Course: Data-Driven Management and Policy
Prof. José Manuel Magallanes, PhD
Session 5 LAB: Intro to Visualization
Contents:
Part 1:
Using Acrobat Reader, open the file hsb.pdf, and decide which of those columns are nominal, ordinal or numerical (integer or decimal). Then open the file hsb.sav, which is in SPSS format. You can use the library rio (function import) or foreign (function read.spss) to open it. Make sure to find out the arguments needed in each function.
Type of variables
1)student ID: numerical(integer) 2)Sex : nominal 3)Race: nominal 4)socioeconomic status : ordinal 5)school type : nominal 6)high school program : nominal 7)locus of control : numerical(decimal) 8)self-concept : numerical(decimal) 9)motivation: numerical(decimal) 10)career choice : nominal 11-15)reading - civics T-score: numerical(decimal)
library("rio")
library("data.table")
library("ggplot2")
setwd("C:/Users/innymp/Documents/PUBPOL599/Session5/session5")
hsb <- import("hsb.sav", format = "sav")
as.data.frame(hsb)## ID SEX RACE SES SCTYP HSP LOCUS CONCPT MOT CAR RDG WRTG MATH SCI
## 1 1 2 2 1 1 3 0.29 0.88 0.67 10 33.6 43.7 40.2 39.0
## 2 2 1 2 1 1 2 -0.42 0.03 0.33 2 46.9 35.9 41.9 36.3
## 3 3 2 2 1 1 2 0.71 0.03 0.67 9 41.6 59.3 41.9 44.4
## 4 4 2 2 2 1 3 0.06 0.03 0.00 15 38.9 41.1 32.7 41.7
## 5 5 2 2 2 1 3 0.22 -0.28 0.00 1 36.3 48.9 39.5 41.7
## 6 6 1 2 2 1 2 0.46 0.03 0.00 11 49.5 46.3 46.2 41.7
## 7 7 1 2 1 1 1 0.44 -0.47 0.33 10 62.7 64.5 48.0 63.4
## 8 8 2 2 1 1 1 0.68 0.25 1.00 9 44.2 51.5 36.9 49.8
## 9 9 1 2 2 1 1 0.06 0.56 0.33 9 46.9 41.1 45.3 47.1
## 10 10 2 2 1 1 1 0.05 0.15 1.00 11 44.2 49.5 40.5 39.0
## 11 11 2 2 1 1 1 0.25 0.34 1.00 9 49.5 61.9 42.9 41.7
## 12 12 1 2 1 1 2 0.06 -0.59 0.00 8 44.2 41.1 59.8 44.4
## 13 13 1 2 1 1 1 -1.10 0.03 0.00 7 46.9 40.4 42.8 45.0
## 14 14 2 2 2 1 2 0.52 -0.59 0.67 4 41.6 59.3 38.6 36.3
## 15 15 1 2 2 1 3 -1.28 1.19 1.00 9 41.6 41.1 45.9 44.4
## 16 16 2 2 1 1 1 0.06 0.03 1.00 10 46.9 41.1 46.2 39.6
## 17 17 2 2 3 1 1 0.26 0.03 1.00 10 60.1 64.5 55.7 63.4
## 18 18 1 2 2 1 3 0.21 0.94 0.00 12 38.9 48.9 41.8 58.5
## 19 19 1 2 2 1 1 0.06 0.03 1.00 6 57.4 54.1 58.9 47.1
## 20 20 1 2 3 1 1 0.28 0.03 1.00 10 73.3 64.5 68.0 63.4
## 21 21 1 2 2 1 2 -0.44 -0.84 0.33 2 46.9 46.3 45.9 37.9
## 22 22 2 2 1 1 1 -0.43 0.13 0.33 7 38.9 44.3 51.6 43.9
## 23 23 2 2 1 1 3 -0.22 0.32 0.33 1 35.2 38.5 39.9 34.7
## 24 24 2 2 1 1 3 0.73 -1.42 0.33 15 38.9 41.1 41.0 36.3
## 25 25 1 2 2 1 3 0.26 0.03 0.33 11 48.4 48.9 52.2 43.9
## 26 26 2 2 2 1 1 1.12 -0.74 0.67 15 31.0 41.1 36.0 36.9
## 27 27 2 2 3 1 2 0.46 0.59 1.00 16 52.1 62.5 53.6 56.3
## 28 28 2 2 2 1 2 -0.60 -0.47 0.67 9 46.9 54.1 49.0 52.6
## 29 29 2 2 2 1 1 -0.90 0.03 0.67 4 36.3 44.3 36.1 33.6
## 30 30 2 2 2 1 1 0.31 1.19 1.00 9 46.9 44.3 41.9 39.0
## 31 31 1 2 2 1 1 -0.21 -1.38 0.00 9 34.2 46.3 44.5 39.0
## 32 32 2 2 2 1 1 0.69 0.34 1.00 9 52.1 56.7 53.4 60.7
## 33 33 2 2 2 1 2 -0.19 -1.67 0.00 13 42.1 39.8 42.2 38.5
## 34 34 1 2 2 1 3 -1.78 0.56 0.33 8 37.3 43.7 45.4 39.0
## 35 35 1 2 2 1 3 0.30 0.56 1.00 16 44.2 33.3 37.7 30.9
## 36 36 1 2 2 1 1 1.36 0.44 0.67 9 70.7 58.0 65.4 63.4
## 37 37 2 2 2 1 3 -1.05 -1.65 0.00 9 46.9 46.3 38.6 47.1
## 38 38 1 2 2 1 3 0.29 0.39 0.33 7 41.6 33.3 37.6 28.2
## 39 39 1 2 2 1 1 -0.83 0.13 1.00 9 41.6 35.9 36.7 36.3
## 40 40 1 2 3 1 1 0.21 -0.28 0.67 12 46.9 41.1 53.6 41.7
## 41 41 1 2 3 1 1 -0.03 0.63 0.67 9 52.1 54.1 48.2 55.3
## 42 42 1 2 2 1 1 0.03 0.28 0.33 8 52.1 54.1 52.0 55.3
## 43 43 1 2 3 1 3 -0.83 1.19 0.67 9 38.9 38.5 44.4 26.0
## 44 44 2 2 1 1 3 0.22 -0.76 1.00 15 31.0 41.1 49.2 33.6
## 45 45 1 2 3 1 1 1.16 0.32 1.00 9 60.1 54.1 48.6 58.0
## 46 46 1 2 1 1 3 -0.22 -1.34 0.67 16 46.9 31.3 43.6 36.3
## 47 47 1 2 1 1 2 -0.18 0.15 0.00 15 38.9 28.1 36.0 36.3
## 48 48 2 2 3 1 3 0.02 0.03 0.33 4 41.6 35.9 37.7 41.7
## 49 49 2 2 2 1 1 -1.06 0.03 0.67 6 46.9 56.7 48.0 44.4
## 50 50 1 2 2 1 2 -1.33 0.03 1.00 9 41.6 48.9 33.7 44.4
## 51 51 1 2 1 1 3 -1.55 0.03 0.00 9 36.3 41.1 43.5 33.6
## 52 52 1 2 2 1 3 -1.58 0.56 0.67 2 49.5 33.3 48.7 44.4
## 53 53 2 2 3 1 3 0.47 -0.09 0.33 9 33.6 33.9 38.8 39.6
## 54 54 1 2 3 1 3 0.46 0.03 0.67 9 54.8 54.7 56.9 58.0
## 55 55 2 2 1 1 2 -1.78 0.56 1.00 9 28.3 46.3 42.8 44.4
## 56 56 1 2 1 1 1 -0.84 -1.09 0.33 2 41.6 41.7 45.1 36.3
## 57 57 2 2 2 1 2 -0.89 -0.18 0.67 10 44.2 43.7 44.5 41.7
## 58 58 1 2 3 1 1 -0.68 -0.26 0.00 2 60.1 51.5 56.8 60.7
## 59 59 2 2 1 1 3 -0.60 0.32 1.00 1 38.9 56.7 41.2 33.6
## 60 60 1 2 2 1 3 -0.59 1.19 0.67 6 36.3 36.5 35.1 33.6
## 61 61 1 2 2 1 2 -0.04 0.65 1.00 16 44.2 44.3 61.1 49.8
## 62 62 2 2 1 1 2 0.52 -0.28 0.67 9 38.9 41.7 33.7 30.9
## 63 63 2 2 1 1 2 -0.34 0.59 1.00 7 38.9 33.9 35.1 44.4
## 64 64 1 2 2 1 3 -0.44 0.03 0.33 9 41.6 38.5 38.7 56.3
## 65 65 1 2 2 1 3 -0.21 0.03 1.00 6 41.6 43.7 51.1 49.8
## 66 66 2 4 3 1 1 0.32 -1.17 0.33 9 52.1 54.1 58.1 47.1
## 67 67 2 4 1 1 1 -0.71 -2.29 0.33 9 65.4 64.5 63.7 58.0
## 68 68 1 4 1 1 2 0.45 0.03 0.67 2 41.6 25.5 44.3 36.3
## 69 69 1 4 1 1 2 0.71 0.03 1.00 10 46.9 61.9 46.2 60.7
## 70 70 1 4 2 1 1 0.06 0.44 0.67 9 52.1 61.9 66.3 47.1
## 71 71 2 4 2 1 3 0.06 0.28 1.00 1 44.2 54.1 47.1 58.0
## 72 72 1 4 3 1 1 0.91 0.34 1.00 10 52.1 54.1 58.1 55.8
## 73 73 2 4 2 1 2 -1.09 0.03 0.33 2 46.9 43.7 41.9 41.7
## 74 74 2 4 3 1 1 0.02 0.03 0.67 10 65.4 56.7 62.3 58.5
## 75 75 1 4 3 2 1 -1.05 0.28 0.67 9 62.7 64.5 66.3 58.0
## 76 76 2 4 3 1 1 0.11 -1.42 1.00 16 60.1 59.3 62.1 60.7
## 77 77 1 4 2 1 3 0.89 0.32 0.67 10 46.9 44.3 48.7 53.1
## 78 78 1 4 1 1 3 -0.45 -0.64 0.33 9 65.4 56.7 55.2 52.6
## 79 79 1 4 2 1 1 0.46 -0.30 1.00 10 53.2 60.6 61.2 56.9
## 80 80 2 4 2 1 1 0.46 -1.17 0.00 9 68.0 62.5 65.4 60.7
## 81 81 2 4 3 1 1 0.28 0.94 1.00 10 54.8 56.0 43.5 49.8
## 82 82 2 4 2 1 2 0.06 0.90 0.67 9 38.9 52.8 54.4 49.8
## 83 83 1 4 2 1 1 0.06 0.94 1.00 7 52.1 51.5 57.9 60.7
## 84 84 1 4 3 1 1 -0.17 0.31 1.00 10 65.4 67.1 75.5 71.5
## 85 85 1 4 1 1 2 -0.38 0.03 0.00 2 52.1 43.7 49.4 55.3
## 86 86 2 4 3 1 1 0.23 -0.60 1.00 