title: “rrrr” author: “beka” date: “2025-02-16” output: word_document
###### Import data
getwd()## [1] "C:/Users/Lenovo T470/Downloads"setwd("C:/Users/Lenovo T470/Downloads")
table1 <- read.csv("Fatalities.csv")
table1## rownames state year spirits unemp income emppop beertax baptist
## 1 1 al 1982 1.37 14.4 10544.152 50.69204 1.53937948 30.35570
## 2 2 al 1983 1.36 13.7 10732.798 52.14703 1.78899074 30.33360
## 3 3 al 1984 1.32 11.1 11108.791 54.16809 1.71428561 30.31150
## 4 4 al 1985 1.28 8.9 11332.627 55.27114 1.65254235 30.28950
## 5 5 al 1986 1.23 9.8 11661.507 56.51450 1.60990703 30.26740
## 6 6 al 1987 1.18 7.8 11944.000 57.50988 1.55999994 30.24530
## 7 7 al 1988 1.17 7.2 12368.624 56.83453 1.50144362 30.22330
## 8 8 az 1982 1.97 9.9 12309.069 56.89330 0.21479714 3.95890
## 9 9 az 1983 1.90 9.1 12693.808 57.55363 0.20642203 3.89010
## 10 10 az 1984 2.14 5.0 13265.934 60.37902 0.29670331 3.82260
## 11 11 az 1985 1.86 6.5 13726.695 58.64853 0.38135594 3.75620
## 12 12 az 1986 1.78 6.9 14107.327 60.28018 0.37151703 3.69100
## 13 13 az 1987 1.72 6.2 14241.000 60.21506 0.36000001 3.62690
## 14 14 az 1988 1.68 6.3 14408.085 60.49767 0.34648702 3.56400
## 15 15 ar 1982 1.19 9.8 10267.303 54.47586 0.65035802 22.96720
## 16 16 ar 1983 1.20 10.1 10433.486 53.81479 0.67545873 23.00090
## 17 17 ar 1984 1.22 8.9 10916.483 54.67128 0.59890109 23.03460
## 18 18 ar 1985 1.12 8.7 11149.364 54.97712 0.57733053 23.06840
## 19 19 ar 1986 0.92 8.7 11399.381 55.56186 0.56243551 23.10220
## 20 20 ar 1987 1.01 8.1 11537.000 56.33089 0.54500002 23.13610
## 21 21 ar 1988 0.99 7.7 11760.347 57.36695 0.52454287 23.17000
## 22 22 ca 1982 2.21 9.9 15797.136 59.51593 0.10739857 1.72310
## 23 23 ca 1983 2.15 9.7 15970.184 59.25233 0.10321102 1.73470
## 24 24 ca 1984 2.07 7.8 16590.109 60.69826 0.09890110 1.74640
## 25 25 ca 1985 1.97 7.2 16985.170 61.33171 0.09533899 1.75820
## 26 26 ca 1986 1.85 6.7 17356.037 62.00847 0.09287926 1.77010
## 27 27 ca 1987 1.78 5.8 17846.000 63.07430 0.09000000 1.78210
## 28 28 ca 1988 1.72 5.3 18049.086 63.78366 0.08662175 1.79410
## 29 29 co 1982 2.25 7.7 15082.339 64.96674 0.21479714 2.30000
## 30 30 co 1983 2.15 6.6 15131.881 67.30022 0.20642203 2.30000
## 31 31 co 1984 2.15 5.6 15486.813 68.66242 0.19780220 2.30000
## 32 32 co 1985 2.05 5.9 15569.915 67.85415 0.19067797 2.30000
## 33 33 co 1986 1.81 7.4 15616.099 64.98344 0.18575852 2.30000
## 34 34 co 1987 1.78 7.7 15605.000 64.21830 0.18000001 2.30000
## 35 35 co 1988 1.74 6.4 15845.043 65.30445 0.17324351 2.30000
## 36 36 ct 1982 2.42 6.9 17255.369 61.72942 0.22434367 0.10000
## 37 37 ct 1983 2.46 6.0 17744.266 62.29441 0.23356308 0.10000
## 38 38 ct 1984 2.41 4.6 18760.439 65.03468 0.24801099 0.10000
## 39 39 ct 1985 2.41 4.9 19312.500 65.91093 0.23907840 0.10000
## 40 40 ct 1986 2.31 3.8 20152.734 67.24277 0.23291023 0.10000
## 41 41 ct 1987 2.25 3.3 21192.000 67.63767 0.22569001 0.10000
## 42 42 ct 1988 2.15 3.0 22193.455 67.06396 0.21721849 0.10000
## 43 43 de 1982 2.59 8.5 14263.724 60.31042 0.17303102 0.70000
## 44 44 de 1983 2.63 8.1 14500.000 59.86842 0.16628440 0.70000
## 45 45 de 1984 2.57 6.2 14925.274 62.41901 0.15934065 0.70000
## 46 46 de 1985 2.55 5.3 15408.898 63.55932 0.15360169 0.70000
## 47 47 de 1986 2.42 4.3 15822.497 64.58333 0.14963880 0.70000
## 48 48 de 1987 2.37 3.2 16407.000 65.51020 0.14500000 0.70000
## 49 49 de 1988 2.32 3.2 16998.074 67.60000 0.13955726 0.70000
## 50 50 fl 1982 2.51 8.2 13502.387 53.48780 1.07398570 9.15260
## 51 51 fl 1983 2.46 8.6 13924.312 53.72708 1.17041278 8.93670
## 52 52 fl 1984 2.35 6.3 14307.692 55.62103 1.18681324 8.72600
## 53 53 fl 1985 2.27 6.0 14760.593 56.36853 1.14406788 8.52020
## 54 54 fl 1986 2.24 5.7 15102.167 57.44054 1.11455119 8.31930
## 55 55 fl 1987 2.17 5.3 15584.000 58.94335 1.08000004 8.12310
## 56 56 fl 1988 2.08 5.0 15979.788 59.79093 1.03946102 7.93160
## 57 57 ga 1982 1.94 7.8 11774.463 60.07344 2.72076368 24.65610
## 58 58 ga 1983 1.99 7.5 12237.386 59.85542 2.61467886 24.38850
## 59 59 ga 1984 1.97 6.0 12957.143 61.21198 2.50549436 24.12390
## 60 60 ga 1985 1.93 6.5 13364.407 61.65138 2.41525412 23.86210
## 61 61 ga 1986 1.77 5.9 13891.641 63.30337 2.35294104 23.60320
## 62 62 ga 1987 1.75 5.5 14306.000 63.32089 2.27999997 23.34710
## 63 63 ga 1988 1.72 5.8 14687.199 64.06385 2.19441772 23.09380
## 64 64 id 1982 1.39 9.8 11078.759 58.82353 0.40274465 1.02369
## 65 65 id 1983 1.30 9.8 11346.330 59.85507 0.38704130 1.03574
## 66 66 id 1984 1.28 7.2 11386.813 61.37339 0.37087911 1.04794
## 67 67 id 1985 1.18 7.9 11459.746 61.28572 0.35752121 1.06028
## 68 68 id 1986 1.12 8.7 11541.796 61.10326 0.34829721 1.07277
## 69 69 id 1987 1.06 8.0 11859.000 61.18143 0.33750001 1.08540
## 70 70 id 1988 1.07 5.8 12189.605 62.90098 0.32483158 1.09818
## 71 71 il 1982 2.04 11.3 14743.437 58.07432 0.18854415 2.34697
## 72 72 il 1983 1.96 11.4 14745.413 57.74566 0.18119267 2.37081
## 73 73 il 1984 1.93 9.1 15390.110 59.13629 0.17362638 2.39490
## 74 74 il 1985 1.86 9.0 15602.754 59.70356 0.16737288 2.41923
## 75 75 il 1986 1.75 8.1 15988.648 60.34324 0.16305470 2.44381
## 76 76 il 1987 1.68 7.4 16417.000 60.99989 0.15800001 2.46863
## 77 77 il 1988 1.63 6.8 16915.303 61.59708 0.15206930 2.49371
## 78 78 in 1982 1.44 11.9 12282.816 56.42292 0.30913246 1.80443
## 79 79 in 1983 1.39 11.1 12364.679 56.48422 0.29707912 1.85902
## 80 80 in 1984 1.39 8.6 13008.791 58.71965 0.28467363 1.91527
## 81 81 in 1985 1.39 7.9 13161.017 61.43695 0.27442053 1.97321
## 82 82 in 1986 1.28 6.7 13582.043 62.45146 0.26734054 2.03292
## 83 83 in 1987 1.29 6.4 13937.000 61.92881 0.25905299 2.09442
## 84 84 in 1988 1.28 5.3 14363.812 63.40649 0.24932915 2.15779
## 85 85 ia 1982 1.25 8.5 12968.974 60.02779 0.37589499 0.46661
## 86 86 ia 1983 1.23 8.1 12573.395 60.44465 0.36123854 0.50397
## 87 87 ia 1984 1.16 7.0 13203.297 60.74074 0.34615386 0.54432
## 88 88 ia 1985 1.10 8.0 13351.695 60.49326 0.33368644 0.58790
## 89 89 ia 1986 0.98 7.0 13812.178 62.52337 0.38312694 0.63500
## 90 90 ia 1987 1.04 5.5 14284.000 64.03181 0.42750001 0.68580
## 91 91 ia 1988 0.96 4.5 14111.646 66.68217 0.48492688 0.74070
## 92 92 ks 1982 1.29 6.3 14094.272 62.73292 0.48400956 3.19660
## 93 93 ks 1983 1.23 6.1 13917.432 62.44395 0.46513763 3.24610
## 94 94 ks 1984 1.21 5.2 14308.791 63.11977 0.44571429 3.29630
## 95 95 ks 1985 1.22 5.0 14631.355 65.55184 0.42966104 3.34730
## 96 96 ks 1986 1.14 5.4 14977.296 64.40771 0.41857585 3.39910
## 97 97 ks 1987 1.08 4.9 15152.000 65.77511 0.40560001 3.45160
## 98 98 ks 1988 1.08 4.8 15167.469 66.14301 0.39037538 3.50500
## 99 99 ky 1982 1.43 10.6 11071.599 55.83982 0.21599045 24.04110
## 100 100 ky 1983 1.38 11.7 10913.991 55.22058 0.20756879 23.91270
## 101 101 ky 1984 1.30 9.3 11441.758 56.90224 0.19890109 23.78500
## 102 102 ky 1985 1.28 9.5 11405.721 55.89949 0.19173728 23.65790
## 103 103 ky 1986 1.17 9.3 11602.684 55.57971 0.18679050 23.53150
## 104 104 ky 1987 1.16 8.8 12008.000 55.38739 0.18099999 23.40580
## 105 105 ky 1988 1.16 7.9 12340.712 56.57942 0.17420596 23.28080
## 106 106 la 1982 1.84 10.3 12213.604 53.74718 0.86634845 15.26560
## 107 107 la 1983 1.76 11.8 11994.266 53.36705 0.83256882 15.14980
## 108 108 la 1984 1.74 10.0 12017.582 54.88226 0.79780221 15.03480
## 109 109 la 1985 1.60 11.5 11972.458 54.95467 0.76906782 14.92070
## 110 110 la 1986 1.45 13.1 11602.684 53.71233 0.74922603 14.80750
## 111 111 la 1987 1.40 12.0 11515.000 53.64404 0.72600001 14.69510
## 112 112 la 1988 1.39 10.9 11830.606 53.84858 0.69874883 14.58360
## 113 113 me 1982 1.97 8.6 11442.721 55.99051 0.80548930 0.10000
## 114 114 me 1983 1.99 9.0 11795.871 57.25995 0.77408260 0.10000
## 115 115 me 1984 1.97 6.1 12271.429 59.76878 0.74175823 0.10000
## 116 116 me 1985 1.83 5.4 12609.110 59.77143 0.71504241 0.10000
## 117 117 me 1986 1.79 5.3 13292.054 60.13590 0.74980700 0.10000
## 118 118 me 1987 1.78 4.4 13984.000 62.47216 0.78750002 0.10000
## 119 119 me 1988 1.78 3.8 14538.979 62.91028 0.75794035 0.10000
## 120 120 md 1982 2.46 8.4 15198.091 61.45026 0.24105012 3.02269
## 121 121 md 1983 2.38 6.9 15644.495 63.14655 0.23165138 3.03409
## 122 122 md 1984 2.32 5.4 16313.187 64.53771 0.22197802 3.04554
## 123 123 md 1985 2.26 4.6 16921.609 64.55090 0.21398306 3.05704
## 124 124 md 1986 2.13 4.5 17475.748 66.24410 0.20846234 3.06858
## 125 125 md 1987 2.10 4.2 18167.000 66.69566 0.20200001 3.08016
## 126 126 md 1988 1.98 4.5 18755.533 66.68565 0.19441772 3.09178
## 127 127 ma 1982 2.46 7.9 15215.990 62.05267 0.28639618 0.00000
## 128 128 ma 1983 2.42 6.9 15801.605 61.98569 0.27522936 0.00000
## 129 129 ma 1984 2.46 4.8 16735.164 64.33163 0.26373625 0.00000
## 130 130 ma 1985 2.40 3.9 17271.186 64.64491 0.25423729 0.00000
## 131 131 ma 1986 2.20 3.8 18145.512 64.45321 0.24767801 0.00000
## 132 132 ma 1987 2.26 3.2 19050.000 65.11881 0.23999999 0.00000
## 133 133 ma 1988 2.15 3.3 20034.648 66.17519 0.23099133 0.00000
## 134 134 mi 1982 1.88 15.5 13247.017 53.53864 0.54565394 0.62481
## 135 135 mi 1983 1.87 14.2 13606.651 54.74844 0.52437842 0.63760
## 136 136 mi 1984 1.87 11.2 14317.582 57.24455 0.50248128 0.65064
## 137 137 mi 1985 1.84 9.9 14830.509 57.69797 0.48438346 0.66396
## 138 138 mi 1986 1.75 8.8 15278.638 58.40747 0.47188646 0.67755
## 139 139 mi 1987 1.65 8.2 15418.000 59.94806 0.45725799 0.69141
## 140 140 mi 1988 1.62 7.6 15930.702 60.24684 0.44009432 0.70556
## 141 141 mn 1982 2.13 7.8 13781.623 65.08144 0.34606203 0.10000
## 142 142 mn 1983 2.11 8.2 13840.597 64.76499 0.33256879 0.10000
## 143 143 mn 1984 2.06 6.3 14734.066 67.18196 0.31868130 0.10000
## 144 144 mn 1985 2.04 6.0 14983.051 66.97630 0.30720338 0.10000
## 145 145 mn 1986 1.78 5.3 15464.396 66.76154 0.29927760 0.10000
## 146 146 mn 1987 1.81 5.4 15910.000 66.88555 0.31625000 0.10000
## 147 147 mn 1988 1.73 4.0 16048.123 68.89848 0.32098171 0.10000
## 148 148 ms 1982 1.50 11.0 9553.699 52.20507 1.14594281 30.09000
## 149 149 ms 1983 1.47 12.6 9513.762 50.87623 1.10126150 30.03510
## 150 150 ms 1984 1.42 10.8 9792.308 52.06522 1.05527472 29.98040
## 151 151 ms 1985 1.36 10.3 9797.670 54.20911 1.07663143 29.92570
## 152 152 ms 1986 1.27 11.7 9996.904 54.57464 1.06538701 29.87120
## 153 153 ms 1987 1.23 10.2 10303.000 55.08791 0.96030003 29.81670
## 154 154 ms 1988 1.23 8.4 10698.749 55.46129 0.92425412 29.76240
## 155 155 mo 1982 1.27 9.2 12968.974 56.50999 0.34661219 14.38420
## 156 156 mo 1983 1.27 9.9 13186.927 56.70601 0.33309749 14.47710
## 157 157 mo 1984 1.27 7.2 13727.473 58.59958 0.31918791 14.57070
## 158 158 mo 1985 1.35 6.4 14033.898 61.06405 0.30769175 14.66490
## 159 159 mo 1986 1.37 6.1 14368.421 62.45421 0.29975337 14.75970
## 160 160 mo 1987 1.40 6.3 14648.000 62.73597 0.29046100 14.85510
## 161 161 mo 1988 1.32 5.7 14871.992 62.76623 0.27955824 14.95110
## 162 162 mt 1982 1.92 8.6 12033.413 61.22449 0.34644747 1.18070
## 163 163 mt 1983 1.86 8.8 11954.129 60.40269 0.33293921 1.22320
## 164 164 mt 1984 1.75 7.4 11906.594 62.22961 0.31903625 1.26720
## 165 165 mt 1985 1.67 7.7 11669.491 62.02322 0.31907839 1.31290
## 166 166 mt 1986 1.54 8.1 12076.367 62.33333 0.32208154 1.36020
## 167 167 mt 1987 1.46 7.4 12291.000 62.54181 0.32380000 1.40920
## 168 168 mt 1988 1.44 6.8 12383.061 62.91946 0.32291049 1.45990
## 169 169 ne 1982 1.59 6.1 13192.124 63.65979 0.37589499 0.65660
## 170 170 ne 1983 1.51 5.7 12919.725 