
## 82 19570761 60.00 9 60 9.0 18.0
## 83 19576810 86.67 13 60 9.0 22.0
## 84 19590856 86.67 13 60 9.0 22.0
## 85 19589835 80.00 12 60 9.0 21.0
## 86 19589772 53.33 8 60 9.0 17.0
## 87 19591933 73.33 11 60 9.0 20.0
## 88 19576791 80.00 12 60 9.0 21.0
## 89 19590463 66.67 10 60 9.0 19.0
## 90 19576700 80.00 12 60 9.0 21.0
## 91 19590903 100.00 15 60 9.0 24.0
## 92 19201631 100.00 15 60 9.0 24.0
## 93 19185147 100.00 15 60 9.0 24.0
## 94 19203988 93.33 14 60 9.0 23.0
## 95 19204630 93.33 14 60 9.0 23.0
## 96 19166496 93.33 14 60 9.0 23.0
## 97 19213472 93.33 14 60 9.0 23.0
## 98 19201404 93.33 14 60 9.0 23.0
## 99 19203328 93.33 14 60 9.0 23.0
## 100 19186025 93.33 14 60 9.0 23.0
## 101 19185084 86.67 13 60 9.0 22.0
## 102 19214434 86.67 13 60 9.0 22.0
## 103 19213561 86.67 13 60 9.0 22.0
## 104 19183155 86.67 13 60 9.0 22.0
## 105 19204232 86.67 13 60 9.0 22.0
## 106 19202881 86.67 13 60 9.0 22.0
## 107 19181603 86.67 13 60 9.0 22.0
## 108 19181191 86.67 13 60 9.0 22.0
## 109 19181933 80.00 12 60 9.0 21.0
## 110 19203113 80.00 12 60 9.0 21.0
## 111 19185091 80.00 12 60 9.0 21.0
## 112 19185283 80.00 12 60 9.0 21.0
## 113 19200903 80.00 12 60 9.0 21.0
## 114 19181320 73.33 11 60 9.0 20.0
## 115 19208368 73.33 11 60 9.0 20.0
## 116 19205765 73.33 11 60 9.0 20.0
## 117 19163249 73.33 11 60 9.0 20.0
## 118 19203485 66.67 10 60 9.0 19.0
## 119 19141691 60.00 9 60 9.0 18.0
## 120 19184831 NA NA 60 9.0 NA
## 121 19204190 NA NA 60 9.0 NA
## 122 19145240 NA NA 60 9.0 NA
## 123 19146642 100.00 15 60 9.0 24.0
## 124 19589931 86.67 13 60 9.0 22.0
## 125 19569871 NA NA 60 9.0 NA
## 126 19171747 93.33 14 60 9.0 23.0
## 127 19183050 80.00 12 60 9.0 21.0
## 128 19163579 73.33 11 60 9.0 20.0
## 129 19186816 60.00 9 60 9.0 18.0
## 130 19151123 NA NA 60 9.0 NA
## 131 19570033 80.00 12 60 9.0 21.0
## 132 19591619 73.33 11 50 7.5 18.5
## 133 19589437 80.00 12 50 7.5 19.5
## 134 19577381 80.00 12 50 7.5 19.5
## 135 19592277 80.00 12 50 7.5 19.5
## 136 19592298 60.00 9 50 7.5 16.5
## 137 19589987 93.33 14 50 7.5 21.5
## 138 19572402 100.00 15 50 7.5 22.5
## 139 19589882 80.00 12 50 7.5 19.5
## 140 19592001 73.33 11 50 7.5 18.5
## 141 19570007 66.67 10 50 7.5 17.5
## 142 19590594 66.67 10 50 7.5 17.5
## 143 19285271 80.00 12 50 7.5 19.5
## 144 19589615 100.00 15 50 7.5 22.5
## 145 19589711 33.33 5 50 7.5 12.5
## 146 19590526 86.67 13 50 7.5 20.5
## 147 19589657 86.67 13 50 7.5 20.5
## 148 19589924 60.00 9 50 7.5 16.5
## 149 19202900 100.00 15 50 7.5 22.5
## 150 19122930 100.00 15 50 7.5 22.5
## 151 19211260 93.33 14 50 7.5 21.5
## 152 19201121 93.33 14 50 7.5 21.5
## 153 19202319 93.33 14 50 7.5 21.5
## 154 19202099 86.67 13 50 7.5 20.5
## 155 19186884 86.67 13 50 7.5 20.5
## 156 19208059 86.67 13 50 7.5 20.5
## 157 19147164 86.67 13 50 7.5 20.5
## 158 19201011 86.67 13 50 7.5 20.5
## 159 19213797 86.67 13 50 7.5 20.5
## 160 19525695 80.00 12 50 7.5 19.5
## 161 19185613 80.00 12 50 