10 57.4 67.1 68.0 59.1
## 87 87 1 4 2 1 1 1.36 0.59 1.00 10 62.7 67.1 69.6 68.8
## 88 88 2 4 3 1 1 -0.39 1.19 1.00 9 40.5 59.3 41.9 33.6
## 89 89 1 4 2 1 2 -1.28 -1.05 0.33 9 57.4 43.7 57.8 60.7
## 90 90 2 4 1 1 3 -0.65 -1.17 0.00 8 36.3 30.7 45.9 36.3
## 91 91 2 4 2 2 2 -0.40 -0.47 1.00 10 54.8 59.3 51.8 41.7
## 92 92 2 4 3 1 3 0.06 -0.29 0.67 1 49.5 56.7 68.1 49.8
## 93 93 2 4 2 1 1 0.55 0.90 1.00 9 62.7 61.9 59.6 60.7
## 94 94 2 4 3 1 3 -0.35 -0.89 0.00 1 49.5 67.1 66.4 66.1
## 95 95 2 4 2 1 1 0.30 -1.09 0.00 9 51.1 56.7 55.3 47.7
## 96 96 2 4 1 1 3 -0.93 0.65 1.00 5 47.4 45.6 49.4 42.3
## 97 97 2 4 1 1 1 1.16 -0.72 0.67 10 56.9 64.5 72.2 54.2
## 98 98 1 4 3 1 1 0.00 0.15 0.33 10 73.3 64.5 75.5 60.7
## 99 99 1 4 2 1 1 0.52 0.34 1.00 9 52.1 54.1 51.4 49.8
## 100 100 2 2 3 2 1 0.42 -0.47 0.33 10 73.3 61.2 57.4 54.7
## 101 101 1 2 2 2 2 -0.67 -0.47 0.00 8 44.2 48.9 43.1 55.3
## 102 102 2 2 3 2 1 0.45 0.65 1.00 9 57.4 56.7 46.9 52.6
## 103 103 2 2 1 2 2 0.06 0.32 0.00 15 60.1 54.1 49.9 49.8
## 104 104 1 2 2 2 1 0.26 0.88 1.00 9 65.4 59.3 62.3 60.7
## 105 105 2 2 3 2 1 0.46 0.34 1.00 9 57.4 54.1 59.6 60.7
## 106 106 2 3 1 1 2 -0.89 -1.23 1.00 10 44.2 48.9 43.8 35.2
## 107 107 2 3 2 1 3 0.57 -2.62 0.00 11 38.9 28.1 38.4 44.4
## 108 108 2 3 3 1 3 0.26 0.94 0.00 17 54.8 38.5 46.8 36.3
## 109 109 2 3 1 1 3 0.31 1.19 1.00 1 40.5 46.9 40.4 39.0
## 110 110 1 3 1 1 3 0.93 -1.63 0.67 8 38.9 41.1 40.3 34.1
## 111 111 1 3 3 1 1 0.68 0.94 1.00 9 62.7 52.1 66.1 68.8
## 112 112 1 3 1 1 1 0.03 0.32 1.00 6 44.7 56.7 50.3 30.9
## 113 113 1 3 3 1 1 -0.03 0.87 1.00 7 53.2 46.3 43.0 41.7
## 114 114 1 3 2 1 1 0.24 -0.35 1.00 8 30.5 35.9 36.9 33.6
## 115 115 2 3 3 1 1 1.14 1.19 1.00 9 65.9 67.1 67.1 60.7
## 116 116 2 3 2 1 1 0.27 0.34 1.00 7 49.5 48.9 48.0 41.7
## 117 117 2 3 1 1 3 -1.34 1.19 1.00 9 44.2 41.1 44.2 44.4
## 118 118 1 3 1 1 2 0.45 -0.91 0.33 2 41.6 41.1 42.8 49.8
## 119 119 2 3 1 1 1 0.28 1.19 1.00 1 56.4 59.3 38.5 55.3
## 120 120 2 3 1 1 3 -1.33 -0.26 0.67 15 38.4 37.2 33.4 30.9
## 121 121 1 3 2 1 1 0.49 0.94 1.00 9 49.5 39.8 44.5 55.3
## 122 122 2 3 1 1 1 0.10 0.32 0.67 9 40.0 40.4 42.4 48.8
## 123 123 2 3 2 1 2 1.11 -1.05 0.33 9 70.7 67.1 63.0 63.4
## 124 124 2 3 2 1 3 0.22 -0.76 0.67 16 45.8 52.1 54.9 44.4
## 125 125 2 3 3 1 2 0.75 -0.72 0.67 14 42.6 46.3 41.2 28.2
## 126 126 1 3 2 1 1 0.89 0.15 0.67 10 68.0 59.3 56.6 50.4
## 127 127 2 3 1 1 1 -0.49 0.03 0.00 8 46.9 37.2 42.8 41.7
## 128 128 1 3 2 1 1 0.49 0.44 0.67 10 53.7 43.7 51.1 52.0
## 129 129 1 3 2 1 3 -0.38 0.34 0.67 7 38.9 28.1 35.3 39.0
## 130 130 2 3 1 1 3 -0.60 0.90 0.67 1 46.9 61.9 45.4 33.6
## 131 131 2 3 2 1 1 1.36 0.65 0.67 10 59.0 56.7 52.9 48.8
## 132 132 2 3 1 1 1 -0.24 -0.16 0.33 16 62.7 61.9 52.4 47.1
## 133 133 2 3 1 1 3 -0.23 0.44 0.33 14 33.6 35.2 40.9 29.3
## 134 134 2 3 2 1 1 0.51 -1.29 0.33 1 39.4 41.7 46.9 35.2
## 135 135 1 3 2 1 3 -0.60 -1.43 1.00 10 38.9 51.5 38.6 39.0
## 136 136 2 3 1 1 1 0.06 0.94 0.67 9 45.3 54.7 44.3 33.6
## 137 137 1 3 2 1 1 -0.37 -1.90 0.67 6 54.8 36.5 37.7 49.8
## 138 138 1 3 2 1 1 0.46 0.94 0.33 5 36.3 30.7 44.8 39.6
## 139 139 2 3 1 1 1 0.44 0.65 1.00 8 46.9 46.3 48.5 32.5
## 140 140 2 3 1 1 3 0.10 1.19 1.00 15 38.9 35.9 46.8 39.0
## 141 141 1 3 2 1 3 -2.23 1.19 1.00 8 36.3 38.5 39.3 39.0
## 142 142 1 3 2 1 1 1.13 0.87 1.00 10 57.4 54.7 51.7 49.8
## 143 143 1 3 2 1 1 0.26 1.19 1.00 9 52.1 52.8 37.6 52.6
## 144 144 2 3 1 1 2 -0.04 -0.29 0.67 10 41.6 38.5 40.2 33.6
## 145 145 1 3 3 1 3 0.69 0.03 0.67 9 49.5 39.8 38.6 49.3
## 146 146 2 3 1 1 2 -1.76 -0.93 0.67 6 36.3 38.5 36.4 36.3
## 147 147 1 3 3 1 3 -0.66 -0.08 1.00 12 44.7 33.3 33.7 39.0
## 148 148 1 3 2 1 2 -0.44 -0.31 0.67 9 49.5 59.3 42.1 52.6
## 149 149 1 3 1 1 1 1.16 1.19 0.33 9 55.3 46.9 49.1 54.2
## 150 150 2 3 2 1 1 0.91 -0.28 1.00 7 60.1 67.1 56.2 37.4
## 151 151 2 3 3 1 2 0.75 -0.26 0.67 15 41.6 35.9 42.0 31.4
## 152 152 1 3 2 1 1 -1.14 -0.06 1.00 6 36.3 46.3 36.9 41.7
## 153 153 2 3 2 1 2 0.46 0.03 1.00 14 52.1 56.7 62.8 47.1
## 154 154 2 3 1 1 1 0.45 0.03 1.00 1 49.5 46.3 52.9 52.6
## 155 155 2 3 1 1 3 -0.54 -0.59 1.00 4 38.9 35.9 38.4 33.6
## 156 156 1 3 3 1 3 -0.42 -0.60 1.00 14 54.8 56.7 64.7 58.0
## 157 157 1 3 2 1 3 -0.38 0.56 1.00 2 33.6 36.5 45.7 39.0
## 158 158 2 3 1 1 2 1.16 0.59 1.00 10 36.3 45.0 44.3 39.0
## 159 159 1 3 1 1 2 -0.68 0.32 0.67 9 36.3 44.3 34.4 47.1
## 160 160 2 3 1 2 2 0.70 0.87 1.00 1 46.9 54.1 46.4 49.8
## 161 161 2 3 2 2 1 0.48 0.63 1.00 10 54.8 48.2 58.7 51.5
## 162 162 2 3 3 2 1 -0.40 -1.80 0.33 1 50.0 45.0 42.9 41.7
## 163 163 2 3 2 2 1 0.66 0.00 1.00 10 52.1 48.9 48.5 44.4
## 164 164 1 1 3 1 1 0.06 0.03 1.00 9 62.7 64.5 71.3 55.3
## 165 165 1 1 1 1 3 0.46 -1.17 0.33 5 46.9 30.7 40.3 58.0
## 166 166 1 1 2 1 3 -0.40 0.88 0.33 3 54.8 45.0 45.9 58.0
## 167 167 2 1 3 1 1 0.06 0.03 0.67 10 54.8 54.1 47.1 49.8
## 168 168 2 1 2 1 2 -0.69 -1.13 0.67 1 46.9 54.1 45.4 44.4
## 169 169 2 1 2 1 1 1.16 1.19 1.00 10 70.7 64.5 72.2 66.1
## 170 170 1 1 1 1 2 0.30 -0.59 1.00 16 54.8 46.3 45.5 58.0
## 171 171 2 1 2 1 1 0.08 0.59 1.00 9 57.4 56.7 53.9 60.7
## 172 172 1 1 2 1 3 -1.30 0.03 1.00 7 54.8 41.1 40.2 44.4
## 173 173 2 1 1 1 2 -0.61 0.03 0.33 11 44.2 54.1 40.3 52.6
## 174 174 1 1 2 1 1 -0.16 0.65 1.00 7 68.0 61.9 69.7 71.5
## 175 175 2 1 2 1 1 1.16 0.65 1.00 1 65.4 67.1 63.1 55.3
## 176 176 2 1 3 1 2 0.91 0.65 0.33 11 54.8 48.9 41.9 52.6
## 177 177 1 1 2 1 1 0.68 0.03 0.67 10 71.2 63.2 60.2 65.5
## 178 178 1 1 2 1 1 0.06 -0.29 0.67 3 57.4 64.5 51.1 63.4
## 179 179 2 1 2 1 1 1.16 0.03 1.00 6 70.7 67.1 61.2 60.7
## 180 180 2 1 2 1 3 -0.59 0.03 0.33 14 33.6 54.1 41.0 41.7
## 181 181 2 1 3 1 1 1.13 0.87 1.00 10 76.0 62.5 60.0 67.2
## 182 182 1 1 3 1 1 0.42 0.56 0.67 17 70.7 56.0 62.0 67.7
## 183 183 2 1 1 1 1 1.16 0.63 0.67 13 58.5 54.1 46.3 48.2
## 184 184 1 1 3 1 2 1.16 -0.81 0.67 9 65.4 64.5 48.0 63.4
## 185 185 2 1 2 1 2 0.45 0.56 1.00 5 52.1 43.7 41.9 47.1
## 186 186 1 1 2 1 3 -0.16 -0.53 0.67 5 62.7 61.9 67.0 66.1
## 187 187 2 1 1 1 2 0.68 -0.60 