63.59761 0.36123854 0.68680
## 171 171 ne 1984 1.45 4.4 13540.659 64.54623 0.34615386 0.71850
## 172 172 ne 1985 1.43 5.5 13735.170 64.96164 0.36943856 0.75160
## 173 173 ne 1986 1.29 5.0 13971.104 65.47922 0.46439627 0.78620
## 174 174 ne 1987 1.26 4.9 14300.000 65.31303 0.46687499 0.82250
## 175 175 ne 1988 1.24 3.6 14219.441 66.35828 0.49807507 0.86040
## 176 176 nv 1982 4.90 10.1 14914.081 65.95744 0.16109785 2.02290
## 177 177 nv 1983 4.75 9.8 14863.532 65.27571 0.19997133 2.03450
## 178 178 nv 1984 4.65 7.8 15214.286 66.76301 0.22252747 2.04610
## 179 179 nv 1985 4.40 8.0 15564.618 66.01942 0.21451271 2.05780
## 180 180 nv 1986 4.12 6.0 15976.265 67.84261 0.20897833 2.06960
## 181 181 nv 1987 4.01 6.3 16412.000 68.23530 0.20250000 2.08140
## 182 182 nv 1988 3.89 5.2 16853.705 69.25000 0.19489895 2.09330
## 183 183 nh 1982 4.57 7.4 13834.129 63.09859 0.48329356 0.10000
## 184 184 nh 1983 4.60 5.4 14662.844 65.60332 0.56766057 0.10000
## 185 185 nh 1984 4.58 4.3 15451.648 67.61517 0.74175823 0.10000
## 186 186 nh 1985 4.36 3.9 16280.721 68.29590 0.71504241 0.10000
## 187 187 nh 1986 4.05 2.8 17132.096 69.96149 0.69659442 0.10000
## 188 188 nh 1987 3.90 2.5 17906.000 71.26865 0.67500001 0.10000
## 189 189 nh 1988 3.79 2.4 18704.523 70.83839 0.64966315 0.10000
## 190 190 nj 1982 2.24 9.0 16665.871 57.85789 0.08949881 0.10000
## 191 191 nj 1983 2.24 7.8 17275.229 58.57415 0.08600917 0.10000
## 192 192 nj 1984 2.18 6.2 18065.934 61.51868 0.08241758 0.10000
## 193 193 nj 1985 2.15 5.7 18662.076 61.69705 0.07944915 0.10000
## 194 194 nj 1986 2.06 5.0 19421.053 62.40753 0.07739938 0.10000
## 195 195 nj 1987 2.01 4.0 20313.000 63.41220 0.07500000 0.10000
## 196 196 nj 1988 1.84 3.8 21168.432 63.39523 0.07218479 0.10000
## 197 197 nm 1982 1.58 9.2 11347.255 55.88843 0.24164678 9.81280
## 198 198 nm 1983 1.66 10.1 11288.991 55.14113 0.34833717 9.67230
## 199 199 nm 1984 1.38 7.5 11539.561 57.46785 0.44505495 9.53380
## 200 200 nm 1985 1.41 8.8 11861.229 57.10117 0.42902541 9.39730
## 201 201 nm 1986 1.31 9.2 11825.594 58.33333 0.41795665 9.26270
## 202 202 nm 1987 1.24 8.9 11898.000 57.96831 0.40500000 9.13000
## 203 203 nm 1988 1.25 7.8 12019.249 58.57934 0.38979790 8.99930
## 204 204 ny 1982 2.16 8.6 15158.711 54.31521 0.11933175 0.10000
## 205 205 ny 1983 2.06 8.6 15573.395 54.35151 0.13285550 0.10000
## 206 206 ny 1984 2.05 7.2 16335.165 55.05173 0.13599999 0.10000
## 207 207 ny 1985 1.94 6.5 16708.686 56.74925 0.13110170 0.10000
## 208 208 ny 1986 1.82 6.3 17326.109 57.38864 0.12771930 0.10000
## 209 209 ny 1987 1.78 4.9 18005.000 58.67354 0.12376000 0.10000
## 210 210 ny 1988 1.71 4.2 18580.365 59.17125 0.11911453 0.10000
## 211 211 nc 1982 1.64 9.0 11078.759 60.30207 1.43198097 22.37790
## 212 212 nc 1983 1.56 8.9 11455.275 59.55457 1.37614679 22.16980
## 213 213 nc 1984 1.53 6.7 12089.011 61.85477 1.31868136 21.96370
## 214 214 nc 1985 1.50 5.4 12353.813 63.17481 1.27118647 21.75940
## 215 215 nc 1986 1.45 5.3 12839.010 63.58064 1.23839009 21.55710
## 216 216 nc 1987 1.40 4.5 13325.000 65.08531 1.20000005 21.35660
## 217 217 nc 1988 1.34 3.6 13767.084 65.60706 1.15495670 21.15800
## 218 218 nd 1982 2.12 5.9 12553.699 62.00417 0.42959428 0.56010
## 219 219 nd 1983 1.98 5.6 12389.908 61.80698 0.41284406 0.59280
## 220 220 nd 1984 1.85 5.1 12690.110 63.39468 0.39560440 0.62740
## 221 221 nd 1985 1.85 5.9 12661.017 64.47639 0.38135594 0.66410
## 222 222 nd 1986 1.59 6.3 12817.338 64.27104 0.37151703 0.70290
## 223 223 nd 1987 1.65 5.2 12971.000 65.08264 0.36000001 0.74390
## 224 224 nd 1988 1.65 4.8 12351.300 65.56017 0.34648702 0.78740
## 225 225 oh 1982 1.27 12.5 13039.380 55.61218 0.42959428 1.50870
## 226 226 oh 1983 1.24 12.2 13236.238 55.74505 0.41284406 1.56620
## 227 227 oh 1984 1.16 9.4 13784.615 57.32587 0.39560440 1.62580
## 228 228 oh 1985 1.18 8.9 13992.585 57.96384 0.38135594 1.68780
## 229 229 oh 1986 1.17 8.1 14279.670 59.31869 0.37151703 1.75210
## 230 230 oh 1987 1.14 7.0 14598.000 59.85544 0.36000001 1.81880
## 231 231 oh 1988 1.06 6.0 14952.839 60.74074 0.34648702 1.88810
## 232 232 ok 1982 1.56 5.7 13552.506 59.61702 0.86634845 26.42230
## 233 233 ok 1983 1.46 9.0 12784.403 58.44371 0.83256882 26.43340
## 234 234 ok 1984 1.41 7.0 12881.318 59.63681 0.94739008 26.44460
## 235 235 ok 1985 1.29 7.1 12904.661 60.39069 0.96133476 26.45570
## 236 236 ok 1986 1.17 8.2 12656.347 60.89293 0.93653256 26.46690
## 237 237 ok 1987 1.09 7.4 12607.000 60.30820 0.90750003 26.47800
## 238 238 ok 1988 1.06 6.7 12822.906 59.59765 0.87343603 26.48920
## 239 239 or 1982 1.68 11.5 12626.491 58.46230 0.22519094 1.02370
## 240 240 or 1983 1.64 10.8 12925.459 59.56175 0.21641056 1.03570
## 241 241 or 1984 1.58 9.4 13246.154 59.76273 0.20737363 1.04790
## 242 242 or 1985 1.50 8.8 13376.060 59.29946 0.19990467 1.06030
## 243 243 or 1986 1.43 8.5 13649.123 60.55447 0.19474716 1.07280
## 244 244 or 1987 1.40 6.2 14019.000 62.47601 0.18871000 1.08540
## 245 245 or 1988 1.38 5.8 14326.275 63.25954 0.18162657 1.09820
## 246 246 pa 1982 1.36 10.9 13651.552 53.45506 0.28639618 0.10000
## 247 247 pa 1983 1.32 11.8 13706.422 52.90976 0.27522936 0.10000
## 248 248 pa 1984 1.31 9.1 13987.912 54.15987 0.26373625 0.10000
## 249 249 pa 1985 1.29 8.0 14356.991 55.23685 0.25423729 0.10000
## 250 250 pa 1986 1.27 6.8 14713.106 56.80441 0.24767801 0.10000
## 251 251 pa 1987 1.23 5.7 15200.000 57.35642 0.23999999 0.10000
## 252 252 pa 1988 1.14 5.1 15623.677 58.54651 0.23099133 0.10000
## 253 253 ri 1982 2.09 10.2 13326.969 58.60656 0.17422435 0.10000
## 254 254 ri 1983 2.13 8.3 13759.174 59.18367 0.16743119 0.10000
## 255 255 ri 1984 2.06 5.3 14312.088 62.53370 0.16043955 0.10000
## 256 256 ri 1985 2.07 4.9 14595.339 63.63636 0.15466101 0.10000
## 257 257 ri 1986 1.87 4.0 15109.392 64.72148 0.15067080 0.10000
## 258 258 ri 1987 1.88 3.8 15633.000 65.48557 0.14600000 0.10000
## 259 259 ri 1988 1.93 3.1 16257.940 66.27605 0.14051972 0.10000
## 260 260 sc 1982 1.88 10.8 10393.795 57.82402 2.06205249 25.13580
## 261 261 sc 1983 1.93 10.0 10693.808 56.51431 1.98165143 24.85830
## 262 262 sc 1984 1.91 7.1 11160.439 57.83943 1.89890110 24.58390
## 263 263 sc 1985 1.90 6.8 11369.703 59.90936 1.83050847 24.31250
## 264 264 sc 1986 1.77 6.2 11674.923 60.85540 1.78328180 24.04420
## 265 265 sc 1987 1.69 5.6 12027.000 61.76353 1.72800004 23.77880
## 266 266 sc 1988 1.70 4.5 12440.809 62.61350 1.66313767 23.51630
## 267 267 sd 1982 1.83 5.5 11323.389 62.72545 0.71837711 0.65660
## 268 268 sd 1983 1.79 5.4 11091.743 62.69841 0.69036698 0.68680
## 269 269 sd 1984 1.67 4.3 11661.538 64.89152 0.66153848 0.71850
## 270 270 sd 1985 1.76 5.1 11684.322 64.42687 0.63771188 0.75160
## 271 271 sd 1986 1.47 4.7 12175.438 65.16634 0.62125903 0.78620
## 272 272 sd 1987 1.50 4.2 12545.000 66.01942 0.60925299 0.82250
## 273 273 sd 1988 1.45 3.9 12276.228 66.21622 0.59336478 0.86040
## 274 274 tn 1982 1.35 11.8 10988.066 53.99885 0.33809426 25.83650
## 275 275 tn 1983 1.34 11.5 11183.486 55.06419 0.32491168 25.65670
## 276 276 tn 1984 1.35 8.6 11704.396 57.31225 0.31134394 25.47810
## 277 277 tn 1985 1.32 8.0 11919.491 57.64738 0.30013028 25.30070
## 278 278 tn 1986 1.24 8.0 12371.517 58.03252 0.29238698 25.12460
## 279 279 tn 1987 1.21 6.6 12876.000 59.23913 0.28332299 24.94970
## 280 280 tn 1988 1.18 5.8 13352.262 59.20451 0.27268815 24.77600
## 281 281 tx 1982 1.56 6.9 13942.721 62.65511 0.43317422 18.20490
## 282 282 tx 1983 1.48 8.0 13692.660 62.31614 0.41628441 17.96230
## 283 283 tx 1984 1.48 5.9 14039.561 64.55586 0.41884616 17.72290
## 284 284 tx 1985 1.37 7.0 14270.127 63.91252 0.46144068 17.48670
## 285 285 tx 1986 1.21 8.9 13950.465 62.00167 0.44953561 17.25370
## 286 286 tx 1987 1.13 8.4 13889.000 62.93584 0.43560001 17.02370
## 287 287 tx 1988 1.09 7.3 14038.499 64.13017 0.41924930 16.79680
## 288 288 ut 1982 0.91 7.8 10788.783 61.16027 0.35684010 0.70000
## 289 289 ut 1983 0.84 9.2 10779.816 60.03824 0.62925458 0.70000
## 290 290 ut 1984 0.86 6.5 11120.879 62.66667 0.87734836 0.70000
## 291 291 ut 1985 0.89 5.9 11284.958 64.62841 0.84574890 0.70000
## 292 292 ut 1986 0.89 6.0 11339.525 65.83101 0.82392877 0.70000
## 293 293 ut 1987 0.84 6.4 11389.000 65.22540 0.79838699 0.70000
## 294 294 ut 1988 0.82 4.9 11735.322 65.81586 0.76841867 0.70000
## 295 295 vt 1982 2.39 6.9 12064.439 63.56589 0.71151549 0.10670
## 296 296 vt 1983 2.31 6.9 12186.927 63.01020 0.68377292 0.11000
## 297 297 vt 1984 2.24 5.2 12680.220 64.39394 0.65521979 0.11330
## 298 298 vt 1985 2.13 4.8 13112.288 65.92040 0.63162076 0.11670
## 299 299 vt 1986 2.03 4.7 13740.970 68.30467 0.61532509 0.12010
## 300 300 vt 1987 1.93 3.6 14325.000 69.00726 0.59625000 0.12360
## 301 301 vt 1988 1.82 2.8 14727.623 68.95734 0.57386911 0.12730
## 302 302 va 1982 1.70 7.7 13878.281 60.84577 0.75894988 12.70810
## 303 303 va 1983 1.62 6.1 14299.312 62.64087 0.72935778 12.61320
## 304 304 va 1984 1.58 5.0 14906.594 64.89285 0.69890106 12.51910
## 305 305 va 1985 1.52 5.6 15323.093 64.02468 0.67372876 12.42560
## 306 306 va 1986 1.45 5.0 15915.377 64.01488 0.65634674 12.33290
## 307 307 va 1987 1.39 4.2 16486.000 65.30148 0.63599998 12.24080
## 308 308 va 1988 1.33 3.9 17011.549 66.50301 0.61212701 12.14940
## 309 309 wa 1982 1.90 12.1 14342.482 56.33313 0.23175895 1.15016
## 310 310 wa 1983 1.81 11.2 14534.403 57.67179 0.23155849 1.17610
## 311 311 wa 1984 1.75 9.5 14758.242 57.56355 0.22188902 1.20261
## 312 312 wa 1985 1.68 8.1 14909.958 58.94447 0.21389724 1.22973
## 313 313 wa 1986 1.59 8.2 15375.645 60.63702 0.20837875 1.25746
## 314 314 wa 1987 1.54 7.6 15630.000 61.40041 0.20191900 1.28581
## 315 315 wa 1988 1.49 6.2 15854.668 62.49641 0.19433975 1.31480
## 316 316 wv 1982 1.05 13.9 10748.210 45.52290 0.47636396 1.54847
## 317 317 wv 1983 0.93 18.0 10451.835 42.99320 0.45779014 1.57328
## 318 318 wv 1984 0.85 15.0 10641.758 44.41417 0.43867362 1.59850
## 319 319 wv 1985 0.81 13.0 10669.491 45.38619 0.42287391 1.62412
## 320 320 wv 1986 0.81 11.8 10888.545 44.98626 0.41196388 1.65015
## 321 321 wv 1987 0.79 10.8 10992.000 46.13793 0.39919299 1.67660
## 322 322 wv 1988 0.79 9.9 11294.514 46.18055 0.38420886 1.70347
## 323 323 wi 1982 2.21 10.7 13213.604 61.65158 0.17303102 0.23331
## 324 324 wi 1983 2.17 10.4 13291.284 61.35593 0.16628440 0.25198
## 325 325 wi 1984 2.13 7.3 13818.682 62.27848 0.15934065 0.27216
## 326 326 wi 1985 2.02 7.2 13952.330 61.62888 0.15360169 0.29395
## 327 327 wi 1986 1.75 7.0 14351.909 62.21108 0.14963880 0.31748
## 328 328 wi 1987 1.68 6.1 14720.000 64.70425 0.14500000 0.34290
## 329 329 wi 1988 1.65 4.3 14941.290 67.44313 0.13955726 0.37035
## 330 330 wy 1982 2.19 5.8 14600.238 67.31844 0.05369928 2.45981
## 331 331 wy 1983 1.99 8.4 13574.541 66.39118 0.05160551 2.54383
## 332 332 wy 1984 1.91 6.3 13456.044 66.02209 0.04945055 2.63072
## 333 333 wy 1985 1.88 7.1 13595.339 65.08380 0.04766949 2.72057
## 334 334 wy 1986 1.70 9.0 13126.935 63.96648 0.04643963 2.81350
## 335 335 wy 1987 1.59 8.6 12719.000 62.85714 0.04500000 2.90960
## 336 336 wy 1988 1.55 6.3 13098.171 64.63768 0.04331088 3.00899
## mormon drinkage dry youngdrivers miles breath jail service
## 1 0.328290 19.00 25.006300 0.211572 7233.887 no no no
## 2 0.343410 19.00 22.994200 0.210768 7836.348 no no no
## 3 0.359240 19.00 24.042601 0.211484 8262.990 no no no
## 4 0.375790 19.67 23.633900 0.211140 8726.917 