7.5 19.5
## 162 19142941 80.00 12 50 7.5 19.5
## 163 19183841 80.00 12 50 7.5 19.5
## 164 19163799 73.33 11 50 7.5 18.5
## 165 19180725 73.33 11 50 7.5 18.5
## 166 19186088 60.00 9 50 7.5 16.5
## 167 19207652 60.00 9 50 7.5 16.5
## 168 19184468 53.33 8 50 7.5 15.5
## 169 19184138 53.33 8 50 7.5 15.5
## 170 19165445 53.33 8 50 7.5 15.5
## 171 19181954 53.33 8 50 7.5 15.5
## 172 19181074 53.33 8 50 7.5 15.5
## 173 19161854 NA NA 50 7.5 NA
## 174 19182221 NA NA 50 7.5 NA
## 175 19162732 NA NA 50 7.5 NA
## 176 19205550 NA NA 50 7.5 NA
## 177 19143510 100.00 15 50 7.5 22.5
## 178 19191171 100.00 15 50 7.5 22.5
## 179 19201734 93.33 14 50 7.5 21.5
## 180 19201582 93.33 14 50 7.5 21.5
## 181 19202963 86.67 13 50 7.5 20.5
## 182 19183354 73.33 11 50 7.5 18.5
## 183 19181624 73.33 11 50 7.5 18.5
## 184 19195160 66.67 10 50 7.5 17.5
## 185 19201561 66.67 10 50 7.5 17.5
## 186 19180966 60.00 9 50 7.5 16.5
## 187 19166061 40.00 6 50 7.5 13.5
## 188 19185367 40.00 6 50 7.5 13.5
## 189 19561579 33.33 5 50 7.5 12.5
## 190 19577023 80.00 12 50 7.5 19.5
## 191 19589861 73.33 11 50 7.5 18.5
## 192 19579827 86.67 13 40 6.0 19.0
## 193 19587911 80.00 12 40 6.0 18.0
## 194 19580057 46.67 7 40 6.0 13.0
## 195 19590683 73.33 11 40 6.0 17.0
## 196 19589725 100.00 15 40 6.0 21.0
## 197 19590070 80.00 12 40 6.0 18.0
## 198 19590814 73.33 11 40 6.0 17.0
## 199 19589620 73.33 11 40 6.0 17.0
## 200 19590730 66.67 10 40 6.0 16.0
## 201 19592476 73.33 11 40 6.0 17.0
## 202 19591451 93.33 14 40 6.0 20.0
## 203 19589821 80.00 12 40 6.0 18.0
## 204 19591954 66.67 10 40 6.0 16.0
## 205 19579771 100.00 15 40 6.0 21.0
## 206 19590018 86.67 13 40 6.0 19.0
## 207 19579937 80.00 12 40 6.0 18.0
## 208 19579759 93.33 14 40 6.0 20.0
## 209 19592282 60.00 9 40 6.0 15.0
## 210 19195485 53.33 8 40 6.0 14.0
## 211 19580146 80.00 12 40 6.0 18.0
## 212 19576831 60.00 9 40 6.0 15.0
## 213 19589547 80.00 12 40 6.0 18.0
## 214 19589730 66.67 10 40 6.0 16.0
## 215 19246670 53.33 8 40 6.0 14.0
## 216 19591666 80.00 12 40 6.0 18.0
## 217 19589374 60.00 9 40 6.0 15.0
## 218 19166962 100.00 15 40 6.0 21.0
## 219 19195438 86.67 13 40 6.0 19.0
## 220 19213535 80.00 12 40 6.0 18.0
## 221 19205917 80.00 12 40 6.0 18.0
## 222 19201341 80.00 12 40 6.0 18.0
## 223 19187186 80.00 12 40 6.0 18.0
## 224 19167044 80.00 12 40 6.0 18.0
## 225 19144933 80.00 12 40 6.0 18.0
## 226 19183307 73.33 11 40 6.0 17.0
## 227 19162088 73.33 11 40 6.0 17.0
## 228 19184651 66.67 10 40 6.0 16.0
## 229 19209115 66.67 10 40 6.0 16.0
## 230 19164331 66.67 10 40 6.0 16.0
## 231 19121701 66.67 10 40 6.0 16.0
## 232 19184709 66.67 10 40 6.0 16.0
## 233 19180793 60.00 9 40 6.0 15.0
## 234 19126081 60.00 9 40 6.0 15.0
## 235 19181645 53.33 8 40 6.0 14.0
## 236 19204735 46.67 7 40 6.0 13.0
## 237 19202020 NA NA 40 6.0 NA
## 238 19160934 NA NA 40 6.0 NA
## 239 19206596 NA NA 40 6.0 NA
## 240 19184171 NA NA 40 6.0 NA
## 241 19162533 NA NA 40 6.0 NA
