Data and Probability Distributions

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Home>Mathematics homework help>Statistics homework help>Data and Probability Distributions

Concrete Data

region cement slag ash water superplastic coarseagg fineagg air ent admix strength
midwest 331 0 0 192 0 879 825 3 13.52
midwest 154 174 185 228 7 845 612 28 24.34
midwest 236.9 91.7 71.5 246.9 6 852.9 695.4 28 28.63
midwest 108.3 162.4 0 203.5 0 938.2 849 3 2.33
midwest 380 95 0 228 0 932 594 7 32.82
midwest 184 86 190 213 6 923 623 28 22.93
midwest 108.3 162.4 0 203.5 0 938.2 849 7 7.72
midwest 170.3 155.5 0 185.7 0 1026.6 724.3 7 10.73
midwest 155 0 143 193 9 877 868 28 9.74
midwest 212 141.3 0 203.5 0 973.4 750 3 6.81
midwest 102 153 0 192 0 887 942 7 7.68
midwest 255 0 0 192 0 889.8 945 3 8.2
midwest 380 95 0 228 0 932 594 28 36.45
midwest 166.8 250.2 0 203.5 0 975.6 692.6 3 6.9
midwest 284 15 141 179 5.5 842 801 7 24.13
midwest 299.8 0 119.8 211.5 9.9 878.2 727.6 28 23.84
midwest 144.8 0 133.6 180.8 11.1 979.5 811.5 28 13.2
midwest 151.6 0 111.9 184.4 7.9 992 815.9 28 12.18
midwest 152 0 112 184 8 992 816 28 12.18
midwest 250.2 166.8 0 203.5 0 977.6 694.1 3 9.73
midwest 149 153 194 192 8 935 623 28 24.58
midwest 236 0 0 194 0 968 885 14 12.84
midwest 200 133 0 192 0 965.4 806.2 3 11.41
midwest 133 200 0 192 0 927.4 839.2 7 13.66
midwest 157 236 0 192 0 935.4 781.2 3 9.69
midwest 170.3 155.5 0 185.7 0 1026.6 724.3 28 25.73
midwest 140 133 103 200 7 916 753 28 36.44
midwest 164 163 128 197 8 961 641 28 27.23
midwest 139.9 132.6 103.3 200.3 7.4 916 753.4 28 36.44
midwest 203.5 305.3 0 203.5 0 963.4 630 3 9.56
midwest 149 139 109 193 6 892 780 28 23.69
midwest 150.9 0 183.9 166.6 11.6 991.2 772.2 28 15.57
midwest 183.9 122.6 0 203.5 0 959.2 800 28 24.05
midwest 102 153 0 192 0 887 942 28 17.28
midwest 143.7 170.2 132.6 191.6 8.5 814.1 805.3 28 29.87
midwest 272.6 0 89.6 198.7 10.6 931.3 762.2 28 32.25
midwest 157 236 0 192 0 935.4 781.2 7 16.89
midwest 305.3 203.5 0 203.5 0 965.4 631 3 14.14
midwest 273 0 90 199 11 931 762 28 32.24
midwest 167 187 195 185 7 898 636 28 23.89
midwest 277 0 0 191 0 968 856 14 21.26
midwest 272.8 105.1 81.8 209.7 9 904 679.7 28 37.17
midwest 273 105 82 210 9 904 680 28 37.17
midwest 333 0 0 192 0 931.2 842.6 7 23.4
midwest 155 183 0 193 9 1047 697 28 18.28
midwest 326.5 0 137.9 199 10.8 801.1 792.5 28 38.63
midwest 141.3 212 0 203.5 0 971.8 748.5 28 29.89
midwest 307 0 0 193 0 968 812 28 27.53
midwest 326 0 138 199 11 801 792 28 40.68
midwest 148.1 0 136.6 158.1 16.1 1001.8 830.1 28 17.96
midwest 148 0 137 158 16 1002 830 28 17.95
midwest 154.8 183.4 0 193.3 9.1 877.2 867.7 28 23.79
midwest 145 116 119 184 5.7 833 880 28 29.16
midwest 305.3 203.5 0 203.5 0 965.4 631 7 25.89
midwest 153.1 145 113 178.5 8 1001.9 688.7 28 25.56
midwest 145.9 230.5 0 202.5 3.4 827 871.8 28 32.72
midwest 304 140 0 214 6 895 722 28 33.42
midwest 233.8 0 94.6 197.9 4.6 947 852.2 3 10.38
midwest 252.1 97.1 75.6 193.8 8.3 835.5 821.4 28 33.4
midwest 266 114 0 228 0 932 670 90 47.03
midwest 132 207 161 179 5 867 736 28 33.3
midwest 230 0 118.3 195.5 4.6 1029.4 758.6 3 10.03
midwest 342 38 0 228 0 932 670 90 50.46
midwest 393 0 0 192 0 940 758 28 39.58
midwest 252 0 0 186 0 1111 784 7 11.47
midwest 237.5 237.5 0 228 0 932 594 90 33.12
midwest 152.7 144.7 0 178.1 8 999.7 822.2 28 19.01
midwest 153 145 0 178 8 1000 822 28 19.01
midwest 265 111 86 195 6 833 790 28 41.54
midwest 255.3 98.8 77 188.6 6.5 919 749.3 28 33.8
midwest 250.2 166.8 0 203.5 0 977.6 694.1 28 36.96
midwest 151.8 178.1 138.7 167.5 18.3 944 694.6 28 36.35
midwest 145.7 172.6 0 181.9 3.4 985.8 816.8 28 23.74
midwest 152 178 139 168 18 944 695 28 36.35
midwest 516 0 0 162 8.3 801 802 28 41.37
midwest 385 0 0 186 0 966 763 28 31.35
midwest 380 95 0 228 0 932 594 90 40.56
midwest 475 0 0 228 0 932 594 90 42.23
midwest 298 0 107 186 6 879 815 28 42.64
midwest 480 0 0 192 0 936.2 712.2 7 34.57
midwest 141.9 166.6 129.7 173.5 10.9 882.6 785.3 28 44.61
midwest 157 236 0 192 0 935.4 781.2 28 33.66
midwest 298 137 107 201 6 878 655 28 53.52
midwest 200 0 0 180 0 1125 845 7 7.84
midwest 222.4 0 96.7 189.3 4.5 967.1 870.3 3 11.58
midwest 236 157 0 192 0 972.6 749.1 28 32.88
midwest 284 15 141 179 5.5 842 801 56 44.52
midwest 160 128 122 182 6.4 824 879 28 39.4
midwest 230 0 118.3 195.5 4.6 1029.4 758.6 14 20.08
midwest 250 0 0 182 0 1100 820 7 12.73
midwest 166 259.7 0 183.2 12.7 858.8 826.8 28 37.92
midwest 250 0 95.7 187.4 5.5 956.9 861.2 3 13.82
midwest 158.8 238.2 0 185.7 0 1040.6 734.3 7 9.62
midwest 135.7 203.5 0 185.7 0 1076.2 759.3 7 7.51
midwest 275 0 0 183 0 1088 808 7 14.2
midwest 156 243 0 180 11 1022 698 28 37.36
midwest 203.5 305.3 0 203.5 0 963.4 630 28 41.68
midwest 266 112 87 178 10 910 745 28 39.42
midwest 339.2 0 0 185.7 0 1069.2 754.3 7 21.18
midwest 325 0 0 184 0 1063 783 7 17.54
midwest 305.3 203.5 0 203.5 0 965.4 631 28 43.38
midwest 108.3 162.4 0 203.5 0 938.2 849 90 29.23
midwest 233.8 0 94.6 197.9 4.6 947 852.2 28 22.84
midwest 313.8 0 112.6 169.9 10.1 925.3 782.9 28 38.46
midwest 289 133.7 0 194.9 5.5 924.1 760.1 28 46.25
midwest 252.5 0 0 185.7 0 1111.6 784.3 28 19.77
midwest 350 0 0 186 0 1050 770 7 20.28
midwest 165 128.5 132.1 175.1 8.1 1005.8 746.6 3 19.42
midwest 382 0 0 185 0 1047 739 7 24
midwest 331 0 0 192 0 978 825 28 31.45
midwest 331 0 0 192 0 1025 821 3 14.31
midwest 181.9 272.8 0 185.7 0 1012.4 714.3 7 12.37
midwest 250 0 95.7 191.8 5.3 948.9 857.2 14 24.66
midwest 251.4 0 118.3 188.5 6.4 1028.4 757.7 14 24.43
midwest 186.2 124.1 0 185.7 0 1083.4 764.3 28 17.6
midwest 102 153 0 192 0 887 942 90 25.46
midwest 212.1 0 121.6 180.3 5.7 1057.6 779.3 14 20.92
midwest 480 0 0 192 0 936.2 712.2 28 43.94
midwest 213.8 98.1 24.5 181.7 6.7 1066 785.5 3 13.18
midwest 314 145.3 113.2 178.9 8 869.1 690.2 28 46.23
midwest 255 0 0 192 0 889.8 945 90 21.86
midwest 296 0 0 186 0 1090 769 28 25.18
midwest 281 0 0 185 0 1104 774 28 22.44
midwest 181.4 0 167 169.6 7.6 1055.6 777.8 14 21.6
midwest 236 0 0 194 0 968 885 90 21.95
midwest 250 0 95.7 187.4 5.5 956.9 861.2 14 24.92
midwest 194.7 0 100.5 165.6 7.5 1006.4 905.9 3 12.45
midwest 213.7 98.1 24.5 181.7 6.9 1065.8 785.4 3 18
midwest 166.1 0 163.3 176.5 4.5 1058.6 780.1 28 21.54
midwest 254 0 0 198 0 968 863 90 26.94
midwest 288 121 0 177 7 908 829 28 42.13
midwest 331 170 0 195 8 811 802 28 56.61
midwest 190.3 0 125.2 166.6 9.9 1079 798.9 14 19.42
midwest 213.7 0 174.7 154.8 10.2 1053.5 776.4 3 17.57
midwest 139.6 209.4 0 192 0 1047 806.9 3 8.06
midwest 322.5 148.6 0 185.8 8.5 951 709.5 28 52.43
midwest 173.8 93.4 159.9 172.3 9.7 1007.2 746.6 14 29.55
midwest 135.7 203.5 0 185.7 0 1076.2 759.3 28 18.2
midwest 173 116 0 192 0 946.8 856.8 90 32.1
midwest 220.8 147.2 0 185.7 0 1055 744.3 28 25.75
midwest 339 0 0 185 0 1069 754 28 31.84
midwest 167.4 129.9 128.6 175.5 7.8 1006.3 746.6 14 31.81
midwest 300 0 0 184 0 1075 795 28 26.85
midwest 165 0 143.6 163.8 0 1005.6 900.9 14 16.88
midwest 194.7 0 100.5 170.2 7.5 998 901.8 14 24.28
midwest 349 0 0 192 0 1047 806 3 14.99
midwest 178 129.8 118.6 179.9 3.6 1007.3 746.8 14 34.24
midwest 349 0 0 192 0 1047 806.9 3 15.05
midwest 249.1 0 98.8 158.1 12.8 987.8 889 3 15.36
midwest 173.5 50.1 173.5 164.8 6.5 1006.2 793.5 14 33.01
midwest 290.4 0 96.2 168.1 9.4 961.2 865 3 22.5
midwest 382 0 0 185 0 1047 739 28 37.42
midwest 168.9 42.2 124.3 158.3 10.8 1080.8 796.2 14 23.51
midwest 194.7 0 100.5 165.6 7.5 1006.4 905.9 14 24.99
midwest 310 142.8 0 167.9 10 914.3 804 28 45.3
midwest 349 0 0 192 0 1056 809 3 15.87
midwest 172.4 13.6 172.4 156.8 4.1 1006.3 856.4 14 29.75
midwest 182 45.2 122 170.2 8.2 1059.4 780.7 28 31.27
midwest 446 24 79 162 11.6 967 712 3 23.35
midwest 424 22 132 178 8.5 882 750 3 32.01
midwest 212.5 0 100.4 159.3 8.7 1007.8 903.6 14 26.31
midwest 166.1 0 163.3 176.5 4.5 1058.6 780.1 56 28.63
midwest 190.7 0 125.4 162.1 7.8 1090 804 28 26.4
midwest 323.7 282.8 0 183.8 10.3 942.7 659.9 3 28.3
midwest 325.6 166.4 0 174 8.9 881.6 790 28 61.24
midwest 190 190 0 228 0 932 670 100 46.93
midwest 194.7 0 100.5 170.2 7.5 998 901.8 28 37.27
midwest 266 114 0 228 0 932 670 100 48.7
midwest 446 24 79 162 11.6 967 712 3 35.36
midwest 251.8 0 99.9 146.1 12.4 1006 899.8 3 21.02
midwest 251.4 0 118.3 188.5 5.8 1028.4 757.7 56 36.97
midwest 285 190 0 163 7.6 1031 685 28 53.58
midwest 236 157 0 192 0 972.6 749.1 90 47.78
midwest 310 0 0 192 0 970 850 90 34.68
midwest 213.5 0 174.2 159.2 11.7 1043.6 771.9 28 44.64
midwest 212.1 0 121.6 180.3 5.7 1057.6 779.3 56 34.2
midwest 439 177 0 186 11.1 884.9 707.9 3 39.3
midwest 356 119 0 160 9 1061 657 28 59
midwest 297.2 0 117.5 174.8 9.5 1022.8 753.5 28 47.4
midwest 250 0 95.7 187.4 5.5 956.9 861.2 56 38.33
midwest 475 0 0 228 0 932 594 100 42.62
midwest 290.4 0 96.2 168.1 9.4 961.2 865 28 34.74
midwest 305.3 203.5 0 203.5 0 965.4 631 90 54.6
midwest 295.7 0 95.6 171.5 8.9 955.1 859.2 28 39.94
midwest 198.6 132.4 0 192 0 978.4 825.5 90 38.07
midwest 359 19 141 154 10.9 942 801 3 25.12
midwest 424 22 132 168 8.9 822 750 56 74.36
midwest 190.3 0 125.2 166.6 9.9 1079 798.9 56 31.72
midwest 424 22 132 178 8.5 822 750 56 65.7
midwest 362.6 189 0 164.9 11.6 944.7 755.8 7 22.9
midwest 192 288 0 192 0 929.8 716.1 90 50.73
midwest 251.4 0 118.3 192.9 5.8 1043.6 754.3 56 39.27
midwest 288 192 0 192 0 932 717.8 90 50.53
midwest 251.8 0 99.9 146.1 12.4 1006 899.8 14 33.36
midwest 388.6 97.1 0 157.9 12.1 852.1 925.7 3 28.1
midwest 231.8 0 121.6 174 6.7 1056.4 778.5 56 42.7
midwest 379.5 151.2 0 153.9 15.9 1134.3 605 3 28.6
midwest 165 0 143.6 163.8 0 1005.6 900.9 56 36.56
midwest 230 0 118.3 195.5 4.6 1029.4 758.6 100 35.34
midwest 200 200 0 190 0 1145 660 28 49.25
midwest 277.1 0 97.4 160.6 11.8 973.9 875.6 28 48.28
midwest 446 24 79 162 11.6 967 712 28 44.42
midwest 491 26 123 210 3.9 882 699 7 33.49
midwest 425 106.3 0 153.5 16.5 852.1 887.1 3 33.4
midwest 218.9 0 124.1 158.5 11.3 1078.7 794.9 56 37.27
midwest 446 24 79 162 10.3 967 712 28 53.39
midwest 213.7 98.1 24.5 181.7 6.9 1065.8 785.4 56 50.77
midwest 297.2 0 117.5 174.8 9.5 1022.8 753.5 56 51.96
midwest 387 20 94 157 13.9 938 845 3 25.51
midwest 525 0 0 189 0 1125 613 3 33.8
midwest 212 0 124.8 159 7.8 1085.4 799.5 56 45.08
midwest 387 20 94 157 11.6 938 845 3 34.77
midwest 254 0 0 198 0 968 863 100 27.63
midwest 212.5 0 100.4 159.3 8.7 1007.8 903.6 56 42.55
midwest 389.9 189 0 145.9 22 944.7 755.8 3 40.6
midwest 222.4 0 96.7 189.3 4.5 967.1 870.3 100 40.71
midwest 531.3 0 0 141.8 28.2 852.1 893.7 3 41.3
midwest 249.1 0 98.8 158.1 12.8 987.8 889 56 42.03
midwest 379.5 151.2 0 153.9 15.9 1134.3 605 7 47.1
midwest 425 106.3 0 151.4 18.6 936 803.7 7 46.8
midwest 540 0 0 173 0 1125 613 3 41.64
midwest 218.2 54.6 123.8 140.8 11.9 1075.7 792.7 28 55.51
midwest 181.4 0 167 169.6 7.6 1055.6 777.8 100 45.37
midwest 313.3 262.2 0 175.5 8.6 1046.9 611.8 28 59.8
midwest 214.9 53.8 121.9 155.6 9.6 1014.3 780.6 100 56.63
midwest 450.1 50 0 200 3 1124.4 613.2 28 39.38
midwest 446 24 79 162 10.3 967 712 56 54.77
midwest 446 24 79 162 11.6 967 712 56 55.25
midwest 475 118.8 0 181.1 8.9 852.1 781.5 28 68.3
midwest 194.7 0 100.5 170.2 7.5 998 901.8 100 44.28
midwest 491 26 123 210 3.9 882 699 28 55.55
midwest 213.8 98.1 24.5 181.7 6.7 1066 785.5 100 49.97
midwest 387 20 94 157 11.6 938 845 28 46.68
midwest 425 106.3 0 153.5 16.5 852.1 887.1 28 60.29
midwest 387 20 94 157 13.9 938 845 28 46.68
midwest 387 20 94 157 14.3 938 845 28 50.24
midwest 439 177 0 186 11.1 884.9 707.9 56 71.7
midwest 304 76 0 228 0 932 670 100 54.38
midwest 212.5 0 100.4 159.3 8.7 1007.8 903.6 100 42.92
midwest 525 0 0 189 0 1125 613 28 55.94
midwest 212 0 124.8 159 7.8 1085.4 799.5 100 47.82
midwest 277.2 97.8 24.5 160.7 11.2 1061.7 782.5 56 66.82
midwest 355 19 97 145 13.1 967 871 28 44.03
midwest 380 95 0 228 0 932 594 100 41.15
midwest 249.1 0 98.8 158.1 12.8 987.8 889 100 51.06
midwest 277.1 0 97.4 160.6 11.8 973.9 875.6 100 55.64
midwest 387 20 94 157 13.9 938 845 56 47.97
midwest 425 106.3 0 153.5 16.5 852.1 887.1 56 64.3
midwest 251.8 0 99.9 146.1 12.4 1006 899.8 100 45.37
midwest 425 106.3 0 151.4 18.6 936 803.7 56 64.9
midwest 531.3 0 0 141.8 28.2 852.1 893.7 56 58.8
midwest 522 0 0 146 0 896 896 28 74.99
midwest 439 177 0 186 11.1 884.9 707.9 91 73.3
midwest 337.9 189 0 174.9 9.5 944.7 755.8 91 67.8
midwest 475 118.8 0 181.1 8.9 852.1 781.5 91 74.19
midwest 379.5 151.2 0 153.9 15.9 1134.3 605 91 56.5
midwest 315 137 0 145 5.9 1130 745 28 81.75
midwest 318.8 212.5 0 155.7 14.3 852.1 880.4 91 68.1
midwest 362.6 189 0 164.9 11.6 944.7 755.8 91 79.3
midwest 525 0 0 189 0 1125 613 90 58.78
midwest 139.6 209.4 0 192 0 1047 806.9 100 44.21
midwest 380 0 0 228 0 932 670 100 52.52
midwest 266 114 0 228 0 932 670 100 52.91
midwest 304 76 0 228 0 932 670 100 55.26
midwest 500 0 0 200 0 1125 613 100 51.04
midwest 277 0 0 191 0 968 856 100 33.7
midwest 525 0 0 189 0 1125 613 100 61.92
midwest 310 0 0 192 0 970 850 100 38.11
midwest 331 0 0 192 0 978 825 100 41.24
midwest 500 0 0 200 0 1125 613 100 55.16
northeast 139.7 163.9 127.7 236.7 5.8 868.6 655.6 28 35.23
northeast 154 144 112 220 10 923 658 28 16.5
northeast 427.5 47.5 0 228 0 932 594 7 35.08
northeast 122.6 183.9 0 203.5 0 958.2 800.1 3 3.32
northeast 102 153 0 192 0 887 942 3 4.57
northeast 183.9 122.6 0 203.5 0 959.2 800 7 10.79
northeast 173 116 0 192 0 946.8 856.8 3 6.94
northeast 475 0 0 228 0 932 594 28 39.29
northeast 289 0 0 192 0 913.2 895.3 3 11.65
northeast 277 0 0 191 0 968 856 3 11.36
northeast 160.2 188 146.4 203.2 11.3 828.7 709.7 28 35.31
northeast 339 0 0 197 0 968 781 7 20.97
northeast 155 184 143 194 9 880 699 28 28.99
northeast 144 170 133 192 8 814 805 28 29.87
northeast 153 102 0 192 0 888 943.1 28 17.96
northeast 317.9 0 126.5 209.7 5.7 860.5 736.6 28 40.06
northeast 339 0 0 197 0 968 781 14 27.04
northeast 304.8 0 99.6 196 9.8 959.4 705.2 28 30.12
northeast 155 183 0 193 9 877 868 28 23.79
northeast 162 190 148 179 19 838 741 28 33.76
northeast 198.6 132.4 0 192 0 978.4 825.5 3 9.13
northeast 480 0 0 192 0 936.2 712.2 3 24.4
northeast 261.9 110.5 86.1 195.4 5 895.2 732.6 28 33.72
northeast 331 0 0 192 0 978 825 7 16.26
northeast 380 0 0 228 0 932 670 90 52.91
northeast 264.5 111 86.5 195.5 5.9 832.6 790.4 28 41.54
northeast 480 0 0 192 0 936 721 3 24.39
northeast 350 0 0 203 0 974 775 28 27.34
northeast 321.4 0 127.9 182.5 11.5 870.1 779.7 28 37.27
northeast 146 173 0 182 3 986 817 28 23.74
northeast 296 0 0 192 0 1085 765 7 14.2
northeast 166.1 0 163.3 176.5 4.5 1058.6 780.1 3 10.76
northeast 251.4 0 118.3 188.5 5.8 1028.4 757.7 3 17.22
northeast 295 0 0 185 0 1069 769 28 25.18
northeast 149.5 236 0 175.8 12.6 846.8 892.7 28 32.96
northeast 266.2 112.3 87.5 177.9 10.4 909.7 744.5 28 39.42
northeast 238.1 0 0 185.7 0 1118.8 789.3 28 17.58
northeast 252 0 0 185 0 1111 784 28 19.69
northeast 314 0 113 170 10 925 783 28 38.46
northeast 289 134 0 195 6 924 760 28 46.24
northeast 198.6 132.4 0 192 0 978.4 825.5 28 28.02
northeast 202 11 141 206 1.7 942 801 56 23.25
northeast 192 288 0 192 0 929.8 716.1 28 39.32
northeast 296 0 0 192 0 1085 765 28 21.65
northeast 168.9 42.2 124.3 158.3 10.8 1080.8 796.2 3 7.4
northeast 331 0 0 192 0 1025 821 7 17.44
northeast 251.4 0 118.3 188.5 5.8 1028.4 757.7 14 29.93
northeast 160 250 0 168 12 1049 688 28 39.45
northeast 193.5 290.2 0 185.7 0 998.2 704.3 7 17.2
northeast 259.9 100.6 78.4 170.6 10.4 935.7 762.9 28 49.77
northeast 225 0 0 181 0 1113 833 28 17.34
northeast 491 26 123 201 3.9 822 699 3 29.55
northeast 310 0 0 192 0 1012 830 28 27.83
northeast 288.4 121 0 177.4 7 907.9 829.5 28 42.14
northeast 279.8 128.9 100.4 172.4 9.5 825.1 804.9 28 52.83
northeast 307 0 0 193 0 968 812 90 32.92
northeast 222.4 0 96.7 189.3 4.5 967.1 870.3 28 24.89
northeast 214.9 53.8 121.9 155.6 9.6 1014.3 780.6 14 38.6
northeast 167 75.4 167 164 7.9 1007.3 770.1 14 32.9
northeast 172.4 13.6 172.4 156.8 4.1 1006.3 856.4 3 21.29
northeast 210.7 316.1 0 185.7 0 977 689.3 7 21.82
northeast 231.8 0 121.6 174 6.7 1056.4 778.5 14 26.77
northeast 321.3 164.2 0 190.5 4.6 870 774 28 57.22
northeast 212 0 124.8 159 7.8 1085.4 799.5 3 19.52
northeast 251.4 0 118.3 188.5 6.4 1028.4 757.7 28 32.66
northeast 289 0 0 192 0 913.2 895.3 90 32.07
northeast 376 0 0 214.6 0 1003.5 762.4 28 31.97
northeast 139.6 209.4 0 192 0 1047 806.9 7 14.59
northeast 213.5 0 174.2 159.2 11.7 1043.6 771.9 14 29.59
northeast 350 0 0 186 0 1050 770 28 34.29
northeast 382 0 0 186 0 1047 739 28 37.42
northeast 213.7 98.1 24.5 181.7 6.9 1065.8 785.4 14 30.39
northeast 349 0 0 192 0 1056 809 7 9.01
northeast 397 0 0 185 0 1040 734 28 39.09
northeast 400 0 0 187 0 1025 745 28 43.7
northeast 173.8 93.4 159.9 172.3 9.7 1007.2 746.6 28 37.81
northeast 446 24 79 162 11.6 967 712 3 25.02
northeast 250.2 166.8 0 203.5 0 977.6 694.1 90 47.71
northeast 231.8 0 121.6 174 6.7 1056.4 778.5 28 33.73
northeast 214.9 53.8 121.9 155.6 9.6 1014.3 780.6 28 52.2
northeast 290.2 193.5 0 185.7 0 998.2 704.3 28 33.04
northeast 194.7 0 100.5 165.6 7.5 1006.4 905.9 28 25.72
northeast 157 236 0 192 0 935.4 781.2 90 43.38
northeast 290.4 0 96.2 168.1 9.4 961.2 865 14 34.67
northeast 475 0 0 162 9.5 1044 662 28 58.52
northeast 168.9 42.2 124.3 158.3 10.8 1080.8 796.2 28 31.12
northeast 213.8 98.1 24.5 181.7 6.7 1066 785.5 28 40.23
northeast 218.9 0 124.1 158.5 11.3 1078.7 794.9 28 30.22
northeast 252.3 0 98.8 146.3 14.2 987.8 889 14 42.29
northeast 237.5 237.5 0 228 0 932 594 100 36.25
northeast 446 24 79 162 11.6 967 712 7 38.02
northeast 275 180 120 162 10.4 830 765 28 76.24
northeast 203.5 305.3 0 203.5 0 963.4 630 90 51.86
northeast 218.2 54.6 123.8 140.8 11.9 1075.7 792.7 3 27.42
northeast 332.5 142.5 0 228 0 932 594 100 39.78
northeast 277.2 97.8 24.5 160.7 11.2 1061.7 782.5 3 30.45
northeast 250 180 95 159 9.5 860 800 28 67.87
northeast 520 0 0 175 5.2 870 805 28 51.02
northeast 213.5 0 174.2 154.6 11.7 1052.3 775.5 28 45.94
northeast 239.6 359.4 0 185.7 0 941.6 664.3 28 39.44
northeast 475 118.8 0 181.1 8.9 852.1 781.5 3 37.8
northeast 446 24 79 162 11.6 967 712 7 52.01
northeast 214.9 53.8 121.9 155.6 9.6 1014.3 780.6 56 53.96
northeast 374 189.2 0 170.1 10.1 926.1 756.7 3 34.4
northeast 238.1 0 94.1 186.7 7 949.9 847 100 44.3
northeast 182 45.2 122 170.2 8.2 1059.4 780.7 56 43.5
northeast 218.2 54.6 123.8 140.8 11.9 1075.7 792.7 14 35.96
northeast 313.3 262.2 0 175.5 8.6 1046.9 611.8 7 42.8
northeast 178 129.8 118.6 179.9 3.6 1007.3 746.8 56 48.59
northeast 439 177 0 186 11.1 884.9 707.9 7 56.1
northeast 359 19 141 154 10.9 942 801 7 35.75
northeast 310 0 0 192 0 1012 830 90 35.76
northeast 194.7 0 100.5 165.6 7.5 1006.4 905.9 56 33.96
northeast 165 128.5 132.1 175.1 8.1 1005.8 746.6 56 53.72
northeast 190.7 0 125.4 162.1 7.8 1090 804 56 35.34
northeast 194.7 0 100.5 170.2 7.5 998 901.8 56 43.39
northeast 359 19 141 154 10.9 942 801 7 38.61
northeast 405 0 0 175 0 1120 695 28 52.3
northeast 275.1 0 121.4 159.5 9.9 1053.6 777.5 28 51.33
northeast 381.4 0 0 185.7 0 1104.6 784.3 7 14.54
northeast 173.5 50.1 173.5 164.8 6.5 1006.2 793.5 56 53.77
northeast 168 42.1 163.8 121.8 5.7 1058.7 780.1 100 39.23
northeast 425 106.3 0 151.4 18.6 936 803.7 3 36.3
northeast 387 20 94 157 14.3 938 845 3 22.75
northeast 382 0 0 186 0 1111 784 7 11.47
northeast 166.1 0 163.3 176.5 4.5 1058.6 780.1 100 33.54
northeast 491 26 123 201 3.9 822 699 56 61.86
northeast 236 0 0 193 0 968 885 100 24.1
northeast 362.6 189 0 164.9 11.6 944.7 755.8 7 55.9
northeast 251.4 0 118.3 188.5 5.8 1028.4 757.7 100 43.58
northeast 307 0 0 193 0 968 812 100 34.49
northeast 425 106.3 0 153.5 16.5 852.1 887.1 7 49.2
northeast 331 0 0 192 0 1025 821 90 37.91
northeast 401.8 94.7 0 147.4 11.4 946.8 852.1 3 41.1
northeast 387 20 94 157 14.3 938 845 7 36.84
northeast 439 177 0 186 11.1 884.9 707.9 28 66
northeast 475 0 59 142 1.9 1098 641 28 57.23
northeast 302 0 0 203 0 974 817 100 26.74
northeast 277.1 0 97.4 160.6 11.8 973.9 875.6 56 51.04
northeast 190.3 0 125.2 166.6 9.9 1079 798.9 100 33.56
northeast 277 0 0 191 0 968 856 100 32.33
northeast 381.4 0 0 185.7 0 1104.6 784.3 28 22.49
northeast 451 0 0 165 11.3 1030 745 28 78.8
northeast 500 0 0 200 0 1125 613 28 44.09
northeast 469 117.2 0 137.8 32.2 852.1 840.5 7 54.9
northeast 389.9 189 0 145.9 22 944.7 755.8 7 59.09
northeast 359 19 141 154 10.9 942 801 28 59.49
northeast 231.8 0 121.6 174 6.7 1056.4 778.5 100 45.84
northeast 167.4 129.9 128.6 175.5 7.8 1006.3 746.6 100 53.66
northeast 251.8 0 99.9 146.1 12.4 1006 899.8 56 44.14
northeast 522 0 0 146 0 896 896 7 50.51
northeast 359 19 141 154 10.9 942 801 28 62.94
northeast 190.3 0 125.2 161.9 9.9 1088.1 802.6 100 40.39
northeast 349 0 0 192 0 1047 806 90 39.49
northeast 139.6 209.4 0 192 0 1047 806.9 90 39.36
northeast 540 0 0 162 2.5 1055 676 28 61.89
northeast 213.5 0 174.2 159.2 11.7 1043.6 771.9 100 52.96
northeast 337.9 189 0 174.9 9.5 944.7 755.8 56 59.89
northeast 540 0 0 162 2.5 1040 676 28 79.99
northeast 246.8 0 125.1 143.3 12 1086.8 800.9 56 60.32
northeast 531.3 0 0 141.8 28.2 852.1 893.7 28 56.4
northeast 297.2 0 117.5 174.8 9.5 1022.8 753.5 100 56.74
northeast 342 38 0 228 0 932 670 100 55.06
northeast 313.3 262.2 0 175.5 8.6 1046.9 611.8 56 64.9
northeast 310 0 0 192 0 970 850 100 37.33
northeast 469 117.2 0 137.8 32.2 852.1 840.5 28 66.9
northeast 331 0 0 192 0 978 825 100 39
northeast 475 118.8 0 181.1 8.9 852.1 781.5 56 72.3
northeast 286.3 200.9 0 144.7 11.2 1004.6 803.7 28 67.7
northeast 355 19 97 145 12.3 967 871 28 55.45
northeast 491 26 123 210 3.9 882 699 56 59.59
northeast 401.8 94.7 0 147.4 11.4 946.8 852.1 28 68.5
northeast 359 19 141 154 10.9 942 801 56 68.75
northeast 387 20 94 157 11.6 938 845 56 61.46
northeast 500 0 0 200 0 1125 613 90 47.22
northeast 218.2 54.6 123.8 140.8 11.9 1075.7 792.7 100 63.53
northeast 401.8 94.7 0 147.4 11.4 946.8 852.1 56 73.7
northeast 531.3 0 0 141.8 28.2 852.1 893.7 91 59.2
northeast 349 0 0 192 0 1047 806 100 41.05
northeast 540 0 0 173 0 1125 613 100 74.17
northeast 139.6 209.4 0 192 0 1047 806.9 100 44.7
northwest 116 173 0 192 0 909.8 891.9 3 6.28
northwest 300 0 120 212 10 878 728 28 23.84
northwest 145 0 134 181 11 979 812 28 13.2
northwest 162 214 164 202 10 820 680 28 30.65
northwest 350 0 0 203 0 974 775 7 18.13
northwest 385 0 0 186 0 966 763 7 23.22
northwest 322 0 0 203 0 974 800 14 20.77
northwest 158.6 148.9 116 175.1 15 953.3 719.7 28 27.68
northwest 374.3 0 0 190.2 6.7 1013.2 730.4 28 39.06
northwest 382 0 0 186 0 1047 739 7 24
northwest 166.1 0 163.3 176.5 4.5 1058.6 780.1 14 25.48
northwest 122.6 183.9 0 203.5 0 958.2 800.1 90 33.19
northwest 173.5 50.1 173.5 164.8 6.5 1006.2 793.5 3 23.08
northwest 250 0 0 182 0 1100 820 28 20.87
northwest 182 45.2 122 170.2 8.2 1059.4 780.7 14 21.5
northwest 218.9 0 124.1 158.5 11.3 1078.7 794.9 3 15.34
northwest 316.1 210.7 0 185.7 0 977 689.3 7 24.44
northwest 313 161 0 178 10 917 759 28 52.44
northwest 310 143 0 168 10 914 804 28 45.3
northwest 178 129.8 118.6 179.9 3.6 1007.3 746.8 28 39.16
northwest 342 38 0 228 0 932 670 100 52.12
northwest 139.6 209.4 0 192 0 1047 806.9 28 28.24
northwest 167 75.4 167 164 7.9 1007.3 770.1 56 53.46
northwest 500 0 0 200 0 1125 613 14 36.94
northwest 376 0 0 214.6 0 1003.5 762.4 100 43.06
northwest 323.7 282.8 0 183.8 10.3 942.7 659.9 28 74.7
northwest 388.6 97.1 0 157.9 12.1 852.1 925.7 28 50.7
northwest 172.4 13.6 172.4 156.8 4.1 1006.3 856.4 100 37.68
northwest 379.5 151.2 0 153.9 15.9 1134.3 605 28 52.2
northwest 388.6 97.1 0 157.9 12.1 852.1 925.7 56 55.2
northwest 252.3 0 98.8 146.3 14.2 987.8 889 100 60.95
southeast 153.6 144.2 112.3 220.1 10.1 923.2 657.9 28 16.5
southeast 284 15 141 179 5.5 842 801 3 13.4
southeast 154.8 0 142.8 193.3 9.1 1047.4 696.7 28 12.46
southeast 153 102 0 192 0 888 943.1 3 4.78
southeast 332.5 142.5 0 228 0 932 594 28 33.02
southeast 162 207 172 216 10 822 638 28 39.84
southeast 116 173 0 192 0 909.8 891.9 7 10.09
southeast 165 0 150 182 12 1023 729 28 18.03
southeast 289 0 0 192 0 913.2 895.3 7 14.6
southeast 166.8 250.2 0 203.5 0 975.6 692.6 7 15.75
southeast 150.7 0 185.3 166.7 15.6 1074.5 678 28 13.46
southeast 159 209 161 201 7 848 669 28 30.88
southeast 333 0 0 192 0 931.2 842.6 3 15.62
southeast 155.2 183.9 143.2 193.8 9.2 879.6 698.5 28 28.99
southeast 236 157 0 192 0 972.6 749.1 3 13.57
southeast 143.6 0 174.9 158.4 17.9 942.7 844.5 28 15.42
southeast 302 0 0 203 0 974 817 14 18.13
southeast 236 0 0 194 0 968 885 28 18.42
southeast 152.6 238.7 0 200 6.3 1001.8 683.9 28 26.86
southeast 162 190.1 148.1 178.8 18.8 838.1 741.4 28 33.76
southeast 144 136 106 178 7 941 774 28 26.14
southeast 303.6 139.9 0 213.5 6.2 895.5 722.5 28 33.42
southeast 133 200 0 192 0 927.4 839.2 28 27.87