no no no
## 5 0.393110 21.00 23.464701 0.213400 8952.854 no no no
## 6 0.411230 21.00 23.792400 0.215527 9166.302 no no no
## 7 0.430180 21.00 23.792400 0.218328 9674.323 no no no
## 8 4.919100 19.00 0.000000 0.209012 6810.157 no yes yes
## 9 4.831070 19.00 0.000000 0.203855 6587.495 no yes yes
## 10 4.744610 19.00 0.000000 0.209127 6709.970 no yes yes
## 11 4.659710 21.00 0.000000 0.188428 6771.263 no yes yes
## 12 4.576320 21.00 0.000000 0.171539 8129.008 no yes yes
## 13 4.494420 21.00 0.000000 0.168724 9370.654 no yes yes
## 14 4.413990 21.00 0.000000 0.161005 9815.721 no yes yes
## 15 0.328290 21.00 36.712799 0.204903 7208.500 no no no
## 16 0.343410 21.00 36.430099 0.194169 7175.917 no no no
## 17 0.359240 21.00 36.104000 0.186380 7084.820 no no no
## 18 0.375790 21.00 35.904999 0.189292 7253.918 no no no
## 19 0.393110 21.00 39.569599 0.161957 7468.999 no no no
## 20 0.411230 21.00 39.287899 0.164132 7665.831 no no no
## 21 0.430180 21.00 39.287899 0.167541 8024.625 no no no
## 22 1.678540 21.00 0.000000 0.190196 6858.677 no no no
## 23 1.667920 21.00 0.000000 0.183569 7216.292 no no no
## 24 1.657360 21.00 0.000000 0.174131 7619.176 no no no
## 25 1.646870 21.00 0.000000 0.167896 7874.067 no no no
## 26 1.636440 21.00 0.000000 0.164371 8034.910 no no no
## 27 1.626080 21.00 0.000000 0.160682 8180.633 no no no
## 28 1.615780 21.00 0.000000 0.148684 8531.990 no
## 29 1.823010 21.00 0.113151 0.229148 7742.842 no no yes
## 30 1.834620 21.00 0.090822 0.207658 7656.063 yes no yes
## 31 1.846310 21.00 0.075862 0.192155 7707.853 yes no yes
## 32 1.858080 21.00 0.074899 0.192028 8092.209 yes no yes
## 33 1.869910 21.00 0.074097 0.192100 8131.375 yes no yes
## 34 1.881830 21.00 0.058070 0.192999 8182.028 yes no yes
## 35 1.893820 21.00 0.058070 0.180260 8380.769 yes no yes
## 36 0.233310 18.50 0.227055 0.192841 6440.054 no no no
## 37 0.251980 19.25 0.082803 0.189350 6570.043 no no no
## 38 0.272160 20.00 0.080634 0.181857 6680.193 no no no
## 39 0.293950 20.33 0.080151 0.178947 6979.215 no yes yes
## 40 0.317480 21.00 0.079862 0.171669 7661.745 no yes yes
## 41 0.342900 21.00 0.080972 0.166009 8338.534 no yes yes
## 42 0.370350 21.00 0.080972 0.157068 8061.235 no yes yes
## 43 0.200000 20.00 0.000000 0.205543 7651.654 yes no no
## 44 0.200000 20.00 0.000000 0.199483 8062.700 yes no no
## 45 0.200000 21.00 0.000000 0.193182 8368.062 yes no no
## 46 0.200000 21.00 0.000000 0.183342 8625.425 yes no no
## 47 0.200000 21.00 0.000000 0.177617 9045.817 yes no no
## 48 0.200000 21.00 0.000000 0.169047 9450.308 yes no no
## 49 0.200000 21.00 0.000000 0.158751 9703.021 yes no no
## 50 0.400000 19.00 0.000000 0.181476 7587.130 yes no yes
## 51 0.400000 19.00 0.000000 0.177945 7604.254 yes no yes
## 52 0.400000 19.00 0.000000 0.178720 7735.305 yes no yes
## 53 0.400000 20.00 0.000000 0.170072 7747.311 yes no yes
## 54 0.400000 21.00 0.000000 0.162555 7768.756 yes no yes
## 55 0.400000 21.00 0.000000 0.161258 7788.331 yes no yes
## 56 0.400000 21.00 0.000000 0.157563 8538.230 yes no yes
## 57 0.426410 19.00 0.498940 0.210264 8623.444 no no no
## 58 0.440260 19.00 0.499910 0.206981 8518.590 no no no
## 59 0.454560 19.00 0.450190 0.205332 8641.914 no no no
## 60 0.469320 19.25 0.433170 0.194928 8988.107 no no no
## 61 0.484570 20.25 0.424590 0.188869 9344.768 no no no
## 62 0.500300 21.00 0.207280 0.184329 9690.281 no no no
## 63 0.516560 21.00 0.207280 0.174883 9817.396 no no no
## 64 25.157499 19.00 0.000000 0.233786 8033.752 no no no
## 65 24.987900 19.00 0.000000 0.228551 8387.642 no no no
## 66 24.819599 19.00 0.000000 0.218236 7775.768 no no no
## 67 24.652300 19.00 0.000000 0.212606 7671.632 no no no
## 68 24.486200 19.00 0.000000 0.207312 7899.201 no no no
## 69 24.321199 20.50 0.000000 0.202263 8135.269 no no no
## 70 24.157301 21.00 0.000000 0.189994 8102.682 no no no
## 71 0.233300 21.00 6.403550 0.209362 5696.535 no no no
## 72 0.252000 21.00 6.396310 0.205004 5862.868 no no no
## 73 0.272200 21.00 6.379100 0.195512 6067.528 no no no
## 74 0.293900 21.00 6.371910 0.192188 6141.676 no no no
## 75 0.317500 21.00 4.473210 0.185557 6345.777 no no no
## 76 0.342900 21.00 4.461230 0.182501 6540.846 yes no no
## 77 0.370300 21.00 4.461230 0.170912 6757.613 yes no no
## 78 0.328300 21.00 0.000000 0.202990 7149.917 yes no no
## 79 0.343400 21.00 0.000000 0.180198 7277.506 yes no no
## 80 0.359200 21.00 0.000000 0.103286 7478.887 no no no
## 81 0.375800 21.00 0.000000 0.185119 7416.253 no no no
## 82 0.393100 21.00 0.000000 0.120420 7714.322 no no no
## 83 0.411200 21.00 0.000000 0.097662 7977.216 no no no
## 84 0.430200 21.00 0.000000 0.073137 9201.576 no no no
## 85 0.328300 19.00 0.000000 0.216399 6653.263 no no no
## 86 0.343400 19.00 0.000000 0.204323 6770.308 yes no no
## 87 0.359200 19.00 0.000000 0.193046 7060.630 yes no no
## 88 0.375794 19.00 0.000000 0.184236 7001.038 yes no no
## 89 0.393111 20.00 0.000000 0.178267 7192.990 yes no no
## 90 0.411227 21.00 0.000000 0.172570 7342.257 yes no no
## 91 0.430177 21.00 0.000000 0.156330 7730.063 yes no no
## 92 0.426407 21.00 0.000000 0.213105 7333.069 no yes yes
## 93 0.440257 21.00 0.000000 0.204553 7479.611 no yes yes
## 94 0.454557 21.00 0.000000 0.195035 7670.888 no yes yes
## 95 0.469321 21.00 0.000000 0.190181 7867.333 no yes yes
## 96 0.484565 21.00 0.000000 0.183509 8100.053 yes yes yes
## 97 0.500305 21.00 0.000000 0.179385 8304.131 yes yes yes
## 98 0.516555 21.00 0.000000 0.170375 8481.355 yes yes yes
## 99 0.300000 21.00 39.453300 0.195236 6937.466 no no no
## 100 0.300000 21.00 39.240799 0.202715 7194.143 no no no
## 101 0.300000 21.00 40.354099 0.191641 7513.703 yes no no
## 102 0.300000 21.00 39.103600 0.202642 7654.335 yes no no
## 103 0.300000 21.00 45.792099 0.179630 7859.621 yes no no
## 104 0.300000 21.00 45.779800 0.173935 8135.244 yes no no
## 105 0.300000 21.00 45.779800 0.166122 8482.436 yes no no
## 106 0.328286 18.00 3.454300 0.281496 6137.799 yes yes yes
## 107 0.343414 18.00 3.409100 0.243499 6208.742 no yes yes
## 108 0.359239 18.00 3.183100 0.281625 7080.938 no yes yes
## 109 0.375794 18.00 3.124300 0.202869 7445.878 no yes yes
## 110 0.393111 18.00 3.080700 0.196083 7108.686 no yes yes
## 111 0.411227 20.50 3.106900 0.182696 6859.208 no yes yes
## 112 0.430177 21.00 3.106900 0.170625 7867.977 no yes yes
## 113 0.400000 20.00 3.345100 0.187583 6733.286 no yes no
## 114 0.400000 20.00 3.406100 0.183961 6920.517 no yes no
## 115 0.400000 20.00 3.571190 0.179520 8083.908 no yes no
## 116 0.400000 20.50 3.350520 0.174748 7969.934 no yes no
## 117 0.400000 21.00 3.327650 0.169682 8550.348 no yes no
## 118 0.400000 21.00 3.285590 0.188787 9069.937 no yes no
## 119 0.400000 21.00 3.285590 0.179826 9461.399 no yes no
## 120 0.328286 21.00 1.533680 0.196279 6768.094 yes no no
## 121 0.343414 21.00 1.501050 0.204690 7118.825 yes no no
## 122 0.359239 21.00 1.133940 0.212863 7289.488 yes no no
## 123 0.375794 21.00 1.122840 0.215297 7590.410 yes no no
## 124 0.393111 21.00 1.107380 0.176037 7826.705 yes no no
## 125 0.411227 21.00 1.091510 0.170368 8046.975 yes no no
## 126 0.430177 21.00 1.091510 0.172348 8112.946 yes no no
## 127 0.100000 20.00 1.811140 0.190607 6380.051 no no no
## 128 0.100000 20.00 1.800210 0.186082 6510.740 no no no
## 129 0.100000 20.00 2.242150 0.179802 6646.591 no no no
## 130 0.100000 20.50 2.310320 0.173664 6818.296 no no no
## 131 0.100000 21.00 1.800070 0.170999 7027.964 no no no
## 132 0.100000 21.00 1.793610 0.162926 7225.436 no no no
## 133 0.100000 21.00 1.793610 0.155174 7358.473 no no no
## 134 0.200000 21.00 0.000000 0.243818 6712.743 yes no no
## 135 0.200000 21.00 0.000000 0.237244 6721.328 yes no no
## 136 0.200000 21.00 0.000000 0.243742 7007.071 yes no no
## 137 0.200000 21.00 0.000000 0.219419 7416.576 yes no no
## 138 0.200000 21.00 0.000000 0.191912 7829.523 yes no no
## 139 0.200000 21.00 0.000000 0.186721 8228.915 yes no no
## 140 0.200000 21.00 0.000000 0.175254 8430.646 yes no no
## 141 0.200000 19.00 0.000000 0.199833 7059.264 yes no no
## 142 0.200000 19.00 0.000000 0.191821 7494.075 yes no no
## 143 0.200000 19.00 0.000000 0.178974 7644.966 yes no no
## 144 0.200000 19.00 0.000000 0.175171 7795.873 yes no no
## 145 0.200000 19.67 0.000000 0.164709 8053.176 yes no no
## 146 0.200000 21.00 0.000000 0.153883 8282.359 yes no no
## 147 0.200000 21.00 0.000000 0.144433 8462.255 yes no no
## 148 0.300000 21.00 19.875299 0.208189 6679.401 no no no
## 149 0.300000 21.00 20.031000 0.207436 6891.988 yes no no
## 150 0.300000 21.00 20.000000 0.199328 7098.540 yes no no
## 151 0.300000 21.00 19.885201 0.193236 7321.097 yes no no
## 152 0.300000 21.00 18.639999 0.185524 7489.324 yes no no
## 153 0.300000 21.00 17.264799 0.175626 7684.952 yes no no
## 154 0.300000 21.00 17.264799 0.161036 8413.373 yes no no
## 155 0.466610 21.00 0.000000 0.207461 7082.759 no no no
## 156 0.503970 21.00 0.000000 0.201181 7363.074 no no no
## 157 0.544320 21.00 0.000000 0.187239 7705.446 no no no
## 158 0.587890 21.00 0.000000 0.184188 7811.482 no no no
## 159 0.634960 21.00 0.000000 0.177048 8161.917 no no no
## 160 0.685800 21.00 0.000000 0.163764 8500.705 no no no
## 161 0.740700 21.00 0.000000 0.151574 8864.047 no no no
## 162 3.300000 19.00 0.000000 0.221545 8284.474 no yes no
## 163 3.300000 19.00 0.000000 0.225487 8800.240 no yes no
## 164 3.300000 19.00 0.000000 0.223629 8974.486 no yes no
## 165 3.300000 19.00 0.000000 0.208701 9167.078 no yes no
## 166 3.300000 19.00 0.000000 0.187299 9575.281 no yes no
## 167 3.300000 20.33 0.000000 0.175665 9980.224 no yes no
## 168 3.300000 21.00 0.000000 0.162920 10109.327 no yes no
## 169 0.426410 20.00 0.037740 0.220480 7191.827 yes no no
## 170 0.440260 20.00 0.037590 0.212074 7226.798 yes no no
## 171 0.454560 20.00 0.037380 0.192238 26148.271 yes no no
## 172 0.469320 21.00 0.036920 0.194537 7505.625 yes no no
## 173 0.484570 21.00 0.037110 0.188938 7867.966 yes no no
## 174 0.500300 21.00 0.037200 0.180938 8212.686 yes no no
## 175 0.516560 21.00 0.037200 0.162372 8368.896 yes no no
## 176 6.397020 21.00 0.000000 0.192366 7304.109 no no no
## 177 6.159440 21.00 0.000000 0.191312 7661.085 yes yes yes
## 178 5.930700 21.00 0.000000 0.192364 7995.649 yes yes yes
## 179 5.710440 21.00 0.000000 0.165754 8083.322 yes yes yes
## 180 5.498370 21.00 0.000000 0.160077 8253.348 yes yes yes
## 181 5.294170 21.00 0.000000 0.155419 8337.645 yes yes yes
## 182 5.097560 21.00 0.000000 0.136147 8528.455 yes yes yes
## 183 0.300000 20.00 0.108330 0.194978 7353.357 no no no
## 184 0.300000 20.00 0.104280 0.190771 7488.016 yes no no
## 185 0.300000 20.00 0.172490 0.182961 7458.077 yes no no
## 186 0.300000 20.00 0.160320 0.177788 7553.116 yes no no
## 187 0.300000 20.50 0.155790 0.172651 8133.395 yes no no
## 188 0.300000 21.00 0.151370 0.167907 8672.647 yes no no
## 189 0.300000 21.00 0.151370 0.156750 8762.188 yes no no
## 190 0.100000 19.00 2.817460 0.175159 6971.983 no no no
## 191 0.100000 21.00 2.799950 0.168256 6992.092 no no no
## 192 0.100000 21.00 2.784850 0.160739 6959.141 no no no
## 193 0.100000 21.00 2.768280 0.149365 7023.037 no no no
## 194 0.100000 21.00 2.819670 0.142315 7224.902 no no no
## 195 0.100000 21.00 2.802400 0.129432 7438.867 no no no
## 196 0.100000 21.00 2.802400 0.116541 7598.872 no no no
## 197 2.222860 21.00 1.192200 0.208908 8662.289 no no no
## 198 2.234380 21.00 