## 242 19200898 100.00 15 40 6.0 21.0
## 243 19203031 86.67 13 40 6.0 19.0
## 244 19183967 66.67 10 40 6.0 16.0
## 245 19202654 66.67 10 40 6.0 16.0
## 246 19182696 66.67 10 40 6.0 16.0
## 247 19182366 66.67 10 40 6.0 16.0
## 248 19162931 53.33 8 40 6.0 14.0
## 249 19201362 26.67 4 40 6.0 10.0
## 250 19185257 26.67 4 40 6.0 10.0
## 251 19146946 NA NA 40 6.0 NA
## 252 19183506 NA NA 40 6.0 NA
## 253 19144671 NA NA 40 6.0 NA
## 254 19160824 60.00 9 40 6.0 15.0
## 255 19410991 33.33 5 40 6.0 11.0
## 256 19571126 86.67 13 30 4.5 17.5
## 257 19590657 80.00 12 30 4.5 16.5
## 258 19592759 80.00 12 30 4.5 16.5
## 259 19212290 NA NA 30 4.5 NA
## 260 19570190 NA NA 30 4.5 NA
## 261 19572418 NA NA 30 4.5 NA
## 262 19570122 NA NA 30 4.5 NA
## 263 19579869 86.67 13 30 4.5 17.5
## 264 19590505 60.00 9 30 4.5 13.5
## 265 19579895 60.00 9 30 4.5 13.5
## 266 19192683 100.00 15 30 4.5 19.5
## 267 19206795 40.00 6 30 4.5 10.5
## 268 19589877 NA NA 30 4.5 NA
## 269 19570248 73.33 11 30 4.5 15.5
## 270 19590306 53.33 8 30 4.5 12.5
## 271 19183581 86.67 13 30 4.5 17.5
## 272 19161325 86.67 13 30 4.5 17.5
## 273 19165120 80.00 12 30 4.5 16.5
## 274 19202675 73.33 11 30 4.5 15.5
## 275 19182675 73.33 11 30 4.5 15.5
## 276 19187144 73.33 11 30 4.5 15.5
## 277 19201032 73.33 11 30 4.5 15.5
## 278 19216845 66.67 10 30 4.5 14.5
## 279 19183815 66.67 10 30 4.5 14.5
## 280 19455806 53.33 8 30 4.5 12.5
## 281 19181928 46.67 7 30 4.5 11.5
## 282 19162198 20.00 3 30 4.5 7.5
## 283 19589678 73.33 11 30 4.5 15.5
## 284 19590547 60.00 9 30 4.5 13.5
## 285 19205367 86.67 13 30 4.5 17.5
## 286 19161058 80.00 12 30 4.5 16.5
## 287 19182963 73.33 11 30 4.5 15.5
## 288 19205655 73.33 11 30 4.5 15.5
## 289 19204117 60.00 9 30 4.5 13.5
## 290 19181446 53.33 8 30 4.5 12.5
## 291 19213411 53.33 8 30 4.5 12.5
## 292 19202209 40.00 6 30 4.5 10.5
## 293 19123012 NA NA 30 4.5 NA
## 294 19142166 NA NA 30 4.5 NA
## 295 19191632 66.67 10 30 4.5 14.5
## 296 19590091 66.67 10 20 3.0 13.0
## 297 19592331 73.33 11 20 3.0 14.0
## 298 19589898 86.67 13 20 3.0 16.0
## 299 19576779 46.67 7 20 3.0 10.0
## 300 19190073 60.00 9 20 3.0 12.0
## 301 19589751 60.00 9 20 3.0 12.0
## 302 19213844 46.67 7 20 3.0 10.0
## 303 19593019 66.67 10 20 3.0 13.0
## 304 19590746 26.67 4 20 3.0 7.0
## 305 19590416 53.33 8 20 3.0 11.0
## 306 19589484 40.00 6 20 3.0 9.0
## 307 19182099 80.00 12 20 3.0 15.0
## 308 19192002 46.67 7 20 3.0 10.0
## 309 19147934 46.67 7 20 3.0 10.0
## 310 19486039 46.67 7 20 3.0 10.0
## 311 19181142 40.00 6 20 3.0 9.0
## 312 19191791 40.00 6 20 3.0 9.0
## 313 19153424 NA NA 20 3.0 NA
## 314 19110401 NA NA 20 3.0 NA
## 315 19143112 NA NA 20 3.0 NA
## 316 19570143 NA NA 20 3.0 NA
## 317 19210492 66.67 10 20 3.0 13.0
## 318 19213273 73.33 11 20 3.0 14.0
## 319 19202790 66.67 10 20 3.0 13.0
## 320 19184667 53.33 8 20 3.0 11.0
## 321 19192751 46.67 7 20 3.0 10.0
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