southeast 229.7 0 118.2 195.2 6.1 1028.1 757.6 3 13.36
southeast 288 192 0 192 0 932 717.8 7 23.52
southeast 142 167 130 174 11 883 785 28 44.61
southeast 277 116.8 91 190.6 7 946.5 665.6 28 43.58
southeast 310 0 0 192 0 1012 830 7 17.24
southeast 287.3 120.5 93.9 187.6 9.2 904.4 695.9 28 43.8
southeast 159 187 0 176 11 990 789 28 32.76
southeast 166 260 0 183 13 859 827 28 37.91
southeast 167 75.4 167 164 7.9 1007.3 770.1 3 15.52
southeast 238 0 0 186 0 1119 789 28 17.54
southeast 276 116 90 180 9 870 768 28 44.28
southeast 298 0 107 164 13 953 784 28 35.86
southeast 309.9 142.8 111.2 167.8 22.1 913.9 651.2 28 38.22
southeast 334 17.6 158 189 15.3 967 633 28 44.33
southeast 382.5 0 0 185.7 0 1047.8 739.3 7 24.07
southeast 272.8 181.9 0 185.7 0 1012.4 714.3 7 19.77
southeast 153 102 0 192 0 888 943.1 90 26.32
southeast 376 0 0 214.6 0 1003.5 762.4 14 25.62
southeast 339 0 0 185 0 1060 754 28 31.65
southeast 297.2 0 117.5 174.8 9.5 1022.8 753.5 3 21.91
southeast 480 0 0 192 0 936 721 28 43.89
southeast 251.4 0 118.3 192.9 5.8 1043.6 754.3 14 20.73
southeast 212.6 0 100.4 159.4 10.4 1003.8 903.8 3 13.33
southeast 190.7 0 125.4 162.1 7.8 1090 804 14 21.06
southeast 312.9 160.5 0 177.6 9.6 916.6 759.5 28 52.45
southeast 382.5 0 0 185.7 0 1047.8 739.3 28 37.44
southeast 397 0 0 186 0 1040 734 28 36.94
southeast 190.3 0 125.2 166.6 9.9 1079 798.9 28 24.85
southeast 366 187 0 191.3 6.6 824.3 756.9 28 65.91
southeast 424 22 132 168 8.9 822 750 28 72.1
southeast 168 42.1 163.8 121.8 5.7 1058.7 780.1 56 32.85
southeast 213.5 0 174.2 154.6 11.7 1052.3 775.5 14 33.7
southeast 212.6 0 100.4 159.4 10.4 1003.8 903.8 14 25.37
southeast 200 133 0 192 0 965.4 806.2 90 43.25
southeast 333 0 0 192 0 931.2 842.6 90 41.68
southeast 193.5 290.2 0 185.7 0 998.2 704.3 28 32.63
southeast 380 0 0 228 0 932 670 100 53.1
southeast 251.4 0 118.3 188.5 6.4 1028.4 757.7 56 36.64
southeast 528 0 0 185 6.9 920 720 28 56.83
southeast 316.1 210.7 0 185.7 0 977 689.3 28 38.7
southeast 313.3 262.2 0 175.5 8.6 1046.9 611.8 3 28.8
southeast 181.4 0 167 169.6 7.6 1055.6 777.8 56 35.57
southeast 277.1 0 97.4 160.6 11.8 973.9 875.6 14 41.89
southeast 212 0 124.8 159 7.8 1085.4 799.5 28 38.5
southeast 318.8 212.5 0 155.7 14.3 852.1 880.4 3 25.2
southeast 172.4 13.6 172.4 156.8 4.1 1006.3 856.4 56 35.85
southeast 229.7 0 118.2 195.2 6.1 1028.1 757.6 100 40.86
southeast 168.9 42.2 124.3 158.3 10.8 1080.8 796.2 56 39.15
southeast 213.8 98.1 24.5 181.7 6.7 1066 785.5 56 47.13
southeast 213.5 0 174.2 159.2 11.7 1043.6 771.9 56 51.26
southeast 213.5 0 174.2 154.6 11.7 1052.3 775.5 56 51.43
southeast 250 0 95.7 191.8 5.3 948.9 857.2 100 41.16
southeast 520 0 0 170 5.2 855 855 28 60.28
southeast 531.3 0 0 141.8 28.2 852.1 893.7 7 46.9
southeast 339 0 0 197 0 968 781 100 36.45
southeast 275.1 0 121.4 159.5 9.9 1053.6 777.5 56 56.85
southeast 505 0 60 195 0 1030 630 28 64.02
southeast 446 24 79 162 11.6 967 712 56 56.14
southeast 350 0 0 203 0 974 775 100 32.72
southeast 182 45.2 122 170.2 8.2 1059.4 780.7 100 48.67
southeast 165 0 143.6 163.8 0 1005.6 900.9 100 37.96
southeast 318.8 212.5 0 155.7 14.3 852.1 880.4 28 55.5
southeast 173.5 50.1 173.5 164.8 6.5 1006.2 793.5 100 56.06
southeast 331 0 0 192 0 1025 821 100 39.38
southeast 168.9 42.2 124.3 158.3 10.8 1080.8 796.2 100 48.15
southeast 332.5 142.5 0 228 0 932 594 100 40.27
southeast 427.5 47.5 0 228 0 932 594 100 43.01
southeast 389.9 189 0 145.9 22 944.7 755.8 28 74.5
southeast 379.5 151.2 0 153.9 15.9 1134.3 605 56 54.9
southeast 275.1 0 121.4 159.5 9.9 1053.6 777.5 100 58.61
southeast 318.8 212.5 0 155.7 14.3 852.1 880.4 56 66.1
southeast 425 106.3 0 153.5 16.5 852.1 887.1 91 65.2
southeast 469 117.2 0 137.8 32.2 852.1 840.5 91 70.7
southeast 254 0 0 198 0 968 863 100 29.79
southwest 158.4 0 194.9 219.7 11 897.7 712.9 28 8.54
southwest 158 0 195 220 11 898 713 28 8.54
southwest 237 92 71 247 6 853 695 28 28.63
southwest 237.5 237.5 0 228 0 932 594 7 26.26
southwest 140 164 128 237 6 869 656 28 35.23
southwest 436 0 0 218 0 838.4 719.7 28 23.85
southwest 145.4 0 178.9 201.7 7.8 824 868.7 28 10.54
southwest 145 0 179 202 8 824 869 28 10.54
southwest 332.5 142.5 0 228 0 932 594 7 30.28
southwest 156 178 187 221 7 854 614 28 29.41
southwest 475 0 0 228 0 932 594 7 38.6
southwest 183.9 122.6 0 203.5 0 959.2 800 3 4.9
southwest 190 190 0 228 0 932 670 28 40.86
southwest 154.8 0 142.8 193.3 9.1 877.2 867.7 28 9.74
southwest 266 114 0 228 0 932 670 28 45.85
southwest 155 0 143 193 9 1047 697 28 12.46
southwest 141.3 212 0 203.5 0 971.8 748.5 3 4.83
southwest 122.6 183.9 0 203.5 0 958.2 800.1 7 10.35
southwest 304 76 0 228 0 932 670 28 47.81
southwest 237.5 237.5 0 228 0 932 594 28 30.08
southwest 296 0 107 221 11 819 778 28 31.42
southwest 296 0 106.7 221.4 10.5 819.2 778.4 28 31.42
southwest 236 0 0 194 0 968 885 3 6.47
southwest 148 0 182 181 15 839 884 28 15.52
southwest 135 105 193 196 6 965 643 28 21.91
southwest 148.1 0 182.1 181.4 15 838.9 884.3 28 15.53
southwest 153 102 0 192 0 888 943.1 7 8.37
southwest 427.5 47.5 0 228 0 932 594 28 37.43
southwest 141.3 212 0 203.5 0 971.8 748.5 7 10.39
southwest 297 0 0 186 0 1040 734 7 30.96
southwest 254 0 0 198 0 968 863 3 9.31
southwest 307 0 0 193 0 968 812 3 12.54
southwest 164 0 200 181 13 849 846 28 15.09
southwest 164.2 0 200.1 181.2 12.6 849.3 846 28 15.09
southwest 134.7 0 165.7 180.2 10 961 804.9 28 13.29
southwest 135 0 166 180 10 961 805 28 13.29
southwest 146.5 114.6 89.3 201.9 8.8 860 829.5 28 19.99
southwest 147 115 89 202 9 860 829 28 19.99
southwest 236 0 0 193 0 968 885 7 9.99
southwest 255 0 0 192 0 889.8 945 7 10.22
southwest 339 0 0 197 0 968 781 3 13.22
southwest 133 200 0 192 0 927.4 839.2 3 6.88
southwest 212 141.3 0 203.5 0 973.4 750 7 15.03
southwest 173 116 0 192 0 946.8 856.8 7 11.39
southwest 393 0 0 192 0 940 758 3 19.11
southwest 164.6 0 150.4 181.6 11.7 1023.3 728.9 28 18.03
southwest 385 0 0 186 0 966 763 1 6.27
southwest 160 188 146 203 11 829 710 28 32.84
southwest 144 15 195 176 6 1021 709 28 15.34
southwest 298.2 0 107 209.7 11.1 879.6 744.2 28 31.88
southwest 298 0 107 210 11 880 744 28 31.87
southwest 108.3 162.4 0 203.5 0 938.2 849 28 20.59
southwest 151 0 185 167 16 1074 678 28 13.46
southwest 157 214 152 200 9 819 704 28 33.05
southwest 202 11 141 206 1.7 942 801 3 9.85
southwest 385 0 0 186 0 966 763 3 14.7
southwest 250.2 166.8 0 203.5 0 977.6 694.1 7 19.35
southwest 148.5 139.4 108.6 192.7 6.1 892.4 780 28 23.7
southwest 136 196 98 199 6 847 783 28 26.97
southwest 151 0 184 167 12 991 772 28 15.57
southwest 122.6 183.9 0 203.5 0 958.2 800.1 28 24.29
southwest 200 133 0 192 0 965.4 806.2 7 17.17
southwest 143 169 143 191 8 967 643 28 29.72
southwest 143 169.4 142.7 190.7 8.4 967.4 643.5 28 29.73
southwest 144 0 175 158 18 943 844 28 15.42
southwest 318 0 126 210 6 861 737 28 40.06
southwest 202 11 141 206 1.7 942 801 7 15.07
southwest 255 0 0 192 0 889.8 945 28 18.75
southwest 154.8 183.4 0 193.3 9.1 1047.4 696.7 28 18.29
southwest 203.5 305.3 0 203.5 0 963.4 630 7 19.54
southwest 116 173 0 192 0 909.8 891.9 28 22.35
southwest 305 0 100 196 10 959 705 28 30.12
southwest 393 0 0 192 0 940.6 785.6 3 19.2
southwest 149 118 92 183 7 953 780 28 23.52
southwest 149 117.6 91.7 182.9 7.1 953.4 780.3 28 23.52
southwest 192 288 0 192 0 929.8 716.1 3 12.79
southwest 236 157 0 192 0 972.6 749.1 7 20.42
southwest 322 0 116 196 10 818 813 28 31.18
southwest 261 100 78 201 9 864 761 28 32.4
southwest 322.2 0 115.6 196 10.4 817.9 813.4 28 31.18
southwest 260.9 100.5 78.3 200.6 8.6 864.5 761.5 28 32.4
southwest 310 0 0 192 0 971 850.6 3 9.87
southwest 173 116 0 192 0 946.8 856.8 28 24.28
southwest 350 0 0 203 0 974 775 14 22.53
southwest 153 239 0 200 6 1002 684 28 26.86
southwest 284 15 141 179 5.5 842 801 28 43.73
southwest 295 0 0 185 0 1069 769 7 14.8
southwest 288 192 0 192 0 932 717.8 3 16.11
southwest 146 230 0 202 3 827 872 28 33.06
southwest 212 141.3 0 203.5 0 973.4 750 28 33
southwest 153 145 113 178 8 1002 689 28 25.56
southwest 143.8 136.3 106.2 178.1 7.5 941.5 774.3 28 26.15
southwest 385 0 0 186 0 966 763 14 27.92
southwest 153 145 113 178 8 867 824 28 26.23
southwest 190 190 0 228 0 932 670 90 42.33
southwest 331 0 0 192 0 978 825 3 13.52
southwest 159 149 116 175 15 953 720 28 27.68
southwest 153.1 145 113 178.5 8 867.2 824 28 26.23
southwest 289 0 0 192 0 913.2 895.3 28 25.57
southwest 133.1 210.2 0 195.7 3.1 949.4 795.3 28 28.94
southwest 310 0 0 192 0 970 850 7 14.99
southwest 252 97 76 194 8 835 821 28 33.4
southwest 133 210 0 196 3 949 795 28 31.03
southwest 339 0 0 197 0 968 781 28 32.04
southwest 238.1 0 94.1 186.7 7 949.9 847 3 19.93
southwest 302 0 0 203 0 974 817 28 21.75
southwest 393 0 0 192 0 940.6 785.6 7 27.74
southwest 277 0 0 191 0 968 856 28 25.97
southwest 192 288 0 192 0 929.8 716.1 7 21.48
southwest 132 206.5 160.9 178.9 5.5 866.9 735.6 28 33.31
southwest 198.6 132.4 0 192 0 978.4 825.5 7 14.64
southwest 262 111 86 195 5 895 733 28 33.72
southwest 304 76 0 228 0 932 670 90 49.19
southwest 238.1 0 0 185.7 0 1118.8 789.3 7 10.34
southwest 356 0 142 193 11 801 778 28 40.87
southwest 136.4 161.6 125.8 171.6 10.4 922.6 764.4 28 29.07
southwest 136 162 126 172 10 923 764 28 29.07
southwest 355.9 0 141.6 193.3 11 801.4 778.4 28 40.87
southwest 166.8 250.2 0 203.5 0 975.6 692.6 28 33.95
southwest 168 42.1 163.8 121.8 5.7 1058.7 780.1 3 7.75
southwest 238 0 0 186 0 1119 789 7 12.05
southwest 322 0 0 203 0 974 800 28 25.18
southwest 252.5 0 0 185.7 0 1111.6 784.3 7 11.48
southwest 252 0 0 185 0 1111 784 7 13.71
southwest 202 11 141 206 1.7 942 801 28 21.97
southwest 200 133 0 192 0 965.4 806.2 28 30.44
southwest 255 99 77 189 6 919 749 28 33.8
southwest 332.5 142.5 0 228 0 932 594 90 37.72
southwest 321 0 128 182 11 870 780 28 37.26
southwest 516 0 0 162 8.2 801 802 28 41.37
southwest 186.2 124.1 0 185.7 0 1083.4 764.3 7 8
southwest 333 0 0 192 0 931.2 842.6 28 31.97
southwest 310 0 0 192 0 1012 830 3 11.85
southwest 250 0 95.7 191.8 5.3 948.9 857.2 3 8.49
southwest 427.5 47.5 0 228 0 932 594 90 41.54
southwest 424 22 132 168 8.9 822 750 3 32.11
southwest 298.1 0 107 186.4 6.1 879 815.2 28 42.64
southwest 238.1 0 94.1 186.7 7 949.9 847 14 25.69
southwest 295.8 0 0 185.7 0 1091.4 769.3 7 14.84
southwest 297.8 137.2 106.9 201.3 6 878.4 655.3 28 53.52
southwest 233.8 0 94.6 197.9 4.6 947 852.2 14 22.14
southwest 281 0 0 186 0 1104 774 7 14.5
southwest 277 117 91 191 7 946 666 28 43.57
southwest 251.4 0 118.3 188.5 6.4 1028.4 757.7 3 13.12
southwest 296 0 0 186 0 1090 769 7 18.91
southwest 313 0 113 178 8 1002 689 28 36.8
southwest 313.3 0 113 178.5 8 1001.9 688.7 28 36.8
southwest 287 121 94 188 9 904 696 28 41.94
southwest 225 0 0 181 0 1113 833 7 11.17
southwest 229.7 0 118.2 195.2 6.1 1028.1 757.6 14 22.32
southwest 214.9 53.8 121.9 155.6 9.6 1014.3 780.6 3 18.02
southwest 159.1 186.7 0 175.6 11.3 989.6 788.9 28 32.77
southwest 168 42.1 163.8 121.8 5.7 1058.7 780.1 14 17.82
southwest 212.1 0 121.6 180.3 5.7 1057.6 779.3 3 12.47
southwest 220.8 147.2 0 185.7 0 1055 744.3 7 13.09
southwest 312.7 0 0 178.1 8 999.7 822.2 28 25.1
southwest 313 0 0 178 8 1000 822 28 25.1
southwest 424 22 132 168 8.9 822 750 7 40.29
southwest 149 236 0 176 13 847 893 28 32.96
southwest 339 0 0 185 0 1069 754 7 21.16
southwest 155.6 243.5 0 180.3 10.7 1022 697.7 28 37.36
southwest 238 0 0 185 0 1118 789 28 17.54
southwest 181.4 0 167 169.6 7.6 1055.6 777.8 3 13.62
southwest 376 0 0 214.6 0 1003.5 762.4 3 16.28
southwest 300 0 0 184 0 1075 795 7 15.58
southwest 310 0 0 192 0 970 850 28 27.92
southwest 182 45.2 122 170.2 8.2 1059.4 780.7 3 7.32
southwest 393 0 0 192 0 940.6 785.6 28 39.6
southwest 148 175 0 171 2 1000 828 28 26.92
southwest 203.5 135.7 0 185.7 0 1076.2 759.3 7 11.96
southwest 147.8 175.1 0 171.2 2.2 1000 828.5 28 26.92
southwest 167.4 129.9 128.6 175.5 7.8 1006.3 746.6 3 14.94
southwest 238.2 158.8 0 185.7 0 1040.6 734.3 7 15.69
southwest 310 143 111 168 22 914 651 28 33.69
southwest 238.1 0 94.1 186.7 7 949.9 847 28 30.23
southwest 374 0 0 190 7 1013 730 28 39.05
southwest 251.4 0 118.3 192.9 5.8 1043.6 754.3 3 11.98
southwest 173.8 93.4 159.9 172.3 9.7 1007.2 746.6 3 15.82
southwest 276.4 116 90.3 179.6 8.9 870.1 768.3 28 44.28
southwest 150 236.8 0 173.8 11.9 1069.3 674.8 28 37.43
southwest 150 237 0 174 12 1069 675 28 37.43
southwest 424 22 132 178 8.5 822 750 7 39
southwest 298.1 0 107.5 163.6 12.8 953.2 784 28 35.87
southwest 190.3 0 125.2 166.6 9.9 1079 798.9 3 12.55
southwest 255.5 170.3 0 185.7 0 1026.6 724.3 7 17.24
southwest 229.7 0 118.2 195.2 6.1 1028.1 757.6 28 24.54
southwest 231.8 0 121.6 174 6.7 1056.4 778.5 3 15.44
southwest 178 129.8 118.6 179.9 3.6 1007.3 746.8 3 20.73
southwest 194.7 0 100.5 170.2 7.5 998 901.8 3 12.18
southwest 350 0 0 203 0 974 775 56 29.98
southwest 288 192 0 192 0 932 717.8 28 38.8
southwest 222.4 0 96.7 189.3 4.5 967.1 870.3 14 24.45
southwest 230 0 118.3 195.5 4.6 1029.4 758.6 28 24.48
southwest 397 0 0 185.7 0 1040.6 734.3 7 25.45
southwest 375 0 0 186 0 1038 758 7 26.06
southwest 200 0 0 180 0 1125 845 28 12.25
southwest 190.3 0 125.2 161.9 9.9 1088.1 802.6 3 9.45
southwest 183.9 122.6 0 203.5 0 959.2 800 90 32.53
southwest 314 145 113 179 8 869 690 28 46.23
southwest 168 42.1 163.8 121.8 5.7 1058.7 780.1 28 24.24
southwest 213.5 0 174.2 159.2 11.7 1043.6 771.9 3 15.61
southwest 234 156 0 189 5.9 981 760 28 39.3
southwest 400 0 0 187 0 1025 745 7 30.14
southwest 159.8 250 0 168.4 12.2 1049.3 688.2 28 39.46
southwest 295.8 0 0 185.7 0 1091.4 769.3 28 25.22
southwest 281 0 0 186 0 1104 774 28 22.44
southwest 165 0 143.6 163.8 0 1005.6 900.9 3 14.4
southwest 260 101 78 171 10 936 763 28 49.77
southwest 336 0 0 182 3 986 817 28 44.86
southwest 336.5 0 0 181.9 3.4 985.8 816.8 28 44.87
southwest 190.7 0 125.4 162.1 7.8 1090 804 3 15.04
southwest 290.2 193.5 0 185.7 0 998.2 704.3 7 21.86
southwest 280 129 100 172 9 825 805 28 52.82
southwest 330.5 169.6 0 194.9 8.1 811 802.3 28 56.62
southwest 213.5 0 174.2 154.6 11.7 1052.3 775.5 3 17.37
southwest 116 173 0 192 0 909.8 891.9 90 31.02
southwest 313 145 0 178 8 1002 689 28 41.05
southwest 250 0 95.7 191.8 5.3 948.9 857.2 28 27.22
southwest 313.3 145 0 178.5 8 1001.9 688.7 28 41.05
southwest 313.3 145 0 178.5 8 867.2 824 28 40.93
southwest 322 149 0 186 8 951 709 28 52.42
southwest 275 0 0 183 0 1088 808 28 24.5
southwest 158.8 238.2 0 185.7 0 1040.6 734.3 28 21.07
southwest 141.3 212 0 203.5 0 971.8 748.5 90 39.66
southwest 313 145 0 178 8 867 824 28 44.39
southwest 251.4 0 118.3 188.5 5.8 1028.4 757.7 28 29.65
southwest 213.8 98.1 24.5 181.7 6.7 1066 785.5 14 17.84
southwest 165 128.5 132.1 175.1 8.1 1005.8 746.6 14 33.09
southwest 339.2 0 0 185.7 0 1069.2 754.3 28 31.9
southwest 212.5 0 100.4 159.3 8.7 1007.8 903.6 3 13.54
southwest 321 164 0 190 5 870 774 28 57.21
southwest 212.1 0 121.6 180.3 5.7 1057.6 779.3 28 24.9
southwest 212 141.3 0 203.5 0 973.4 750 90 39.7
southwest 339 0 0 197 0 968 781 90 35.17
southwest 491 26 123 201 3.9 822 699 7 37.92
southwest 203.5 135.7 0 185.7 0 1076.2 759.3 28 22.63
southwest 284 120 0 168 7 970 794 28 40.93
southwest 295.7 0 95.6 171.5 8.9 955.1 859.2 3 22.95
southwest 238.2 158.8 0 185.7 0 1040.6 734.3 28 26.91
southwest 284 119.7 0 168.3 7.2 970.4 794.2 28 40.93
southwest 252.3 0 98.8 146.3 14.2 987.8 889 3 21.78
southwest 277 0 0 191 0 968 856 90 31.25
southwest 325 0 0 184 0 1063 783 28 30.57
southwest 233.8 0 94.6 197.9 4.6 947 852.2 56 27.66
southwest 250 0 95.7 187.4 5.5 956.9 861.2 28 29.22
southwest 190.3 0 125.2 161.9 9.9 1088.1 802.6 14 22.72
southwest 181.4 0 167 169.6 7.6 1055.6 777.8 28 27.77
southwest 228 342.1 0 185.7 0 955.8 674.3 7 21.92
southwest 133 200 0 192 0 927.4 839.2 90 36.59
southwest 238.1 0 94.1 186.7 7 949.9 847 56 39.59
southwest 397 0 0 185.7 0 1040.6 734.3 28 33.08
southwest 349 0 0 192 0 1047 806 7 18.13
southwest 333 17.5 163 167 17.9 996 652 28 47.28
southwest 393 0 0 192 0 940 758 90 48.79
southwest 229.7 0 118.2 195.2 6.1 1028.1 757.6 56 31.35
southwest 166.8 250.2 0 203.5 0 975.6 692.6 90 43.57
southwest 255.5 170.3 0 185.7 0 1026.6 724.3 28 32.05
southwest 277.1 0 97.4 160.6 11.8 973.9 875.6 3 23.14
southwest 239.6 359.4 0 185.7 0 941.6 664.3 7 25.42
southwest 181.9 272.8 0 185.7 0 1012.4 714.3 28 27.94
southwest 375 0 0 186 0 1038 758 28 38.21
southwest 350 0 0 203 0 974 775 90 31.35
southwest 275.1 0 121.4 159.5 9.9 1053.6 777.5 3 23.8
southwest 230 0 118.3 195.5 4.6 1029.4 758.6 56 31.54
southwest 366 187 0 191 7 824 757 28 65.91
southwest 297.2 0 117.5 174.8 9.5 1022.8 753.5 14 36.99
southwest 218.9 0 124.1 158.5 11.3 1078.7 794.9 14 26.05
southwest 272.8 181.9 0 185.7 0 1012.4 714.3 28 31.38
southwest 424 22 132 178 8.5 822 750 28 62.05
southwest 251.4 0 118.3 192.9 5.8 1043.6 754.3 28 33.27
southwest 167 75.4 167 164 7.9 1007.3 770.1 28 41.41
southwest 331 0 0 192 0 1025 821 28 31.74
southwest 213.7 0 174.7 154.8 10.2 1053.5 776.4 14 33.73
southwest 167.4 129.9 128.6 175.5 7.8 1006.3 746.6 28 41.2
southwest 165 0 143.6 163.8 0 1005.6 900.9 28 26.2
southwest 212 0 124.8 159 7.8 1085.4 799.5 14 31.35
southwest 173.5 50.1 173.5 164.8 6.5 1006.2 793.5 28 38.2
southwest 190.3 0 125.2 161.9 9.9 1088.1 802.6 28 28.47
southwest 295.7 0 95.6 171.5 8.9 955.1 859.2 14 35.23
southwest 165 128.5 132.1 175.1 8.1 1005.8 746.6 28 46.39
southwest 222.4 0 96.7 189.3 4.5 967.1 870.3 56 29.45
southwest 326 166 0 174 9 882 790 28 61.23
southwest 249.1 0 98.8 158.1 12.8 987.8 889 14 28.68
southwest 337.9 189 0 174.9 9.5 944.7 755.8 3 24.1
southwest 304 76 0 228 0 932 670 100 50.95
southwest 246.8 0 125.1 143.3 12 1086.8 800.9 3 23.52
southwest 397 17.2 158 167 20.8 967 633 28 55.65
southwest 172.4 13.6 172.4 156.8 4.1 1006.3 856.4 28 33.69
southwest 250 0 95.7 191.8 5.3 948.9 857.2 56 39.64
southwest 210.7 316.1 0 185.7 0 977 689.3 28 37.81
southwest 500 0 0 151 9 1033 655 28 69.84
southwest 446 24 79 162 11.6 967 712 7 39.3
southwest 376 0 0 214.6 0 1003.5 762.4 56 36.3
southwest 380 95 0 228 0 932 594 100 40.76
southwest 275.1 0 121.4 159.5 9.9 1053.6 777.5 14 38.77
southwest 213.7 98.1 24.5 181.7 6.9 1065.8 785.4 28 45.71
southwest 393 0 0 192 0 940.6 785.6 90 48.85
southwest 427.5 47.5 0 228 0 932 594 100 41.84
southwest 213.7 0 174.7 154.8 10.2 1053.5 776.4 28 40.15
southwest 500 0 0 200 0 1125 613 1 12.64
southwest 491 26 123 201 3.9 822 699 28 57.92
southwest 212.5 0 100.4 159.3 8.7 1007.8 903.6 28 31.64
southwest 331 0 0 192 0 978 825 90 37.23
southwest 359 19 141 154 10.9 942 801 3 23.64
southwest 385 0 136 158 20 903 768 28 55.55
southwest 228 342.1 0 185.7 0 955.8 674.3 28 39.7
southwest 337.9 189 0 174.9 9.5 944.7 755.8 7 35.1
southwest 249.1 0 98.8 158.1 12.8 987.8 889 28 30.85
southwest 349 0 0 192 0 1047 806 28 32.72
southwest 212.6 0 100.4 159.4 10.4 1003.8 903.8 28 37.4
southwest 296 0 0 192 0 1085 765 90 29.39
southwest 323.7 282.8 0 183.8 10.3 942.7 659.9 7 49.8
southwest 491 26 123 210 3.9 882 699 3 25.61
southwest 233.8 0 94.6 197.9 4.6 947 852.2 100 34.56
southwest 480 0 0 192 0 936.2 712.2 90 54.32
southwest 362.6 189 0 164.9 11.6 944.7 755.8 3 35.3
southwest 252.3 0 98.8 146.3 14.2 987.8 889 28 50.6
southwest 500 0 0 200 0 1125 613 3 26.06
southwest 349 0 0 192 0 1056 809 28 33.61
southwest 173.8 93.4 159.9 172.3 9.7 1007.2 746.6 56 48.99
southwest 167.4 129.9 128.6 175.5 7.8 1006.3 746.6 56 51.72
southwest 246.8 0 125.1 143.3 12 1086.8 800.9 14 42.22
southwest 190.3 0 125.2 161.9 9.9 1088.1 802.6 56 38.56
southwest 480 0 0 192 0 936 721 90 54.28
southwest 318.8 212.5 0 155.7 14.3 852.1 880.4 7 33.4
southwest 388.6 97.1 0 157.9 12.1 852.1 925.7 7 34.9
southwest 277.2 97.8 24.5 160.7 11.2 1061.7 782.5 14 47.71
southwest 251.8 0 99.9 146.1 12.4 1006 899.8 28 33.94
southwest 500 0 0 200 0 1125 613 7 33.21
southwest 286.3 200.9 0 144.7 11.2 1004.6 803.7 3 24.4
southwest 374 189.2 0 170.1 10.1 926.1 756.7 7 46.2
southwest 475 118.8 0 181.1 8.9 852.1 781.5 7 55.6
southwest 446 24 79 162 11.6 967 712 28 51.02
southwest 213.7 0 174.7 154.8 10.2 1053.5 776.4 56 46.64
southwest 446 24 79 162 11.6 967 712 28 57.03
southwest 312.7 144.7 0 127.3 8 999.7 822.2 28 44.52
southwest 313 145 0 127 8 1000 822 28 44.52
southwest 337.9 189 0 174.9 9.5 944.7 755.8 28 49.9
southwest 295.7 0 95.6 171.5 8.9 955.1 859.2 56 48.72
southwest 212.6 0 100.4 159.4 10.4 1003.8 903.8 56 44.4
southwest 290.4 0 96.2 168.1 9.4 961.2 865 56 45.08
southwest 469 117.2 0 137.8 32.2 852.1 840.5 3 40.2
southwest 251.4 0 118.3 188.5 6.4 1028.4 757.7 100 44.21
southwest 246.8 0 125.1 143.3 12 1086.8 800.9 28 52.5
southwest 375 93.8 0 126.6 23.4 852.1 992.6 3 29
southwest 212.1 0 121.6 180.3 5.7 1057.6 779.3 100 39.61
southwest 286.3 200.9 0 144.7 11.2 1004.6 803.7 7 38
southwest 250 0 95.7 187.4 5.5 956.9 861.2 100 42.35
southwest 252.3 0 98.8 146.3 14.2 987.8 889 56 55.83
southwest 387 20 94 157 11.6 938 845 7 41.67
southwest 525 0 0 189 0 1125 613 7 42.42
southwest 310 0 0 192 0 1012 830 100 38.7
southwest 251.4 0 118.3 192.9 5.8 1043.6 754.3 100 40.15
southwest 277.2 97.8 24.5 160.7 11.2 1061.7 782.5 28 63.14
southwest 387 20 94 157 13.9 938 845 7 45.9
southwest 322 0 0 203 0 974 800 100 29.59
southwest 540 0 0 173 0 1125 613 7 52.61
southwest 500.1 0 0 200 3 1124.4 613.2 28 44.13
southwest 173.8 93.4 159.9 172.3 9.7 1007.2 746.6 100 50.94
southwest 178 129.8 118.6 179.9 3.6 1007.3 746.8 100 49.99
southwest 525 0 0 189 0 1125 613 14 48.4
southwest 374 189.2 0 170.1 10.1 926.1 756.7 28 61.09
southwest 401.8 94.7 0 147.4 11.4 946.8 852.1 7 54.1
southwest 167 75.4 167 164 7.9 1007.3 770.1 100 56.81
southwest 375 93.8 0 126.6 23.4 852.1 992.6 7 45.7
southwest 165 128.5 132.1 175.1 8.1 1005.8 746.6 100 55.02
southwest 194.7 0 100.5 165.6 7.5 1006.4 905.9 100 37.34
southwest 446 24 79 162 11.6 967 712 56 61.07
southwest 190.7 0 125.4 162.1 7.8 1090 804 100 40.57
southwest 540 0 0 173 0 1125 613 14 59.76
southwest 362.6 189 0 164.9 11.6 944.7 755.8 28 71.3
southwest 213.7 98.1 24.5 181.7 6.9 1065.8 785.4 100 53.9
southwest 190 190 0 228 0 932 670 100 50.66
southwest 425 106.3 0 151.4 18.6 936 803.7 28 61.8
southwest 266 114 0 228 0 932 670 100 51.73
southwest 218.9 0 124.1 158.5 11.3 1078.7 794.9 100 46.23
southwest 380 0 0 228 0 932 670 100 53.3
southwest 213.7 0 174.7 154.8 10.2 1053.5 776.4 100 50.08
southwest 218.2 54.6 123.8 140.8 11.9 1075.7 792.7 56 61.99
southwest 349 0 0 192 0 1056 809 90 40.66
southwest 237.5 237.5 0 228 0 932 594 100 38.41
southwest 295.7 0 95.6 171.5 8.9 955.1 859.2 100 52.04
southwest 212.6 0 100.4 159.4 10.4 1003.8 903.8 100 47.74
southwest 290.4 0 96.2 168.1 9.4 961.2 865 100 48.97
southwest 323.7 282.8 0 183.8 10.3 942.7 659.9 56 80.2
southwest 213.5 0 174.2 154.6 11.7 1052.3 775.5 100 59.3
southwest 475 0 0 228 0 932 594 100 42.13
southwest 374 189.2 0 170.1 10.1 926.1 756.7 56 63.4
southwest 540 0 0 173 0 1125 613 28 67.31
southwest 375 93.8 0 126.6 23.4 852.1 992.6 28 56.7
southwest 198.6 132.4 0 192 0 978.4 825.5 100 41.72
southwest 359 19 141 154 10.9 942 801 56 66.78
southwest 500 0 0 140 4 966 853 28 67.57
southwest 362.6 189 0 164.9 11.6 944.7 755.8 56 77.3
southwest 349 0 0 192 0 1056 809 100 40.86
southwest 387 20 94 157 14.3 938 845 56 56.34
southwest 469 117.2 0 137.8 32.2 852.1 840.5 56 69.3
southwest 313.3 262.2 0 175.5 8.6 1046.9 611.8 91 66.6
southwest 375 93.8 0 126.6 23.4 852.1 992.6 56 60.2
southwest 286.3 200.9 0 144.7 11.2 1004.6 803.7 56 72.99
southwest 246.8 0 125.1 143.3 12 1086.8 800.9 100 66.42
southwest 374 189.2 0 170.1 10.1 926.1 756.7 91 64.9
southwest 388.6 97.1 0 157.9 12.1 852.1 925.7 91 57.6
southwest 277.2 97.8 24.5 160.7 11.2 1061.7 782.5 100 66.95
southwest 389.9 189 0 145.9 22 944.7 755.8 56 79.4
southwest 425 106.3 0 151.4 18.6 936 803.7 91 66.7
southwest 540 0 0 173 0 1125 613 90 69.66
southwest 375 93.8 0 126.6 23.4 852.1 992.6 91 62.5
southwest 286.3 200.9 0 144.7 11.2 1004.6 803.7 91 76.8
southwest 401.8 94.7 0 147.4 11.4 946.8 852.1 91 75.5
southwest 389.9 189 0 145.9 22 944.7 755.8 91 82.6
southwest 190 190 0 228 0 932 670 100 53.69
southwest 342 38 0 228 0 932 670 100 56.14
southwest 237.5 237.5 0 228 0 932 594 100 39
southwest 332.5 142.5 0 228 0 932 594 100 41.05
southwest 475 0 0 228 0 932 594 100 41.93
southwest 380 95 0 228 0 932 594 100 43.7
southwest 427.5 47.5 0 228 0 932 594 100 43.7
southwest 485 0 0 146 0 1120 800 28 71.99
southwest 236 0 0 193 0 968 885 100 25.08
southwest 307 0 0 193 0 968 812 100 36.15
southwest 339 0 0 197 0 968 781 100 38.89
southwest 540 0 0 173 0 1125 613 100 71.62
southwest 198.6 132.4 0 192 0 978.4 825.5 100 44.3
southwest 525 0 0 189 0 1125 613 100 67.11
southwest 349 0 0 192 0 1047 806 100 42.13