1.381300 0.208833 8329.537 no no no
## 199 2.245960 21.00 1.209300 0.208642 8718.084 no no no
## 200 2.257600 21.00 1.086900 0.201913 9151.046 no no no
## 201 2.269300 21.00 1.081800 0.222498 9596.345 no no no
## 202 2.281060 21.00 1.066700 0.220807 10077.343 no no no
## 203 2.292880 21.00 1.066700 0.220724 10141.354 no no no
## 204 0.100000 19.00 0.208400 0.167705 4576.346 yes no no
## 205 0.100000 19.00 0.201000 0.163121 4737.511 yes no no
## 206 0.100000 19.00 0.177400 0.161692 4917.594 yes no no
## 207 0.100000 19.16 0.183800 0.155274 5090.125 yes no no
## 208 0.100000 21.00 0.179800 0.155271 5296.995 yes no no
## 209 0.100000 21.00 0.179500 0.151975 5498.026 yes no no
## 210 0.100000 21.00 0.179500 0.148806 5789.922 yes no no
## 211 0.426410 21.00 27.629299 0.210607 7164.226 yes no no
## 212 0.440260 21.00 26.746099 0.207260 7411.233 yes no no
## 213 0.454560 21.00 26.110901 0.199802 7814.157 yes no no
## 214 0.469320 21.00 25.579500 0.194195 7981.280 yes no no
## 215 0.484570 21.00 26.027201 0.189738 8254.921 yes no no
## 216 0.500300 21.00 25.694401 0.185425 8513.946 yes no no
## 217 0.516560 21.00 25.694401 0.175695 8929.410 yes no no
## 218 0.182770 21.00 0.000000 0.228972 7815.473 yes no no
## 219 0.174720 21.00 0.000000 0.221059 7875.196 yes no no
## 220 0.167020 21.00 0.000000 0.209677 7826.761 yes no no
## 221 0.159660 21.00 0.000000 0.201548 7864.242 yes no no
## 222 0.152630 21.00 0.000000 0.194245 8150.198 yes no no
## 223 0.145900 21.00 0.000000 0.185437 8453.891 yes no no
## 224 0.139480 21.00 0.000000 0.171434 8643.176 yes no no
## 225 0.200000 21.00 11.602000 0.225714 6659.627 no no no
## 226 0.200000 21.00 11.640900 0.199801 6818.204 no yes no
## 227 0.200000 21.00 9.311000 0.194478 6973.471 no yes no
## 228 0.200000 21.00 9.307500 0.180359 7031.749 no yes no
## 229 0.200000 21.00 9.304100 0.174852 7196.974 no yes no
## 230 0.200000 21.00 9.273000 0.171218 7340.248 no no no
## 231 0.200000 21.00 9.273000 0.159994 7553.218 no no no
## 232 0.560110 21.00 0.000000 0.207455 9288.461 no no no
## 233 0.592820 21.00 0.000000 0.202159 8929.328 no no no
## 234 0.627440 21.00 0.000000 0.197189 9359.799 no no no
## 235 0.664080 21.00 0.000000 0.187404 9445.915 no no no
## 236 0.702860 21.00 0.000000 0.180598 9496.078 no no no
## 237 0.743910 21.00 0.000000 0.171738 9659.524 no no no
## 238 0.787350 21.00 0.000000 0.161580 9990.114 no no no
## 239 2.800000 21.00 0.192900 0.187434 7262.638 no no no
## 240 2.800000 21.00 0.193600 0.177793 7728.198 no no no
## 241 2.800000 21.00 0.192500 0.174122 7826.238 no yes yes
## 242 2.800000 21.00 0.200600 0.165584 7985.869 no yes yes
## 243 2.800000 21.00 0.203900 0.165853 8288.321 no yes yes
## 244 2.800000 21.00 0.202300 0.159338 8565.328 no yes yes
## 245 2.800000 21.00 0.202300 0.151539 9108.771 no yes yes
## 246 0.233310 21.00 10.763100 0.183376 6003.269 yes no no
## 247 0.251980 21.00 10.703600 0.176879 6080.384 yes no no
## 248 0.272160 21.00 10.941800 0.170683 6250.283 yes no no
## 249 0.293950 21.00 10.972700 0.166263 6363.636 yes no no
## 250 0.317480 21.00 10.774700 0.161688 6476.124 yes no no
## 251 0.342900 21.00 10.807600 0.156139 6587.292 yes no no
## 252 0.370350 21.00 10.807600 0.149836 6769.258 yes no no
## 253 0.100000 20.00 1.695400 0.196667 6192.878 yes no no
## 254 0.100000 20.00 1.694600 0.190400 6290.825 yes no no
## 255 0.100000 20.50 1.470900 0.181669 5509.383 yes no no
## 256 0.100000 21.00 1.678700 0.177523 6015.479 yes no no
## 257 0.100000 21.00 1.756000 0.172161 6064.592 yes no no
## 258 0.100000 21.00 1.744400 0.167711 6088.211 yes no no
## 259 0.100000 21.00 1.744400 0.158109 5894.251 yes no no
## 260 0.400000 21.00 0.000000 0.211843 7508.355 no no no
## 261 0.400000 21.00 0.000000 0.208084 7666.370 no yes yes
## 262 0.400000 21.00 0.000000 0.198571 7865.243 no yes yes
## 263 0.400000 21.00 0.000000 0.193221 7970.419 no yes yes
## 264 0.400000 21.00 0.000000 0.188851 8414.968 no yes yes
## 265 0.400000 21.00 0.000000 0.185350 8824.518 no yes yes
## 266 0.400000 21.00 0.000000 0.169980 9152.459 no yes yes
## 267 0.380649 21.00 0.000000 0.242798 9165.686 yes no no
## 268 0.371327 21.00 0.000000 0.229347 9037.208 yes no no
## 269 0.362234 21.00 0.000000 0.219713 9079.438 yes no no
## 270 0.353363 21.00 0.000000 0.209174 8865.828 yes no no
## 271 0.344710 21.00 0.000000 0.199289 8817.817 yes no no
## 272 0.336268 21.00 0.000000 0.193110 8757.423 yes no no
## 273 0.328033 21.00 0.000000 0.179332 9304.343 yes no no
## 274 0.200000 19.00 1.886400 0.198828 7458.300 no yes no
## 275 0.200000 19.00 1.876700 0.193916 7733.209 no yes no
## 276 0.200000 19.67 1.862000 0.183345 7728.100 no yes no
## 277 0.200000 21.00 1.848000 0.187638 7614.016 no yes no
## 278 0.200000 21.00 0.000000 0.174572 8165.000 no yes no
## 279 0.200000 21.00 0.000000 0.168929 8676.843 no yes no
## 280 0.200000 21.00 0.000000 0.168742 9028.183 no yes no
## 281 0.525400 19.00 11.317800 0.208686 8144.788 no no no
## 282 0.538600 19.00 11.178600 0.200634 8338.572 no no no
## 283 0.552100 19.00 7.125300 0.193534 8564.129 no no no
## 284 0.566000 19.00 7.000400 0.184567 8751.546 no no no
## 285 0.580200 19.67 6.866600 0.175312 8821.696 no no no
## 286 0.594800 21.00 6.825700 0.167624 9005.048 no no no
## 287 0.609700 21.00 6.825700 0.155518 9290.322 no no no
## 288 65.916496 21.00 1.604600 0.240700 7012.183 no no no
## 289 65.186996 21.00 1.605000 0.232819 7035.091 no yes yes
## 290 64.465599 21.00 1.848400 0.218515 7184.842 no yes yes
## 291 63.752201 21.00 1.854100 0.214632 7317.344 no yes yes
## 292 63.046700 21.00 1.832900 0.207449 7426.684 no yes yes
## 293 62.348999 21.00 1.190500 0.194580 7547.003 no yes yes
## 294 61.659000 21.00 1.190500 0.183352 7847.945 no yes yes
## 295 0.281400 18.00 0.273300 0.188732 7678.837 yes no no
## 296 0.272600 18.00 0.285700 0.186244 7906.684 yes no no
## 297 0.264000 18.00 0.506600 0.175202 8307.534 yes no no
## 298 0.255700 18.00 0.339800 0.173699 8762.605 yes no no
## 299 0.247600 19.50 0.340300 0.169052 8990.770 yes no no
## 300 0.239900 21.00 0.335900 0.169162 9195.244 yes no no
## 301 0.232300 21.00 0.335900 0.159200 9969.486 yes no no
## 302 0.525400 21.00 0.000000 0.208276 7547.831 yes no no
## 303 0.538600 21.00 0.000000 0.202384 7609.125 yes no no
## 304 0.552100 21.00 0.000000 0.197191 7900.444 yes no no
## 305 0.566000 21.00 0.000000 0.184192 8399.579 yes no no
## 306 0.580200 21.00 0.000000 0.180502 8866.417 yes no no
## 307 0.594800 21.00 0.000000 0.175822 9287.623 yes no no
## 308 0.609700 21.00 0.000000 0.163500 9551.628 yes no no
## 309 2.657210 21.00 0.000000 0.183850 7306.683 no yes no
## 310 2.739480 21.00 0.000000 0.179465 8395.816 no yes no
## 311 2.824310 21.00 0.000000 0.171880 7874.928 no yes no
## 312 2.911750 21.00 0.000000 0.166529 7796.564 no yes no
## 313 3.001910 21.00 0.000000 0.160415 8166.685 no yes no
## 314 3.094860 21.00 0.000000 0.155314 8488.326 no yes no
## 315 3.190680 21.00 0.000000 0.144181 8995.922 no yes no
## 316 0.380650 18.00 0.000000 0.201276 5574.713 yes yes no
## 317 0.371330 18.50 0.000000 0.195664 5958.217 yes yes no
## 318 0.362230 19.00 0.000000 0.192053 6494.611 yes yes no
## 319 0.353360 19.00 0.000000 0.179934 6541.318 yes yes no
## 320 0.344710 19.67 0.000000 0.173935 6887.315 yes yes no
## 321 0.336270 21.00 0.000000 0.171171 7244.076 yes yes no
## 322 0.328030 21.00 0.000000 0.162937 7400.866 yes yes no
## 323 0.233310 18.00 1.794310 0.210804 6909.823 yes no no
## 324 0.251980 18.00 1.999160 0.205162 7184.746 yes no no
## 325 0.272160 18.50 2.107430 0.196950 7426.941 yes no no
## 326 0.293950 19.00 1.994530 0.188973 7681.489 yes no no
## 327 0.317480 19.67 1.980740 0.182183 8036.372 yes no no
## 328 0.342900 21.00 1.864410 0.176361 8361.979 yes no no
## 329 0.370350 21.00 1.864410 0.164296 8745.190 yes no no
## 330 8.577930 19.00 0.000000 0.233668 10354.911 no yes no
## 331 8.566920 19.00 0.000000 0.220633 9804.255 no yes no
## 332 8.555930 19.00 0.000000 0.208333 9994.155 no yes no
## 333 8.544940 19.00 0.000000 0.191962 10611.011 no yes no
## 334 8.533970 19.00 0.000000 0.168026 10619.331 no yes no
## 335 8.523020 19.00 0.000000 0.149312 10953.050 no yes no
## 336 8.512080 19.50 0.000000 0.131242 11812.115 no yes no
## fatal nfatal sfatal fatal1517 nfatal1517 fatal1820 nfatal1820 fatal2124
## 1 839 146 99 53 9 99 34 120
## 2 930 154 98 71 8 108 26 124
## 3 932 165 94 49 7 103 25 118
## 4 882 146 98 66 9 100 23 114
## 5 1081 172 119 82 10 120 23 119
## 6 1110 181 114 94 11 127 31 138
## 7 1023 139 89 66 8 105 24 123
## 8 724 131 76 40 7 81 16 96
## 9 675 112 60 40 7 83 19 80
## 10 869 149 81 51 8 118 34 123
## 11 893 150 75 48 11 100 26 121
## 12 1007 173 85 72 19 104 30 130
## 13 937 172 87 50 16 99 25 121
## 14 944 136 67 54 14 100 14 116
## 15 550 102 64 36 5 62 24 61
## 16 557 88 47 35 2 65 19 73
## 17 525 81 48 34 2 72 24 67
## 18 534 73 43 45 7 56 13 57
## 19 603 108 67 48 7 66 22 78
## 20 639 110 61 58 15 72 19 65
## 21 610 86 55 41 6 61 16 69
## 22 4615 944 553 241 61 567 161 758
## 23 4573 856 487 232 39 513 141 702
## 24 5020 957 559 267 68 593 177 770
## 25 4960 887 499 302 65 545 139 762
## 26 5253 880 510 318 62 571 141 757
## 27 5504 944 531 302 50 601 137 717
## 28 5390 936 541 246 48 583 144 702
## 29 668 140 96 27 5 91 36 100
## 30 646 146 92 44 12 68 20 98
## 31 608 104 73 53 14 71 14 101
## 32 579 96 63 35 7 58 16 100
## 33 603 116 75 50 9 76 18 101
## 34 591 90 64 42 7 54 16 59
## 35 497 93 66 33 6 44 16 69
## 36 515 158 90 39 8 86 35 96
## 37 438 118 85 29 11 61 28 87
## 38 469 126 85 32 6 65 25 81
## 39 448 103 71 35 1 53 15 64
## 40 450 114 63 37 11 56 14 63
## 41 449 102 61 31 3 42 11 69
## 42 484 93 62 40 7 57 17 76
## 43 122 34 23 5 2 24 9 23
## 44 110 26 14 8 2 9 3 18
## 45 130 28 16 8 0 15 3 17
## 46 104 21 12 7 2 10 2 21
## 47 136 33 20 10 5 18 6 22
## 48 146 27 16 9 3 9 1 24
## 49 160 32 18 9 1 19 2 20
## 50 2653 587 282 148 35 259 86 350
## 51 2686 562 291 132 30 274 92 317
## 52 2814 566 311 150 29 270 88 344
## 53 2832 490 254 146 24 239 79 341
## 54 2830 530 296 173 39 263 92 347
## 55 2839 493 262 166 32 227 75 326
## 56 3078 573 315 184 42 278 73 382
## 57 1229 225 132 90 16 131 41 161
## 58 1296 217 134 97 19 141 45 160
## 59 1410 252 146 124 31 167 47 168
## 60 1361 198 124 95 16 151 37 163
## 61 1530 263 165 119 22 153 41 183
## 62 1599 264 164 113 13 134 29 190
## 63 1653 272 171 125 15 171 49 170
## 64 256 47 24 29 4 38 10 32
## 65 263 44 31 15 4 38 12 36
## 66 242 34 22 24 2 26 8 33
## 67 255 53 34 17 7 38 13 27
## 68 258 48 35 33 5 31 10 32
## 69 262 53 39 22 5 34 11 34
## 70 257 36 25 22 4 30 6 30
## 71 1651 418 229 106 23 203 80 224
## 72 1526 362 201 96 18 187 64 195
## 73 1547 343 206 99 27 179 62 231
## 74 1534 304 162 73 13 162 45 232
## 75 1596 354 207 108 20 178 64 238
## 76 1660 326 183 100 18 173 54 225
## 77 1837 364 228 110 23 210 68 225
## 78 961 235 131 65 21 127 45 141
## 79 1016 212 130 65 11 130 43 146
## 80 925 191 119 83 20 102 32 137
## 81 974 166 93 77 14 109 31 157
## 82 1038 192 131 83 15 119 34 142
## 83 1055 194 123 100 20 99 32 118
## 84 1101 202 123 90 19 132 36 141
## 85 480 87 61 52 6 59 19 66
## 86 514 123 72 42 10 77 36 75
## 87 420 100 61 32 7 62 29 56
## 88 474 85 62 37 6 71 21 76
## 89 441 93 62 49 5 65 25 51
## 90 491 91 61 42 6 55 16 56
## 91 557 106 65 40 8 63 22 73
## 92 498 88 55 30 7 56 18 77
## 93 