0.33 14 52.1 64.5 59.7 55.8
## 188 188 2 1 3 1 1 0.06 0.03 1.00 10 41.6 54.1 41.2 41.7
## 189 189 2 1 3 1 1 1.11 0.90 0.33 6 62.7 64.5 61.4 58.0
## 190 190 2 1 3 1 3 -0.41 0.03 0.67 15 49.5 51.5 45.1 58.0
## 191 191 1 1 3 1 1 0.49 0.94 1.00 16 54.8 56.7 63.8 60.7
## 192 192 2 1 2 1 1 0.67 0.03 0.67 9 52.1 56.7 51.1 55.3
## 193 193 2 1 2 1 1 0.51 0.03 1.00 14 54.8 54.1 66.4 41.7
## 194 194 1 1 3 1 2 -0.84 0.34 0.00 10 41.6 46.3 59.6 63.4
## 195 195 1 1 3 1 1 0.27 0.03 1.00 10 60.1 51.5 48.1 52.6
## 196 196 2 1 2 1 3 0.06 0.03 1.00 1 68.0 61.9 55.5 49.8
## 197 197 2 1 1 1 3 -1.15 -1.38 1.00 17 49.5 56.7 46.1 53.6
## 198 198 2 1 2 1 1 0.66 -0.47 0.67 9 54.8 59.3 50.6 60.7
## 199 199 1 1 1 1 3 -0.82 0.63 1.00 12 36.8 36.5 41.5 33.1
## 200 200 1 1 3 1 1 -0.27 0.88 1.00 13 52.1 64.5 60.6 60.7
## 201 201 2 1 2 1 3 0.31 0.63 1.00 1 38.9 56.7 46.3 58.0
## 202 202 1 1 2 1 1 1.13 -0.60 0.67 16 73.3 67.1 71.3 63.4
## 203 203 2 1 2 1 1 -0.44 -0.78 1.00 10 58.0 48.9 43.8 44.4
## 204 204 2 1 2 1 1 0.44 0.03 1.00 9 55.3 51.5 48.0 58.0
## 205 205 2 1 1 1 3 -0.90 -2.54 0.00 4 44.2 43.7 40.2 39.6
## 206 206 2 1 1 1 3 -0.18 0.28 0.33 4 44.2 51.5 46.1 47.1
## 207 207 2 1 2 1 2 1.11 0.90 0.33 4 55.3 50.2 41.7 58.5
## 208 208 1 1 1 1 2 0.05 -0.60 0.00 8 57.4 51.5 40.6 46.6
## 209 209 2 1 2 1 2 -0.63 0.44 0.33 4 41.6 43.7 46.8 36.3
## 210 210 2 1 2 1 2 0.06 0.03 1.00 9 54.8 59.3 46.2 47.1
## 211 211 2 1 2 1 2 0.71 -0.29 0.67 9 57.4 61.9 55.5 58.0
## 212 212 1 1 2 1 2 0.26 0.03 1.00 2 57.4 51.5 55.3 60.7
## 213 213 2 1 1 1 2 0.04 -0.47 0.67 1 33.6 59.3 44.7 47.1
## 214 214 2 1 2 1 3 -1.81 -0.64 1.00 15 41.6 54.1 46.9 47.1
## 215 215 2 1 2 1 1 -0.40 -0.22 0.67 9 52.1 38.5 36.1 44.4
## 216 216 2 1 3 1 1 0.68 0.03 1.00 13 65.4 67.1 64.5 60.7
## 217 217 2 1 2 1 1 0.00 -0.42 0.67 11 49.5 51.5 52.9 39.0
## 218 218 2 1 2 1 3 0.46 0.03 1.00 1 57.4 67.1 47.7 55.8
## 219 219 2 1 2 1 3 0.10 0.03 0.33 6 49.5 56.7 48.0 47.1
## 220 220 2 1 2 1 1 0.66 0.34 1.00 4 56.9 49.5 49.5 50.9
## 221 221 1 1 1 1 2 -0.36 -1.67 1.00 3 44.2 43.7 56.4 58.0
## 222 222 1 1 3 1 2 0.93 0.34 1.00 10 46.9 54.1 54.6 55.3
## 223 223 1 1 2 1 3 0.48 0.03 1.00 10 60.1 46.3 51.4 52.6
## 224 224 2 1 2 1 2 -1.15 -0.47 0.67 4 44.2 56.7 52.2 44.4
## 225 225 1 1 2 1 1 0.89 0.59 0.67 6 60.6 56.7 70.5 58.0
## 226 226 1 1 3 1 1 0.49 1.19 1.00 10 46.9 51.5 50.6 49.8
## 227 227 1 1 2 1 1 0.44 0.65 1.00 3 52.1 54.1 54.6 41.7
## 228 228 2 1 2 1 1 0.00 -0.82 0.67 10 54.8 67.1 63.8 49.8
## 229 229 2 1 1 1 1 0.91 0.03 1.00 1 60.6 59.3 49.4 44.4
## 230 230 2 1 3 1 2 -0.20 1.19 1.00 15 41.6 46.9 41.7 47.1
## 231 231 2 1 1 1 2 0.00 -1.09 0.67 9 62.7 51.5 45.9 47.1
## 232 232 2 1 2 1 1 0.20 -0.47 0.33 11 38.9 54.1 53.7 52.6
## 233 233 2 1 2 1 3 0.06 0.03 0.67 15 62.7 61.9 58.8 60.7
## 234 234 2 1 3 1 1 0.96 0.87 1.00 9 57.4 64.5 48.0 47.1
## 235 235 2 1 2 1 1 0.20 -0.55 0.67 9 60.1 61.9 48.7 49.8
## 236 236 1 1 2 1 1 0.08 0.94 0.67 10 73.3 61.9 60.5 71.5
## 237 237 1 1 2 1 1 1.36 -0.80 0.67 13 52.1 59.3 59.6 59.1
## 238 238 1 1 3 1 1 0.46 0.94 1.00 10 65.4 61.9 67.9 66.1
## 239 239 2 1 1 1 3 -0.84 -0.18 0.00 1 33.6 46.3 38.4 36.3
## 240 240 1 1 2 1 1 0.46 0.03 0.67 9 62.7 54.1 54.8 55.3
## 241 241 1 1 1 1 1 0.48 0.69 0.67 16 62.7 43.0 58.9 65.0
## 242 242 1 1 3 1 1 0.75 1.19 1.00 10 68.0 61.9 52.2 60.7
## 243 243 2 1 2 1 1 -0.40 0.03 0.00 1 54.8 49.5 55.3 47.1
## 244 244 2 1 3 1 1 0.71 0.34 0.67 9 68.0 61.9 64.5 68.8
## 245 245 1 1 2 1 2 0.46 0.34 0.67 9 62.2 56.7 51.9 54.7
## 246 246 2 1 2 1 3 0.43 -0.47 1.00 1 42.6 50.8 44.6 39.0
## 247 247 2 1 2 1 3 0.46 -0.47 0.00 9 49.5 61.9 41.4 55.3
## 248 248 1 1 2 1 2 -0.49 0.03 0.33 9 65.4 59.3 56.8 66.1
## 249 249 2 1 2 1 1 -1.56 0.03 0.33 15 62.7 54.1 53.0 55.3
## 250 250 1 1 2 1 2 -0.17 -0.84 0.67 15 62.7 56.7 54.3 58.0
## 251 251 1 1 3 1 2 0.66 0.34 1.00 7 60.1 51.5 53.0 63.4
## 252 252 2 1 1 1 1 0.48 0.32 1.00 14 49.5 54.1 38.7 49.8
## 253 253 1 1 2 1 2 -0.14 -0.24 0.67 9 54.8 38.5 57.0 52.6
## 254 254 2 1 3 1 1 0.48 -0.47 0.33 9 52.1 61.9 55.5 60.7
## 255 255 1 1 2 1 1 -1.13 -0.55 0.33 12 44.2 46.9 45.5 39.0
## 256 256 1 1 3 1 2 0.06 0.03 0.00 10 44.2 33.3 53.9 58.0
## 257 257 1 1 2 1 2 0.20 -0.47 0.33 3 38.9 38.5 53.0 52.6
## 258 258 2 1 2 1 3 -0.64 -0.51 0.67 4 49.5 56.7 47.7 44.4
## 259 259 2 1 2 1 2 0.23 0.44 1.00 2 49.5 51.5 45.5 49.8
## 260 260 2 1 2 1 1 0.10 1.19 1.00 9 52.1 56.7 62.3 66.1
## 261 261 1 1 2 1 3 0.28 0.03 1.00 9 54.8 59.3 49.5 63.4
## 262 262 2 1 3 1 1 0.52 0.59 1.00 9 68.0 59.9 64.0 68.8
## 263 263 1 1 2 1 1 0.46 0.03 0.67 8 54.8 64.5 58.6 55.3
## 264 264 2 1 1 1 2 -0.80 0.15 0.33 15 41.6 41.1 39.5 47.1
## 265 265 2 1 1 1 3 -1.33 -0.60 0.33 1 34.7 35.2 40.2 50.9
## 266 266 2 1 1 1 2 -1.33 0.34 0.00 4 44.2 41.1 36.9 41.7
## 267 267 1 1 3 1 1 0.68 0.34 1.00 16 57.4 56.7 62.8 58.0
## 268 268 2 1 3 1 1 0.46 -0.55 0.33 10 41.6 54.1 50.3 49.8
## 269 269 1 1 2 1 3 -0.44 -0.22 0.00 2 44.2 33.3 40.9 47.1
## 270 270 2 1 2 1 1 0.23 -0.76 1.00 9 65.4 64.5 59.6 66.1
## 271 271 2 1 3 1 3 0.29 0.03 1.00 4 49.5 48.9 56.2 47.1
## 272 272 2 1 1 1 2 0.46 0.03 0.67 16 52.1 56.7 53.0 47.1
## 273 273 2 1 2 1 2 0.46 0.03 0.33 13 44.7 38.5 45.9 44.4
## 274 274 2 1 3 1 2 0.33 -0.26 1.00 4 52.1 67.1 57.0 63.4
## 275 275 2 1 3 1 2 -0.44 -0.47 1.00 9 54.8 65.1 66.1 49.8
## 276 276 1 1 2 1 3 -1.05 -0.34 0.67 1 44.2 38.5 41.4 42.3
## 277 277 2 1 3 1 1 1.11 0.34 1.00 10 73.3 67.1 62.3 58.0
## 278 278 1 1 1 1 1 0.46 -0.18 1.00 10 52.1 46.3 48.3 58.0
## 279 279 1 1 1 1 3 0.08 0.94 0.33 2 49.5 52.8 50.6 48.8
## 280 280 1 1 3 1 1 0.31 0.03 1.00 10 54.8 48.9 61.2 60.7
## 281 281 1 1 3 1 3 -0.18 0.03 0.67 2 44.2 48.9 56.3 41.7
## 282 282 2 1 2 1 2 0.71 -0.05 0.67 1 52.7 47.6 52.2 45.0
## 283 283 1 1 3 1 1 0.02 0.13 0.33 9 73.3 59.9 70.5 60.7
## 284 284 1 1 3 1 1 1.36 1.19 1.00 9 65.4 48.9 66.3 58.0
## 285 285 2 1 2 1 1 0.00 0.03 0.67 1 61.1 61.2 62.2 57.4
## 286 286 2 1 3 1 1 0.52 0.34 1.00 10 65.4 54.1 61.4 58.0
## 287 287 2 1 3 1 1 0.66 0.34 0.67 9 54.8 56.7 61.9 63.4
## 288 288 