This is a sample of 1005 possible mixtures of concrete, and the strength of the mixture when tested after it was used in different regions. The next worksheet will describe in detail each additive from concrete through air entrapment admixtures. We recommend you make a back up copy of the original data before doing any analysis. Easiest way to do that, is to right click on the Worksheet name "Concrete Data", choose Move or Copy, and click the checkbox labeled "Create a copy".

About the Data

region
cement
slag
ash
water
superplastic
coarseagg
fineagg
air ent admix
strength

Concrete is a crucial material in civil engineering. The concrete strength is a function of the ingredients. These ingredients include cement, blast furnace slag, fly ash, water, superplasticizer, coarse aggregate, and fine aggregate. All measurements are given in kilograms per cubic meter (kg / m3) The most expensive ingredient in concrete is the cement, so minimizing concrete costs, means minimizing the amount of cement.

The use of slag in concrete has several benefits, including reduced energy, reduced greenhouse gas emissions, and reduced use of raw materials. It works synergistically with portland cement to increase strength, reduce permeability, improve resistance to chemical attack and inhibit rebar corrosion. Ash use in concrete improves the workability of concrete, and the strength and durability of hardened concrete. Fly ash use is also cost effective. When fly ash is added to concrete, the amount of portland cement may be reduced. Fly ash when used appropriately can; reduce costs, cement contents and associated embodied CO2 emissions, placing less demand on the use of natural resources when used in concrete. Superplasticizers are powerful water reducers that enable an increase in the ultimate stress of concrete by decreasing the w/c ratio, a decrease in the cement content while maintaining the same range of strength or workability, an increase in concrete compacity, and other effects.

Aggregate materials help to make concrete mixes more compact. They also decrease the consumption of cement and water. Aggregates make up 60-80% of the volume of concrete and 70-85% of the mass of concrete. Aggregate is also very important for strength, thermal and elastic properties of concrete, dimensional stability and volume stability. ... Including aggregate in the mix can control the shrinkage level and prevent cracking. Air entrapment admixtures are typically made of Natural wood resins, alkali salts, animal and vegetable fats and oils, althought there are many synthetic options as well. These entrain a large number of uniform, stable and closed tiny bubbles in the process of mixing concrete to reduce the segregation of concrete mixture, improve the workability, and also enhance anti-freeze ability and durability