411 76 45 30 3 59 28 64
## 94 510 96 62 32 6 60 22 68
## 95 486 89 47 29 3 61 20 67
## 96 500 110 56 38 7 63 30 59
## 97 491 112 72 37 10 62 24 66
## 98 483 95 63 34 7 59 27 52
## 99 822 159 100 67 14 113 37 119
## 100 778 148 95 73 14 92 35 101
## 101 754 126 80 55 10 87 21 107
## 102 712 117 69 61 16 84 18 92
## 103 805 142 108 58 18 89 22 105
## 104 844 121 75 80 10 87 17 106
## 105 838 107 79 77 9 93 20 106
## 106 1091 230 120 58 15 155 49 175
## 107 933 168 95 66 13 117 31 142
## 108 961 222 138 70 19 119 53 152
## 109 931 194 113 61 8 118 46 134
## 110 932 181 91 57 12 108 32 141
## 111 827 174 103 58 11 82 24 127
## 112 925 208 131 57 12 108 39 110
## 113 166 30 24 11 2 26 6 19
## 114 224 44 31 22 4 30 9 43
## 115 232 47 39 15 2 39 12 22
## 116 206 39 28 18 4 31 4 22
## 117 214 34 21 12 1 22 5 41
## 118 232 36 26 12 2 34 9 26
## 119 255 31 25 21 3 28 4 29
## 120 640 182 101 43 10 90 45 92
## 121 656 167 93 47 11 69 32 102
## 122 643 142 86 48 10 62 15 109
## 123 729 141 85 39 6 90 32 123
## 124 784 174 106 56 13 75 27 132
## 125 814 172 101 53 17 90 23 118
## 126 782 150 92 50 7 80 25 100
## 127 659 169 108 76 15 92 33 109
## 128 651 198 131 59 12 85 48 109
## 129 666 181 130 58 13 101 43 119
## 130 742 176 105 64 10 103 35 101
## 131 752 190 123 72 27 80 29 109
## 132 689 163 110 67 14 94 36 80
## 133 725 165 106 48 9 92 37 86
## 134 1392 392 225 89 24 178 84 169
## 135 1314 345 200 110 17 163 75 179
## 136 1531 334 191 122 26 174 58 196
## 137 1545 302 165 106 19 168 53 179
## 138 1605 334 200 147 30 176 72 189
## 139 1597 333 177 138 17 169 47 180
## 140 1704 359 200 115 17 176 62 192
## 141 571 138 83 36 14 65 26 96
## 142 555 124 75 40 13 76 27 82
## 143 582 108 61 48 10 93 27 75
## 144 608 128 81 45 9 74 29 74
## 145 571 121 74 50 7 89 34 63
## 146 530 113 60 58 11 55 13 63
## 147 612 112 65 44 15 81 27 79
## 148 730 134 79 46 11 81 24 102
## 149 715 116 71 50 11 76 14 95
## 150 679 102 65 40 6 82 27 76
## 151 662 102 68 37 6 72 17 101
## 152 771 132 79 55 6 85 25 91
## 153 756 119 78 48 9 85 20 95
## 154 722 106 63 45 7 72 11 84
## 155 890 220 134 79 22 120 43 122
## 156 911 227 130 64 17 102 44 112
## 157 967 203 106 65 15 131 47 138
## 158 931 200 126 69 12 105 34 130
## 159 1129 237 138 97 24 138 57 153
## 160 1044 209 126 94 16 98 23 125
## 161 1103 237 147 70 15 129 37 150
## 162 254 50 32 26 8 38 12 51
## 163 286 77 54 15 6 31 11 49
## 164 238 44 24 20 2 41 12 24
## 165 223 56 32 15 7 20 12 27
## 166 222 30 17 16 2 30 9 24
## 167 234 54 32 17 3 26 12 35
## 168 198 49 35 20 2 13 3 20
## 169 261 46 25 14 4 34 9 31
## 170 255 67 29 17 6 38 19 42
## 171 285 44 23 28 6 27 11 37
## 172 237 48 30 18 6 28 10 28
## 173 290 68 40 23 4 40 15 46
## 174 297 54 36 35 2 35 12 37
## 175 261 55 35 22 4 33 11 23
## 176 280 53 34 9 1 39 16 50
## 177 253 41 25 12 1 32 8 27
## 178 249 27 19 13 3 24 5 32
## 179 259 44 24 11 3 20 8 38
## 180 233 45 28 12 2 30 9 32
## 181 262 45 26 13 3 22 5 30
## 182 286 46 32 8 1 24 7 42
## 183 173 34 28 16 5 26 6 30
## 184 191 35 29 21 6 35 7 26
## 185 192 23 12 11 1 24 3 36
## 186 191 24 18 12 4 21 3 36
## 187 172 27 18 16 3 26 9 17
## 188 179 25 18 23 2 16 5 28
## 189 166 22 11 13 0 28 4 28
## 190 1061 263 157 73 16 143 55 147
## 191 932 210 127 59 16 109 44 138
## 192 922 152 88 64 12 98 26 121
## 193 964 171 109 54 9 103 34 119
## 194 1039 182 107 76 9 95 28 128
## 195 1023 171 117 65 14 98 22 123
## 196 1051 200 135 67 11 112 29 137
## 197 577 117 60 37 11 66 20 91
## 198 531 83 44 28 4 59 10 66
## 199 497 96 45 18 4 45 12 85
## 200 535 115 58 40 14 63 19 79
## 201 499 88 48 32 10 59 17 69
## 202 568 97 55 33 5 53 10 78
## 203 487 92 51 31 18 45 14 57
## 204 2162 477 272 129 29 288 131 298
## 205 2077 436 260 121 23 269 96 248
## 206 2060 360 214 108 18 241 80 246
## 207 2006 376 211 126 29 202 75 263
## 208 2122 381 236 146 24 232 73 257
## 209 2333 397 236 157 34 235 61 304
## 210 2255 391 235 126 17 227 82 281
## 211 1303 243 161 99 19 169 52 175
## 212 1234 212 136 109 19 143 44 177
## 213 1450 227 137 96 11 150 34 213
## 214 1482 229 150 103 12 172 47 234
## 215 1647 251 171 117 20 174 44 228
## 216 1584 239 158 126 15 154 45 228
## 217 1573 206 141 102 14 161 36 186
## 218 148 34 20 14 5 27 6 23
## 219 116 30 23 11 1 9 4 24
## 220 100 15 9 5 1 12 2 17
## 221 90 29 23 6 2 12 6 15
## 222 100 13 8 7 2 9 2 12
## 223 101 29 20 6 2 10 4 13
## 224 104 18 16 6 0 12 4 19
## 225 1607 421 271 130 19 221 88 223
## 226 1582 383 264 129 26 201 74 231
## 227 1646 408 258 131 23 217 88 226
## 228 1646 357 222 113 18 207 75 218
## 229 1673 407 267 129 25 205 82 285
## 230 1772 383 249 155 18 204 85 229
## 231 1763 379 230 130 16 215 61 204
## 232 1054 234 119 72 15 130 42 164
## 233 848 152 90 43 11 88 26 103
## 234 797 150 83 47 15 79 21 89
## 235 744 124 77 47 8 82 24 84
## 236 699 127 71 58 19 59 19 97
## 237 597 97 59 40 15 55 18 65
## 238 634 102 71 49 8 73 23 76
## 239 518 90 59 30 8 66 14 64
## 240 550 92 55 33 8 64 11 79
## 241 572 78 61 47 8 62 10 83
## 242 559 74 50 39 10 53 11 79
## 243 619 69 40 48 4 60 11 69
## 244 620 57 44 53 6 73 12 74
## 245 677 95 57 57 10 83 17 68
## 246 1819 432 234 126 16 216 80 282
## 247 1721 397 237 109 14 211 68 253
## 248 1727 359 239 110 15 186 73 236
## 249 1771 409 253 108 14 178 62 261
## 250 1894 438 291 138 31 213 67 263
## 251 1987 442 242 111 18 202 74 265
## 252 1931 405 252 110 13 215 67 245
## 253 105 36 20 9 4 18 10 18
## 254 100 26 22 6 0 12 3 16
## 255 79 24 17 5 1 10 5 16
## 256 109 32 17 9 1 13 7 28
## 257 124 25 17 7 1 17 3 14
## 258 113 31 23 5 1 15 4 24
## 259 125 30 21 8 3 13 8 13
## 260 730 140 95 62 15 77 23 101
## 261 844 175 100 58 12 88 26 131
## 262 916 142 95 55 7 82 21 130
## 263 951 175 102 56 7 111 35 144
## 264 1059 192 119 67 13 95 24 153
## 265 1086 197 124 73 11 131 40 141
## 266 1034 188 130 72 15 115 32 133
## 267 148 30 27 7 3 15 1 27
## 268 175 23 19 11 4 12 4 22
## 269 143 25 18 12 3 17 5 24
## 270 130 17 11 11 1 7 2 22
## 271 134 23 17 6 2 14 6 20
## 272 134 14 10 8 1 15 2 17
## 273 147 23 16 12 1 16 8 18
## 274 1055 243 153 84 13 154 54 143
## 275 1037 193 111 53 10 153 42 141
## 276 1095 213 128 65 10 151 51 165
## 277 1101 183 114 65 8 117 23 177
## 278 1230 233 148 90 10 158 51 175
## 279 1248 225 135 97 20 150 45 152
## 280 1266 230 145 79 16 173 46 156
## 281 4213 1049 603 237 72 526 196 632
## 282 3823 915 507 207 51 471 176 592
## 283 3912 886 530 227 39 455 167 600
## 284 3678 811 477 256 53 388 131 523
## 285 3567 788 479 279 76 420 134 485
## 286 3261 688 402 231 43 385 121 437
## 287 3393 752 458 247 70 404 129 432
## 288 295 46 24 26 4 35 12 42
## 289 283 45 23 25 3 29 9 27
## 290 315 51 28 22 4 38 5 34
## 291 303 36 22 20 1 25 6 43
## 292 313 34 25 33 6 36 5 33
## 293 296 48 29 31 6 35 15 32
## 294 297 29 21 29 3 23 7 31
## 295 107 18 10 6 0 27 8 14
## 296 94 19 11 8 2 19 2 21
## 297 114 18 16 10 4 23 6 15
## 298 115 23 15 8 1 14 4 16
## 299 109 19 14 7 0 14 0 19
## 300 119 14 11 10 1 18 2 22
## 301 129 27 12 12 3 19 7 15
## 302 881 177 115 71 14 125 41 117
## 303 901 179 116 51 11 137 49 124
## 304 1013 213 138 63 12 127 53 175
## 305 976 176 106 55 9 109 38 149
## 306 1126 224 154 77 19 149 45 162
## 307 1021 165 114 65 9 124 37 144
## 308 1071 191 128 76 12 118 29 160
## 309 748 172 112 43 6 107 28 100
## 310 698 140 105 53 5 92 27 97
## 311 746 158 109 45 9 87 22 123
## 312 744 124 80 50 16 77 12 103
## 313 703 148 93 73 13 83 29 91
## 314 780 146 95 55 7 83 20 99
## 315 778 173 108 47 11 98 24 94
## 316 450 89 56 35 8 58 21 76
## 317 425 93 61 23 4 56 21 58
## 318 438 91 66 30 9 55 15 62
## 319 420 67 45 29 3 47 13 56
## 320 440 86 56 43 6 53 17 57
## 321 471 90 58 45 11 51 9 57
## 322 460 83 51 46 11 52 16 55
## 323 770 199 105 67 17 126 54 133
## 324 725 196 118 47 10 120 61 114
## 325 822 181 104 57 7 126 44 122
## 326 744 166 101 46 11 101 35 112
## 327 747 159 104 51 8 95 32 110
## 328 797 156 106 66 11 82 24 108
## 329 807 169 114 59 20 102 35 119
## 330 201 38 18 10 1 28 13 26
## 331 173 22 14 11 0 22 6 20
## 332 157 27 22 3 1 20 7 28
## 333 152 27 22 8 3 20 2 24
## 334 168 30 19 8 1 25 7 25
## 335 129 25 18 8 2 19 6 12
## 336 155 26 18 10 1 23 11 19
## nfatal2124 afatal pop pop1517 pop1820 pop2124 milestot
## 1 32 309.438 3942002.2 208999.59 221553.44 290000.06 28516
## 2 35 341.834 3960008.0 202000.08 219125.47 290000.16 31032
## 3 34 304.872 3988991.8 196999.97 216724.09 288000.16 32961
## 4 45 276.742 4021007.8 194999.73 214349.03 284000.31 35091
## 5 29 360.716 4049993.8 203999.89 212000.00 263000.28 36259
## 6 30 368.421 4082999.0 204999.81 208998.45 258999.77 37426
## 7 25 298.322 4101992.2 201000.12 193000.52 262999.78 39684
## 8 36 173.668 2896996.5 140999.98 156378.70 217999.98 19729
## 9 17 196.890 2977004.2 138999.89 157521.44 218999.89 19611
## 10 33 212.361 3071995.8 138000.08 158672.53 219999.97 20613
## 11 30 225.824 3186998.0 140000.06 159832.03 220000.00 21580
## 12 25 242.827 3278998.0 148000.14 161000.00 210999.91 26655
## 13 34 241.780 3385996.2 149000.22 162000.30 211999.91 31729
## 14 31 238.234 3488995.0 147999.94 157000.66 218000.05 34247
## 15 18 271.459 2306998.5 121999.99 121269.50 157000.02 16630
## 16 22 247.857 2324999.0 118000.07 120698.10 159000.17 16684
## 17 18 182.707 2346001.8 115000.07 120129.39 162000.09 16621
## 18 19 198.154 2359001.0 113000.02 119563.37 161000.12 17112
## 19 22 237.517 2371000.5 115000.08 119000.00 145000.02 17709
## 20 17 221.905 2387999.5 115999.99 117000.88 142000.14 18306
## 21 21 208.850 2395002.8 114000.03 109999.10 145999.92 19219
## 22 249 1379.130 24785976.0 1157001.75 1321004.38 1892998.12 169999
## 23 206 1251.600 25311062.0 1126000.50 1309863.12 1886001.75 182652
## 24 215 1421.820 25795048.0 1104999.88 1298815.88 1873999.12 196537
## 25 226 1243.920 26365028.0 1106000.25 1287861.75 1854998.50 207600
## 26 185 1309.910 27001048.0 1172000.25 1277000.00 1766998.88 216951
## 27 199 1431.570 27663018.0 1163001.25 1268012.75 1753999.75 226301
## 28 197 1246.710 28314028.0 1126998.00 1227988.88 1770000.75 241575
## 29 35 219.750 3071998.8 143000.14 169956.84 246000.05 23786
## 30 30 217.350 3149007.5 139999.88 167671.97 243000.11 24109
## 31 28 202.940 3189993.5 137000.11 165417.81 239000.08 24588
## 32 28 186.730 3231008.8 137000.23 163193.95 232999.77 26146
## 33 37 175.370 3265991.5 147000.02 161000.00 220999.80 26557
## 34 16 140.260 3296004.5 143999.83 156999.56 216000.11 26968
## 35 23 132.950 3301009.8 136000.03 149001.02 208999.72 27665
## 36 42 195.110 3126992.5 169999.83 162300.14 216000.20 20138
## 37 31 171.220 3140010.0 164000.25 160443.48 215999.88 20630
## 38 30 171.700 3154998.8 158999.89 158608.08 216000.00 21076
## 39 24 150.750 3173996.0 155000.31 156793.66 216000.22 22152
## 40 26 145.750 3193006.5 152000.03 155000.00 200000.00 24464
## 41 30 165.510 3210996.0 145999.84 150000.00 194000.06 26775
## 42 32 135.420 3233003.2 135999.83 143000.50 201999.80 26062
## 43 14 45.650 600001.0 31000.06 36772.90 47999.96 4591
## 44 7 33.000 606000.5 29999.96 36059.16 48000.00 4886
## 45 8 28.680 614001.1 29000.01 35359.28 47000.02 5138
## 46 3 38.880 621998.4 28000.00 34672.98 46999.95 5365
## 47 8 45.550 632999.8 28999.96 34000.00 41000.03 5726
## 48 10 41.840 644000.2 28999.98 33999.47 40999.99 6086
## 49 7 42.840 660000.7 27999.96 30000.16 45000.04 6404
## 50 123 810.760 10478007.0 476999.28 492108.41 