1 1 1 1 2 0.25 0.65 0.00 3 49.5 48.9 50.4 63.4
## 289 289 1 1 3 1 1 -0.38 0.03 1.00 9 60.1 54.1 58.0 58.0
## 290 290 2 1 3 1 2 0.46 -1.11 0.33 9 65.4 67.1 67.0 66.1
## 291 291 2 1 2 1 2 0.23 0.03 1.00 13 65.4 56.7 65.4 58.0
## 292 292 2 1 1 1 3 -1.09 -0.90 0.67 9 57.4 59.9 50.5 52.6
## 293 293 2 1 2 1 1 0.71 -0.55 1.00 9 60.1 59.3 64.3 60.7
## 294 294 1 1 1 1 1 -0.82 -0.76 0.00 1 57.4 43.7 59.6 52.6
## 295 295 2 1 3 1 2 1.36 0.03 0.67 14 46.9 59.3 56.3 66.1
## 296 296 2 1 3 1 3 -0.14 -0.86 0.00 9 38.9 46.3 50.1 36.3
## 297 297 2 1 3 1 1 0.46 1.19 0.67 10 65.9 64.5 61.8 60.7
## 298 298 2 1 3 1 1 0.06 0.32 1.00 1 62.7 64.5 70.5 68.8
## 299 299 1 1 3 1 3 -0.51 -1.98 0.00 17 60.1 57.3 58.8 58.0
## 300 300 1 1 3 1 1 0.68 0.03 0.33 9 73.3 64.5 64.0 60.7
## 301 301 2 1 3 1 1 0.75 1.19 1.00 9 60.1 61.9 67.1 49.8
## 302 302 1 1 2 1 1 0.69 0.05 0.67 10 60.1 59.3 57.9 40.6
## 303 303 2 1 1 1 2 -0.84 -0.24 1.00 4 54.8 64.5 44.5 52.6
## 304 304 1 1 3 1 1 0.01 0.32 0.00 16 52.1 41.1 50.6 52.6
## 305 305 2 1 2 1 2 -0.16 -0.45 0.67 4 49.5 54.1 61.9 52.6
## 306 306 2 1 3 1 1 -0.60 0.28 1.00 9 33.6 41.1 42.9 41.7
## 307 307 1 1 3 1 1 0.46 0.34 1.00 9 76.0 52.1 64.1 63.9
## 308 308 1 1 1 1 1 0.00 0.65 0.67 7 46.9 33.3 50.4 47.1
## 309 309 2 1 3 1 2 0.32 0.90 0.67 10 33.6 51.5 41.9 49.8
## 310 310 1 1 3 1 1 0.52 0.65 0.33 2 54.3 62.5 56.6 54.7
## 311 311 1 1 3 1 3 0.46 0.63 0.67 2 46.9 52.8 49.3 53.1
## 312 312 2 1 2 1 1 0.66 0.03 1.00 1 52.1 56.7 41.9 52.6
## 313 313 2 1 2 1 1 0.46 -0.47 0.67 10 50.0 41.1 45.1 44.4
## 314 314 1 1 2 1 2 0.26 0.03 1.00 2 49.5 35.9 47.8 52.6
## 315 315 2 1 3 1 1 0.91 -0.47 0.67 10 57.4 59.3 57.2 59.1
## 316 316 2 1 2 1 3 1.36 0.87 1.00 4 36.3 43.7 37.2 41.7
## 317 317 2 1 2 1 1 0.02 -1.05 0.33 9 60.1 64.5 61.2 60.7
## 318 318 2 1 1 1 2 -0.44 -0.47 0.33 9 38.9 46.3 41.9 41.7
## 319 319 1 1 1 1 3 -0.44 -0.55 0.33 4 46.9 38.5 47.1 41.7
## 320 320 1 1 1 1 3 0.22 0.03 0.67 16 60.1 41.7 52.0 52.6
## 321 321 1 1 1 1 3 -0.91 -0.59 0.67 8 44.2 39.1 46.3 36.3
## 322 322 1 1 2 1 2 -0.84 -0.57 0.33 2 33.6 33.3 41.0 36.3
## 323 323 1 1 2 1 3 0.66 0.34 0.33 2 33.6 38.5 42.9 47.1
## 324 324 2 1 3 1 1 0.94 0.03 1.00 10 68.0 56.7 59.6 58.0
## 325 325 2 1 2 1 2 -0.65 0.03 0.33 9 41.6 39.1 42.3 41.7
## 326 326 1 1 1 1 2 1.13 0.03 0.33 5 45.8 41.7 43.1 53.6
## 327 327 2 1 1 1 3 1.36 0.63 1.00 1 68.0 64.5 58.9 63.4
## 328 328 2 1 2 1 3 0.22 0.03 0.33 1 52.1 54.7 49.5 53.6
## 329 329 1 1 3 1 1 -0.43 0.03 1.00 9 52.1 44.3 53.1 58.0
## 330 330 1 1 1 1 2 0.28 -0.06 0.33 2 44.2 30.7 35.3 47.1
## 331 331 2 1 1 1 2 -1.99 0.03 0.00 9 39.4 54.1 38.7 47.1
## 332 332 1 1 2 1 1 -0.40 0.03 0.00 10 44.2 33.3 47.8 44.4
## 333 333 1 1 2 1 2 -0.03 -0.16 0.00 6 33.6 43.7 42.6 47.1
## 334 334 2 1 2 1 1 0.08 -0.24 0.33 10 52.1 59.3 48.0 55.3
## 335 335 2 1 2 1 2 0.46 0.34 0.67 9 62.7 61.9 52.9 44.4
## 336 336 1 1 3 1 2 0.06 0.03 0.67 11 41.6 39.1 56.3 45.0
## 337 337 1 1 2 1 1 -0.39 -0.28 0.67 9 44.2 51.5 51.1 63.4
## 338 338 2 1 1 1 3 0.26 -0.26 0.00 6 49.5 56.7 43.8 47.1
## 339 339 1 1 2 1 1 0.46 0.03 1.00 7 70.7 56.7 51.3 71.5
## 340 340 1 1 3 1 1 0.47 0.01 1.00 10 68.0 64.5 61.5 55.3
## 341 341 2 1 3 1 1 0.71 0.03 1.00 14 68.0 61.9 72.2 66.1
## 342 342 2 1 2 1 1 -0.16 -0.47 0.67 9 36.3 61.9 52.2 39.0
## 343 343 1 1 1 1 2 -0.37 -0.47 0.67 9 41.6 48.9 42.6 49.8
## 344 344 2 1 1 1 2 0.27 -2.52 0.33 8 38.9 32.0 35.3 46.6
## 345 345 1 1 2 1 1 0.71 0.34 0.67 9 52.1 41.1 51.3 60.7
## 346 346 2 1 2 1 1 0.46 0.03 0.67 9 57.4 59.3 53.9 49.8
## 347 347 2 1 3 1 1 0.28 0.03 0.67 9 62.7 67.1 65.6 61.8
## 348 348 2 1 2 1 2 0.46 0.03 1.00 10 65.4 51.5 61.4 60.7
## 349 349 1 1 3 1 3 -1.50 0.03 0.67 9 33.6 48.9 38.6 42.3
## 350 350 1 1 3 1 1 -0.41 0.28 0.33 16 46.9 35.9 42.6 58.0
## 351 351 2 1 2 1 1 0.32 0.90 0.67 1 52.1 59.3 58.1 47.1
## 352 352 2 1 2 1 2 0.32 0.65 1.00 9 54.8 61.9 58.1 58.0
## 353 353 1 1 2 1 1 -0.21 -1.13 0.00 2 38.9 41.1 43.6 55.3
## 354 354 2 1 2 1 1 -0.60 -1.18 0.67 1 54.8 59.3 68.0 49.3
## 355 355 2 1 1 1 2 -0.40 -0.89 0.33 8 41.6 56.7 45.0 50.4
## 356 356 2 1 1 1 3 -0.89 -1.29 0.33 9 60.1 64.5 41.0 52.6
## 357 357 2 1 2 1 3 0.06 -0.28 1.00 1 65.9 64.5 54.6 60.7
## 358 358 2 1 3 1 1 0.45 0.03 1.00 4 62.7 51.5 54.4 49.8
## 359 359 1 1 2 1 1 0.22 0.32 1.00 14 49.5 56.7 62.8 49.8
## 360 360 2 1 3 1 1 0.71 0.28 1.00 11 60.1 64.5 63.0 68.8
## 361 361 2 1 2 1 3 0.91 0.34 1.00 1 68.0 59.3 53.0 63.4
## 362 362 1 1 2 1 2 0.00 0.65 1.00 6 54.8 64.5 51.1 49.8
## 363 363 1 1 1 1 3 -0.38 0.03 1.00 8 38.9 41.7 37.7 44.4
## 364 364 2 1 2 1 1 -0.16 -2.58 1.00 10 52.1 59.3 58.1 52.6
## 365 365 2 1 1 1 2 -1.10 -0.28 0.67 4 38.9 41.1 45.9 47.1
## 366 366 2 1 2 1 2 0.93 0.03 1.00 10 65.9 67.1 70.5 52.6
## 367 367 1 1 3 1 2 0.70 -0.16 0.33 9 68.0 59.3 55.7 63.4
## 368 368 1 1 2 1 3 -0.45 -0.26 0.00 2 38.9 35.9 44.2 55.3
## 369 369 2 1 2 1 3 0.02 -2.03 0.67 1 38.9 59.3 39.5 39.0
## 370 370 2 1 1 1 3 -0.19 -2.58 0.00 1 41.6 54.1 41.0 41.7
## 371 371 1 1 2 1 2 0.91 -0.47 0.67 8 44.2 41.1 50.5 58.0
## 372 372 1 1 2 1 2 0.09 -1.42 0.33 11 52.1 61.9 59.6 58.0
## 373 373 2 1 1 1 1 0.00 0.65 1.00 16 68.0 64.5 58.3 58.5
## 374 374 1 1 1 1 1 0.70 -0.16 1.00 10 49.5 61.9 50.9 46.1
## 375 375 1 1 1 1 2 -0.60 0.56 0.33 2 36.3 43.7 44.3 47.1
## 376 376 1 1 2 1 2 -1.33 0.03 0.67 2 41.6 30.7 56.9 47.1
## 377 377 2 1 2 1 1 -0.16 0.03 1.00 8 57.4 57.3 64.0 58.0
## 378 378 1 1 3 1 1 0.46 0.65 1.00 9 68.0 54.1 63.0 63.4
## 379 379 1 1 3 1 1 -0.33 0.38 0.67 6 62.7 59.3 56.5 55.3
## 380 380 2 1 3 1 2 0.25 0.03 0.67 4 49.5 51.5 55.5 44.4
## 381 381 2 1 2 1 1 0.22 -0.57 1.00 1 61.1 67.1 64.5 50.4
## 382 382 1 1 3 1 1 0.22 1.19 0.33 13 38.9 33.3 37.7 47.1
## 383 383 2 1 2 1 2 0.27 0.03 0.67 1 46.9 56.7 63.8 55.3
## 384 384 1 1 2 1 3 -2.23 1.19 0.33 5 44.2 38.5 41.2 49.8
## 385 385 2 1 1 1 2 -0.38 0.37 0.67 4 44.2 43.7 46.1 47.1
## 386 386 2 1 2 1 1 0.06 0.65 0.33 11 47.4 64.5 53.9 55.8
## 387 387 2 1 3 1 1 0.89 0.88 1.00 9 52.1 59.3 64.0 61.2
## 388 388 2 1 3 1 2 1.13 0.03 0.33 9 43.2 54.1 54.8 