Analysis1_DescriptiveStats

region cement slag ash water superplastic coarseagg fineagg air ent admix strength
midwest 315 137 0 145 5.9 1130 745 28 81.75
midwest 362.6 189 0 164.9 11.6 944.7 755.8 91 79.3
midwest 522 0 0 146 0 896 896 28 74.99
midwest 424 22 132 168 8.9 822 750 56 74.36
midwest 475 118.8 0 181.1 8.9 852.1 781.5 91 74.19
midwest 439 177 0 186 11.1 884.9 707.9 91 73.3
midwest 439 177 0 186 11.1 884.9 707.9 56 71.7
midwest 475 118.8 0 181.1 8.9 852.1 781.5 28 68.3 cement slag ash water superplastic coarseagg fineagg air_ent_admix
midwest 318.8 212.5 0 155.7 14.3 852.1 880.4 91 68.1 Mean
midwest 337.9 189 0 174.9 9.5 944.7 755.8 91 67.8 Std Dev
midwest 277.2 97.8 24.5 160.7 11.2 1061.7 782.5 56 66.82 Skewness
midwest 424 22 132 178 8.5 822 750 56 65.7 Median
midwest 425 106.3 0 151.4 18.6 936 803.7 56 64.9 Min
midwest 425 106.3 0 153.5 16.5 852.1 887.1 56 64.3 Max
midwest 525 0 0 189 0 1125 613 100 61.92 CV
midwest 325.6 166.4 0 174 8.9 881.6 790 28 61.24
midwest 425 106.3 0 153.5 16.5 852.1 887.1 28 60.29
midwest 313.3 262.2 0 175.5 8.6 1046.9 611.8 28 59.8
midwest 356 119 0 160 9 1061 657 28 59
midwest 531.3 0 0 141.8 28.2 852.1 893.7 56 58.8
midwest 525 0 0 189 0 1125 613 90 58.78
midwest 214.9 53.8 121.9 155.6 9.6 1014.3 780.6 100 56.63
midwest 331 170 0 195 8 811 802 28 56.61
midwest 379.5 151.2 0 153.9 15.9 1134.3 605 91 56.5
midwest 525 0 0 189 0 1125 613 28 55.94
midwest 277.1 0 97.4 160.6 11.8 973.9 875.6 100 55.64
midwest 491 26 123 210 3.9 882 699 28 55.55
midwest 218.2 54.6 123.8 140.8 11.9 1075.7 792.7 28 55.51
midwest 304 76 0 228 0 932 670 100 55.26
midwest 446 24 79 162 11.6 967 712 56 55.25
midwest 500 0 0 200 0 1125 613 100 55.16
midwest 446 24 79 162 10.3 967 712 56 54.77
midwest 305.3 203.5 0 203.5 0 965.4 631 90 54.6
midwest 304 76 0 228 0 932 670 100 54.38
midwest 285 190 0 163 7.6 1031 685 28 53.58
midwest 298 137 107 201 6 878 655 28 53.52
midwest 446 24 79 162 10.3 967 712 28 53.39
midwest 266 114 0 228 0 932 670 100 52.91
midwest 380 0 0 228 0 932 670 100 52.52
midwest 322.5 148.6 0 185.8 8.5 951 709.5 28 52.43
midwest 297.2 0 117.5 174.8 9.5 1022.8 753.5 56 51.96
midwest 249.1 0 98.8 158.1 12.8 987.8 889 100 51.06
midwest 500 0 0 200 0 1125 613 100 51.04
midwest 213.7 98.1 24.5 181.7 6.9 1065.8 785.4 56 50.77
midwest 192 288 0 192 0 929.8 716.1 90 50.73
midwest 288 192 0 192 0 932 717.8 90 50.53
midwest 342 38 0 228 0 932 670 90 50.46
midwest 387 20 94 157 14.3 938 845 28 50.24
midwest 213.8 98.1 24.5 181.7 6.7 1066 785.5 100 49.97
midwest 200 200 0 190 0 1145 660 28 49.25
midwest 266 114 0 228 0 932 670 100 48.7
midwest 277.1 0 97.4 160.6 11.8 973.9 875.6 28 48.28
midwest 387 20 94 157 13.9 938 845 56 47.97
midwest 212 0 124.8 159 7.8 1085.4 799.5 100 47.82
midwest 236 157 0 192 0 972.6 749.1 90 47.78
midwest 297.2 0 117.5 174.8 9.5 1022.8 753.5 28 47.4
midwest 379.5 151.2 0 153.9 15.9 1134.3 605 7 47.1
midwest 266 114 0 228 0 932 670 90 47.03
midwest 190 190 0 228 0 932 670 100 46.93
midwest 425 106.3 0 151.4 18.6 936 803.7 7 46.8
midwest 387 20 94 157 11.6 938 845 28 46.68
midwest 387 20 94 157 13.9 938 845 28 46.68
midwest 289 133.7 0 194.9 5.5 924.1 760.1 28 46.25
midwest 314 145.3 113.2 178.9 8 869.1 690.2 28 46.23
midwest 181.4 0 167 169.6 7.6 1055.6 777.8 100 45.37
midwest 251.8 0 99.9 146.1 12.4 1006 899.8 100 45.37
midwest 310 142.8 0 167.9 10 914.3 804 28 45.3
midwest 212 0 124.8 159 7.8 1085.4 799.5 56 45.08
midwest 213.5 0 174.2 159.2 11.7 1043.6 771.9 28 44.64
midwest 141.9 166.6 129.7 173.5 10.9 882.6 785.3 28 44.61
midwest 284 15 141 179 5.5 842 801 56 44.52
midwest 446 24 79 162 11.6 967 712 28 44.42
midwest 194.7 0 100.5 170.2 7.5 998 901.8 100 44.28
midwest 139.6 209.4 0 192 0 1047 806.9 100 44.21
midwest 355 19 97 145 13.1 967 871 28 44.03
midwest 480 0 0 192 0 936.2 712.2 28 43.94
midwest 305.3 203.5 0 203.5 0 965.4 631 28 43.38
midwest 212.5 0 100.4 159.3 8.7 1007.8 903.6 100 42.92
midwest 231.8 0 121.6 174 6.7 1056.4 778.5 56 42.7
midwest 298 0 107 186 6 879 815 28 42.64
midwest 475 0 0 228 0 932 594 100 42.62
midwest 212.5 0 100.4 159.3 8.7 1007.8 903.6 56 42.55
midwest 475 0 0 228 0 932 594 90 42.23
midwest 288 121 0 177 7 908 829 28 42.13
midwest 249.1 0 98.8 158.1 12.8 987.8 889 56 42.03
midwest 203.5 305.3 0 203.5 0 963.4 630 28 41.68
midwest 540 0 0 173 0 1125 613 3 41.64
midwest 265 111 86 195 6 833 790 28 41.54
midwest 516 0 0 162 8.3 801 802 28 41.37
midwest 531.3 0 0 141.8 28.2 852.1 893.7 3 41.3
midwest 331 0 0 192 0 978 825 100 41.24
midwest 380 95 0 228 0 932 594 100 41.15
midwest 222.4 0 96.7 189.3 4.5 967.1 870.3 100 40.71
midwest 326 0 138 199 11 801 792 28 40.68
midwest 389.9 189 0 145.9 22 944.7 755.8 3 40.6
midwest 380 95 0 228 0 932 594 90 40.56
midwest 295.7 0 95.6 171.5 8.9 955.1 859.2 28 39.94
midwest 393 0 0 192 0 940 758 28 39.58
midwest 266 112 87 178 10 910 745 28 39.42
midwest 160 128 122 182 6.4 824 879 28 39.4
midwest 450.1 50 0 200 3 1124.4 613.2 28 39.38
midwest 439 177 0 186 11.1 884.9 707.9 3 39.3
midwest 251.4 0 118.3 192.9 5.8 1043.6 754.3 56 39.27
midwest 326.5 0 137.9 199 10.8 801.1 792.5 28 38.63
midwest 313.8 0 112.6 169.9 10.1 925.3 782.9 28 38.46
midwest 250 0 95.7 187.4 5.5 956.9 861.2 56 38.33
midwest 310 0 0 192 0 970 850 100 38.11
midwest 198.6 132.4 0 192 0 978.4 825.5 90 38.07
midwest 166 259.7 0 183.2 12.7 858.8 826.8 28 37.92
midwest 382 0 0 185 0 1047 739 28 37.42
midwest 156 243 0 180 11 1022 698 28 37.36
midwest 194.7 0 100.5 170.2 7.5 998 901.8 28 37.27
midwest 218.9 0 124.1 158.5 11.3 1078.7 794.9 56 37.27
midwest 272.8 105.1 81.8 209.7 9 904 679.7 28 37.17
midwest 273 105 82 210 9 904 680 28 37.17
midwest 251.4 0 118.3 188.5 5.8 1028.4 757.7 56 36.97
midwest 250.2 166.8 0 203.5 0 977.6 694.1 28 36.96
midwest 165 0 143.6 163.8 0 1005.6 900.9 56 36.56
midwest 380 95 0 228 0 932 594 28 36.45
midwest 140 133 103 200 7 916 753 28 36.44
midwest 139.9 132.6 103.3 200.3 7.4 916 753.4 28 36.44
midwest 151.8 178.1 138.7 167.5 18.3 944 694.6 28 36.35
midwest 152 178 139 168 18 944 695 28 36.35
midwest 446 24 79 162 11.6 967 712 3 35.36
midwest 230 0 118.3 195.5 4.6 1029.4 758.6 100 35.34
midwest 387 20 94 157 11.6 938 845 3 34.77
midwest 290.4 0 96.2 168.1 9.4 961.2 865 28 34.74
midwest 310 0 0 192 0 970 850 90 34.68
midwest 480 0 0 192 0 936.2 712.2 7 34.57
midwest 178 129.8 118.6 179.9 3.6 1007.3 746.8 14 34.24
midwest 212.1 0 121.6 180.3 5.7 1057.6 779.3 56 34.2
midwest 255.3 98.8 77 188.6 6.5 919 749.3 28 33.8
midwest 525 0 0 189 0 1125 613 3 33.8
midwest 277 0 0 191 0 968 856 100 33.7
midwest 157 236 0 192 0 935.4 781.2 28 33.66
midwest 491 26 123 210 3.9 882 699 7 33.49
midwest 304 140 0 214 6 895 722 28 33.42
midwest 252.1 97.1 75.6 193.8 8.3 835.5 821.4 28 33.4
midwest 425 106.3 0 153.5 16.5 852.1 887.1 3 33.4
midwest 251.8 0 99.9 146.1 12.4 1006 899.8 14 33.36
midwest 132 207 161 179 5 867 736 28 33.3
midwest 237.5 237.5 0 228 0 932 594 90 33.12
midwest 173.5 50.1 173.5 164.8 6.5 1006.2 793.5 14 33.01
midwest 236 157 0 192 0 972.6 749.1 28 32.88
midwest 380 95 0 228 0 932 594 7 32.82
midwest 145.9 230.5 0 202.5 3.4 827 871.8 28 32.72
midwest 272.6 0 89.6 198.7 10.6 931.3 762.2 28 32.25
midwest 273 0 90 199 11 931 762 28 32.24
midwest 173 116 0 192 0 946.8 856.8 90 32.1
midwest 424 22 132 178 8.5 882 750 3 32.01
midwest 339 0 0 185 0 1069 754 28 31.84
midwest 167.4 129.9 128.6 175.5 7.8 1006.3 746.6 14 31.81
midwest 190.3 0 125.2 166.6 9.9 1079 798.9 56 31.72
midwest 331 0 0 192 0 978 825 28 31.45
midwest 385 0 0 186 0 966 763 28 31.35
midwest 182 45.2 122 170.2 8.2 1059.4 780.7 28 31.27
midwest 141.3 212 0 203.5 0 971.8 748.5 28 29.89
midwest 143.7 170.2 132.6 191.6 8.5 814.1 805.3 28 29.87
midwest 172.4 13.6 172.4 156.8 4.1 1006.3 856.4 14 29.75
midwest 173.8 93.4 159.9 172.3 9.7 1007.2 746.6 14 29.55
midwest 108.3 162.4 0 203.5 0 938.2 849 90 29.23
midwest 145 116 119 184 5.7 833 880 28 29.16
midwest 236.9 91.7 71.5 246.9 6 852.9 695.4 28 28.63
midwest 166.1 0 163.3 176.5 4.5 1058.6 780.1 56 28.63
midwest 379.5 151.2 0 153.9 15.9 1134.3 605 3 28.6
midwest 323.7 282.8 0 183.8 10.3 942.7 659.9 3 28.3
midwest 388.6 97.1 0 157.9 12.1 852.1 925.7 3 28.1
midwest 254 0 0 198 0 968 863 100 27.63
midwest 307 0 0 193 0 968 812 28 27.53
midwest 164 163 128 197 8 961 641 28 27.23
midwest 254 0 0 198 0 968 863 90 26.94
midwest 300 0 0 184 0 1075 795 28 26.85
midwest 190.7 0 125.4 162.1 7.8 1090 804 28 26.4
midwest 212.5 0 100.4 159.3 8.7 1007.8 903.6 14 26.31
midwest 305.3 203.5 0 203.5 0 965.4 631 7 25.89
midwest 220.8 147.2 0 185.7 0 1055 744.3 28 25.75
midwest 170.3 155.5 0 185.7 0 1026.6 724.3 28 25.73
midwest 153.1 145 113 178.5 8 1001.9 688.7 28 25.56
midwest 387 20 94 157 13.9 938 845 3 25.51
midwest 102 153 0 192 0 887 942 90 25.46
midwest 296 0 0 186 0 1090 769 28 25.18
midwest 359 19 141 154 10.9 942 801 3 25.12
midwest 194.7 0 100.5 165.6 7.5 1006.4 905.9 14 24.99
midwest 250 0 95.7 187.4 5.5 956.9 861.2 14 24.92
midwest 250 0 95.7 191.8 5.3 948.9 857.2 14 24.66
midwest 149 153 194 192 8 935 623 28 24.58
midwest 251.4 0 118.3 188.5 6.4 1028.4 757.7 14 24.43
midwest 154 174 185 228 7 845 612 28 24.34
midwest 194.7 0 100.5 170.2 7.5 998 901.8 14 24.28
midwest 284 15 141 179 5.5 842 801 7 24.13
midwest 183.9 122.6 0 203.5 0 959.2 800 28 24.05
midwest 382 0 0 185 0 1047 739 7 24
midwest 167 187 195 185 7 898 636 28 23.89
midwest 299.8 0 119.8 211.5 9.9 878.2 727.6 28 23.84
midwest 154.8 183.4 0 193.3 9.1 877.2 867.7 28 23.79
midwest 145.7 172.6 0 181.9 3.4 985.8 816.8 28 23.74
midwest 149 139 109 193 6 892 780 28 23.69
midwest 168.9 42.2 124.3 158.3 10.8 1080.8 796.2 14 23.51
midwest 333 0 0 192 0 931.2 842.6 7 23.4
midwest 446 24 79 162 11.6 967 712 3 23.35
midwest 184 86 190 213 6 923 623 28 22.93
midwest 362.6 189 0 164.9 11.6 944.7 755.8 7 22.9
midwest 233.8 0 94.6 197.9 4.6 947 852.2 28 22.84
midwest 290.4 0 96.2 168.1 9.4 961.2 865 3 22.5
midwest 281 0 0 185 0 1104 774 28 22.44
midwest 236 0 0 194 0 968 885 90 21.95
midwest 255 0 0 192 0 889.8 945 90 21.86
midwest 181.4 0 167 169.6 7.6 1055.6 777.8 14 21.6
midwest 166.1 0 163.3 176.5 4.5 1058.6 780.1 28 21.54
midwest 277 0 0 191 0 968 856 14 21.26
midwest 339.2 0 0 185.7 0 1069.2 754.3 7 21.18
midwest 251.8 0 99.9 146.1 12.4 1006 899.8 3 21.02
midwest 212.1 0 121.6 180.3 5.7 1057.6 779.3 14 20.92
midwest 350 0 0 186 0 1050 770 7 20.28
midwest 230 0 118.3 195.5 4.6 1029.4 758.6 14 20.08
midwest 252.5 0 0 185.7 0 1111.6 784.3 28 19.77
midwest 165 128.5 132.1 175.1 8.1 1005.8 746.6 3 19.42
midwest 190.3 0 125.2 166.6 9.9 1079 798.9 14 19.42
midwest 152.7 144.7 0 178.1 8 999.7 822.2 28 19.01
midwest 153 145 0 178 8 1000 822 28 19.01
midwest 155 183 0 193 9 1047 697 28 18.28
midwest 135.7 203.5 0 185.7 0 1076.2 759.3 28 18.2
midwest 213.7 98.1 24.5 181.7 6.9 1065.8 785.4 3 18
midwest 148.1 0 136.6 158.1 16.1 1001.8 830.1 28 17.96
midwest 148 0 137 158 16 1002 830 28 17.95
midwest 186.2 124.1 0 185.7 0 1083.4 764.3 28 17.6
midwest 213.7 0 174.7 154.8 10.2 1053.5 776.4 3 17.57
midwest 325 0 0 184 0 1063 783 7 17.54
midwest 102 153 0 192 0 887 942 28 17.28
midwest 157 236 0 192 0 935.4 781.2 7 16.89
midwest 165 0 143.6 163.8 0 1005.6 900.9 14 16.88
midwest 349 0 0 192 0 1056 809 3 15.87
midwest 150.9 0 183.9 166.6 11.6 991.2 772.2 28 15.57
midwest 249.1 0 98.8 158.1 12.8 987.8 889 3 15.36
midwest 349 0 0 192 0 1047 806.9 3 15.05
midwest 349 0 0 192 0 1047 806 3 14.99
midwest 331 0 0 192 0 1025 821 3 14.31
midwest 275 0 0 183 0 1088 808 7 14.2
midwest 305.3 203.5 0 203.5 0 965.4 631 3 14.14
midwest 250 0 95.7 187.4 5.5 956.9 861.2 3 13.82
midwest 133 200 0 192 0 927.4 839.2 7 13.66
midwest 331 0 0 192 0 879 825 3 13.52
midwest 144.8 0 133.6 180.8 11.1 979.5 811.5 28 13.2
midwest 213.8 98.1 24.5 181.7 6.7 1066 785.5 3 13.18
midwest 236 0 0 194 0 968 885 14 12.84
midwest 250 0 0 182 0 1100 820 7 12.73
midwest 194.7 0 100.5 165.6 7.5 1006.4 905.9 3 12.45
midwest 181.9 272.8 0 185.7 0 1012.4 714.3 7 12.37
midwest 151.6 0 111.9 184.4 7.9 992 815.9 28 12.18
midwest 152 0 112 184 8 992 816 28 12.18
midwest 222.4 0 96.7 189.3 4.5 967.1 870.3 3 11.58
midwest 252 0 0 186 0 1111 784 7 11.47
midwest 200 133 0 192 0 965.4 806.2 3 11.41
midwest 170.3 155.5 0 185.7 0 1026.6 724.3 7 10.73
midwest 233.8 0 94.6 197.9 4.6 947 852.2 3 10.38
midwest 230 0 118.3 195.5 4.6 1029.4 758.6 3 10.03
midwest 155 0 143 193 9 877 868 28 9.74
midwest 250.2 166.8 0 203.5 0 977.6 694.1 3 9.73
midwest 157 236 0 192 0 935.4 781.2 3 9.69
midwest 158.8 238.2 0 185.7 0 1040.6 734.3 7 9.62
midwest 203.5 305.3 0 203.5 0 963.4 630 3 9.56
midwest 255 0 0 192 0 889.8 945 3 8.2
midwest 139.6 209.4 0 192 0 1047 806.9 3 8.06
midwest 200 0 0 180 0 1125 845 7 7.84
midwest 108.3 162.4 0 203.5 0 938.2 849 7 7.72
midwest 102 153 0 192 0 887 942 7 7.68
midwest 135.7 203.5 0 185.7 0 1076.2 759.3 7 7.51
midwest 166.8 250.2 0 203.5 0 975.6 692.6 3 6.9
midwest 212 141.3 0 203.5 0 973.4 750 3 6.81
midwest 108.3 162.4 0 203.5 0 938.2 849 3 2.33
northeast 540 0 0 162 2.5 1040 676 28 79.99
northeast 451 0 0 165 11.3 1030 745 28 78.8
northeast 275 180 120 162 10.4 830 765 28 76.24
northeast 540 0 0 173 0 1125 613 100 74.17
northeast 401.8 94.7 0 147.4 11.4 946.8 852.1 56 73.7
northeast 475 118.8 0 181.1 8.9 852.1 781.5 56 72.3
northeast 359 19 141 154 10.9 942 801 56 68.75
northeast 401.8 94.7 0 147.4 11.4 946.8 852.1 28 68.5
northeast 250 180 95 159 9.5 860 800 28 67.87
northeast 286.3 200.9 0 144.7 11.2 1004.6 803.7 28 67.7
northeast 469 117.2 0 137.8 32.2 852.1 840.5 28 66.9
northeast 439 177 0 186 11.1 884.9 707.9 28 66
northeast 313.3 262.2 0 175.5 8.6 1046.9 611.8 56 64.9
northeast 218.2 54.6 123.8 140.8 11.9 1075.7 792.7 100 63.53
northeast 359 19 141 154 10.9 942 801 28 62.94
northeast 540 0 0 162 2.5 1055 676 28 61.89
northeast 491 26 123 201 3.9 822 699 56 61.86
northeast 387 20 94 157 11.6 938 845 56 61.46
northeast 246.8 0 125.1 143.3 12 1086.8 800.9 56 60.32
northeast 337.9 189 0 174.9 9.5 944.7 755.8 56 59.89
northeast 491 26 123 210 3.9 882 699 56 59.59
northeast 359 19 141 154 10.9 942 801 28 59.49
northeast 531.3 0 0 141.8 28.2 852.1 893.7 91 59.2
northeast 389.9 189 0 145.9 22 944.7 755.8 7 59.09
northeast 475 0 0 162 9.5 1044 662 28 58.52
northeast 475 0 59 142 1.9 1098 641 28 57.23
northeast 321.3 164.2 0 190.5 4.6 870 774 28 57.22
northeast 297.2 0 117.5 174.8 9.5 1022.8 753.5 100 56.74
northeast 531.3 0 0 141.8 28.2 852.1 893.7 28 56.4
northeast 439 177 0 186 11.1 884.9 707.9 7 56.1
northeast 362.6 189 0 164.9 11.6 944.7 755.8 7 55.9
northeast 355 19 97 145 12.3 967 871 28 55.45
northeast 342 38 0 228 0 932 670 100 55.06
northeast 469 117.2 0 137.8 32.2 852.1 840.5 7 54.9
northeast 214.9 53.8 121.9 155.6 9.6 1014.3 780.6 56 53.96
northeast 173.5 50.1 173.5 164.8 6.5 1006.2 793.5 56 53.77
northeast 165 128.5 132.1 175.1 8.1 1005.8 746.6 56 53.72
northeast 167.4 129.9 128.6 175.5 7.8 1006.3 746.6 100 53.66
northeast 213.5 0 174.2 159.2 11.7 1043.6 771.9 100 52.96
northeast 380 0 0 228 0 932 670 90 52.91
northeast 279.8 128.9 100.4 172.4 9.5 825.1 804.9 28 52.83
northeast 405 0 0 175 0 1120 695 28 52.3
northeast 214.9 53.8 121.9 155.6 9.6 1014.3 780.6 28 52.2
northeast 446 24 79 162 11.6 967 712 7 52.01
northeast 203.5 305.3 0 203.5 0 963.4 630 90 51.86
northeast 275.1 0 121.4 159.5 9.9 1053.6 777.5 28 51.33
northeast 277.1 0 97.4 160.6 11.8 973.9 875.6 56 51.04
northeast 520 0 0 175 5.2 870 805 28 51.02
northeast 522 0 0 146 0 896 896 7 50.51
northeast 259.9 100.6 78.4 170.6 10.4 935.7 762.9 28 49.77
northeast 425 106.3 0 153.5 16.5 852.1 887.1 7 49.2
northeast 178 129.8 118.6 179.9 3.6 1007.3 746.8 56 48.59
northeast 250.2 166.8 0 203.5 0 977.6 694.1 90 47.71
northeast 500 0 0 200 0 1125 613 90 47.22
northeast 289 134 0 195 6 924 760 28 46.24
northeast 213.5 0 174.2 154.6 11.7 1052.3 775.5 28 45.94
northeast 231.8 0 121.6 174 6.7 1056.4 778.5 100 45.84
northeast 139.6 209.4 0 192 0 1047 806.9 100 44.7
northeast 238.1 0 94.1 186.7 7 949.9 847 100 44.3
northeast 251.8 0 99.9 146.1 12.4 1006 899.8 56 44.14
northeast 500 0 0 200 0 1125 613 28 44.09
northeast 400 0 0 187 0 1025 745 28 43.7
northeast 251.4 0 118.3 188.5 5.8 1028.4 757.7 100 43.58
northeast 182 45.2 122 170.2 8.2 1059.4 780.7 56 43.5
northeast 194.7 0 100.5 170.2 7.5 998 901.8 56 43.39
northeast 157 236 0 192 0 935.4 781.2 90 43.38
northeast 313.3 262.2 0 175.5 8.6 1046.9 611.8 7 42.8
northeast 252.3 0 98.8 146.3 14.2 987.8 889 14 42.29