687999.94 79498
## 51 110 963.900 10753980.0 467000.41 497250.16 701000.19 81776
## 52 129 744.380 11049985.0 459000.56 502445.66 713000.69 85475
## 53 101 690.200 11366008.0 456999.78 507695.38 718999.75 88056
## 54 94 806.840 11694022.0 474999.38 513000.00 670999.50 90848
## 55 94 778.970 12022987.0 483000.41 512994.34 670000.25 93639
## 56 145 794.750 12334992.0 477000.28 492000.59 698999.94 105319
## 57 59 443.230 5650990.5 303999.62 323855.62 420999.78 48731
## 58 41 389.500 5732991.0 297000.31 324141.34 427000.31 48837
## 59 48 436.750 5841993.0 293000.12 324427.31 432999.75 50486
## 60 38 400.130 5976008.0 294000.22 324713.53 439000.47 53713
## 61 49 463.130 6099991.5 310999.72 325000.00 411999.78 57003
## 62 49 470.430 6222007.5 315000.12 324000.19 411000.09 60293
## 63 49 484.880 6342008.0 312000.03 307001.81 425000.00 62262
## 64 13 76.790 977998.8 47999.97 52247.96 69000.02 7857
## 65 6 88.280 988001.2 46999.99 51676.66 69000.02 8287
## 66 7 79.660 999001.0 47000.03 51111.62 68000.02 7768
## 67 9 73.650 1005001.3 47000.02 50552.75 64999.94 7710
## 68 9 84.020 1002000.1 49000.03 50000.00 62999.94 7915
## 69 11 78.180 998000.2 48999.96 48000.23 61000.00 8119
## 70 6 72.800 1003001.2 48000.04 46999.84 56999.98 8127
## 71 98 532.990 11478031.0 583000.56 618339.00 839999.00 65385
## 72 85 501.100 11490963.0 559998.62 605350.75 827000.06 67370
## 73 72 462.280 11521990.0 541001.31 592635.25 816000.62 69910
## 74 82 396.690 11534962.0 529999.44 580186.88 796998.88 70844
## 75 98 475.670 11550988.0 541000.88 568000.00 741999.31 73300
## 76 66 437.110 11581988.0 531999.81 552998.31 723000.75 75756
## 77 63 506.850 11614013.0 508001.00 517994.12 730998.88 78483
## 78 53 348.890 5483000.5 284000.28 310440.28 412000.03 39203
## 79 56 346.770 5473990.5 271999.53 303874.88 404999.78 39837
## 80 54 351.450 5491993.5 263999.94 297448.28 399000.47 41074
## 81 52 302.450 5499003.5 259999.86 291157.62 388000.19 40782
## 82 55 290.310 5503011.0 270000.38 285000.00 358000.03 42452
## 83 38 254.860 5531002.5 270000.28 278998.97 351000.34 44122
## 84 44 322.400 5556004.5 260999.69 260001.17 357999.75 51124
## 85 21 219.280 2906994.5 144000.05 159388.62 215999.69 19341
## 86 32 211.560 2904004.0 137999.92 155393.77 211999.75 19661
## 87 22 168.690 2902998.5 132999.72 151499.05 207000.31 20497
## 88 25 182.751 2884001.0 128999.87 147701.94 198000.20 20191
## 89 13 146.979 2849997.0 132000.05 144000.00 176999.75 20500
## 90 13 186.090 2834005.8 128000.00 138000.25 169999.88 20808
## 91 22 182.051 2834000.0 120000.12 125999.99 174000.09 21907
## 92 24 288.305 2407995.8 111000.12 134654.73 185000.09 17658
## 93 16 185.429 2426998.0 105999.95 131373.02 182000.19 18153
## 94 20 208.669 2440004.5 102000.16 128171.28 176999.91 18717
## 95 27 231.750 2450004.2 100999.90 125047.58 168999.88 19275
## 96 17 216.014 2458996.2 107000.06 122000.00 156000.05 19918
## 97 27 184.431 2475996.5 104999.98 118000.84 151999.84 20561
## 98 14 161.535 2495002.2 102000.10 110000.74 152000.12 21161
## 99 33 279.195 3694000.2 193999.89 208284.19 276999.91 25627
## 100 33 262.608 3713993.8 187000.16 205142.80 276999.97 26719
## 101 25 236.672 3720003.2 181000.23 202048.77 273999.97 27951
## 102 30 203.750 3725993.0 176999.88 199001.41 269000.34 28520
## 103 34 244.906 3726006.8 182999.94 196000.00 246000.16 29285
## 104 25 255.851 3726993.2 183000.19 192002.11 239999.81 30320
## 105 22 224.850 3726995.5 177000.11 178000.66 245000.03 31614
## 106 50 378.609 4383004.5 239999.67 251680.30 345000.25 26902
## 107 37 362.470 4440996.5 235000.05 248966.66 343000.12 27573
## 108 48 407.527 4460990.5 227000.02 246282.27 338000.09 31588
## 109 42 360.649 4481002.5 221000.08 243626.81 329999.69 33365
## 110 34 351.913 4499003.0 221999.80 241000.00 302999.69 31982
## 111 40 303.575 4461011.0 214000.03 230998.92 290000.00 30599
## 112 34 313.573 4407994.5 203999.83 208998.56 295000.28 34682
## 113 4 75.240 1135998.1 60999.95 62254.06 80000.00 7649
## 114 11 91.595 1145001.1 59000.05 61682.73 81000.03 7924
## 115 9 71.800 1156000.2 57999.93 61116.64 80999.98 9345
## 116 8 58.600 1163999.6 55999.93 60555.74 80000.00 9277
## 117 10 65.880 1171999.1 55999.93 60000.00 74000.01 10021
## 118 11 59.930 1186998.4 55999.93 59000.12 72000.02 10766
## 119 6 61.770 1205001.5 55000.02 56000.00 77000.08 11401
## 120 37 175.600 4272990.5 236999.48 234008.06 310000.19 28920
## 121 36 177.330 4300990.5 229999.80 231722.80 312000.06 30618
## 122 43 180.070 4349002.0 222999.62 229459.84 314999.78 31702
## 123 41 188.840 4391989.5 216999.41 227218.98 315999.59 33337
## 124 55 197.080 4461009.0 210999.88 225000.00 293999.75 34915
## 125 41 170.010 4534996.0 206999.72 221997.48 289000.34 36493
## 126 31 158.010 4621995.5 197000.08 214001.02 309999.66 37498
## 127 45 344.770 5746976.0 289999.97 332032.38 445999.31 36666
## 128 55 221.520 5766011.5 281999.81 325323.69 440999.16 37541
## 129 48 210.570 5798010.0 273999.78 318750.56 435000.34 38537
## 130 44 188.430 5821982.0 267000.41 312310.22 426000.38 39696
## 131 47 187.300 5833979.5 265000.12 306000.00 386000.56 41001
## 132 38 176.040 5855010.0 253999.55 295997.75 373000.38 42305
## 133 34 204.220 5888994.0 236999.59 273997.09 398000.72 43334
## 134 81 496.140 9116988.0 493999.84 517776.75 685000.88 61200
## 135 78 492.710 9054014.0 473999.00 505932.31 666999.50 60855
## 136 74 547.530 9057993.0 460000.66 494358.81 656001.06 63470
## 137 64 423.760 9088021.0 455000.06 483050.06 642999.06 67402
## 138 64 498.310 9138998.0 467999.34 472000.00 613999.19 71554
## 139 61 487.370 9199998.0 461000.38 463001.03 603000.94 75706
## 140 75 551.130 9239979.0 439999.38 442000.06 599000.44 77899
## 141 39 164.600 4133009.0 213000.09 231810.09 313000.28 29176
## 142 32 178.565 4145008.0 203000.34 226957.31 309000.22 31063
## 143 21 208.156 4163000.8 195999.97 222206.11 303999.44 31826
## 144 29 160.486 4192987.8 192999.69 217554.36 293999.62 32688
## 145 25 162.805 4212996.0 196000.03 213000.00 267999.56 33928
## 146 25 141.750 4246012.5 189000.19 206000.22 259000.25 35167
## 147 28 158.077 4307008.0 180999.95 192002.27 269000.28 36447
## 148 29 276.000 2566996.8 144000.20 150960.09 191999.98 17146
## 149 22 125.053 2582999.2 139000.09 149960.17 193999.89 17802
## 150 14 434.000 2597999.0 135999.83 148966.89 194999.80 18442
## 151 20 379.895 2612996.5 134000.19 147980.17 191999.88 19130
## 152 24 464.977 2624002.0 140000.05 147000.00 171999.94 19652
## 153 21 464.400 2625000.0 138999.91 143999.45 167000.08 20173
## 154 22 450.000 2619995.5 135000.12 130999.59 173000.05 22043
## 155 46 337.458 4942001.0 244999.98 270439.00 356999.69 35003
## 156 47 351.850 4963009.0 235000.38 265442.47 354999.94 36543
## 157 48 337.435 5001008.5 226999.69 260538.27 352000.41 38535
## 158 45 287.891 5029007.0 223999.80 255724.67 343999.97 39284
## 159 52 351.654 5064006.5 232000.25 251000.00 311000.25 41332
## 160 38 324.708 5102988.5 231000.23 245000.00 304000.16 43379
## 161 61 350.867 5140992.5 223000.25 225998.61 313000.16 45570
## 162 9 95.544 804999.8 41000.02 42323.12 58000.02 6669
## 163 12 112.641 816000.4 40000.00 41466.70 57999.97 7181
## 164 6 91.903 822999.8 37999.98 40627.60 56999.95 7386
## 165 10 94.603 825999.3 37000.04 39805.48 55999.98 7572
## 166 2 69.936 816999.5 37999.96 39000.00 50000.00 7823
## 167 10 77.865 808999.9 36000.02 37000.14 47999.98 8074
## 168 7 73.125 804999.2 34999.98 34000.26 45999.96 8138
## 169 9 90.449 1589999.4 77000.08 87722.62 119001.91 11435
## 170 16 70.904 1596004.2 73999.91 85724.75 117001.42 11534
## 171 9 63.360 1605000.9 71000.03 83772.38 114999.70 41968
## 172 14 60.515 1605995.6 68999.88 81864.46 111000.99 12054
## 173 24 78.750 1597998.8 70999.93 80000.00 100999.01 12573
## 174 16 67.892 1593997.5 70999.96 76999.23 97000.84 13091
## 175 10 90.514 1602003.4 68999.91 70999.80 99001.38 13407
## 176 12 96.342 877998.9 41999.95 42000.00 64000.00 6413
## 177 8 57.919 897000.9 40999.99 42000.00 64000.76 6872
## 178 7 59.231 916998.7 39000.04 42000.00 64999.70 7332
## 179 8 67.328 936001.3 39000.04 42000.00 64999.49 7566
## 180 13 69.908 967001.6 40999.99 42000.00 61999.88 7981
## 181 10 68.771 1006999.1 41999.97 42999.83 62000.12 8396
## 182 9 75.351 1054001.0 40999.99 40999.71 66000.38 8989
## 183 14 79.725 948002.3 46999.94 54426.32 70999.20 6971
## 184 9 63.049 958999.1 46999.95 54569.18 70999.45 7181
## 185 6 70.519 978000.1 46000.09 54712.41 71000.31 7294
## 186 4 72.600 997998.8 45999.92 54856.02 71000.31 7538
## 187 3 48.037 1027000.5 48999.94 55000.00 65998.91 8353
## 188 7 53.200 1057001.4 48999.97 54999.83 66000.38 9167
## 189 7 43.716 1085002.9 48000.06 50999.96 71999.79 9507
## 190 71 270.675 7430023.5 404999.78 372372.81 489005.69 51802
## 191 59 232.000 7468008.5 393000.59 370515.75 492998.00 52217
## 192 33 211.628 7517019.5 382000.62 368667.97 500000.00 52312
## 193 37 203.463 7561970.5 374000.06 366829.41 502003.78 53108
## 194 39 205.063 7625017.0 361999.56 364999.97 466999.88 55090
## 195 32 204.244 7672001.5 350000.53 354995.31 454999.44 57071
## 196 55 206.967 7721014.5 330000.50 343000.66 477002.91 58671
## 197 19 163.950 1367998.8 76000.02 77136.49 101999.98 11850
## 198 16 137.310 1401998.8 74000.08 76850.78 104000.06 11678
## 199 19 121.740 1426001.4 72000.00 76566.14 104999.98 12432
## 200 25 132.290 1449998.1 71000.03 76282.55 104000.05 13269
## 201 23 123.000 1479000.6 72000.07 76000.00 96000.00 14193
## 202 20 160.350 1499998.6 72000.05 73999.61 94000.02 15116
## 203 12 161.470 1506998.0 70000.02 69999.69 93999.99 15283
## 204 108 546.860 17586958.0 913002.88 922604.56 1218998.38 80484
## 205 87 495.690 17685024.0 885999.06 910465.94 1224999.88 83783
## 206 75 443.910 17746076.0 858000.88 898487.00 1224002.38 87268
## 207 91 424.420 17783058.0 838000.00 886665.75 1214001.12 90518
## 208 85 430.180 17794996.0 827997.62 875000.00 1108002.12 94260
## 209 97 479.830 17824944.0 796000.69 848988.38 1074000.00 98002
## 210 95 418.580 17909050.0 748000.88 802999.81 1138998.38 103692
## 211 51 683.820 6016002.5 300000.00 355732.28 470999.84 43100
## 212 55 341.620 6076991.5 292999.72 353018.31 469999.69 45038
## 213 68 373.140 6165988.5 288000.28 350325.06 466999.78 48182
## 214 63 345.330 6255012.0 287999.91 347652.31 459999.66 49923
## 215 66 409.680 6331011.5 308999.81 345000.00 426999.84 52262
## 216 64 353.440 6413007.0 309000.00 341002.19 420999.78 54600
## 217 43 373.830 6489006.5 300000.00 316997.78 428000.44 57943
## 218 7 78.750 672000.3 33000.04 38843.15 54999.98 5252
## 219 9 72.000 680998.9 30999.97 37844.51 54000.05 5363
## 220 5 58.000 687001.9 29999.94 36871.54 52999.95 5377
## 221 11 36.140 684999.2 28999.94 35923.59 50000.00 5387
## 222 1 31.090 679001.9 30000.04 35000.00 44999.95 5534
## 223 7 40.380 671998.3 28999.94 33000.03 42999.94 5681
## 224 6 37.130 667000.2 27999.96 30000.00 42000.00 5765
## 225 101 643.130 10774027.0 552000.56 582422.00 783999.38 71751
## 226 95 744.280 10738019.0 530000.50 568580.88 765998.94 73214
## 227 91 877.440 10739989.0 514999.88 555068.69 751000.19 74895
## 228 85 897.920 10743985.0 506999.28 541877.62 732000.50 75549
## 229 104 843.840 10747990.0 526000.31 529000.00 691999.50 77353
## 230 76 684.690 10783968.0 517999.66 518003.16 677000.06 79157
## 231 91 567.840 10854976.0 498000.31 494003.03 670999.69 81990
## 232 52 321.110 3230998.0 154000.16 170964.77 