55.3
## 389 389 2 1 1 1 2 -1.02 -1.67 0.67 5 45.3 43.0 52.3 60.7
## 390 390 2 1 3 1 1 0.45 0.03 0.67 9 60.1 61.9 51.9 53.1
## 391 391 2 1 3 1 1 0.06 0.65 0.00 9 65.4 59.3 56.8 46.1
## 392 392 1 1 1 1 3 -1.74 0.61 0.33 17 45.8 34.6 37.9 39.0
## 393 393 1 1 2 1 3 -1.30 0.13 0.33 11 44.2 41.1 51.8 47.1
## 394 394 1 1 2 1 1 0.46 0.03 0.00 8 73.3 61.9 73.1 68.8
## 395 395 2 1 2 1 1 0.55 -0.24 0.67 13 46.9 56.7 54.6 47.1
## 396 396 2 1 2 1 3 -0.68 0.03 0.33 17 38.9 38.5 41.2 39.0
## 397 397 1 1 2 1 3 0.25 -0.26 0.33 2 49.5 30.7 40.3 33.6
## 398 398 2 1 1 1 3 0.96 0.94 0.67 9 46.9 50.2 46.5 47.1
## 399 399 2 1 1 1 2 -0.24 0.03 0.67 9 45.8 54.1 49.5 47.1
## 400 400 1 1 1 1 2 -0.40 0.65 0.67 5 44.2 43.7 38.6 33.6
## 401 401 2 1 1 1 1 -0.40 0.03 1.00 15 44.2 54.1 59.3 58.0
## 402 402 2 1 2 1 1 0.93 0.65 1.00 6 62.7 59.3 71.3 68.8
## 403 403 2 1 1 1 1 0.00 0.34 1.00 15 62.7 59.9 65.4 53.6
## 404 404 2 1 2 1 2 -0.38 -0.47 0.67 4 62.7 43.7 44.7 52.6
## 405 405 1 1 2 1 1 0.20 0.56 0.67 12 60.1 52.8 51.5 58.0
## 406 406 1 1 2 1 1 0.73 0.03 1.00 16 65.4 59.3 69.6 63.4
## 407 407 2 1 2 1 3 0.06 0.03 1.00 4 43.2 47.6 45.6 47.1
## 408 408 1 1 3 1 1 -0.45 -0.60 0.67 10 52.1 59.9 49.5 48.8
## 409 409 2 1 3 1 1 1.13 0.03 0.67 9 62.7 64.5 64.5 52.6
## 410 410 2 1 1 1 1 -0.18 -1.09 0.67 15 62.7 56.7 58.8 71.5
## 411 411 1 1 3 1 1 0.32 0.28 0.67 16 62.7 63.2 68.9 74.2
## 412 412 2 1 2 1 3 0.66 -0.60 0.00 15 42.6 56.7 40.3 49.8
## 413 413 2 1 2 1 2 0.51 0.03 0.33 6 60.1 51.5 53.9 63.4
## 414 414 2 1 2 1 2 0.08 0.03 1.00 13 54.8 67.1 47.4 49.8
## 415 415 2 1 2 1 1 0.46 -0.86 1.00 14 68.0 59.3 60.5 55.3
## 416 416 1 1 1 1 1 1.11 -0.09 0.00 9 44.2 48.9 48.0 49.8
## 417 417 2 1 2 1 2 0.07 0.34 1.00 9 65.4 59.3 51.2 60.7
## 418 418 1 1 2 1 3 -0.89 0.56 0.33 2 44.2 41.1 40.3 49.8
## 419 419 1 1 2 1 3 -0.19 0.03 0.33 2 54.8 51.5 42.8 60.7
## 420 420 1 1 1 1 1 -0.27 0.94 0.00 17 44.7 54.1 50.4 45.0
## 421 421 1 1 3 1 3 -0.40 -1.09 0.67 7 62.7 43.7 47.1 52.6
## 422 422 2 1 2 1 1 0.00 0.03 0.67 9 62.7 64.5 38.3 55.8
## 423 423 1 1 2 1 1 0.46 -0.47 0.67 10 68.0 64.5 70.6 68.8
## 424 424 2 1 2 1 3 0.75 0.34 1.00 9 47.4 41.7 51.6 38.5
## 425 425 2 1 1 1 2 1.36 0.65 1.00 15 46.9 51.5 57.0 49.8
## 426 426 1 1 1 1 1 0.68 0.87 1.00 10 54.8 56.7 56.9 58.0
## 427 427 1 1 2 1 3 0.05 -0.88 0.67 2 62.7 63.2 74.6 71.5
## 428 428 2 1 2 1 3 -0.84 0.03 0.00 9 36.3 59.3 47.7 39.0
## 429 429 1 1 3 1 3 1.13 0.56 1.00 6 60.1 48.9 50.4 55.3
## 430 430 1 1 3 1 2 1.13 0.63 0.67 10 60.1 64.5 57.9 60.7
## 431 431 2 1 2 1 2 0.55 -0.60 1.00 1 54.8 54.1 51.3 41.7
## 432 432 1 1 3 1 2 0.06 0.03 1.00 9 44.2 54.1 51.4 39.0
## 433 433 2 1 2 1 3 -0.64 0.03 1.00 4 41.6 46.3 38.4 36.3
## 434 434 2 1 3 1 1 0.48 0.03 1.00 4 65.4 61.9 60.4 63.4
## 435 435 2 1 1 1 2 -0.19 -0.85 0.00 15 54.8 60.6 55.5 58.0
## 436 436 1 1 3 1 1 0.20 -2.54 0.00 16 54.8 61.9 63.6 63.4
## 437 437 2 1 2 1 3 -0.60 -0.26 0.67 4 49.5 41.1 38.4 52.6
## 438 438 1 1 2 1 1 -1.33 0.03 1.00 16 36.3 28.1 53.7 33.6
## 439 439 2 1 1 1 1 0.68 0.88 1.00 9 46.9 61.9 53.0 52.6
## 440 440 2 1 3 1 1 1.36 0.94 1.00 4 52.1 48.9 51.3 41.7
## 441 441 2 1 2 1 2 0.89 0.65 0.67 9 68.0 48.9 56.3 63.4
## 442 442 2 1 2 1 3 -0.14 0.13 0.67 9 41.6 56.7 51.3 47.1
## 443 443 1 1 2 1 3 -0.43 -1.22 0.00 5 41.6 46.9 55.5 44.4
## 444 444 1 1 2 1 1 0.04 0.03 0.67 9 65.4 51.5 61.2 68.8
## 445 445 1 1 1 1 2 0.44 -0.16 0.67 9 62.7 48.9 48.8 66.1
## 446 446 1 1 1 1 1 0.65 -0.30 1.00 10 60.1 61.9 74.6 58.0
## 447 447 1 1 2 1 3 -1.33 0.65 0.00 2 40.5 38.5 47.1 44.4
## 448 448 1 1 2 1 3 0.68 1.19 0.33 14 41.6 41.1 57.2 71.5
## 449 449 1 1 2 1 3 0.10 0.03 0.00 3 62.7 48.9 42.1 66.1
## 450 450 2 1 3 1 1 0.50 0.03 0.67 17 68.0 59.3 58.8 66.1
## 451 451 2 1 2 1 3 0.02 -0.32 1.00 4 46.9 46.3 52.0 47.7
## 452 452 2 1 2 1 2 0.06 0.03 1.00 17 41.6 46.3 46.2 39.0
## 453 453 2 1 2 1 2 -0.83 0.65 0.33 4 44.2 59.3 55.5 36.3
## 454 454 2 1 3 1 1 0.91 0.15 0.00 9 54.8 56.7 55.5 58.0
## 455 455 2 1 1 1 2 0.06 0.59 1.00 1 52.1 51.5 45.4 39.0
## 456 456 1 1 2 1 3 -1.57 0.65 0.33 6 52.1 56.7 45.2 55.3
## 457 457 1 1 2 1 3 -1.33 0.03 0.33 5 38.9 30.7 40.4 39.0
## 458 458 1 1 2 1 1 0.46 0.65 1.00 16 49.5 48.9 60.5 55.3
## 459 459 2 1 2 1 2 0.03 0.03 1.00 11 41.6 43.0 44.5 39.0
## 460 460 1 1 3 1 1 -0.93 -0.22 0.67 10 65.4 64.5 65.5 60.7
## 461 461 1 1 1 1 1 0.24 -0.43 0.33 16 70.7 43.7 58.8 66.1
## 462 462 1 1 2 1 2 0.33 0.28 0.67 9 52.1 46.3 48.1 55.3
## 463 463 1 1 2 1 2 -0.11 0.25 1.00 9 44.2 44.3 45.6 39.0
## 464 464 2 1 2 1 1 0.94 -0.30 1.00 10 60.1 67.1 52.4 55.3
## 465 465 1 1 3 1 2 0.75 -0.49 0.33 16 41.6 41.1 41.2 44.4
## 466 466 2 1 2 1 1 0.30 -0.60 1.00 9 49.5 59.3 53.1 60.7
## 467 467 1 1 2 1 2 1.13 0.03 1.00 6 38.9 54.1 47.5 49.8
## 468 468 1 1 3 1 2 -0.16 0.03 0.33 11 44.2 59.3 49.5 55.3
## 469 469 1 1 2 1 2 0.46 0.65 1.00 16 68.0 59.3 57.9 74.2
## 470 470 2 1 3 1 1 1.36 0.94 1.00 10 57.4 64.5 49.9 55.3
## 471 471 2 1 3 1 1 0.46 0.32 0.67 16 49.5 54.1 47.8 60.7
## 472 472 2 1 2 1 2 -0.40 -0.26 0.33 15 52.1 54.1 55.3 52.6
## 473 473 2 1 2 1 3 0.06 0.28 1.00 13 60.1 59.3 56.2 60.7
## 474 474 2 1 1 1 3 -0.61 0.36 0.00 4 44.2 48.9 46.1 47.1
## 475 475 1 1 3 1 1 0.71 0.03 1.00 10 54.8 61.2 53.7 48.8
## 476 476 2 1 3 1 2 0.23 -0.26 0.00 9 52.1 61.9 56.3 58.0
## 477 477 2 1 2 1 1 0.46 -0.28 1.00 9 57.4 56.7 56.4 63.4
## 478 478 2 1 2 1 1 0.67 -0.59 0.67 9 54.8 64.5 55.3 49.8
## 479 479 2 1 2 1 1 0.46 0.03 1.00 10 60.1 64.5 56.3 63.4
## 480 480 1 1 1 1 3 -0.88 -0.29 0.33 8 44.2 54.1 41.0 49.8
## 481 481 2 1 1 1 1 0.89 0.34 0.33 10 57.4 61.9 72.2 60.7
## 482 482 2 1 2 1 3 0.06 -1.07 0.00 9 38.9 48.9 45.2 44.4
## 483 483 2 1 1 1 3 0.06 -0.60 0.67 9 62.7 56.0 57.3 60.7
## 484 484 2 1 2 1 3 -0.22 -2.27 0.00 1 57.4 51.5 40.3 60.7
## 485 485 2 1 2 1 1 0.71 0.34 0.00 2 62.7 64.5 57.4 60.7
## 486 486 2 1 2 1 1 0.53 0.81 0.67 9 54.8 59.3 61.4 47.1
## 487 487 2 1 1 1 1 -0.47 -0.47 0.00 1 52.1 57.3 63.7 58.0
## 488 488 1 1 3 1 3 0.43 -0.05 0.67 12 54.8 45.6 51.8 60.7
## 489 489 2 1 2 1 1 -0.44 -1.13 1.00 9 54.8 61.9 69.6 60.7
## 490 490 1 1 2 1 3 -1.28 0.34 0.33 9 31.0 35.9 46.1 39.0
## 491 491 2 1 2 1 2 -0.14 0.56 1.00 4 54.8 61.9 54.6 47.1
## 492 492 2 1 1 1 1 -0.14 -1.05 1.00 9 70.7 65.1 66.4 63.4
## 493 493 1 1 1 1 3 -0.86 0.28 1.00 3 36.3 48.9 54.4 60.7
## 494 494 2 1 1 1 3 0.30 0.03 0.67 1 36.8 59.3 40.7 49.8
## 495 495 1 1 2 1 2 0.68 0.03 1.00 10 65.4 64.5 51.3 66.1
## 496 496 2 1 2 1 1 0.23 0.03 1.00 9 52.1 59.3 52.9 60.7
## 497 497 2 1 2 1 3 0.00 -0.18 0.00 9 62.7 59.3 55.5 45.5
## 498 498 1 1 2 1 3 0.26 0.03 1.00 8 62.7 59.3 53.2 63.4
## 499 499 1 1 2 1 2 -1.58 -0.26 0.33 7 62.7 48.9 35.3 66.1
## 500 500 2 1 1 1 3 0.06 0.28 1.00 3 65.9 63.2 50.3 60.1
## 501 501 1 1 2 1 1 0.91 0.59 1.00 10 65.4 67.1 67.1 66.1
## 502 502 1 1 2 1 1 0.28 0.32 1.00 10 52.1 54.1 56.5 55.3
## 503 503 1 1 3 1 1 -0.19 -0.73 0.67 10 73.3 60.6 64.7 66.1
## 504 504 1 1 2 1 1 1.36 0.63 1.00 10 62.7 61.9 68.6 68.8
## 505 505 1 1 1 1 2 0.71 1.19 0.33 3 54.8 59.3 62.5 68.8
## 506 506 2 1 2 1 1 0.25 -0.47 0.33 10 76.0 67.1 72.2 66.1
## 507 507 1 1 2 1 3 -0.40 -0.76 0.67 7 52.1 35.9 50.3 47.1
## 508 508 1 1 3 1 1 0.68 -0.47 0.33 7 46.9 61.9 60.5 68.8
## 509 509 1 1 2 1 3 -0.41 0.34 0.67 16 52.1 38.5 57.9 52.6
## 510 510 1 1 2 1 3 -0.86 1.19 0.33 8 33.6 28.1 31.8 39.6
## 511 511 1 1 2 1 1 -0.44 1.19 1.00 2 60.1 54.1 59.6 55.3
## 512 512 1 1 1 1 3 -1.10 0.03 1.00 8 38.9 38.5 42.8 41.7
## 513 513 1 1 3 1 1 0.06 0.32 0.67 12 49.5 43.7 55.5 68.8
## 514 514 1 1 2 1 1 0.06 0.03 0.00 11 46.9 51.5 57.2 52.6
## 515 515 1 1 2 1 1 0.68 -0.26 1.00 10 62.7 61.9 56.2 47.1
## 516 516 1 1 2 1 1 0.66 0.03 0.33 6 65.4 59.3 67.1 66.1
## 517 517 2 1 1 1 2 0.26 0.87 1.00 3 49.5 61.9 61.4 63.4
## 518 518 1 1 2 1 2 0.06 0.03 1.00 2 54.8 41.1 42.8 47.1
## 519 519 1 1 2 2 1 0.32 1.19 1.00 9 57.4 61.9 64.0 55.8
## 520 520 1 1 2 2 1 0.06 0.03 0.33 9 68.0 59.3 71.3 66.1
## 521 521 1 1 3 2 1 0.46 0.34 1.00 16 52.1 46.3 50.4 52.6
## 522 522 1 1 2 2 1 0.00 0.65 1.00 7 52.1 61.9 62.1 58.0
## 523 523 2 1 3 2 2 0.68 0.32 1.00 15 36.3 56.7 41.9 49.8
## 524 524 2 1 2 2 1 -0.66 -1.07 0.67 1 49.5 61.9 60.4 47.1
## 525 525 2 1 3 2 1 0.48 -0.82 0.33 9 62.7 64.5 58.2 61.8
## 526 526 1 1 2 2 1 0.71 0.03 0.33 11 46.9 46.9 41.0 41.7
## 527 527 2 1 2 2 1 1.36 -1.18 1.00 9 62.7 61.9 63.1 60.7
## 528 528 2 1 3 2 1 -0.19 1.19 1.00 9 60.1 61.9 54.6 60.7
## 529 529 1 1 2 2 1 0.55 0.63 1.00 16 54.8 59.3 62.3 58.0
## 530 530 2 1 3 2 1 0.26 0.94 1.00 10 60.1 59.3 51.8 53.1
## 531 531 2 1 3 2 1 0.68 0.06 0.67 1 49.5 51.5 41.2 41.7
## 532 532 1 1 2 2 3 0.00 0.34 0.33 2 46.9 56.7 57.2 58.0
## 533 533 2 1 1 2 1 -0.17 0.03 0.67 15 44.2 59.3 45.7 55.3
## 534 534 1 1 2 2 1 0.06 0.56 1.00 10 49.5 56.7 46.2 55.3
## 535 535 2 1 2 2 1 0.52 0.34 1.00 10 46.9 64.5 59.6 49.8
## 536 536 2 1 3 2 1 0.91 -1.67 0.33 9 57.4 54.1 54.8 60.7
## 537 537 1 1 2 2 2 -0.40 0.65 0.00 10 52.1 46.3 51.3 58.0
## 538 538 2 1 3 2 1 0.46 -0.22 1.00 10 70.7 64.5 68.7 58.0
## 539 539 2 1 2 2 1 -0.40 -1.34 1.00 8 57.4 61.9 55.5 49.8
## 540 540 1 1 2 2 1 0.71 1.19 0.67 2 54.8 48.9 52.4 58.0
## 541 541 1 1 2 2 1 -0.14 0.34 0.33 9 49.5 46.3 44.8 58.0
## 542 542 2 1 2 2 1 0.52 0.03 1.00 14 46.9 51.5 53.7 41.7
## 543 543 2 1 3 2 1 -0.47 0.28 1.00 10 65.4 61.9 47.1 60.7
## 544 544 2 1 2 2 1 0.96 0.03 0.67 11 44.2 51.5 43.2 44.4
## 545 545 2 1 2 2 1 0.91 -0.47 1.00 9 46.9 64.5 55.8 61.8
## 546 546 2 1 3 2 1 0.02 -0.14 0.00 9 60.1 64.5 67.0 58.5
## 547 547 1 1 2 2 1 0.47 0.03 0.67 13 62.7 59.3 48.8 55.3
## 548 548 2 1 2 2 1 0.47 0.34 0.67 10 33.6 43.0 41.0 49.8
## 549 549 2 1 3 2 1 0.46 0.03 1.00 9 41.6 64.5 47.1 53.1
## 550 550 2 1 2 2 3 1.13 0.88 0.33 1 49.5 51.5 52.7 55.3
## 551 551 1 1 2 2 1 0.96 0.63 1.00 12 65.4 64.5 70.3 66.1
## 552 552 2 1 2 2 1 0.50 -0.22 1.00 9 54.8 61.9 61.3 60.7
## 553 553 1 1 2 2 1 0.71 0.28 0.67 16 62.7 56.7 54.7 58.0
## 554 554 2 1 1 2 1 -0.14 -0.60 0.33 15 44.2 48.9 54.3 49.8
## 555 555 1 1 3 2 1 0.06 1.19 1.00 11 65.4 64.5 67.9 63.4
## 556 556 2 1 2 2 1 0.87 0.87 0.67 10 57.4 61.9 62.8 55.3
## 557 557 2 1 2 2 1 1.16 1.19 1.00 16 60.1 59.3 55.3 58.0
## 558 558 2 1 2 2 3 0.46 0.56 0.67 9 44.2 54.1 52.2 44.4
## 559 559 2 1 2 2 2 0.27 0.03 0.67 4 57.4 41.1 57.0 55.3
## 560 560 2 1 1 2 1 -0.19 -1.73 1.00 1 44.7 47.6 50.3 39.0
## 561 561 2 1 3 2 1 0.68 0.03 1.00 6 44.2 48.9 46.2 47.7
## 562 562 2 1 3 2 1 0.23 0.03 1.00 1 62.7 61.9 55.5 55.3
## 563 563 2 1 3 2 1 0.91 0.03 1.00 9 57.4 59.3 55.5 55.3
## 564 564 1 1 3 2 1 0.32 -0.88 0.33 9 57.4 54.1 42.2 44.4
## 565 565 1 1 2 2 1 0.71 0.03 0.33 5 46.9 59.3 63.0 52.6
## 566 566 1 1 3 2 1 1.11 0.34 1.00 10 65.4 64.5 64.1 66.1
## 567 567 2 1 2 2 1 0.26 -0.57 1.00 10 41.6 58.6 54.6 55.3
## 568 568 2 1 2 2 1 0.00 0.34 0.33 9 46.9 59.3 53.7 58.0
## 569 569 1 1 1 2 1 0.20 -0.47 0.67 2 56.4 49.5 51.9 47.1
## 570 570 2 1 2 2 1 -0.84 -2.60 0.33 15 44.2 64.5 53.0 55.3
## 571 571 2 1 3 2 1 1.16 0.09 1.00 9 46.9 52.1 42.5 47.7
## 572 572 1 1 2 2 3 0.23 0.15 0.33 2 49.5 51.5 48.0 52.6
## 573 573 2 1 1 2 2 -0.23 0.69 0.67 15 46.9 61.9 48.0 39.0
## 574 574 1 1 3 2 1 0.03 0.56 0.67 2 65.4 67.1 63.0 66.1
## 575 575 2 1 2 2 2 0.68 0.03 0.00 10 44.2 35.9 43.6 47.1
## 576 576 2 1 2 2 3 0.43 -1.09 0.67 14 63.3 64.5 52.1 58.0
## 577 577 2 1 2 2 1 0.47 0.34 0.67 16 44.2 48.9 48.0 39.0
## 578 578 2 1 2 2 3 -0.59 0.28 1.00 14 46.9 51.5 48.5 49.8
## 579 579 2 1 1 2 3 -0.38 0.03 1.00 9 45.3 38.5 43.5 40.1
## 580 580 2 1 3 2 1 0.73 0.03 1.00 9 62.7 62.5 68.9 60.7
## 581 581 1 1 2 2 3 -0.66 -0.47 1.00 9 52.7 41.1 40.2 58.0
## 582 582 1 1 3 2 1 0.10 -0.16 0.33 9 49.5 59.3 51.0 47.1
## 583 583 1 1 2 2 2 -1.33 0.03 0.67 16 57.4 56.7 59.8 58.0
## 584 584 1 1 3 2 1 0.22 1.19 1.00 11 57.4 54.1 48.8 55.3
## 585 585 1 1 3 2 1 0.10 0.56 0.67 9 54.8 61.9 60.4 55.3
## 586 586 1 1 3 2 1 0.71 -0.06 0.67 9 44.2 37.8 49.2 39.0
## 587 587 1 1 3 2 1 0.68 -0.53 1.00 11 48.4 48.2 60.5 60.1
## 588 588 1 1 2 2 2 -0.93 -0.80 0.33 9 52.1 51.5 49.5 55.3
## 589 589 1 1 3 2 1 -0.60 0.34 0.00 2 49.5 41.7 50.3 36.3
## 590 590 