northeast 288.4 121 0 177.4 7 907.9 829.5 28 42.14
northeast 264.5 111 86.5 195.5 5.9 832.6 790.4 28 41.54
northeast 401.8 94.7 0 147.4 11.4 946.8 852.1 3 41.1
northeast 349 0 0 192 0 1047 806 100 41.05
northeast 190.3 0 125.2 161.9 9.9 1088.1 802.6 100 40.39
northeast 213.8 98.1 24.5 181.7 6.7 1066 785.5 28 40.23
northeast 317.9 0 126.5 209.7 5.7 860.5 736.6 28 40.06
northeast 332.5 142.5 0 228 0 932 594 100 39.78
northeast 349 0 0 192 0 1047 806 90 39.49
northeast 160 250 0 168 12 1049 688 28 39.45
northeast 239.6 359.4 0 185.7 0 941.6 664.3 28 39.44
northeast 266.2 112.3 87.5 177.9 10.4 909.7 744.5 28 39.42
northeast 139.6 209.4 0 192 0 1047 806.9 90 39.36
northeast 192 288 0 192 0 929.8 716.1 28 39.32
northeast 475 0 0 228 0 932 594 28 39.29
northeast 168 42.1 163.8 121.8 5.7 1058.7 780.1 100 39.23
northeast 397 0 0 185 0 1040 734 28 39.09
northeast 331 0 0 192 0 978 825 100 39
northeast 359 19 141 154 10.9 942 801 7 38.61
northeast 214.9 53.8 121.9 155.6 9.6 1014.3 780.6 14 38.6
northeast 314 0 113 170 10 925 783 28 38.46
northeast 446 24 79 162 11.6 967 712 7 38.02
northeast 331 0 0 192 0 1025 821 90 37.91
northeast 173.8 93.4 159.9 172.3 9.7 1007.2 746.6 28 37.81
northeast 475 118.8 0 181.1 8.9 852.1 781.5 3 37.8
northeast 382 0 0 186 0 1047 739 28 37.42
northeast 310 0 0 192 0 970 850 100 37.33
northeast 321.4 0 127.9 182.5 11.5 870.1 779.7 28 37.27
northeast 387 20 94 157 14.3 938 845 7 36.84
northeast 425 106.3 0 151.4 18.6 936 803.7 3 36.3
northeast 237.5 237.5 0 228 0 932 594 100 36.25
northeast 218.2 54.6 123.8 140.8 11.9 1075.7 792.7 14 35.96
northeast 310 0 0 192 0 1012 830 90 35.76
northeast 359 19 141 154 10.9 942 801 7 35.75
northeast 190.7 0 125.4 162.1 7.8 1090 804 56 35.34
northeast 160.2 188 146.4 203.2 11.3 828.7 709.7 28 35.31
northeast 139.7 163.9 127.7 236.7 5.8 868.6 655.6 28 35.23
northeast 427.5 47.5 0 228 0 932 594 7 35.08
northeast 290.4 0 96.2 168.1 9.4 961.2 865 14 34.67
northeast 307 0 0 193 0 968 812 100 34.49
northeast 374 189.2 0 170.1 10.1 926.1 756.7 3 34.4
northeast 350 0 0 186 0 1050 770 28 34.29
northeast 194.7 0 100.5 165.6 7.5 1006.4 905.9 56 33.96
northeast 162 190 148 179 19 838 741 28 33.76
northeast 231.8 0 121.6 174 6.7 1056.4 778.5 28 33.73
northeast 261.9 110.5 86.1 195.4 5 895.2 732.6 28 33.72
northeast 190.3 0 125.2 166.6 9.9 1079 798.9 100 33.56
northeast 166.1 0 163.3 176.5 4.5 1058.6 780.1 100 33.54
northeast 290.2 193.5 0 185.7 0 998.2 704.3 28 33.04
northeast 149.5 236 0 175.8 12.6 846.8 892.7 28 32.96
northeast 307 0 0 193 0 968 812 90 32.92
northeast 167 75.4 167 164 7.9 1007.3 770.1 14 32.9
northeast 251.4 0 118.3 188.5 6.4 1028.4 757.7 28 32.66
northeast 277 0 0 191 0 968 856 100 32.33
northeast 289 0 0 192 0 913.2 895.3 90 32.07
northeast 376 0 0 214.6 0 1003.5 762.4 28 31.97
northeast 168.9 42.2 124.3 158.3 10.8 1080.8 796.2 28 31.12
northeast 277.2 97.8 24.5 160.7 11.2 1061.7 782.5 3 30.45
northeast 213.7 98.1 24.5 181.7 6.9 1065.8 785.4 14 30.39
northeast 218.9 0 124.1 158.5 11.3 1078.7 794.9 28 30.22
northeast 304.8 0 99.6 196 9.8 959.4 705.2 28 30.12
northeast 251.4 0 118.3 188.5 5.8 1028.4 757.7 14 29.93
northeast 144 170 133 192 8 814 805 28 29.87
northeast 213.5 0 174.2 159.2 11.7 1043.6 771.9 14 29.59
northeast 491 26 123 201 3.9 822 699 3 29.55
northeast 155 184 143 194 9 880 699 28 28.99
northeast 198.6 132.4 0 192 0 978.4 825.5 28 28.02
northeast 310 0 0 192 0 1012 830 28 27.83
northeast 218.2 54.6 123.8 140.8 11.9 1075.7 792.7 3 27.42
northeast 350 0 0 203 0 974 775 28 27.34
northeast 339 0 0 197 0 968 781 14 27.04
northeast 231.8 0 121.6 174 6.7 1056.4 778.5 14 26.77
northeast 302 0 0 203 0 974 817 100 26.74
northeast 194.7 0 100.5 165.6 7.5 1006.4 905.9 28 25.72
northeast 295 0 0 185 0 1069 769 28 25.18
northeast 446 24 79 162 11.6 967 712 3 25.02
northeast 222.4 0 96.7 189.3 4.5 967.1 870.3 28 24.89
northeast 480 0 0 192 0 936.2 712.2 3 24.4
northeast 480 0 0 192 0 936 721 3 24.39
northeast 236 0 0 193 0 968 885 100 24.1
northeast 155 183 0 193 9 877 868 28 23.79
northeast 146 173 0 182 3 986 817 28 23.74
northeast 202 11 141 206 1.7 942 801 56 23.25
northeast 387 20 94 157 14.3 938 845 3 22.75
northeast 381.4 0 0 185.7 0 1104.6 784.3 28 22.49
northeast 210.7 316.1 0 185.7 0 977 689.3 7 21.82
northeast 296 0 0 192 0 1085 765 28 21.65
northeast 172.4 13.6 172.4 156.8 4.1 1006.3 856.4 3 21.29
northeast 339 0 0 197 0 968 781 7 20.97
northeast 252 0 0 185 0 1111 784 28 19.69
northeast 212 0 124.8 159 7.8 1085.4 799.5 3 19.52
northeast 153 102 0 192 0 888 943.1 28 17.96
northeast 238.1 0 0 185.7 0 1118.8 789.3 28 17.58
northeast 331 0 0 192 0 1025 821 7 17.44
northeast 225 0 0 181 0 1113 833 28 17.34
northeast 251.4 0 118.3 188.5 5.8 1028.4 757.7 3 17.22
northeast 193.5 290.2 0 185.7 0 998.2 704.3 7 17.2
northeast 154 144 112 220 10 923 658 28 16.5
northeast 331 0 0 192 0 978 825 7 16.26
northeast 139.6 209.4 0 192 0 1047 806.9 7 14.59
northeast 381.4 0 0 185.7 0 1104.6 784.3 7 14.54
northeast 296 0 0 192 0 1085 765 7 14.2
northeast 289 0 0 192 0 913.2 895.3 3 11.65
northeast 382 0 0 186 0 1111 784 7 11.47
northeast 277 0 0 191 0 968 856 3 11.36
northeast 183.9 122.6 0 203.5 0 959.2 800 7 10.79
northeast 166.1 0 163.3 176.5 4.5 1058.6 780.1 3 10.76
northeast 198.6 132.4 0 192 0 978.4 825.5 3 9.13
northeast 349 0 0 192 0 1056 809 7 9.01
northeast 168.9 42.2 124.3 158.3 10.8 1080.8 796.2 3 7.4
northeast 173 116 0 192 0 946.8 856.8 3 6.94
northeast 102 153 0 192 0 887 942 3 4.57
northeast 122.6 183.9 0 203.5 0 958.2 800.1 3 3.32
northwest 323.7 282.8 0 183.8 10.3 942.7 659.9 28 74.7
northwest 252.3 0 98.8 146.3 14.2 987.8 889 100 60.95
northwest 388.6 97.1 0 157.9 12.1 852.1 925.7 56 55.2
northwest 167 75.4 167 164 7.9 1007.3 770.1 56 53.46
northwest 313 161 0 178 10 917 759 28 52.44
northwest 379.5 151.2 0 153.9 15.9 1134.3 605 28 52.2
northwest 342 38 0 228 0 932 670 100 52.12
northwest 388.6 97.1 0 157.9 12.1 852.1 925.7 28 50.7
northwest 310 143 0 168 10 914 804 28 45.3
northwest 376 0 0 214.6 0 1003.5 762.4 100 43.06
northwest 178 129.8 118.6 179.9 3.6 1007.3 746.8 28 39.16
northwest 374.3 0 0 190.2 6.7 1013.2 730.4 28 39.06
northwest 172.4 13.6 172.4 156.8 4.1 1006.3 856.4 100 37.68
northwest 500 0 0 200 0 1125 613 14 36.94
northwest 122.6 183.9 0 203.5 0 958.2 800.1 90 33.19
northwest 162 214 164 202 10 820 680 28 30.65
northwest 139.6 209.4 0 192 0 1047 806.9 28 28.24
northwest 158.6 148.9 116 175.1 15 953.3 719.7 28 27.68
northwest 166.1 0 163.3 176.5 4.5 1058.6 780.1 14 25.48
northwest 316.1 210.7 0 185.7 0 977 689.3 7 24.44
northwest 382 0 0 186 0 1047 739 7 24
northwest 300 0 120 212 10 878 728 28 23.84
northwest 385 0 0 186 0 966 763 7 23.22
northwest 173.5 50.1 173.5 164.8 6.5 1006.2 793.5 3 23.08
northwest 182 45.2 122 170.2 8.2 1059.4 780.7 14 21.5
northwest 250 0 0 182 0 1100 820 28 20.87
northwest 322 0 0 203 0 974 800 14 20.77
northwest 350 0 0 203 0 974 775 7 18.13
northwest 218.9 0 124.1 158.5 11.3 1078.7 794.9 3 15.34
northwest 145 0 134 181 11 979 812 28 13.2
northwest 116 173 0 192 0 909.8 891.9 3 6.28
southeast 389.9 189 0 145.9 22 944.7 755.8 28 74.5
southeast 424 22 132 168 8.9 822 750 28 72.1
southeast 469 117.2 0 137.8 32.2 852.1 840.5 91 70.7
southeast 318.8 212.5 0 155.7 14.3 852.1 880.4 56 66.1
southeast 366 187 0 191.3 6.6 824.3 756.9 28 65.91
southeast 425 106.3 0 153.5 16.5 852.1 887.1 91 65.2
southeast 505 0 60 195 0 1030 630 28 64.02
southeast 520 0 0 170 5.2 855 855 28 60.28
southeast 275.1 0 121.4 159.5 9.9 1053.6 777.5 100 58.61
southeast 275.1 0 121.4 159.5 9.9 1053.6 777.5 56 56.85
southeast 528 0 0 185 6.9 920 720 28 56.83
southeast 446 24 79 162 11.6 967 712 56 56.14
southeast 173.5 50.1 173.5 164.8 6.5 1006.2 793.5 100 56.06
southeast 318.8 212.5 0 155.7 14.3 852.1 880.4 28 55.5
southeast 379.5 151.2 0 153.9 15.9 1134.3 605 56 54.9
southeast 380 0 0 228 0 932 670 100 53.1
southeast 312.9 160.5 0 177.6 9.6 916.6 759.5 28 52.45
southeast 213.5 0 174.2 154.6 11.7 1052.3 775.5 56 51.43
southeast 213.5 0 174.2 159.2 11.7 1043.6 771.9 56 51.26
southeast 182 45.2 122 170.2 8.2 1059.4 780.7 100 48.67
southeast 168.9 42.2 124.3 158.3 10.8 1080.8 796.2 100 48.15
southeast 213.8 98.1 24.5 181.7 6.7 1066 785.5 56 47.13
southeast 531.3 0 0 141.8 28.2 852.1 893.7 7 46.9
southeast 142 167 130 174 11 883 785 28 44.61
southeast 334 17.6 158 189 15.3 967 633 28 44.33
southeast 276 116 90 180 9 870 768 28 44.28
southeast 480 0 0 192 0 936 721 28 43.89
southeast 287.3 120.5 93.9 187.6 9.2 904.4 695.9 28 43.8
southeast 277 116.8 91 190.6 7 946.5 665.6 28 43.58
southeast 200 133 0 192 0 965.4 806.2 90 43.25
southeast 427.5 47.5 0 228 0 932 594 100 43.01
southeast 277.1 0 97.4 160.6 11.8 973.9 875.6 14 41.89
southeast 333 0 0 192 0 931.2 842.6 90 41.68
southeast 250 0 95.7 191.8 5.3 948.9 857.2 100 41.16
southeast 229.7 0 118.2 195.2 6.1 1028.1 757.6 100 40.86
southeast 332.5 142.5 0 228 0 932 594 100 40.27
southeast 162 207 172 216 10 822 638 28 39.84
southeast 331 0 0 192 0 1025 821 100 39.38
southeast 168.9 42.2 124.3 158.3 10.8 1080.8 796.2 56 39.15
southeast 316.1 210.7 0 185.7 0 977 689.3 28 38.7
southeast 212 0 124.8 159 7.8 1085.4 799.5 28 38.5
southeast 309.9 142.8 111.2 167.8 22.1 913.9 651.2 28 38.22
southeast 165 0 143.6 163.8 0 1005.6 900.9 100 37.96
southeast 166 260 0 183 13 859 827 28 37.91
southeast 382.5 0 0 185.7 0 1047.8 739.3 28 37.44
southeast 397 0 0 186 0 1040 734 28 36.94
southeast 251.4 0 118.3 188.5 6.4 1028.4 757.7 56 36.64
southeast 339 0 0 197 0 968 781 100 36.45
southeast 298 0 107 164 13 953 784 28 35.86
southeast 172.4 13.6 172.4 156.8 4.1 1006.3 856.4 56 35.85
southeast 181.4 0 167 169.6 7.6 1055.6 777.8 56 35.57
southeast 162 190.1 148.1 178.8 18.8 838.1 741.4 28 33.76
southeast 213.5 0 174.2 154.6 11.7 1052.3 775.5 14 33.7
southeast 303.6 139.9 0 213.5 6.2 895.5 722.5 28 33.42
southeast 332.5 142.5 0 228 0 932 594 28 33.02
southeast 168 42.1 163.8 121.8 5.7 1058.7 780.1 56 32.85
southeast 159 187 0 176 11 990 789 28 32.76
southeast 350 0 0 203 0 974 775 100 32.72
southeast 193.5 290.2 0 185.7 0 998.2 704.3 28 32.63
southeast 339 0 0 185 0 1060 754 28 31.65
southeast 159 209 161 201 7 848 669 28 30.88
southeast 254 0 0 198 0 968 863 100 29.79
southeast 155.2 183.9 143.2 193.8 9.2 879.6 698.5 28 28.99
southeast 313.3 262.2 0 175.5 8.6 1046.9 611.8 3 28.8
southeast 133 200 0 192 0 927.4 839.2 28 27.87
southeast 152.6 238.7 0 200 6.3 1001.8 683.9 28 26.86
southeast 153 102 0 192 0 888 943.1 90 26.32
southeast 144 136 106 178 7 941 774 28 26.14
southeast 376 0 0 214.6 0 1003.5 762.4 14 25.62
southeast 212.6 0 100.4 159.4 10.4 1003.8 903.8 14 25.37
southeast 318.8 212.5 0 155.7 14.3 852.1 880.4 3 25.2
southeast 190.3 0 125.2 166.6 9.9 1079 798.9 28 24.85
southeast 382.5 0 0 185.7 0 1047.8 739.3 7 24.07
southeast 288 192 0 192 0 932 717.8 7 23.52
southeast 297.2 0 117.5 174.8 9.5 1022.8 753.5 3 21.91
southeast 190.7 0 125.4 162.1 7.8 1090 804 14 21.06
southeast 251.4 0 118.3 192.9 5.8 1043.6 754.3 14 20.73
southeast 272.8 181.9 0 185.7 0 1012.4 714.3 7 19.77
southeast 236 0 0 194 0 968 885 28 18.42
southeast 302 0 0 203 0 974 817 14 18.13
southeast 165 0 150 182 12 1023 729 28 18.03
southeast 238 0 0 186 0 1119 789 28 17.54
southeast 310 0 0 192 0 1012 830 7 17.24
southeast 153.6 144.2 112.3 220.1 10.1 923.2 657.9 28 16.5
southeast 166.8 250.2 0 203.5 0 975.6 692.6 7 15.75
southeast 333 0 0 192 0 931.2 842.6 3 15.62
southeast 167 75.4 167 164 7.9 1007.3 770.1 3 15.52
southeast 143.6 0 174.9 158.4 17.9 942.7 844.5 28 15.42
southeast 289 0 0 192 0 913.2 895.3 7 14.6
southeast 236 157 0 192 0 972.6 749.1 3 13.57
southeast 150.7 0 185.3 166.7 15.6 1074.5 678 28 13.46
southeast 284 15 141 179 5.5 842 801 3 13.4
southeast 229.7 0 118.2 195.2 6.1 1028.1 757.6 3 13.36
southeast 212.6 0 100.4 159.4 10.4 1003.8 903.8 3 13.33
southeast 154.8 0 142.8 193.3 9.1 1047.4 696.7 28 12.46
southeast 116 173 0 192 0 909.8 891.9 7 10.09
southeast 153 102 0 192 0 888 943.1 3 4.78
southwest 389.9 189 0 145.9 22 944.7 755.8 91 82.6
southwest 323.7 282.8 0 183.8 10.3 942.7 659.9 56 80.2
southwest 389.9 189 0 145.9 22 944.7 755.8 56 79.4
southwest 362.6 189 0 164.9 11.6 944.7 755.8 56 77.3
southwest 286.3 200.9 0 144.7 11.2 1004.6 803.7 91 76.8
southwest 401.8 94.7 0 147.4 11.4 946.8 852.1 91 75.5
southwest 286.3 200.9 0 144.7 11.2 1004.6 803.7 56 72.99
southwest 485 0 0 146 0 1120 800 28 71.99
southwest 540 0 0 173 0 1125 613 100 71.62
southwest 362.6 189 0 164.9 11.6 944.7 755.8 28 71.3
southwest 500 0 0 151 9 1033 655 28 69.84
southwest 540 0 0 173 0 1125 613 90 69.66
southwest 469 117.2 0 137.8 32.2 852.1 840.5 56 69.3
southwest 500 0 0 140 4 966 853 28 67.57
southwest 540 0 0 173 0 1125 613 28 67.31
southwest 525 0 0 189 0 1125 613 100 67.11
southwest 277.2 97.8 24.5 160.7 11.2 1061.7 782.5 100 66.95
southwest 359 19 141 154 10.9 942 801 56 66.78
southwest 425 106.3 0 151.4 18.6 936 803.7 91 66.7
southwest 313.3 262.2 0 175.5 8.6 1046.9 611.8 91 66.6
southwest 246.8 0 125.1 143.3 12 1086.8 800.9 100 66.42
southwest 366 187 0 191 7 824 757 28 65.91
southwest 374 189.2 0 170.1 10.1 926.1 756.7 91 64.9
southwest 374 189.2 0 170.1 10.1 926.1 756.7 56 63.4
southwest 277.2 97.8 24.5 160.7 11.2 1061.7 782.5 28 63.14
southwest 375 93.8 0 126.6 23.4 852.1 992.6 91 62.5
southwest 424 22 132 178 8.5 822 750 28 62.05
southwest 218.2 54.6 123.8 140.8 11.9 1075.7 792.7 56 61.99
southwest 425 106.3 0 151.4 18.6 936 803.7 28 61.8
southwest 326 166 0 174 9 882 790 28 61.23
southwest 374 189.2 0 170.1 10.1 926.1 756.7 28 61.09
southwest 446 24 79 162 11.6 967 712 56 61.07
southwest 375 93.8 0 126.6 23.4 852.1 992.6 56 60.2
southwest 540 0 0 173 0 1125 613 14 59.76
southwest 213.5 0 174.2 154.6 11.7 1052.3 775.5 100 59.3
southwest 491 26 123 201 3.9 822 699 28 57.92
southwest 388.6 97.1 0 157.9 12.1 852.1 925.7 91 57.6
southwest 321 164 0 190 5 870 774 28 57.21
southwest 446 24 79 162 11.6 967 712 28 57.03
southwest 167 75.4 167 164 7.9 1007.3 770.1 100 56.81
southwest 375 93.8 0 126.6 23.4 852.1 992.6 28 56.7
southwest 330.5 169.6 0 194.9 8.1 811 802.3 28 56.62
southwest 387 20 94 157 14.3 938 845 56 56.34
southwest 342 38 0 228 0 932 670 100 56.14
southwest 252.3 0 98.8 146.3 14.2 987.8 889 56 55.83
southwest 397 17.2 158 167 20.8 967 633 28 55.65
southwest 475 118.8 0 181.1 8.9 852.1 781.5 7 55.6
southwest 385 0 136 158 20 903 768 28 55.55
southwest 165 128.5 132.1 175.1 8.1 1005.8 746.6 100 55.02
southwest 480 0 0 192 0 936.2 712.2 90 54.32
southwest 480 0 0 192 0 936 721 90 54.28
southwest 401.8 94.7 0 147.4 11.4 946.8 852.1 7 54.1
southwest 213.7 98.1 24.5 181.7 6.9 1065.8 785.4 100 53.9
southwest 190 190 0 228 0 932 670 100 53.69
southwest 297.8 137.2 106.9 201.3 6 878.4 655.3 28 53.52
southwest 380 0 0 228 0 932 670 100 53.3
southwest 280 129 100 172 9 825 805 28 52.82
southwest 540 0 0 173 0 1125 613 7 52.61
southwest 246.8 0 125.1 143.3 12 1086.8 800.9 28 52.5
southwest 322 149 0 186 8 951 709 28 52.42
southwest 295.7 0 95.6 171.5 8.9 955.1 859.2 100 52.04
southwest 266 114 0 228 0 932 670 100 51.73
southwest 167.4 129.9 128.6 175.5 7.8 1006.3 746.6 56 51.72
southwest 446 24 79 162 11.6 967 712 28 51.02
southwest 304 76 0 228 0 932 670 100 50.95
southwest 173.8 93.4 159.9 172.3 9.7 1007.2 746.6 100 50.94
southwest 190 190 0 228 0 932 670 100 50.66
southwest 252.3 0 98.8 146.3 14.2 987.8 889 28 50.6
southwest 213.7 0 174.7 154.8 10.2 1053.5 776.4 100 50.08
southwest 178 129.8 118.6 179.9 3.6 1007.3 746.8 100 49.99
southwest 337.9 189 0 174.9 9.5 944.7 755.8 28 49.9
southwest 323.7 282.8 0 183.8 10.3 942.7 659.9 7 49.8
southwest 260 101 78 171 10 936 763 28 49.77
southwest 304 76 0 228 0 932 670 90 49.19
southwest 173.8 93.4 159.9 172.3 9.7 1007.2 746.6 56 48.99
southwest 290.4 0 96.2 168.1 9.4 961.2 865 100 48.97
southwest 393 0 0 192 0 940.6 785.6 90 48.85
southwest 393 0 0 192 0 940 758 90 48.79
southwest 295.7 0 95.6 171.5 8.9 955.1 859.2 56 48.72
southwest 525 0 0 189 0 1125 613 14 48.4
southwest 304 76 0 228 0 932 670 28 47.81
southwest 212.6 0 100.4 159.4 10.4 1003.8 903.8 100 47.74
southwest 277.2 97.8 24.5 160.7 11.2 1061.7 782.5 14 47.71
southwest 333 17.5 163 167 17.9 996 652 28 47.28
southwest 213.7 0 174.7 154.8 10.2 1053.5 776.4 56 46.64
southwest 165 128.5 132.1 175.1 8.1 1005.8 746.6 28 46.39
southwest 314 145 113 179 8 869 690 28 46.23
southwest 218.9 0 124.1 158.5 11.3 1078.7 794.9 100 46.23