241999.98 30011
## 233 23 236.370 3310999.5 151000.11 169964.84 245000.09 29565
## 234 24 217.620 3310007.0 145999.92 168970.75 238999.97 30981
## 235 27 204.180 3301003.5 143000.14 167982.48 230000.23 31181
## 236 22 177.350 3305996.2 151999.97 167000.00 210999.84 31394
## 237 19 147.880 3272003.8 149000.20 160000.00 203000.03 31606
## 238 17 166.340 3242005.0 143999.91 148000.97 198000.20 32388
## 239 24 163.380 2669002.5 123000.22 128896.99 182999.89 19384
## 240 21 165.050 2659999.0 118000.01 126612.74 178000.09 20557
## 241 16 153.780 2675998.2 116000.12 124368.96 174000.19 20943
## 242 17 150.370 2686996.2 115999.96 122164.95 168999.86 21458
## 243 15 176.430 2701994.8 121999.88 119999.99 165999.86 22395
## 244 17 144.540 2724005.5 117999.88 118000.78 162000.05 23332
## 245 17 153.900 2767003.5 112999.95 117000.28 158999.98 25204
## 246 110 581.090 11879029.0 594999.19 629687.38 846000.81 71313
## 247 102 533.420 11891025.0 576000.31 617411.12 833001.38 72302
## 248 90 497.130 11886981.0 556998.69 605374.31 815999.12 74297
## 249 110 567.760 11852972.0 541000.88 593572.12 792999.69 75428
## 250 115 618.520 11893997.0 547999.62 582000.00 735000.25 77027
## 251 113 647.830 11936013.0 535998.88 566000.75 715999.50 78626
## 252 93 574.010 12001019.0 511999.41 530000.50 732999.62 81238
## 253 6 31.800 953999.1 46000.04 55891.46 74000.07 5908
## 254 7 27.530 955995.5 43999.88 54892.11 74000.08 6014
## 255 5 24.600 961995.1 43000.03 53910.62 72000.07 5300
## 256 13 30.700 968002.7 41999.95 52946.70 70000.00 5823
## 257 4 47.140 975003.8 43999.98 52000.00 63000.06 5913
## 258 13 42.550 986003.9 43000.03 50999.94 60999.94 6003
## 259 8 37.500 993001.4 40999.99 45999.95 65000.00 5853
## 260 28 219.600 3226006.0 172000.06 195651.41 259999.69 24222
## 261 42 277.130 3257995.5 165999.80 194222.98 258999.77 24977
## 262 36 320.700 3301995.8 162000.09 192805.00 261000.16 25971
## 263 37 400.050 3347000.8 160000.00 191397.38 254999.95 26677
## 264 49 485.390 3380999.2 168999.88 189999.98 231999.91 28451
## 265 46 377.770 3425003.0 169999.91 186999.94 228999.83 30224
## 266 40 321.600 3469996.5 168000.17 170999.91 237000.19 31759
## 267 10 54.340 694001.6 35000.00 39847.16 53000.00 6361
## 268 3 47.000 698999.1 33000.03 38848.44 51999.99 6317
## 269 8 50.640 704999.6 32000.00 37874.76 52000.05 6401
## 270 5 34.900 707999.3 30999.97 36925.48 48999.96 6277
## 271 6 36.090 707998.3 32000.00 36000.00 43000.03 6243
## 272 4 30.040 708998.5 30999.94 35000.04 41999.99 6209
## 273 4 42.730 713000.4 30000.00 32000.00 42999.96 6634
## 274 50 386.770 4665004.0 234999.88 255683.08 341999.72 34793
## 275 38 377.890 4688997.5 227000.17 252969.42 339999.91 36261
## 276 42 388.720 4726000.0 220999.72 250284.55 338999.78 36523
## 277 58 324.310 4762007.5 219999.67 247628.17 335000.16 36258
## 278 57 395.690 4800000.0 233000.05 244999.98 307999.91 39192
## 279 46 376.370 4854992.0 233999.95 241999.89 304999.78 42126
## 280 48 398.480 4895005.0 228000.16 224999.97 310999.81 44193
## 281 228 2094.900 15374004.0 767000.19 842419.25 1186999.25 125218
## 282 208 1812.500 15816016.0 759000.81 843562.06 1196000.75 131883
## 283 224 1852.470 16083013.0 748999.44 844706.50 1188999.38 137737
## 284 174 1471.020 16370022.0 750999.62 845852.50 1175001.00 143263
## 285 163 1267.300 16688968.0 813999.62 847000.06 1122999.75 147225
## 286 136 1034.480 16789028.0 814998.81 829991.81 1100999.75 151186
## 287 136 1145.630 16840966.0 790000.56 778000.38 1066000.75 156458
## 288 10 62.300 1558002.6 73000.08 87822.10 129000.16 10925
## 289 7 67.740 1595004.2 72000.05 87107.91 127000.26 11221
## 290 8 78.060 1623000.2 71999.90 86399.53 125000.00 11661
## 291 6 63.310 1644995.8 72999.89 85696.91 122000.01 12037
## 292 3 54.960 1663999.8 82000.00 85000.00 121000.12 12358
## 293 9 56.800 1680004.5 83999.91 83999.33 119999.85 12679
## 294 4 71.500 1689996.6 84000.02 83999.85 111000.12 13263
## 295 6 27.760 520000.6 26000.03 32127.53 42000.04 3993
## 296 9 34.100 524998.9 25000.00 31841.86 42000.00 4151
## 297 3 31.810 530000.8 25000.00 31558.73 40999.96 4403
## 298 8 36.350 535000.7 24000.02 31278.12 40999.99 4688
## 299 11 33.420 540999.3 27000.03 31000.00 35000.01 4864
## 300 6 38.950 548000.7 26000.03 30000.00 35000.02 5039
## 301 7 39.040 556999.6 25000.00 28000.06 37999.98 5553
## 302 38 252.700 5488994.0 282000.06 315716.34 425999.84 41430
## 303 34 268.260 5558983.0 274000.56 313002.47 427000.19 42299
## 304 60 271.760 5636012.5 267000.06 310311.91 427999.50 44527
## 305 47 268.760 5706000.5 264000.41 307644.50 425000.28 47928
## 306 48 294.310 5795013.0 269000.34 304999.97 401000.03 51381
## 307 43 261.100 5903986.5 266999.66 303000.69 399000.28 54834
## 308 55 253.240 6014995.5 257999.67 293000.28 416000.41 57453
## 309 42 271.006 4278001.5 202000.27 219551.97 314001.31 31258
## 310 31 236.519 4305001.0 194999.91 217124.00 307995.19 36144
## 311 40 229.463 4348992.0 192000.00 214722.88 300998.44 34248
## 312 37 218.182 4408993.5 193999.97 212348.31 295002.12 34375
## 313 33 222.222 4463010.5 202999.95 210000.00 288999.00 36448
## 314 34 246.591 4537997.0 198999.94 206998.03 284998.72 38520
## 315 35 255.938 4647995.0 191999.73 206999.98 278997.97 41813
## 316 23 144.000 1960997.9 97999.96 100136.30 138001.16 10932
## 317 18 153.000 1963003.2 96000.13 98565.66 134999.89 11696
## 318 26 131.404 1951002.1 93999.98 97019.65 131999.16 12671
## 319 14 140.132 1936001.2 92000.11 95497.89 127999.99 12664
## 320 15 145.849 1917002.5 94999.91 94000.00 122000.81 13203
## 321 26 141.154 1896998.2 92999.99 91999.64 119000.40 13742
## 322 15 141.439 1875996.6 90999.91 87000.16 115000.21 13884
## 323 46 255.392 4745997.0 251000.25 269586.12 362003.25 32794
## 324 49 255.777 4747001.5 240000.41 264019.53 356997.47 34106
## 325 46 272.596 4761987.5 231000.22 258567.89 350998.31 35367
## 326 45 246.061 4774985.5 225000.48 253228.81 340995.59 36679
## 327 44 256.031 4783004.0 228000.22 247999.98 305997.53 38438
## 328 41 248.468 4806996.5 222000.22 239997.66 296003.94 40196
## 329 42 274.677 4855011.5 213000.23 219998.28 310000.78 42458
## 330 8 69.931 509999.6 22999.98 25670.91 40000.00 5281
## 331 3 62.107 516000.5 22999.99 25242.58 40000.00 5059
## 332 3 62.279 512999.8 21999.94 24821.40 36999.84 5127
## 333 7 52.345 508999.6 22000.02 24407.24 35000.22 5401
## 334 11 57.857 506999.9 23000.01 24000.00 34999.79 5384
## 335 4 35.500 490000.5 22000.02 22999.92 32999.67 5367
## 336 5 47.422 478999.7 21000.02 20999.96 30000.16 5658
## unempus emppopus gsp
## 1 9.7 57.8 -0.0221247599
## 2 9.6 57.9 0.0465582535
## 3 7.5 59.5 0.0627978370
## 4 7.2 60.1 0.0274899732
## 5 7.0 60.7 0.0321429484
## 6 6.2 61.5 0.0489763729
## 7 5.5 62.3 0.0353918187
## 8 9.7 57.8 -0.0431818999
## 9 9.6 57.9 0.0762055367
## 10 7.5 59.5 0.1062139720
## 11 7.2 60.1 0.0781956017
## 12 7.0 60.7 0.0677125156
## 13 6.2 61.5 0.0641113222
## 14 5.5 62.3 0.0265678428
## 15 9.7 57.8 -0.0347338244
## 16 9.6 57.9 0.0401443951
## 17 7.5 59.5 0.0835973173
## 18 7.2 60.1 0.0046021789
## 19 7.0 60.7 0.0297692362
## 20 6.2 61.5 0.0019300312
## 21 5.5 62.3 0.0337335058
## 22 9.7 57.8 -0.0116860224
## 23 9.6 57.9 0.0530366823
## 24 7.5 59.5 0.0724609941
## 25 7.2 60.1 0.0483305044
## 26 7.0 60.7 0.0466814302
## 27 6.2 61.5 0.0697363466
## 28 5.5 62.3 0.0490203798
## 29 9.7 57.8 0.0120430486
## 30 9.6 57.9 0.0291793980
## 31 7.5 59.5 0.0553472415
## 32 7.2 60.1 0.0243076477
## 33 7.0 60.7 0.0165260956
## 34 6.2 61.5 -0.0235823095
## 35 5.5 62.3 0.0086260457
## 36 9.7 57.8 -0.0029880062
## 37 9.6 57.9 0.0736263245
## 38 7.5 59.5 0.0778200030
## 39 7.2 60.1 0.0505844913
## 40 7.0 60.7 0.0636906549
## 41 6.2 61.5 0.0757368803
## 42 5.5 62.3 0.0512114242
## 43 9.7 57.8 0.0079685310
## 44 9.6 57.9 0.0567112826
## 45 7.5 59.5 0.0523612238
## 46 7.2 60.1 0.0378007479
## 47 7.0 60.7 0.0399404913
## 48 6.2 61.5 0.0614631176
## 49 5.5 62.3 0.0714475438
## 50 9.7 57.8 0.0053853965
## 51 9.6 57.9 0.0770847946
## 52 7.5 59.5 0.0808424205
## 53 7.2 60.1 0.0592894107
## 54 7.0 60.7 0.0535695888
## 55 6.2 61.5 0.0625311434
## 56 5.5 62.3 0.0507521443
## 57 9.7 57.8 0.0060981605
## 58 9.6 57.9 0.0790373906
## 59 7.5 59.5 0.1020049378
## 60 7.2 60.1 0.0524055921
## 61 7.0 60.7 0.0652950928
## 62 6.2 61.5 0.0648059696
## 63 5.5 62.3 0.0443215594
## 64 9.7 57.8 -0.0541203097
## 65 9.6 57.9 0.0452079996
## 66 7.5 59.5 0.0387286805
## 67 7.2 60.1 0.0210429318
## 68 7.0 60.7 -0.0151058137
## 69 6.2 61.5 0.0005642527
## 70 5.5 62.3 0.0495874584
## 71 9.7 57.8 -0.0399355479
## 72 9.6 57.9 0.0109066777
## 73 7.5 59.5 0.0689042062
## 74 7.2 60.1 0.0187625401
## 75 7.0 60.7 0.0308807697
## 76 6.2 61.5 0.0263683852
## 77 5.5 62.3 0.0450503379
## 78 9.7 57.8 -0.0645199195
## 79 9.6 57.9 0.0155557021
## 80 7.5 59.5 0.0773051679
## 81 7.2 60.1 0.0168914683
## 82 7.0 60.7 0.0307621546
## 83 6.2 61.5 0.0409886390
## 84 5.5 62.3 0.0364387520
## 85 9.7 57.8 -0.0895124301
## 86 9.6 57.9 -0.0511713587
## 87 7.5 59.5 0.0678450316
## 88 7.2 60.1 -0.0198834818
## 89 7.0 60.7 0.0143715274
## 90 6.2 61.5 -0.0128074987
## 91 5.5 62.3 0.0249414314
## 92 9.7 57.8 -0.0154056055
## 93 9.6 57.9 0.0094826138
## 94 7.5 59.5 0.0549538583
## 95 7.2 60.1 0.0107860453
## 96 7.0 60.7 0.0250776317
## 97 6.2 61.5 0.0028574935
## 98 5.5 62.3 0.0206855480
## 99 9.7 57.8 -0.0276838616
## 100 9.6 57.9 0.0128026810
## 101 7.5 59.5 0.0646127388
## 102 7.2 60.1 -0.0024901908
## 103 7.0 60.7 0.0103472257
## 104 6.2 61.5 0.0472530797
## 105 5.5 62.3 0.0329400152
## 106 9.7 57.8 -0.0428277627
## 107 9.6 57.9 -0.0619937852
## 108 7.5 59.5 0.0243970994
## 109 7.2 60.1 -0.0276619233
## 110 7.0 60.7 -0.0904825404
## 111 6.2 61.5 -0.0609581769
## 112 5.5 62.3 0.0213793330
## 113 9.7 57.8 0.0058755218
## 114 9.6 57.9 0.0623603500
## 115 7.5 59.5 0.0590452105
## 116 7.2 60.1 0.0366306305
## 117 7.0 60.7 0.0618390478
## 118 6.2 61.5 0.1128455400
## 119 5.5 62.3 0.0703770891
## 120 9.7 57.8 -0.0069334884
## 121 9.6 57.9 0.0579635538
## 122 7.5 59.5 0.0671132728
## 123 7.2 60.1 0.0554242320
## 124 7.0 60.7 0.0559679754
## 125 6.2 61.5 0.0718352422
## 126 5.5 62.3 0.0544076748
## 127 9.7 57.8 -0.0017325098
## 128 9.6 57.9 0.0677381754
## 129 7.5 59.5 0.0839120820
## 130 7.2 60.1 0.0551131219
## 131 7.0 60.7 0.0602691621
## 132 6.2 61.5 0.0745930672
## 133 5.5 62.3 0.0577074327
## 134 9.7 57.8 -0.0806631744
## 135 9.6 57.9 0.0472308323
## 136 7.5 59.5 0.0715407729
## 137 7.2 60.1 0.0466399379
## 138 7.0 60.7 0.0387384184
## 139 6.2 61.5 0.0176270101
## 140 5.5 62.3 0.0325749144
## 141 9.7 57.8 -0.0207700916
## 142 9.6 57.9 0.0203343108
## 143 7.5 59.5 0.0854080617
## 144 7.2 60.1 0.0203598756
## 145 7.0 60.7 0.0350064635
## 146 6.2 61.5 0.0363326147
## 147 5.5 62.3 0.0391815975
## 148 9.7 57.8 -0.0204201993
## 149 9.6 57.9 0.0013883621
## 150 7.5 59.5 0.0672458559
## 151 7.2 60.1 0.0024291624
## 152 7.0 60.7 0.0061582769
## 153 6.2 61.5 0.0131727718
## 154 5.5 62.3 0.0484699644
## 155 9.7 57.8 -0.0207589474
## 156 9.6 57.9 0.0459877700
## 157 7.5 59.5 0.0711630285
## 158 7.2 60.1 0.0251532327
## 159 7.0 60.7 0.0272511933
## 160 6.2 61.5 0.0343547761
## 161 5.5 62.3 0.0246795379
## 162 9.7 57.8 -0.0431730524
## 163 9.6 57.9 -0.0063372850
## 164 7.5 59.5 -0.0127104362
## 165 7.2 60.1 -0.0510611944
## 166 7.0 60.7 0.0265266486
## 167 6.2 61.5 -0.0622297674
## 168 5.5 62.3 -0.0042574340
## 169 9.7 57.8 -0.0392982662
## 170 9.6 57.9 -0.0244698841
## 171 7.5 59.5 0.0783497542
## 172 7.2 60.1 0.0184423942
## 173 7.0 60.7 0.0077134175
## 174 6.2 61.5 -0.0277116653
## 175 5.5 62.3 0.0314360559
## 176 9.7 57.8 -0.0297069419
## 177 9.6 57.9 0.0372155383
## 178 7.5 59.5 0.0521996953
## 179 7.2 60.1 0.0564310439
## 180 7.0 60.7 0.0561900288
## 181 6.2 61.5 0.0713570938
## 182 5.5 62.3 0.1049200445
## 183 9.7 57.8 0.0239287000
## 184 9.6 57.9 0.0877802894
## 185 7.5 59.5 0.0829000026
## 186 7.2 60.1 0.0769000426
## 187 7.0 60.7 0.0877443850
## 188 6.2 61.5 0.1423608512
## 189 5.5 62.3 0.0498003475
## 190 9.7 57.8 0.0095633594
## 191 9.6 57.9 0.0659496486
## 192 7.5 59.5 0.0668847263
## 193 7.2 60.1 0.0409840010
## 194 7.0 60.7 0.0595219955
## 195 6.2 61.5 0.0939027891
## 196 5.5 62.3 0.0633851066
## 197 9.7 57.8 -0.0281867888
## 198 9.6 57.9 0.0035809507
## 199 7.5 59.5 0.0386681072
## 200 7.2 60.1 0.0159568843
## 201 7.0 60.7 -0.0373823456
## 202 6.2 61.5 -0.0541545302
## 203 5.5 62.3 0.0135970190
## 204 9.7 57.8 0.0020746242
## 205 9.6 57.9 0.0627832860
## 206 7.5 59.5 0.0563927069
## 207 7.2 60.1 0.0392642505
## 208 7.0 60.7 0.0514965579
## 209 6.2 61.5 0.0284298267
## 210 5.5 62.3 0.0497644544
## 211 9.7 57.8 -0.0129524777
## 212 9.6 57.9 0.0797450989
## 213 7.5 59.5 0.0825915113
## 214 7.2 60.1 0.0306999125
## 215 7.0 60.7 0.0483391397
## 216 6.2 61.5 0.0777138546
## 217 5.5 62.3 0.0413292721
## 218 9.7 57.8 -0.0474599935
## 219 9.6 57.9 -0.0663468987
## 220 7.5 59.5 0.0356676951
## 221 7.2 60.1 -0.0434198603
## 222 7.0 60.7 -0.0250731092
## 223 6.2 61.5 -0.0797524303
## 224 5.5 62.3 -0.0517941229
## 225 9.7 57.8 -0.0544070639
## 226 9.6 57.9 0.0217184890
## 227 7.5 59.5 0.0647631064
## 228 7.2 60.1 0.0193256177
## 229 7.0 60.7 0.0233445838
## 230 6.2 61.5 0.0255821198
## 231 5.5 62.3 0.0404018387
## 232 9.7 57.8 0.0138725825
## 233 9.6 57.9 -0.0608552881
## 234 7.5 59.5 0.0082760742
## 235 7.2 60.1 -0.0212907158
## 236 7.0 60.7 -0.0454976372
## 237 6.2 61.5 -0.0785221234
## 238 5.5 62.3 0.0139080016
## 239 9.7 57.8 -0.0712934211
## 240 9.6 57.9 0.0343776122
## 241 7.5 59.5 0.0541631989
## 242 7.2 60.1 0.0173024274
## 243 7.0 60.7 0.0331697837
## 244 6.2 61.5 0.0226403289
## 245 5.5 62.3 0.0578641146
## 246 9.7 57.8 -0.0358290710
## 247 9.6 57.9 0.0207041074
## 248 7.5 59.5 0.0433327258
## 249 7.2 60.1 0.0206657182
## 250 7.0 60.7 0.0337199382
## 251 6.2 61.5 0.0480365269
## 252 5.5 62.3 0.0433613025
## 253 9.7 57.8 -0.0257269517
## 254 9.6 57.9 0.0459321961
## 255 7.5 59.5 0.0740320832
## 256 7.2 60.1 0.0415732116
## 257 7.0 60.7 0.0610066503
## 258 6.2 61.5 0.0535684228
## 259 5.5 62.3 0.0419318154
## 260 9.7 57.8 -0.0232432690
## 261 9.6 57.9 0.0598180220
## 262 7.5 59.5 0.0767705888
## 263 7.2 60.1 0.0188054200
## 264 7.0 60.7 0.0416201279
## 265 6.2 61.5 0.0747457296
## 266 5.5 62.3 0.0542324483
## 267 9.7 57.8 -0.0349467210
## 268 9.6 57.9 -0.0183846243
## 269 7.5 59.5 0.0803718418
## 270 7.2 60.1 -0.0067438800
## 271 7.0 60.7 0.0271174237
## 272 6.2 61.5 -0.0334714279
## 273 5.5 62.3 -0.0034752521
## 274 9.7 57.8 -0.0190983247
## 275 9.6 57.9 0.0414893255
## 276 7.5 59.5 0.0754379258
## 277 7.2 60.1 0.0303715523
## 278 7.0 60.7 0.0429536998
## 279 6.2 61.5 0.0785765350
## 280 5.5 62.3 0.0394782238
## 281 9.7 57.8 -0.0160661116
## 282 9.6 57.9 -0.0025605322
## 283 7.5 59.5 0.0492318906
## 284 7.2 60.1 0.0252270121
## 285 7.0 60.7 -0.0388001017
## 286 6.2 61.5 -0.0330688283
## 287 5.5 62.3 0.0236797202
## 288 9.7 57.8 -0.0094778761
## 289 9.6 57.9 0.0409858450
## 290 7.5 59.5 0.0748267770
## 291 7.2 60.1 0.0275272019
## 292 7.0 60.7 0.0093474910
## 293 6.2 61.5 -0.0062180427
## 294 5.5 62.3 0.0374377780
## 295 9.7 57.8 0.0001280462
## 296 9.6 57.9 0.0670786351
## 297 7.5 59.5 0.0605482608
## 298 7.2 60.1 0.0575088337
## 299 7.0 60.7 0.0629428029
## 300 6.2 61.5 0.1047677696
## 301 5.5 62.3 0.0577719137
## 302 9.7 57.8 0.0067459471
## 303 9.6 57.9 0.0720425099
## 304 7.5 59.5 0.0692306235
## 305 7.2 60.1 0.0494879819
## 306 7.0 60.7 0.0639497414
## 307 6.2 61.5 0.0780921429
## 308 5.5 62.3 0.0520566367
## 309 9.7 57.8 -0.0328208432
## 310 9.6 57.9 0.0425708964
## 311 7.5 59.5 0.0483051091
## 312 7.2 60.1 0.0270919893
## 313 7.0 60.7 0.0546684898
## 314 6.2 61.5 0.0166498553
## 315 5.5 62.3 0.0375805758
## 316 9.7 57.8 -0.0280918628
## 317 9.6 57.9 -0.0277932771
## 318 7.5 59.5 0.0143559910
## 319 7.2 60.1 -0.0083843097
## 320 7.0 60.7 -0.0028321585
## 321 6.2 61.5 0.0063589402
## 322 5.5 62.3 0.0253461376
## 323 9.7 57.8 -0.0286930222
## 324 9.6 57.9 0.0160479657
## 325 7.5 59.5 0.0596980080
## 326 7.2 60.1 0.0066200411
## 327 7.0 60.7 0.0305493101
## 328 6.2 61.5 0.0322504453
## 329 5.5 62.3 0.0401723608
## 330 9.7 57.8 -0.0714170113
## 331 9.6 57.9 -0.1056784913
## 332 7.5 59.5 -0.0166783594
## 333 7.2 60.1 -0.0121260807
## 334 7.0 60.7 -0.1099758521
## 335 6.2 61.5 -0.1236414686
## 336 5.5 62.3 -0.0170231946library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, uniontable1 <- na.omit(table1)
table1 <- table1 %>% filter(table1$income >= 0, table1$spirits >= 0)
drinkage <- as.integer(table1$drinkage)
all <- table1$fatal
n_time <- table1$nfatal
single <- table1$sfatal
fatal <- data.frame(all, n_time, single)
head(fatal)## all n_time single
## 1 839 146 99
## 2 930 154 98
## 3 932 165 94
## 4 882 146 98
## 5 1081 172 119
## 6 1110 181 114summary(fatal)## all n_time single
## Min. : 79.0 Min. : 13.00 Min. : 8.0
## 1st Qu.: 293.8 1st Qu.: 53.75 1st Qu.: 35.0
## Median : 701.0 Median : 135.00 Median : 81.0
## Mean : 928.7 Mean : 182.58 Mean :109.9
## 3rd Qu.:1063.5 3rd Qu.: 212.00 3rd Qu.:131.0
## Max. :5504.0 Max. :1049.00 Max. :603.0# graphlibrary(ggplot2)
ggplot(table1, aes(x = drinkage, y = fatal, color = drinkage)) +
geom_point() +
labs(title = "Drinkage vs Fatal", x = "drinkage", y = "Fatalities") +
scale_color_gradient(low = "red", high = "yellow") + theme_light()
ggplot(table1, aes(x = beertax, y = fatal, color = beertax)) +
geom_point() +
labs(title = "Beertax vs Fatalities", x = "beertax", y = "Fatalities") +
scale_color_distiller(palette = "Blues") +
theme_classic()
model <- lm(fatal ~ table1$beertax + drinkage + table1$spirits + table1$unemp, data = table1)
model##
## Call:
## lm(formula = fatal ~ table1$beertax + drinkage + table1$spirits +
## table1$unemp, data = table1)
##
## Coefficients:
## (Intercept) table1$beertax drinkage table1$spirits table1$unemp
## -608.53 85.09 68.72 -85.58 32.39summary(model)##
## Call:
## lm(formula = fatal ~ table1$beertax + drinkage + table1$spirits +
## table1$unemp, data = table1)
##
## Residuals:
## Min 1Q Median 3Q Max
## -834.1 -555.4 -249.3 129.4 4626.3
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -608.53 1307.91 -0.465 0.642
## table1$beertax 85.09 107.12 0.794 0.428
## drinkage 68.72 59.40 1.157 0.248
## table1$spirits -85.58 77.86 -1.099 0.272
## table1$unemp 32.39 21.60 1.500 0.135
##
## Residual standard error: 930.8 on 331 degrees of freedom
## Multiple R-squared: 0.0188, Adjusted R-squared: 0.006939
## F-statistic: 1.585 on 4 and 331 DF, p-value: 0.1778str(model)## List of 12
## $ coefficients : Named num [1:5] -608.5 85.1 68.7 -85.6 32.4
## ..- attr(*, "names")= chr [1:5] "(Intercept)" "table1$beertax" "drinkage" "table1$spirits" ...
## $ residuals : Named num [1:336] -338 -247 -158 -180 -103 ...
## ..- attr(*, "names")= chr [1:336] "1" "2" "3" "4" ...
## $ effects : Named num [1:336] -17023 -857 839 -1451 -1396 ...
## ..- attr(*, "names")= chr [1:336] "(Intercept)" "table1$beertax" "drinkage" "table1$spirits" ...
## $ rank : int 5
## $ fitted.values: Named num [1:336] 1177 1177 1090 1062 1184 ...
## ..- attr(*, "names")= chr [1:336] "1" "2" "3" "4" ...
## $ assign : int [1:5] 0 1 2 3 4
## $ qr :List of 5
## ..$ qr : num [1:336, 1:5] -18.3303 0.0546 0.0546 0.0546 0.0546 ...
## .. ..- attr(*, "dimnames")=List of 2
## .. .. ..$ : chr [1:336] "1" "2" "3" "4" ...
## .. .. ..$ : chr [1:5] "(Intercept)" "table1$beertax" "drinkage" "table1$spirits" ...
## .. ..- attr(*, "assign")= int [1:5] 0 1 2 3 4
## ..$ qraux: num [1:5] 1.05 1.14 1.07 1.03 1.04
## ..$ pivot: int [1:5] 1 2 3 4 5
## ..$ tol : num 1e-07
## ..$ rank : int 5
## ..- attr(*, "class")= chr "qr"
## $ df.residual : int 331
## $ xlevels : Named list()
## $ call : language lm(formula = fatal ~ table1$beertax + drinkage + table1$spirits + table1$unemp, data = table1)
## $ terms :Classes 'terms', 'formula' language fatal ~ table1$beertax + drinkage + table1$spirits + table1$unemp
## .. ..- attr(*, "variables")= language list(fatal, table1$beertax, drinkage, table1$spirits, table1$unemp)
## .. ..- attr(*, "factors")= int [1:5, 1:4] 0 1 0 0 0 0 0 1 0 0 ...
## .. .. ..- attr(*, "dimnames")=List of 2
## .. .. .. ..$ : chr [1:5] "fatal" "table1$beertax" "drinkage" "table1$spirits" ...
## .. .. .. ..$ : chr [1:4] "table1$beertax" "drinkage" "table1$spirits" "table1$unemp"
## .. ..- attr(*, "term.labels")= chr [1:4] "table1$beertax" "drinkage" "table1$spirits" "table1$unemp"
## .. ..- attr(*, "order")= int [1:4] 1 1 1 1
## .. ..- attr(*, "intercept")= int 1
## .. ..- attr(*, "response")= int 1
## .. ..- attr(*, ".Environment")=<environment: R_GlobalEnv>
## .. ..- attr(*, "predvars")= language list(fatal, table1$beertax, drinkage, table1$spirits, table1$unemp)
## .. ..- attr(*, "dataClasses")= Named chr [1:5] "numeric" "numeric" "numeric" "numeric" ...
## .. .. ..- attr(*, "names")= chr [1:5] "fatal" "table1$beertax" "drinkage" "table1$spirits" ...
## $ model :'data.frame': 336 obs. of 5 variables:
## ..$ fatal : int [1:336] 839 930 932 882 1081 1110 1023 724 675 869 ...
## ..$ table1$beertax: num [1:336] 1.54 1.79 1.71 1.65 1.61 ...
## ..$ drinkage : num [1:336] 19 19 19 19.7 21 ...
## ..$ table1$spirits: num [1:336] 1.37 1.36 1.32 1.28 1.23 ...
## ..$ table1$unemp : num [1:336] 14.4 13.7 11.1 8.9 9.8 ...
## ..- attr(*, "terms")=Classes 'terms', 'formula' language fatal ~ table1$beertax + drinkage + table1$spirits + table1$unemp
## .. .. ..- attr(*, "variables")= language list(fatal, table1$beertax, drinkage, table1$spirits, table1$unemp)
## .. .. ..- attr(*, "factors")= int [1:5, 1:4] 0 1 0 0 0 0 0 1 0 0 ...
## .. .. .. ..- attr(*, "dimnames")=List of 2
## .. .. .. .. ..$ : chr [1:5] "fatal" "table1$beertax" "drinkage" "table1$spirits" ...
## .. .. .. .. ..$ : chr [1:4] "table1$beertax" "drinkage" "table1$spirits" "table1$unemp"
## .. .. ..- attr(*, "term.labels")= chr [1:4] "table1$beertax" "drinkage" "table1$spirits" "table1$unemp"
## .. .. ..- attr(*, "order")= int [1:4] 1 1 1 1
## .. .. ..- attr(*, "intercept")= int 1
## .. .. ..- attr(*, "response")= int 1
## .. .. ..- attr(*, ".Environment")=<environment: R_GlobalEnv>
## .. .. ..- attr(*, "predvars")= language list(fatal, table1$beertax, drinkage, table1$spirits, table1$unemp)
## .. .. ..- attr(*, "dataClasses")= Named chr [1:5] "numeric" "numeric" "numeric" "numeric" ...
## .. .. .. ..- attr(*, "names")= chr [1:5] "fatal" "table1$beertax" "drinkage" "table1$spirits" ...
## - attr(*, "class")= chr "lm"round(cor(table1$beertax, all),2)## [1] 0.05ggplot(data = table1,aes(nfatal) ) +
geom_density(kernel = "gaussian")
ggplot(table1, aes(beertax, fatal)) + geom_jitter()
ggplot(table1, aes(beertax, fatal)) + geom_boxplot()## Warning: Continuous x aesthetic
## ℹ did you forget `aes(group = ...)`?
ggplot(table1, aes(beertax, fatal)) + geom_violin()