1 1 2 2 1 0.06 0.03 0.67 16 46.9 56.7 56.1 60.7
## 591 591 2 1 3 2 1 1.14 0.63 1.00 15 55.3 53.4 44.5 53.6
## 592 592 2 1 3 2 1 0.06 0.03 0.67 14 46.9 60.6 51.3 63.4
## 593 593 1 1 2 2 1 -1.09 -0.26 0.33 11 44.2 41.1 45.1 47.1
## 594 594 1 1 3 2 1 0.02 0.28 0.67 9 44.2 51.5 52.9 52.6
## 595 595 1 1 3 2 1 0.00 0.03 0.33 10 52.1 59.3 50.4 60.7
## 596 596 1 1 3 2 1 0.27 -1.05 0.33 9 60.1 54.1 56.3 55.3
## 597 597 1 1 2 2 1 0.55 0.34 1.00 16 62.7 61.9 72.9 63.4
## 598 598 1 1 2 2 1 -0.61 0.34 0.67 16 68.0 54.1 74.6 66.1
## 599 599 2 1 2 2 1 0.23 0.94 1.00 10 57.4 67.1 57.9 60.7
## 600 600 1 1 2 2 1 0.02 0.03 0.33 9 62.7 54.1 64.7 58.0
## CIV
## 1 40.6
## 2 45.6
## 3 45.6
## 4 40.6
## 5 45.6
## 6 35.6
## 7 55.6
## 8 55.6
## 9 55.6
## 10 50.6
## 11 50.6
## 12 35.6
## 13 30.6
## 14 50.6
## 15 40.6
## 16 40.6
## 17 60.5
## 18 45.6
## 19 50.6
## 20 70.5
## 21 45.6
## 22 48.1
## 23 40.6
## 24 45.6
## 25 50.6
## 26 45.6
## 27 65.5
## 28 60.5
## 29 40.6
## 30 50.6
## 31 35.6
## 32 45.6
## 33 40.6
## 34 45.6
## 35 41.9
## 36 60.5
## 37 60.5
## 38 45.6
## 39 55.6
## 40 55.6
## 41 60.5
## 42 50.6
## 43 41.9
## 44 35.6
## 45 30.6
## 46 35.6
## 47 35.6
## 48 45.6
## 49 40.6
## 50 45.6
## 51 40.6
## 52 35.6
## 53 30.6
## 54 40.6
## 55 50.6
## 56 40.6
## 57 50.6
## 58 60.5
## 59 55.6
## 60 35.6
## 61 45.6
## 62 50.6
## 63 40.6
## 64 45.6
## 65 40.6
## 66 60.5
## 67 70.5
## 68 35.6
## 69 45.6
## 70 45.6
## 71 50.6
## 72 50.6
## 73 35.6
## 74 55.6
## 75 60.5
## 76 50.6
## 77 55.6
## 78 55.6
## 79 55.6
## 80 60.5
## 81 50.6
## 82 40.6
## 83 35.6
## 84 70.5
## 85 40.6
## 86 65.5
## 87 55.6
## 88 50.6
## 89 45.6
## 90 40.6
## 91 55.6
## 92 55.6
## 93 65.5
## 94 55.6
## 95 56.8
## 96 45.6
## 97 55.6
## 98 50.6
## 99 50.6
## 100 65.5
## 101 45.6
## 102 55.6
## 103 50.6
## 104 65.5
## 105 70.5
## 106 50.6
## 107 35.6
## 108 45.6
## 109 50.6
## 110 45.6
## 111 50.6
## 112 55.6
## 113 50.6
## 114 40.6
## 115 65.5
## 116 60.5
## 117 40.6
## 118 40.6
## 119 56.8
## 120 36.9
## 121 55.6
## 122 60.5
## 123 65.5
## 124 55.6
## 125 45.6
## 126 60.5
## 127 45.6
## 128 43.1
## 129 40.6
## 130 45.6
## 131 56.8
## 132 60.5
## 133 25.7
## 134 50.6
## 135 35.6
## 136 40.6
## 137 60.5
## 138 40.6
## 139 40.6
## 140 40.6
## 141 45.6
## 142 50.6
## 143 50.6
## 144 45.6
## 145 46.8
## 146 50.6
## 147 35.6
## 148 60.5
## 149 51.8
## 150 50.6
## 151 39.4
## 152 35.6
## 153 60.5
## 154 65.5
## 155 35.6
## 156 60.5
## 157 30.6
## 158 40.6
## 159 45.6
## 160 55.6
## 161 45.6
## 162 45.6
## 163 60.5
## 164 70.5
## 165 35.6
## 166 50.6
## 167 50.6
## 168 45.6
## 169 55.6
## 170 60.5
## 171 60.5
## 172 40.6
## 173 40.6
## 174 60.5
## 175 70.5
## 176 55.6
## 177 65.5
## 178 60.5
## 179 70.5
## 180 50.6
## 181 65.5
## 182 63.0
## 183 53.1
## 184 65.5
## 185 45.6
## 186 45.6
## 187 50.6
## 188 40.6
## 189 60.5
## 190 35.6
## 191 65.5
## 192 55.6
## 193 55.6
## 194 65.5
## 195 55.6
## 196 50.6
## 197 40.6
## 198 50.6
## 199 31.9
## 200 45.6
## 201 55.6
## 202 65.5
## 203 65.5
## 204 65.5
## 205 30.6
## 206 50.6
## 207 55.6
## 208 56.8
## 209 50.6
## 210 65.5
## 211 65.5
## 212 60.5
## 213 45.6
## 214 45.6
## 215 45.6
## 216 70.5
## 217 55.6
## 218 50.6
## 219 60.5
## 220 58.1
## 221 60.5
## 222 50.6
## 223 60.5
## 224 55.6
## 225 65.5
## 226 55.6
## 227 55.6
## 228 50.6
## 229 65.5
## 230 60.5
## 231 45.6
## 232 40.6
## 233 60.5
## 234 50.6
## 235 50.6
## 236 55.6
## 237 40.6
## 238 65.5
## 239 45.6
## 240 65.5
## 241 44.3
## 242 65.5
## 243 51.8
## 244 60.5
## 245 58.1
## 246 55.6
## 247 30.6
## 248 60.5
## 249 45.6
## 250 50.6
## 251 55.6
## 252 50.6
## 253 45.6
## 254 60.5
## 255 50.6
## 256 30.6
## 257 50.6
## 258 60.5
## 259 55.6
## 260 70.5
## 261 56.8
## 262 65.5
## 263 60.5
## 264 60.5
## 265 33.1
## 266 45.6
## 267 50.6
## 268 51.8
## 269 45.6
## 270 60.5
## 271 45.6
## 272 50.6
## 273 35.6
## 274 60.5
## 275 60.5
## 276 35.6
## 277 65.5
## 278 60.5
## 279 66.8
## 280 55.6
## 281 60.5
## 282 50.6
## 283 70.5
## 284 35.6
## 285 53.1
## 286 55.6
## 287 55.6
## 288 55.6
## 289 60.5
## 290 70.5
## 291 70.5
## 292 36.9
## 293 65.5
## 294 50.6
## 295 60.5
## 296 45.6
## 297 60.5
## 298 70.5
## 299 50.6
## 300 65.5
## 301 55.6
## 302 65.5
## 303 50.6
## 304 55.6
## 305 50.6
## 306 50.6
## 307 60.5
## 308 55.6
## 309 50.6
## 310 45.6
## 311 35.6
## 312 60.5
## 313 55.6
## 314 35.6
## 315 65.5
## 316 40.6
## 317 50.6
## 318 45.6
## 319 25.7
## 320 50.6
## 321 40.6
## 322 35.6
## 323 45.6
## 324 25.7
## 325 40.6
## 326 36.9
## 327 45.6
## 328 60.5
## 329 45.6
## 330 45.6
## 331 35.6
## 332 45.6
## 333 35.6
## 334 60.5
## 335 40.6
## 336 50.6
## 337 60.5
## 338 40.6
## 339 55.6
## 340 60.5
## 341 56.8
## 342 45.6
## 343 55.6
## 344 51.8
## 345 65.5
## 346 55.6
## 347 65.5
## 348 50.6
## 349 55.6
## 350 55.6
## 351 45.6
## 352 60.5
## 353 45.6
## 354 65.5
## 355 43.1
## 356 50.6
## 357 60.5
## 358 50.6
## 359 70.5
## 360 60.5
## 361 60.5
## 362 55.6
## 363 45.6
## 364 65.5
## 365 45.6
## 366 65.5
## 367 65.5
## 368 55.6
## 369 50.6
## 370 40.6
## 371 40.6
## 372 55.6
## 373 55.6
## 374 66.8
## 375 30.6
## 376 50.6
## 377 65.5
## 378 60.5
## 379 55.6
## 380 55.6
## 381 55.6
## 382 40.6
## 383 55.6
## 384 45.6
## 385 50.6
## 386 50.6
## 387 55.6
## 388 45.6
## 389 56.8
## 390 58.1
## 391 65.5
## 392 45.6
## 393 40.6
## 394 65.5
## 395 55.6
## 396 35.6
## 397 30.6
## 398 51.8
## 399 55.6
## 400 45.6
## 401 50.6
## 402 60.5
## 403 65.5
## 404 41.9
## 405 50.6
## 406 50.6
## 407 45.6
## 408 60.5
## 409 60.5
## 410 60.5
## 411 70.5
## 412 50.6
## 413 50.6
## 414 65.5
## 415 70.5
## 416 55.6
## 417 55.6
## 418 25.7
## 419 50.6
## 420 50.6
## 421 55.6
## 422 55.6
## 423 59.3
## 424 50.6
## 425 40.6
## 426 70.5
## 427 65.5
## 428 55.6
## 429 65.5
## 430 65.5
## 431 45.6
## 432 45.6
## 433 45.6
## 434 60.5
## 435 45.6
## 436 65.5
## 437 35.6
## 438 25.7
## 439 60.5
## 440 45.6
## 441 55.6
## 442 60.5
## 443 40.6
## 444 60.5
## 445 45.6
## 446 60.5
## 447 30.6
## 448 30.6
## 449 70.5
## 450 65.5
## 451 