southwest 374 189.2 0 170.1 10.1 926.1 756.7 7 46.2
southwest 387 20 94 157 13.9 938 845 7 45.9
southwest 266 114 0 228 0 932 670 28 45.85
southwest 213.7 98.1 24.5 181.7 6.9 1065.8 785.4 28 45.71
southwest 375 93.8 0 126.6 23.4 852.1 992.6 7 45.7
southwest 290.4 0 96.2 168.1 9.4 961.2 865 56 45.08
southwest 336.5 0 0 181.9 3.4 985.8 816.8 28 44.87
southwest 336 0 0 182 3 986 817 28 44.86
southwest 312.7 144.7 0 127.3 8 999.7 822.2 28 44.52
southwest 313 145 0 127 8 1000 822 28 44.52
southwest 212.6 0 100.4 159.4 10.4 1003.8 903.8 56 44.4
southwest 313 145 0 178 8 867 824 28 44.39
southwest 198.6 132.4 0 192 0 978.4 825.5 100 44.3
southwest 276.4 116 90.3 179.6 8.9 870.1 768.3 28 44.28
southwest 251.4 0 118.3 188.5 6.4 1028.4 757.7 100 44.21
southwest 500.1 0 0 200 3 1124.4 613.2 28 44.13
southwest 284 15 141 179 5.5 842 801 28 43.73
southwest 380 95 0 228 0 932 594 100 43.7
southwest 427.5 47.5 0 228 0 932 594 100 43.7
southwest 277 117 91 191 7 946 666 28 43.57
southwest 166.8 250.2 0 203.5 0 975.6 692.6 90 43.57
southwest 298.1 0 107 186.4 6.1 879 815.2 28 42.64
southwest 525 0 0 189 0 1125 613 7 42.42
southwest 250 0 95.7 187.4 5.5 956.9 861.2 100 42.35
southwest 190 190 0 228 0 932 670 90 42.33
southwest 246.8 0 125.1 143.3 12 1086.8 800.9 14 42.22
southwest 475 0 0 228 0 932 594 100 42.13
southwest 349 0 0 192 0 1047 806 100 42.13
southwest 287 121 94 188 9 904 696 28 41.94
southwest 475 0 0 228 0 932 594 100 41.93
southwest 427.5 47.5 0 228 0 932 594 100 41.84
southwest 198.6 132.4 0 192 0 978.4 825.5 100 41.72
southwest 387 20 94 157 11.6 938 845 7 41.67
southwest 427.5 47.5 0 228 0 932 594 90 41.54
southwest 167 75.4 167 164 7.9 1007.3 770.1 28 41.41
southwest 516 0 0 162 8.2 801 802 28 41.37
southwest 167.4 129.9 128.6 175.5 7.8 1006.3 746.6 28 41.2
southwest 313 145 0 178 8 1002 689 28 41.05
southwest 313.3 145 0 178.5 8 1001.9 688.7 28 41.05
southwest 332.5 142.5 0 228 0 932 594 100 41.05
southwest 313.3 145 0 178.5 8 867.2 824 28 40.93
southwest 284 120 0 168 7 970 794 28 40.93
southwest 284 119.7 0 168.3 7.2 970.4 794.2 28 40.93
southwest 356 0 142 193 11 801 778 28 40.87
southwest 355.9 0 141.6 193.3 11 801.4 778.4 28 40.87
southwest 190 190 0 228 0 932 670 28 40.86
southwest 349 0 0 192 0 1056 809 100 40.86
southwest 380 95 0 228 0 932 594 100 40.76
southwest 349 0 0 192 0 1056 809 90 40.66
southwest 190.7 0 125.4 162.1 7.8 1090 804 100 40.57
southwest 424 22 132 168 8.9 822 750 7 40.29
southwest 469 117.2 0 137.8 32.2 852.1 840.5 3 40.2
southwest 213.7 0 174.7 154.8 10.2 1053.5 776.4 28 40.15
southwest 251.4 0 118.3 192.9 5.8 1043.6 754.3 100 40.15
southwest 318 0 126 210 6 861 737 28 40.06
southwest 212 141.3 0 203.5 0 973.4 750 90 39.7
southwest 228 342.1 0 185.7 0 955.8 674.3 28 39.7
southwest 141.3 212 0 203.5 0 971.8 748.5 90 39.66
southwest 250 0 95.7 191.8 5.3 948.9 857.2 56 39.64
southwest 212.1 0 121.6 180.3 5.7 1057.6 779.3 100 39.61
southwest 393 0 0 192 0 940.6 785.6 28 39.6
southwest 238.1 0 94.1 186.7 7 949.9 847 56 39.59
southwest 159.8 250 0 168.4 12.2 1049.3 688.2 28 39.46
southwest 234 156 0 189 5.9 981 760 28 39.3
southwest 446 24 79 162 11.6 967 712 7 39.3
southwest 374 0 0 190 7 1013 730 28 39.05
southwest 424 22 132 178 8.5 822 750 7 39
southwest 237.5 237.5 0 228 0 932 594 100 39
southwest 339 0 0 197 0 968 781 100 38.89
southwest 288 192 0 192 0 932 717.8 28 38.8
southwest 275.1 0 121.4 159.5 9.9 1053.6 777.5 14 38.77
southwest 310 0 0 192 0 1012 830 100 38.7
southwest 475 0 0 228 0 932 594 7 38.6
southwest 190.3 0 125.2 161.9 9.9 1088.1 802.6 56 38.56
southwest 237.5 237.5 0 228 0 932 594 100 38.41
southwest 375 0 0 186 0 1038 758 28 38.21
southwest 173.5 50.1 173.5 164.8 6.5 1006.2 793.5 28 38.2
southwest 286.3 200.9 0 144.7 11.2 1004.6 803.7 7 38
southwest 491 26 123 201 3.9 822 699 7 37.92
southwest 210.7 316.1 0 185.7 0 977 689.3 28 37.81
southwest 332.5 142.5 0 228 0 932 594 90 37.72
southwest 427.5 47.5 0 228 0 932 594 28 37.43
southwest 150 236.8 0 173.8 11.9 1069.3 674.8 28 37.43
southwest 150 237 0 174 12 1069 675 28 37.43
southwest 212.6 0 100.4 159.4 10.4 1003.8 903.8 28 37.4
southwest 155.6 243.5 0 180.3 10.7 1022 697.7 28 37.36
southwest 194.7 0 100.5 165.6 7.5 1006.4 905.9 100 37.34
southwest 321 0 128 182 11 870 780 28 37.26
southwest 331 0 0 192 0 978 825 90 37.23
southwest 297.2 0 117.5 174.8 9.5 1022.8 753.5 14 36.99
southwest 313 0 113 178 8 1002 689 28 36.8
southwest 313.3 0 113 178.5 8 1001.9 688.7 28 36.8
southwest 133 200 0 192 0 927.4 839.2 90 36.59
southwest 376 0 0 214.6 0 1003.5 762.4 56 36.3
southwest 307 0 0 193 0 968 812 100 36.15
southwest 298.1 0 107.5 163.6 12.8 953.2 784 28 35.87
southwest 362.6 189 0 164.9 11.6 944.7 755.8 3 35.3
southwest 140 164 128 237 6 869 656 28 35.23
southwest 295.7 0 95.6 171.5 8.9 955.1 859.2 14 35.23
southwest 339 0 0 197 0 968 781 90 35.17
southwest 337.9 189 0 174.9 9.5 944.7 755.8 7 35.1
southwest 388.6 97.1 0 157.9 12.1 852.1 925.7 7 34.9
southwest 233.8 0 94.6 197.9 4.6 947 852.2 100 34.56
southwest 166.8 250.2 0 203.5 0 975.6 692.6 28 33.95
southwest 251.8 0 99.9 146.1 12.4 1006 899.8 28 33.94
southwest 255 99 77 189 6 919 749 28 33.8
southwest 213.7 0 174.7 154.8 10.2 1053.5 776.4 14 33.73
southwest 262 111 86 195 5 895 733 28 33.72
southwest 310 143 111 168 22 914 651 28 33.69
southwest 172.4 13.6 172.4 156.8 4.1 1006.3 856.4 28 33.69
southwest 349 0 0 192 0 1056 809 28 33.61
southwest 252 97 76 194 8 835 821 28 33.4
southwest 318.8 212.5 0 155.7 14.3 852.1 880.4 7 33.4
southwest 132 206.5 160.9 178.9 5.5 866.9 735.6 28 33.31
southwest 251.4 0 118.3 192.9 5.8 1043.6 754.3 28 33.27
southwest 500 0 0 200 0 1125 613 7 33.21
southwest 165 128.5 132.1 175.1 8.1 1005.8 746.6 14 33.09
southwest 397 0 0 185.7 0 1040.6 734.3 28 33.08
southwest 146 230 0 202 3 827 872 28 33.06
southwest 157 214 152 200 9 819 704 28 33.05
southwest 212 141.3 0 203.5 0 973.4 750 28 33
southwest 149 236 0 176 13 847 893 28 32.96
southwest 160 188 146 203 11 829 710 28 32.84
southwest 159.1 186.7 0 175.6 11.3 989.6 788.9 28 32.77
southwest 349 0 0 192 0 1047 806 28 32.72
southwest 183.9 122.6 0 203.5 0 959.2 800 90 32.53
southwest 261 100 78 201 9 864 761 28 32.4
southwest 260.9 100.5 78.3 200.6 8.6 864.5 761.5 28 32.4
southwest 424 22 132 168 8.9 822 750 3 32.11
southwest 255.5 170.3 0 185.7 0 1026.6 724.3 28 32.05
southwest 339 0 0 197 0 968 781 28 32.04
southwest 333 0 0 192 0 931.2 842.6 28 31.97
southwest 339.2 0 0 185.7 0 1069.2 754.3 28 31.9
southwest 298.2 0 107 209.7 11.1 879.6 744.2 28 31.88
southwest 298 0 107 210 11 880 744 28 31.87
southwest 331 0 0 192 0 1025 821 28 31.74
southwest 212.5 0 100.4 159.3 8.7 1007.8 903.6 28 31.64
southwest 230 0 118.3 195.5 4.6 1029.4 758.6 56 31.54
southwest 296 0 107 221 11 819 778 28 31.42
southwest 296 0 106.7 221.4 10.5 819.2 778.4 28 31.42
southwest 272.8 181.9 0 185.7 0 1012.4 714.3 28 31.38
southwest 229.7 0 118.2 195.2 6.1 1028.1 757.6 56 31.35
southwest 350 0 0 203 0 974 775 90 31.35
southwest 212 0 124.8 159 7.8 1085.4 799.5 14 31.35
southwest 277 0 0 191 0 968 856 90 31.25
southwest 322 0 116 196 10 818 813 28 31.18
southwest 322.2 0 115.6 196 10.4 817.9 813.4 28 31.18
southwest 133 210 0 196 3 949 795 28 31.03
southwest 116 173 0 192 0 909.8 891.9 90 31.02
southwest 297 0 0 186 0 1040 734 7 30.96
southwest 249.1 0 98.8 158.1 12.8 987.8 889 28 30.85
southwest 325 0 0 184 0 1063 783 28 30.57
southwest 200 133 0 192 0 965.4 806.2 28 30.44
southwest 332.5 142.5 0 228 0 932 594 7 30.28
southwest 238.1 0 94.1 186.7 7 949.9 847 28 30.23
southwest 400 0 0 187 0 1025 745 7 30.14
southwest 305 0 100 196 10 959 705 28 30.12
southwest 237.5 237.5 0 228 0 932 594 28 30.08
southwest 350 0 0 203 0 974 775 56 29.98
southwest 143 169.4 142.7 190.7 8.4 967.4 643.5 28 29.73
southwest 143 169 143 191 8 967 643 28 29.72
southwest 251.4 0 118.3 188.5 5.8 1028.4 757.7 28 29.65
southwest 322 0 0 203 0 974 800 100 29.59
southwest 222.4 0 96.7 189.3 4.5 967.1 870.3 56 29.45
southwest 156 178 187 221 7 854 614 28 29.41
southwest 296 0 0 192 0 1085 765 90 29.39
southwest 250 0 95.7 187.4 5.5 956.9 861.2 28 29.22
southwest 136.4 161.6 125.8 171.6 10.4 922.6 764.4 28 29.07
southwest 136 162 126 172 10 923 764 28 29.07
southwest 375 93.8 0 126.6 23.4 852.1 992.6 3 29
southwest 133.1 210.2 0 195.7 3.1 949.4 795.3 28 28.94
southwest 249.1 0 98.8 158.1 12.8 987.8 889 14 28.68
southwest 237 92 71 247 6 853 695 28 28.63
southwest 190.3 0 125.2 161.9 9.9 1088.1 802.6 28 28.47
southwest 181.9 272.8 0 185.7 0 1012.4 714.3 28 27.94
southwest 385 0 0 186 0 966 763 14 27.92
southwest 310 0 0 192 0 970 850 28 27.92
southwest 181.4 0 167 169.6 7.6 1055.6 777.8 28 27.77
southwest 393 0 0 192 0 940.6 785.6 7 27.74
southwest 159 149 116 175 15 953 720 28 27.68
southwest 233.8 0 94.6 197.9 4.6 947 852.2 56 27.66
southwest 250 0 95.7 191.8 5.3 948.9 857.2 28 27.22
southwest 136 196 98 199 6 847 783 28 26.97
southwest 148 175 0 171 2 1000 828 28 26.92
southwest 147.8 175.1 0 171.2 2.2 1000 828.5 28 26.92
southwest 238.2 158.8 0 185.7 0 1040.6 734.3 28 26.91
southwest 153 239 0 200 6 1002 684 28 26.86
southwest 237.5 237.5 0 228 0 932 594 7 26.26
southwest 153 145 113 178 8 867 824 28 26.23
southwest 153.1 145 113 178.5 8 867.2 824 28 26.23
southwest 165 0 143.6 163.8 0 1005.6 900.9 28 26.2
southwest 143.8 136.3 106.2 178.1 7.5 941.5 774.3 28 26.15
southwest 375 0 0 186 0 1038 758 7 26.06
southwest 500 0 0 200 0 1125 613 3 26.06
southwest 218.9 0 124.1 158.5 11.3 1078.7 794.9 14 26.05
southwest 277 0 0 191 0 968 856 28 25.97
southwest 238.1 0 94.1 186.7 7 949.9 847 14 25.69
southwest 491 26 123 210 3.9 882 699 3 25.61
southwest 289 0 0 192 0 913.2 895.3 28 25.57
southwest 153 145 113 178 8 1002 689 28 25.56
southwest 397 0 0 185.7 0 1040.6 734.3 7 25.45
southwest 239.6 359.4 0 185.7 0 941.6 664.3 7 25.42
southwest 295.8 0 0 185.7 0 1091.4 769.3 28 25.22
southwest 322 0 0 203 0 974 800 28 25.18
southwest 312.7 0 0 178.1 8 999.7 822.2 28 25.1
southwest 313 0 0 178 8 1000 822 28 25.1
southwest 236 0 0 193 0 968 885 100 25.08
southwest 212.1 0 121.6 180.3 5.7 1057.6 779.3 28 24.9
southwest 229.7 0 118.2 195.2 6.1 1028.1 757.6 28 24.54
southwest 275 0 0 183 0 1088 808 28 24.5
southwest 230 0 118.3 195.5 4.6 1029.4 758.6 28 24.48
southwest 222.4 0 96.7 189.3 4.5 967.1 870.3 14 24.45
southwest 286.3 200.9 0 144.7 11.2 1004.6 803.7 3 24.4
southwest 122.6 183.9 0 203.5 0 958.2 800.1 28 24.29
southwest 173 116 0 192 0 946.8 856.8 28 24.28
southwest 168 42.1 163.8 121.8 5.7 1058.7 780.1 28 24.24
southwest 337.9 189 0 174.9 9.5 944.7 755.8 3 24.1
southwest 436 0 0 218 0 838.4 719.7 28 23.85
southwest 275.1 0 121.4 159.5 9.9 1053.6 777.5 3 23.8
southwest 148.5 139.4 108.6 192.7 6.1 892.4 780 28 23.7
southwest 359 19 141 154 10.9 942 801 3 23.64
southwest 149 118 92 183 7 953 780 28 23.52
southwest 149 117.6 91.7 182.9 7.1 953.4 780.3 28 23.52
southwest 246.8 0 125.1 143.3 12 1086.8 800.9 3 23.52
southwest 277.1 0 97.4 160.6 11.8 973.9 875.6 3 23.14
southwest 295.7 0 95.6 171.5 8.9 955.1 859.2 3 22.95
southwest 190.3 0 125.2 161.9 9.9 1088.1 802.6 14 22.72
southwest 203.5 135.7 0 185.7 0 1076.2 759.3 28 22.63
southwest 350 0 0 203 0 974 775 14 22.53
southwest 281 0 0 186 0 1104 774 28 22.44
southwest 116 173 0 192 0 909.8 891.9 28 22.35
southwest 229.7 0 118.2 195.2 6.1 1028.1 757.6 14 22.32
southwest 233.8 0 94.6 197.9 4.6 947 852.2 14 22.14
southwest 202 11 141 206 1.7 942 801 28 21.97
southwest 228 342.1 0 185.7 0 955.8 674.3 7 21.92
southwest 135 105 193 196 6 965 643 28 21.91
southwest 290.2 193.5 0 185.7 0 998.2 704.3 7 21.86
southwest 252.3 0 98.8 146.3 14.2 987.8 889 3 21.78
southwest 302 0 0 203 0 974 817 28 21.75
southwest 192 288 0 192 0 929.8 716.1 7 21.48
southwest 339 0 0 185 0 1069 754 7 21.16
southwest 158.8 238.2 0 185.7 0 1040.6 734.3 28 21.07
southwest 178 129.8 118.6 179.9 3.6 1007.3 746.8 3 20.73
southwest 108.3 162.4 0 203.5 0 938.2 849 28 20.59
southwest 236 157 0 192 0 972.6 749.1 7 20.42
southwest 146.5 114.6 89.3 201.9 8.8 860 829.5 28 19.99
southwest 147 115 89 202 9 860 829 28 19.99
southwest 238.1 0 94.1 186.7 7 949.9 847 3 19.93
southwest 203.5 305.3 0 203.5 0 963.4 630 7 19.54
southwest 250.2 166.8 0 203.5 0 977.6 694.1 7 19.35
southwest 393 0 0 192 0 940.6 785.6 3 19.2
southwest 393 0 0 192 0 940 758 3 19.11
southwest 296 0 0 186 0 1090 769 7 18.91
southwest 255 0 0 192 0 889.8 945 28 18.75
southwest 154.8 183.4 0 193.3 9.1 1047.4 696.7 28 18.29
southwest 349 0 0 192 0 1047 806 7 18.13
southwest 164.6 0 150.4 181.6 11.7 1023.3 728.9 28 18.03
southwest 214.9 53.8 121.9 155.6 9.6 1014.3 780.6 3 18.02
southwest 213.8 98.1 24.5 181.7 6.7 1066 785.5 14 17.84
southwest 168 42.1 163.8 121.8 5.7 1058.7 780.1 14 17.82
southwest 238 0 0 185 0 1118 789 28 17.54
southwest 213.5 0 174.2 154.6 11.7 1052.3 775.5 3 17.37
southwest 255.5 170.3 0 185.7 0 1026.6 724.3 7 17.24
southwest 200 133 0 192 0 965.4 806.2 7 17.17
southwest 376 0 0 214.6 0 1003.5 762.4 3 16.28
southwest 288 192 0 192 0 932 717.8 3 16.11
southwest 173.8 93.4 159.9 172.3 9.7 1007.2 746.6 3 15.82
southwest 238.2 158.8 0 185.7 0 1040.6 734.3 7 15.69
southwest 213.5 0 174.2 159.2 11.7 1043.6 771.9 3 15.61
southwest 300 0 0 184 0 1075 795 7 15.58
southwest 151 0 184 167 12 991 772 28 15.57
southwest 148.1 0 182.1 181.4 15 838.9 884.3 28 15.53
southwest 148 0 182 181 15 839 884 28 15.52
southwest 231.8 0 121.6 174 6.7 1056.4 778.5 3 15.44
southwest 144 0 175 158 18 943 844 28 15.42
southwest 144 15 195 176 6 1021 709 28 15.34
southwest 164 0 200 181 13 849 846 28 15.09
southwest 164.2 0 200.1 181.2 12.6 849.3 846 28 15.09
southwest 202 11 141 206 1.7 942 801 7 15.07
southwest 190.7 0 125.4 162.1 7.8 1090 804 3 15.04
southwest 212 141.3 0 203.5 0 973.4 750 7 15.03
southwest 310 0 0 192 0 970 850 7 14.99
southwest 167.4 129.9 128.6 175.5 7.8 1006.3 746.6 3 14.94
southwest 295.8 0 0 185.7 0 1091.4 769.3 7 14.84
southwest 295 0 0 185 0 1069 769 7 14.8
southwest 385 0 0 186 0 966 763 3 14.7
southwest 198.6 132.4 0 192 0 978.4 825.5 7 14.64
southwest 281 0 0 186 0 1104 774 7 14.5
southwest 165 0 143.6 163.8 0 1005.6 900.9 3 14.4
southwest 252 0 0 185 0 1111 784 7 13.71
southwest 181.4 0 167 169.6 7.6 1055.6 777.8 3 13.62
southwest 212.5 0 100.4 159.3 8.7 1007.8 903.6 3 13.54
southwest 331 0 0 192 0 978 825 3 13.52
southwest 151 0 185 167 16 1074 678 28 13.46
southwest 134.7 0 165.7 180.2 10 961 804.9 28 13.29
southwest 135 0 166 180 10 961 805 28 13.29
southwest 339 0 0 197 0 968 781 3 13.22
southwest 251.4 0 118.3 188.5 6.4 1028.4 757.7 3 13.12
southwest 220.8 147.2 0 185.7 0 1055 744.3 7 13.09
southwest 192 288 0 192 0 929.8 716.1 3 12.79
southwest 500 0 0 200 0 1125 613 1 12.64
southwest 190.3 0 125.2 166.6 9.9 1079 798.9 3 12.55
southwest 307 0 0 193 0 968 812 3 12.54
southwest 212.1 0 121.6 180.3 5.7 1057.6 779.3 3 12.47
southwest 155 0 143 193 9 1047 697 28 12.46
southwest 200 0 0 180 0 1125 845 28 12.25
southwest 194.7 0 100.5 170.2 7.5 998 901.8 3 12.18
southwest 238 0 0 186 0 1119 789 7 12.05
southwest 251.4 0 118.3 192.9 5.8 1043.6 754.3 3 11.98
southwest 203.5 135.7 0 185.7 0 1076.2 759.3 7 11.96
southwest 310 0 0 192 0 1012 830 3 11.85
southwest 252.5 0 0 185.7 0 1111.6 784.3 7 11.48
southwest 173 116 0 192 0 946.8 856.8 7 11.39
southwest 225 0 0 181 0 1113 833 7 11.17
southwest 145.4 0 178.9 201.7 7.8 824 868.7 28 10.54
southwest 145 0 179 202 8 824 869 28 10.54
southwest 141.3 212 0 203.5 0 971.8 748.5 7 10.39
southwest 122.6 183.9 0 203.5 0 958.2 800.1 7 10.35
southwest 238.1 0 0 185.7 0 1118.8 789.3 7 10.34
southwest 255 0 0 192 0 889.8 945 7 10.22
southwest 236 0 0 193 0 968 885 7 9.99
southwest 310 0 0 192 0 971 850.6 3 9.87
southwest 202 11 141 206 1.7 942 801 3 9.85
southwest 154.8 0 142.8 193.3 9.1 877.2 867.7 28 9.74
southwest 190.3 0 125.2 161.9 9.9 1088.1 802.6 3 9.45
southwest 254 0 0 198 0 968 863 3 9.31
southwest 158.4 0 194.9 219.7 11 897.7 712.9 28 8.54
southwest 158 0 195 220 11 898 713 28 8.54
southwest 250 0 95.7 191.8 5.3 948.9 857.2 3 8.49
southwest 153 102 0 192 0 888 943.1 7 8.37
southwest 186.2 124.1 0 185.7 0 1083.4 764.3 7 8
southwest 168 42.1 163.8 121.8 5.7 1058.7 780.1 3 7.75
southwest 182 45.2 122 170.2 8.2 1059.4 780.7 3 7.32
southwest 133 200 0 192 0 927.4 839.2 3 6.88
southwest 236 0 0 194 0 968 885 3 6.47
southwest 385 0 0 186 0 966 763 1 6.27
southwest 183.9 122.6 0 203.5 0 959.2 800 3 4.9
southwest 141.3 212 0 203.5 0 971.8 748.5 3 4.83

Use Descriptive Statistics to report back on the following summary measures , for the additives used in making concrete. Once you've complered working, you can return to Canvas for a couple fo questions to answer. Assume this is a sample set of data. Once you're ready, return to Canvas to answer questions based on these summary measures.

What is CV? As you know, standard deviation of a dataset is a way to measure how far the average value lies from the mean. The larger the standard deviation, the more spread the values are from the sample mean. However, the designation of high or low standard deviation depends on the data you have. A standard deviation of 5 for a vehicle which averages 17 miles per gallon, has a relatively higher than an annual Dow Jones standard deviation of 2000 on an average of 35870. One way to understand whether or not a certain value for the standard deviation is high or low is to find the coefficient of variation (CV). To calculate CV, take the standard deviation, and divide it by the mean. This calculates a ratio between the standard deviation and the mean. The higher the CV, the higher the standard deviation of a sample relative to the mean. Take the following data: 10,10,11,12,13,17,19,22,25,26,26,26,30,35,50. The avg is 22.1. and the std dev is 11.0. This tells us the typical value in this dataset are 11.0 units away from the mean. The CV of 0.49 tells us that the standard deviation is about half the size of the sample mean. Look at the mean, standard deviation, and CV for the data above. What can you tell us about the CV and skewness? Answer in Canvas, but show your work on this worksheet.

Analysis2_Correlation

cement strength
158.4 8.54
158 8.54
331 13.52
154 24.34
237 28.63
236.9 28.63
139.7 35.23
237.5 26.26
140 35.23
436 23.85
145.4 10.54
154 16.5
145 10.54
153.6 16.5
332.5 30.28
108.3 2.33
380 32.82
427.5 35.08
156 29.41
475 38.6
122.6 3.32
184 22.93
108.3 7.72
183.9 4.9
190 40.86
170.3 10.73
154.8 9.74
155 9.74
102 4.57
266 45.85
284 13.4
155 12.46
154.8 12.46
141.3 4.83
122.6 10.35
304 47.81
153 4.78
183.9 10.79
237.5 30.08
212 6.81
332.5 33.02
102 7.68
296 31.42
296 31.42
116 6.28
236 6.47
148 15.52
135 21.91
255 8.2
148.1 15.53
380 36.45
153 8.37
427.5 37.43
141.3 10.39
173 6.94
162 39.84
297 30.96
254 9.31
307 12.54
164 15.09
475 39.29
164.2 15.09
134.7 13.29
135 13.29
146.5 19.99
166.8 6.9
284 24.13
299.8 23.84
147 19.99
236 9.99
255 10.22
116 10.09
300 23.84
339 13.22
133 6.88
212 15.03
144.8 13.2
173 11.39
145 13.2
151.6 12.18
289 11.65
152 12.18
250.2 9.73
393 19.11
277 11.36
164.6 18.03
149 24.58
165 18.03
385 6.27
160 32.84
144 15.34
298.2 31.88
236 12.84
298 31.87
108.3 20.59
162 30.65
160.2 35.31
200 11.41
289 14.6
166.8 15.75
133 13.66
150.7 13.46
151 13.46
159 30.88
339 20.97
157 9.69
157 33.05
170.3 25.73
140 36.44
164 27.23
139.9 36.44
333 15.62
202 9.85
385 14.7
203.5 9.56
250.2 19.35
148.5 23.7
149 23.69
136 26.97
150.9 15.57
155.2 28.99
151 15.57
122.6 24.29
200 17.17
155 28.99
183.9 24.05
102 17.28
143 29.72
143 29.73
236 13.57
143.7 29.87
144 29.87
153 17.96
317.9 40.06
272.6 32.25
143.6 15.42
144 15.42
157 16.89
305.3 14.14
339 27.04
318 40.06
273 32.24
202 15.07
167 23.89
350 18.13
277 21.26
272.8 37.17
302 18.13
273 37.17
255 18.75
333 23.4
236 18.42
385 23.22
155 18.28
154.8 18.29
203.5 19.54
304.8 30.12
116 22.35
305 30.12
393 19.2
149 23.52
149 23.52
192 12.79
322 20.77
236 20.42
322 31.18
261 32.4
326.5 38.63
322.2 31.18
141.3 29.89
260.9 32.4
307 27.53
326 40.68
310 9.87
148.1 17.96
155 23.79
173 24.28
148 17.95
154.8 23.79
152.6 26.86
350 22.53
162 33.76
153 26.86
198.6 9.13
162 33.76
284 43.73
295 14.8
145 29.16
144 26.14
288 16.11
146 33.06
212 33
153 25.56
305.3 25.89
153.1 25.56
145.9 32.72
143.8 26.15
385 27.92
153 26.23
158.6 27.68
190 42.33
304 33.42
331 13.52
303.6 33.42
159 27.68
153.1 26.23
289 25.57
233.8 10.38
133.1 28.94
310 14.99
252 33.4
133 31.03
339 32.04
252.1 33.4
238.1 19.93
302 21.75
393 27.74
277 25.97
192 21.48
266 47.03
133 27.87
132 33.31
480 24.4
132 33.3
261.9 33.72
198.6 14.64
262 33.72
304 49.19
238.1 10.34
331 16.26
230 10.03
356 40.87
136.4 29.07
136 29.07
342 50.46
355.9 40.87
393 39.58
166.8 33.95
168 7.75
238 12.05
229.7 13.36
252 11.47
237.5 33.12
322 25.18
288 23.52
152.7 19.01
252.5 11.48
252 13.71
380 52.91
153 19.01
202 21.97
200 30.44
265 41.54
255 33.8
264.5 41.54
255.3 33.8
480 24.39
332.5 37.72
250.2 36.96
321 37.26
350 27.34
151.8 36.35
145.7 23.74
152 36.35
321.4 37.27
516 41.37
516 41.37
186.2 8
146 23.74
333 31.97
310 11.85
296 14.2
385 31.35
380 40.56
250 8.49
427.5 41.54
475 42.23
298 42.64
480 34.57
424 32.11
298.1 42.64
238.1 25.69
166.1 10.76
141.9 44.61
157 33.66
298 53.52
295.8 14.84
297.8 53.52
142 44.61
200 7.84
222.4 11.58
277 43.58
233.8 22.14
281 14.5
277 43.57
251.4 13.12
296 18.91
236 32.88
313 36.8
284 44.52
313.3 36.8
310 17.24
160 39.4
287 41.94
225 11.17
251.4 17.22
230 20.08
287.3 43.8
295 25.18
229.7 22.32
214.9 18.02
250 12.73
159.1 32.77
168 17.82
212.1 12.47
159 32.76
220.8 13.09
166 37.92
250 13.82
312.7 25.1
166 37.91
313 25.1
424 40.29
158.8 9.62
149.5 32.96
135.7 7.51
149 32.96
339 21.16
155.6 37.36
275 14.2
156 37.36
203.5 41.68
266 39.42
238 17.54
181.4 13.62
376 16.28
266.2 39.42
339.2 21.18
300 15.58
167 15.52
238.1 17.58
238 17.54
310 27.92
182 7.32
393 39.6
148 26.92
203.5 11.96
325 17.54
252 19.69
147.8 26.92
167.4 14.94
305.3 43.38
238.2 15.69
108.3 29.23
310 33.69
233.8 22.84
238.1 30.23
374 39.05
313.8 38.46
251.4 11.98
276 44.28
314 38.46
289 46.25
173.8 15.82
374.3 39.06
252.5 19.77
276.4 44.28
150 37.43
289 46.24
150 37.43
424 39
298 35.86
198.6 28.02
298.1 35.87
350 20.28
165 19.42
202 23.25
382 24
382 24
309.9 38.22
192 39.32
331 31.45
190.3 12.55
334 44.33
331 14.31
382.5 24.07
181.9 12.37
255.5 17.24
229.7 24.54
231.8 15.44
250 24.66
296 21.65
178 20.73
194.7 12.18
350 29.98
166.1 25.48
288 38.8
222.4 24.45
230 24.48
251.4 24.43
186.2 17.6
397 25.45
375 26.06
200 12.25
190.3 9.45
102 25.46
122.6 33.19
212.1 20.92
183.9 32.53
168.9 7.4
314 46.23
480 43.94
168 24.24
213.8 13.18
213.5 15.61
314 46.23
234 39.3
331 17.44
255 21.86
272.8 19.77
251.4 29.93
400 30.14
296 25.18
173.5 23.08
153 26.32
281 22.44
160 39.45
181.4 21.6
236 21.95
159.8 39.46
295.8 25.22
281 22.44
250 24.92
194.7 12.45
193.5 17.2
376 25.62
259.9 49.77
165 14.4
260 49.77
336 44.86
213.7 18
336.5 44.87
225 17.34
339 31.65
190.7 15.04
491 29.55
166.1 21.54
310 27.83
254 26.94
288 42.13
297.2 21.91
290.2 21.86
280 52.82
250 20.87
480 43.89
330.5 56.62
251.4 20.73
288.4 42.14
331 56.61
279.8 52.83
213.5 17.37
307 32.92
222.4 24.89
182 21.5
214.9 38.6
190.3 19.42
116 31.02
213.7 17.57
313 41.05
250 27.22
313.3 41.05
218.9 15.34
313.3 40.93
322 52.42
167 32.9
139.6 8.06
172.4 21.29
322.5 52.43
173.8 29.55
275 24.5
135.7 18.2
158.8 21.07
173 32.1
212.6 13.33
220.8 25.75
141.3 39.66
339 31.84
313 44.39
210.7 21.82
251.4 29.65
167.4 31.81
213.8 17.84
165 33.09
339.2 31.9
212.5 13.54
300 26.85
321 57.21
212.1 24.9
231.8 26.77
165 16.88
321.3 57.22
212 39.7
339 35.17
316.1 24.44
491 37.92
194.7 24.28
212 19.52
203.5 22.63
251.4 32.66
289 32.07
284 40.93
295.7 22.95
349 14.99
178 34.24
238.2 26.91
284 40.93
349 15.05
252.3 21.78
277 31.25
325 30.57
233.8 27.66
250 29.22
249.1 15.36
190.3 22.72
181.4 27.77
228 21.92
190.7 21.06
173.5 33.01
290.4 22.5
376 31.97
139.6 14.59
312.9 52.45
213.5 29.59
133 36.59
350 34.29
238.1 39.59
382 37.42
313 52.44
397 33.08
168.9 23.51
349 18.13
382 37.42
194.7 24.99
213.7 30.39
382.5 37.44
333 47.28
393 48.79
397 36.94
349 9.01
229.7 31.35
166.8 43.57
310 45.3
310 45.3
255.5 32.05
277.1 23.14
190.3 24.85
239.6 25.42
181.9 27.94
397 39.09
375 38.21
350 31.35
275.1 23.8
230 31.54
349 15.87
172.4 29.75
366 65.91
366 65.91
297.2 36.99
218.9 26.05
272.8 31.38
424 62.05
182 31.27
424 72.1
251.4 33.27
446 23.35
167 41.41
400 43.7
173.8 37.81
331 31.74
168 32.85
213.5 33.7
446 25.02
212.6 25.37
200 43.25
250.2 47.71
333 41.68
231.8 33.73
214.9 52.2
213.7 33.73
178 39.16
167.4 41.2
424 32.01
193.5 32.63
212.5 26.31
290.2 33.04
165 26.2
166.1 28.63
212 31.35
173.5 38.2
194.7 25.72
190.7 26.4
190.3 28.47
323.7 28.3
157 43.38
295.7 35.23
165 46.39
325.6 61.24
222.4 29.45
326 61.23
190 46.93
194.7 37.27
249.1 28.68
266 48.7
337.9 24.1
290.4 34.67
475 58.52
446 35.36
251.8 21.02
168.9 31.12
304 50.95
246.8 23.52
342 52.12
251.4 36.97
380 53.1
285 53.58
251.4 36.64
397 55.65
172.4 33.69
236 47.78
213.8 40.23
250 39.64
210.7 37.81
218.9 30.22
252.3 42.29
528 56.83
237.5 36.25
316.1 38.7
500 69.84
446 38.02
275 76.24
310 34.68
213.5 44.64
212.1 34.2
203.5 51.86
446 39.3
218.2 27.42
439 39.3
332.5 39.78
376 36.3
356 59
277.2 30.45
250 67.87
380 40.76
275.1 38.77
213.7 45.71
393 48.85
313.3 28.8
181.4 35.57
297.2 47.4
427.5 41.84
250 38.33
139.6 28.24
213.7 40.15
475 42.62
500 12.64
491 57.92
212.5 31.64
277.1 41.89
290.4 34.74
331 37.23
305.3 54.6
359 23.64
385 55.55
228 39.7
337.9 35.1
295.7 39.94
520 51.02
249.1 30.85
349 32.72
198.6 38.07
212 38.5
359 25.12
213.5 45.94
212.6 37.4
424 74.36
296 29.39
190.3 31.72
239.6 39.44
424 65.7
475 37.8
362.6 22.9
192 50.73
323.7 49.8
446 52.01
214.9 53.96
251.4 39.27
318.8 25.2
288 50.53
251.8 33.36
491 25.61
374 34.4
388.6 28.1
233.8 34.56
480 54.32
362.6 35.3
252.3 50.6
500 26.06
238.1 44.3
182 43.5
349 33.61
218.2 35.96
231.8 42.7
173.8 48.99
313.3 42.8
167 53.46
178 48.59
439 56.1
359 35.75
310 35.76
167.4 51.72
194.7 33.96
165 53.72
246.8 42.22
190.7 35.34
379.5 28.6
165 36.56
230 35.34
194.7 43.39
200 49.25
359 38.61
190.3 38.56
277.1 48.28
480 54.28
172.4 35.85
446 44.42
318.8 33.4
405 52.3
491 33.49
388.6 34.9
229.7 40.86
275.1 51.33
168.9 39.15
425 33.4
277.2 47.71
381.4 14.54
173.5 53.77
251.8 33.94
500 33.21
286.3 24.4
374 46.2
168 39.23
213.8 47.13
218.9 37.27
475 55.6
425 36.3
446 51.02
387 22.75
213.5 51.26
382 11.47
446 53.39
166.1 33.54
213.7 50.77
297.2 51.96
387 25.51
491 61.86
213.7 46.64
236 24.1
446 57.03
312.7 44.52
313 44.52
525 33.8
500 36.94
213.5 51.43
212 45.08
337.9 49.9
250 41.16
387 34.77
254 27.63
295.7 48.72
212.6 44.4
212.5 42.55
389.9 40.6
222.4 40.71
290.4 45.08
531.3 41.3
362.6 55.9
469 40.2
520 60.28
249.1 42.03
251.4 43.58
379.5 47.1
307 34.49
425 46.8
251.4 44.21
246.8 52.5
375 29
540 41.64
212.1 39.61
286.3 38
425 49.2
331 37.91
401.8 41.1
250 42.35
387 36.84
376 43.06
439 66
252.3 55.83
531.3 46.9
218.2 55.51
387 41.67
525 42.42
339 36.45
475 57.23
310 38.7
302 26.74
277.1 51.04
190.3 33.56
277 32.33
181.4 45.37
323.7 74.7
313.3 59.8
251.4 40.15
381.4 22.49
277.2 63.14
214.9 56.63
387 45.9
450.1 39.38
322 29.59
451 78.8
275.1 56.85
500 44.09
540 52.61
469 54.9
446 54.77
505 64.02
388.6 50.7
500.1 44.13
446 55.25
389.9 59.09
475 68.3
446 56.14
173.8 50.94
178 49.99
359 59.49
525 48.4
350 32.72
231.8 45.84
374 61.09
401.8 54.1
167 56.81
167.4 53.66
251.8 44.14
375 45.7
165 55.02
182 48.67
165 37.96
194.7 44.28
318.8 55.5
522 50.51
359 62.94
194.7 37.34
190.3 40.39
491 55.55
446 61.07
172.4 37.68
379.5 52.2
190.7 40.57
349 39.49
173.5 56.06
139.6 39.36
540 59.76
540 61.89
213.8 49.97
213.5 52.96
387 46.68
337.9 59.89
362.6 71.3
331 39.38
540 79.99
425 60.29
387 46.68
168.9 48.15
213.7 53.9
190 50.66
425 61.8
246.8 60.32
531.3 56.4
266 51.73
297.2 56.74
218.9 46.23
380 53.3
213.7 50.08
387 50.24
439 71.7
304 54.38
342 55.06
212.5 42.92
218.2 61.99
525 55.94
212 47.82
349 40.66
237.5 38.41
295.7 52.04
212.6 47.74
277.2 66.82
355 44.03
313.3 64.9
290.4 48.97
332.5 40.27
310 37.33
323.7 80.2
380 41.15
213.5 59.3
475 42.13
427.5 43.01
469 66.9
388.6 55.2
331 39
374 63.4
475 72.3
540 67.31
249.1 51.06
286.3 67.7
375 56.7
198.6 41.72
252.3 60.95
359 66.78
355 55.45
389.9 74.5
491 59.59
401.8 68.5
379.5 54.9
359 68.75
277.1 55.64
275.1 58.61
318.8 66.1
500 67.57
387 47.97
425 64.3
251.8 45.37
425 64.9
362.6 77.3
531.3 58.8
522 74.99
349 40.86
387 56.34
387 61.46
439 73.3
337.9 67.8
469 69.3
500 47.22
313.3 66.6
375 60.2
286.3 72.99
218.2 63.53
246.8 66.42
374 64.9
388.6 57.6
277.2 66.95
475 74.19
389.9 79.4
401.8 73.7
379.5 56.5
315 81.75
318.8 68.1
425 65.2
531.3 59.2
425 66.7
362.6 79.3
525 58.78
469 70.7
540 69.66
349 41.05
375 62.5
139.6 44.21
286.3 76.8
401.8 75.5
389.9 82.6
380 52.52
266 52.91
190 53.69
304 55.26
342 56.14
237.5 39
332.5 41.05
475 41.93
380 43.7
427.5 43.7
485 71.99
500 51.04
236 25.08
254 29.79
307 36.15
277 33.7
339 38.89
525 61.92
540 71.62
310 38.11
331 41.24
198.6 44.3
500 55.16
525 67.11
540 74.17
349 42.13
139.6 44.7