45.6
## 452 45.6
## 453 55.6
## 454 60.5
## 455 50.6
## 456 50.6
## 457 50.6
## 458 55.6
## 459 50.6
## 460 65.5
## 461 60.5
## 462 40.6
## 463 50.6
## 464 50.6
## 465 35.6
## 466 60.5
## 467 40.6
## 468 45.6
## 469 65.5
## 470 55.6
## 471 50.6
## 472 50.6
## 473 60.5
## 474 55.6
## 475 60.5
## 476 55.6
## 477 60.5
## 478 60.5
## 479 60.5
## 480 45.6
## 481 60.5
## 482 50.6
## 483 56.8
## 484 55.6
## 485 70.5
## 486 55.6
## 487 55.6
## 488 45.6
## 489 55.6
## 490 45.6
## 491 45.6
## 492 60.5
## 493 35.6
## 494 35.6
## 495 65.5
## 496 50.6
## 497 46.8
## 498 55.6
## 499 40.6
## 500 55.6
## 501 61.8
## 502 50.6
## 503 65.5
## 504 55.6
## 505 45.6
## 506 65.5
## 507 50.6
## 508 65.5
## 509 50.6
## 510 35.6
## 511 65.5
## 512 40.6
## 513 65.5
## 514 60.5
## 515 45.6
## 516 65.5
## 517 50.6
## 518 40.6
## 519 55.6
## 520 55.6
## 521 50.6
## 522 60.5
## 523 40.6
## 524 50.6
## 525 61.8
## 526 50.6
## 527 60.5
## 528 65.5
## 529 50.6
## 530 55.6
## 531 45.6
## 532 45.6
## 533 50.6
## 534 50.6
## 535 55.6
## 536 60.5
## 537 55.6
## 538 70.5
## 539 55.6
## 540 60.5
## 541 60.5
## 542 40.6
## 543 60.5
## 544 50.6
## 545 60.5
## 546 66.8
## 547 70.5
## 548 35.6
## 549 60.5
## 550 55.6
## 551 65.5
## 552 50.6
## 553 40.6
## 554 45.6
## 555 55.6
## 556 40.6
## 557 45.6
## 558 45.6
## 559 51.8
## 560 50.6
## 561 45.6
## 562 60.5
## 563 50.6
## 564 55.6
## 565 45.6
## 566 70.5
## 567 60.5
## 568 45.6
## 569 48.1
## 570 60.5
## 571 60.5
## 572 50.6
## 573 50.6
## 574 70.5
## 575 40.6
## 576 65.5
## 577 50.6
## 578 50.6
## 579 45.6
## 580 60.5
## 581 60.5
## 582 45.6
## 583 55.6
## 584 40.6
## 585 65.5
## 586 45.6
## 587 49.3
## 588 45.6
## 589 60.5
## 590 55.6
## 591 48.1
## 592 30.6
## 593 45.6
## 594 45.6
## 595 60.5
## 596 55.6
## 597 55.6
## 598 65.5
## 599 55.6
## 600 50.6FrequencyRace=as.data.frame(table(hsb$RACE))
names(FrequencyRace)=c('Race','Count')
FrequencyRace$Race <- factor(FrequencyRace$Race, levels = c(1,2,3,4), labels = c("Hispanic","Asian","Black","White"))
BaseBar = ggplot(data = FrequencyRace, aes(x = Race, y = Count))
BaseBar1 = BaseBar + geom_bar(stat = 'identity')
titleText='High School Seniors Race'
sourceText='Source: National Opinion Research Center'
xaxisText='Race'
yaxisText='Count'
BaseBar2= BaseBar1 + labs(title=titleText,
x = xaxisText,
y = yaxisText,
caption = sourceText)
BaseBar2
BaseBar3 = BaseBar2 + geom_bar(stat = 'identity',
colour='orange', # border
fill='orange') + theme_minimal() + theme(axis.ticks = element_blank(),panel.grid.minor = element_blank(), plot.caption = element_text(hjust = 0), plot.title = element_text(hjust = 0.5))
BaseBar3
Part 2:
Make two barplots for one nominal variable. The first one should have title and source, but no more changes to the default given by ggplot. The second plot should include more customized changes of your choice.
Part 3:
Make two boxplots for one ordinal variable. The first one should have title and source, but no more changes to the default given by ggplot. The second plot should include more customized changes of your choice.
library(rio)
library(data.table)
library(ggplot2)
table(hsb$SES, exclude = 'nothing')##
## 1 2 3
## 139 299 162FrequencySES = as.data.frame(table(hsb$SES))
names(FrequencySES) = c('Level', 'Socioeconomic_Status')
FrequencySES$Level <- factor(FrequencySES$Level, levels = c(1,2,3), labels = c("Low","Medium","High"))
BaseBox = ggplot(data = as.data.frame(hsb), aes(x = as.factor(SES), y = as.numeric(RDG)))
BaseBox1 = BaseBox + geom_boxplot()
titleText2='High School Reading Score vs. Socioeconomic Status'
sourceText2='Source: National Opinion Research Center'
xaxisText2='Socioeconomic Status'
yaxisText2='Level'
BaseBox2= BaseBox1 + labs(title=titleText2,
x = xaxisText2,
y = yaxisText2,
caption = sourceText2)
BaseBox2
BaseBox3 = BaseBox2 + geom_boxplot( colour = 'pink', fill = 'pink')
BaseBox4 = BaseBox3 + theme(plot.caption = element_text(hjust = 0), plot.title = element_text(hjust = 0.5))
BaseBox4
Part 4:
Make two histograms for one numerical variable. The first one should have title and source, but no more changes to the default given by ggplot. The second plot should include more customized changes of your choice.
library(rio)
library(data.table)
library(ggplot2)
MathScore = ggplot(as.data.frame(hsb),aes(x=MATH))
MathScore1 = MathScore + geom_histogram()
titleText3='High School Reading Score'
sourceText3='Source: National Opinion Research Center'
xaxisText3='ReadingScore'
yaxisText3='Count'
MathScore2= MathScore1 + labs(title=titleText3,
x = xaxisText3,
caption = sourceText3)
MathScore2## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
MathScore3 = MathScore2 + stat_bin(binwidth = 5)
MathScore3## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
Part 5:
Make an alternative plot for the nominal and the numerical variable. Customize it with the elements of your choice.
library(rio)
library(ggplot2)
library(data.table)
SchoolType = ggplot(as.data.frame(hsb), aes(x = SCTYP))
SchoolType1 = SchoolType + geom_bar()
SchoolType1
pie(table(hsb$SCTYP))
Scores = ggplot(as.data.frame(hsb), aes(x = as.numeric(WRTG), y= as.numeric(RDG))) + geom_line()
Scores
Part 6 (For final project):
- Download the data you have collected from one source.
- Input it to R.
- Summarize what you see. Select one variable and create one plot based on what you have.
library(XML)
library(plyr)
library(ggplot2)
library(gridExtra)
#setwd("C:/Users/innymp/Downloads")
#xmlfile = xmlParse("export.xml")
#class(xmlfile)
#HealthData = table(xmlfile)
#str(xmlfile)
#HealthData2 = ldply(xmlToList("export_cda.xml"),data.frame)
MyData <-read.csv(file="C:/Users/innymp/Downloads/Sleep_Cycle.csv")
as.data.frame(MyData)## Sleep.Quality... Sleep.Hour.hr. Day
## 1 71 8.00 Friday
## 2 73 8.00 Saturday
## 3 75 8.50 Sunday
## 4 81 7.82 MondaySleep_Cycle = ggplot(as.data.frame(MyData), aes(x = as.numeric(MyData$Day), y = as.numeric(MyData$Sleep.Hour.hr))) + geom_bar(stat = 'identity')
Sleep_Cycle