Compare the most expensive additive (cement) with the overall Strength. A correlation and scatterplot are the tools to use for this step. It may also help to output descriptive statistics statistics for Strength. What patterns to you see? Does one have to invest heavily in Cement to achieve a strong concrete mixture? In a sentence or two, what is happening with any outlier groups? Return to Canvas to answer these questions regarding concrete and strength.

Analysis3_ShapeAndSkewness

water coarseagg
219.7 897.7
220 898
192 879
228 845
247 853
246.9 852.9
236.7 868.6
228 932
237 869
218 838.4
201.7 824
220 923
202 824
220.1 923.2
228 932
203.5 938.2
228 932
228 932
221 854
228 932
203.5 958.2
213 923
203.5 938.2
203.5 959.2
228 932
185.7 1026.6
193.3 877.2
193 877
192 887
228 932
179 842
193 1047
193.3 1047.4
203.5 971.8
203.5 958.2
228 932
192 888
203.5 959.2
228 932
203.5 973.4
228 932
192 887
221 819
221.4 819.2
192 909.8
194 968
181 839
196 965
192 889.8
181.4 838.9
228 932
192 888
228 932
203.5 971.8
192 946.8
216 822
186 1040
198 968
193 968
181 849
228 932
181.2 849.3
180.2 961
180 961
201.9 860
203.5 975.6
179 842
211.5 878.2
202 860
193 968
192 889.8
192 909.8
212 878
197 968
192 927.4
203.5 973.4
180.8 979.5
192 946.8
181 979
184.4 992
192 913.2
184 992
203.5 977.6
192 940
191 968
181.6 1023.3
192 935
182 1023
186 966
203 829
176 1021
209.7 879.6
194 968
210 880
203.5 938.2
202 820
203.2 828.7
192 965.4
192 913.2
203.5 975.6
192 927.4
166.7 1074.5
167 1074
201 848
197 968
192 935.4
200 819
185.7 1026.6
200 916
197 961
200.3 916
192 931.2
206 942
186 966
203.5 963.4
203.5 977.6
192.7 892.4
193 892
199 847
166.6 991.2
193.8 879.6
167 991
203.5 958.2
192 965.4
194 880
203.5 959.2
192 887
191 967
190.7 967.4
192 972.6
191.6 814.1
192 814
192 888
209.7 860.5
198.7 931.3
158.4 942.7
158 943
192 935.4
203.5 965.4
197 968
210 861
199 931
206 942
185 898
203 974
191 968
209.7 904
203 974
210 904
192 889.8
192 931.2
194 968
186 966
193 1047
193.3 1047.4
203.5 963.4
196 959.4
192 909.8
196 959
192 940.6
183 953
182.9 953.4
192 929.8
203 974
192 972.6
196 818
201 864
199 801.1
196 817.9
203.5 971.8
200.6 864.5
193 968
199 801
192 971
158.1 1001.8
193 877
192 946.8
158 1002
193.3 877.2
200 1001.8
203 974
179 838
200 1002
192 978.4
178.8 838.1
179 842
185 1069
184 833
178 941
192 932
202 827
203.5 973.4
178 1002
203.5 965.4
178.5 1001.9
202.5 827
178.1 941.5
186 966
178 867
175.1 953.3
228 932
214 895
192 978
213.5 895.5
175 953
178.5 867.2
192 913.2
197.9 947
195.7 949.4
192 970
194 835
196 949
197 968
193.8 835.5
186.7 949.9
203 974
192 940.6
191 968
192 929.8
228 932
192 927.4
178.9 866.9
192 936.2
179 867
195.4 895.2
192 978.4
195 895
228 932
185.7 1118.8
192 978
195.5 1029.4
193 801
171.6 922.6
172 923
228 932
193.3 801.4
192 940
203.5 975.6
121.8 1058.7
186 1119
195.2 1028.1
186 1111
228 932
203 974
192 932
178.1 999.7
185.7 1111.6
185 1111
228 932
178 1000
206 942
192 965.4
195 833
189 919
195.5 832.6
188.6 919
192 936
228 932
203.5 977.6
182 870
203 974
167.5 944
181.9 985.8
168 944
182.5 870.1
162 801
162 801
185.7 1083.4
182 986
192 931.2
192 1012
192 1085
186 966
228 932
191.8 948.9
228 932
228 932
186 879
192 936.2
168 822
186.4 879
186.7 949.9
176.5 1058.6
173.5 882.6
192 935.4
201 878
185.7 1091.4
201.3 878.4
174 883
180 1125
189.3 967.1
190.6 946.5
197.9 947
186 1104
191 946
188.5 1028.4
186 1090
192 972.6
178 1002
179 842
178.5 1001.9
192 1012
182 824
188 904
181 1113
188.5 1028.4
195.5 1029.4
187.6 904.4
185 1069
195.2 1028.1
155.6 1014.3
182 1100
175.6 989.6
121.8 1058.7
180.3 1057.6
176 990
185.7 1055
183.2 858.8
187.4 956.9
178.1 999.7
183 859
178 1000
168 822
185.7 1040.6
175.8 846.8
185.7 1076.2
176 847
185 1069
180.3 1022
183 1088
180 1022
203.5 963.4
178 910
185 1118
169.6 1055.6
214.6 1003.5
177.9 909.7
185.7 1069.2
184 1075
164 1007.3
185.7 1118.8
186 1119
192 970
170.2 1059.4
192 940.6
171 1000
185.7 1076.2
184 1063
185 1111
171.2 1000
175.5 1006.3
203.5 965.4
185.7 1040.6
203.5 938.2
168 914
197.9 947
186.7 949.9
190 1013
169.9 925.3
192.9 1043.6
180 870
170 925
194.9 924.1
172.3 1007.2
190.2 1013.2
185.7 1111.6
179.6 870.1
173.8 1069.3
195 924
174 1069
178 822
164 953
192 978.4
163.6 953.2
186 1050
175.1 1005.8
206 942
185 1047
186 1047
167.8 913.9
192 929.8
192 978
166.6 1079
189 967
192 1025
185.7 1047.8
185.7 1012.4
185.7 1026.6
195.2 1028.1
174 1056.4
191.8 948.9
192 1085
179.9 1007.3
170.2 998
203 974
176.5 1058.6
192 932
189.3 967.1
195.5 1029.4
188.5 1028.4
185.7 1083.4
185.7 1040.6
186 1038
180 1125
161.9 1088.1
192 887
203.5 958.2
180.3 1057.6
203.5 959.2
158.3 1080.8
179 869
192 936.2
121.8 1058.7
181.7 1066
159.2 1043.6
178.9 869.1
189 981
192 1025
192 889.8
185.7 1012.4
188.5 1028.4
187 1025
186 1090
164.8 1006.2
192 888
185 1104
168 1049
169.6 1055.6
194 968
168.4 1049.3
185.7 1091.4
186 1104
187.4 956.9
165.6 1006.4
185.7 998.2
214.6 1003.5
170.6 935.7
163.8 1005.6
171 936
182 986
181.7 1065.8
181.9 985.8
181 1113
185 1060
162.1 1090
201 822
176.5 1058.6
192 1012
198 968
177 908
174.8 1022.8
185.7 998.2
172 825
182 1100
192 936
194.9 811
192.9 1043.6
177.4 907.9
195 811
172.4 825.1
154.6 1052.3
193 968
189.3 967.1
170.2 1059.4
155.6 1014.3
166.6 1079
192 909.8
154.8 1053.5
178 1002
191.8 948.9
178.5 1001.9
158.5 1078.7
178.5 867.2
186 951
164 1007.3
192 1047
156.8 1006.3
185.8 951
172.3 1007.2
183 1088
185.7 1076.2
185.7 1040.6
192 946.8
159.4 1003.8
185.7 1055
203.5 971.8
185 1069
178 867
185.7 977
188.5 1028.4
175.5 1006.3
181.7 1066
175.1 1005.8
185.7 1069.2
159.3 1007.8
184 1075
190 870
180.3 1057.6
174 1056.4
163.8 1005.6
190.5 870
203.5 973.4
197 968
185.7 977
201 822
170.2 998
159 1085.4
185.7 1076.2
188.5 1028.4
192 913.2
168 970
171.5 955.1
192 1047
179.9 1007.3
185.7 1040.6
168.3 970.4
192 1047
146.3 987.8
191 968
184 1063
197.9 947
187.4 956.9
158.1 987.8
161.9 1088.1
169.6 1055.6
185.7 955.8
162.1 1090
164.8 1006.2
168.1 961.2
214.6 1003.5
192 1047
177.6 916.6
159.2 1043.6
192 927.4
186 1050
186.7 949.9
185 1047
178 917
185.7 1040.6
158.3 1080.8
192 1047
186 1047
165.6 1006.4
181.7 1065.8
185.7 1047.8
167 996
192 940
186 1040
192 1056
195.2 1028.1
203.5 975.6
168 914
167.9 914.3
185.7 1026.6
160.6 973.9
166.6 1079
185.7 941.6
185.7 1012.4
185 1040
186 1038
203 974
159.5 1053.6
195.5 1029.4
192 1056
156.8 1006.3
191 824
191.3 824.3
174.8 1022.8
158.5 1078.7
185.7 1012.4
178 822
170.2 1059.4
168 822
192.9 1043.6
162 967
164 1007.3
187 1025
172.3 1007.2
192 1025
121.8 1058.7
154.6 1052.3
162 967
159.4 1003.8
192 965.4
203.5 977.6
192 931.2
174 1056.4
155.6 1014.3
154.8 1053.5
179.9 1007.3
175.5 1006.3
178 882
185.7 998.2
159.3 1007.8
185.7 998.2
163.8 1005.6
176.5 1058.6
159 1085.4
164.8 1006.2
165.6 1006.4
162.1 1090
161.9 1088.1
183.8 942.7
192 935.4
171.5 955.1
175.1 1005.8
174 881.6
189.3 967.1
174 882
228 932
170.2 998
158.1 987.8
228 932
174.9 944.7
168.1 961.2
162 1044
162 967
146.1 1006
158.3 1080.8
228 932
143.3 1086.8
228 932
188.5 1028.4
228 932
163 1031
188.5 1028.4
167 967
156.8 1006.3
192 972.6
181.7 1066
191.8 948.9
185.7 977
158.5 1078.7
146.3 987.8
185 920
228 932
185.7 977
151 1033
162 967
162 830
192 970
159.2 1043.6
180.3 1057.6
203.5 963.4
162 967
140.8 1075.7
186 884.9
228 932
214.6 1003.5
160 1061
160.7 1061.7
159 860
228 932
159.5 1053.6
181.7 1065.8
192 940.6
175.5 1046.9
169.6 1055.6
174.8 1022.8
228 932
187.4 956.9
192 1047
154.8 1053.5
228 932
200 1125
201 822
159.3 1007.8
160.6 973.9
168.1 961.2
192 978
203.5 965.4
154 942
158 903
185.7 955.8
174.9 944.7
171.5 955.1
175 870
158.1 987.8
192 1047
192 978.4
159 1085.4
154 942
154.6 1052.3
159.4 1003.8
168 822
192 1085
166.6 1079
185.7 941.6
178 822
181.1 852.1
164.9 944.7
192 929.8
183.8 942.7
162 967
155.6 1014.3
192.9 1043.6
155.7 852.1
192 932
146.1 1006
210 882
170.1 926.1
157.9 852.1
197.9 947
192 936.2
164.9 944.7
146.3 987.8
200 1125
186.7 949.9
170.2 1059.4
192 1056
140.8 1075.7
174 1056.4
172.3 1007.2
175.5 1046.9
164 1007.3
179.9 1007.3
186 884.9
154 942
192 1012
175.5 1006.3
165.6 1006.4
175.1 1005.8
143.3 1086.8
162.1 1090
153.9 1134.3
163.8 1005.6
195.5 1029.4
170.2 998
190 1145
154 942
161.9 1088.1
160.6 973.9
192 936
156.8 1006.3
162 967
155.7 852.1
175 1120
210 882
157.9 852.1
195.2 1028.1
159.5 1053.6
158.3 1080.8
153.5 852.1
160.7 1061.7
185.7 1104.6
164.8 1006.2
146.1 1006
200 1125
144.7 1004.6
170.1 926.1
121.8 1058.7
181.7 1066
158.5 1078.7
181.1 852.1
151.4 936
162 967
157 938
159.2 1043.6
186 1111
162 967
176.5 1058.6
181.7 1065.8
174.8 1022.8
157 938
201 822
154.8 1053.5
193 968
162 967
127.3 999.7
127 1000
189 1125
200 1125
154.6 1052.3
159 1085.4
174.9 944.7
191.8 948.9
157 938
198 968
171.5 955.1
159.4 1003.8
159.3 1007.8
145.9 944.7
189.3 967.1
168.1 961.2
141.8 852.1
164.9 944.7
137.8 852.1
170 855
158.1 987.8
188.5 1028.4
153.9 1134.3
193 968
151.4 936
188.5 1028.4
143.3 1086.8
126.6 852.1
173 1125
180.3 1057.6
144.7 1004.6
153.5 852.1
192 1025
147.4 946.8
187.4 956.9
157 938
214.6 1003.5
186 884.9
146.3 987.8
141.8 852.1
140.8 1075.7
157 938
189 1125
197 968
142 1098
192 1012
203 974
160.6 973.9
166.6 1079
191 968
169.6 1055.6
183.8 942.7
175.5 1046.9
192.9 1043.6
185.7 1104.6
160.7 1061.7
155.6 1014.3
157 938
200 1124.4
203 974
165 1030
159.5 1053.6
200 1125
173 1125
137.8 852.1
162 967
195 1030
157.9 852.1
200 1124.4
162 967
145.9 944.7
181.1 852.1
162 967
172.3 1007.2
179.9 1007.3
154 942
189 1125
203 974
174 1056.4
170.1 926.1
147.4 946.8
164 1007.3
175.5 1006.3
146.1 1006
126.6 852.1
175.1 1005.8
170.2 1059.4
163.8 1005.6
170.2 998
155.7 852.1
146 896
154 942
165.6 1006.4
161.9 1088.1
210 882
162 967
156.8 1006.3
153.9 1134.3
162.1 1090
192 1047
164.8 1006.2
192 1047
173 1125
162 1055
181.7 1066
159.2 1043.6
157 938
174.9 944.7
164.9 944.7
192 1025
162 1040
153.5 852.1
157 938
158.3 1080.8
181.7 1065.8
228 932
151.4 936
143.3 1086.8
141.8 852.1
228 932
174.8 1022.8
158.5 1078.7
228 932
154.8 1053.5
157 938
186 884.9
228 932
228 932
159.3 1007.8
140.8 1075.7
189 1125
159 1085.4
192 1056
228 932
171.5 955.1
159.4 1003.8
160.7 1061.7
145 967
175.5 1046.9
168.1 961.2
228 932
192 970
183.8 942.7
228 932
154.6 1052.3
228 932
228 932
137.8 852.1
157.9 852.1
192 978
170.1 926.1
181.1 852.1
173 1125
158.1 987.8
144.7 1004.6
126.6 852.1
192 978.4
146.3 987.8
154 942
145 967
145.9 944.7
210 882
147.4 946.8
153.9 1134.3
154 942
160.6 973.9
159.5 1053.6
155.7 852.1
140 966
157 938
153.5 852.1
146.1 1006
151.4 936
164.9 944.7
141.8 852.1
146 896
192 1056
157 938
157 938
186 884.9
174.9 944.7
137.8 852.1
200 1125
175.5 1046.9
126.6 852.1
144.7 1004.6
140.8 1075.7
143.3 1086.8
170.1 926.1
157.9 852.1
160.7 1061.7
181.1 852.1
145.9 944.7
147.4 946.8
153.9 1134.3
145 1130
155.7 852.1
153.5 852.1
141.8 852.1
151.4 936
164.9 944.7
189 1125
137.8 852.1
173 1125
192 1047
126.6 852.1
192 1047
144.7 1004.6
147.4 946.8
145.9 944.7
228 932
228 932
228 932
228 932
228 932
228 932
228 932
228 932
228 932
228 932
146 1120
200 1125
193 968
198 968
193 968
191 968
197 968
189 1125
173 1125
192 970
192 978
192 978.4
200 1125
189 1125
173 1125
192 1047
192 1047

Please investigate both Water and Coarseagg as the two additives that seem closest to a normal distribution. Create histograms for both additives for comparison. Using any methods you think appropriate, answer the question: "From a statistical standpoint, which variable closest represents a Normal Distribution. Please return to Canvas explain your answer:

NormalDistributions

Question Answer * Remember to return to Canvas to input all of these answers.
500 students are getting ready to take the bar exam.  Assume that the scores can be approximated by a normal distribution.  How many students do we expect to be within 2 standard deviations from the mean?  Enter your answer, rounded to the nearest whole number.
During the height of flu season, demand per day for flu vaccinations in the IU Health network is normally distributed with a mean of 1200 vaccinations and std deviation of 55. What is the probability that demand for a particular day will be less than 1100 vaccinations?
P(X≤1100)
A hospital is trying to improve quality in every area.  One of the metrics they look closely at is the quality of physicians.  Several individual measurements contribute to a physician's quality score, but they have observed physician quality rankings to be normally distributed, with an average quality score of 83, and a standard deviation of 4.8.  A physician score of 94 or better is considered to be exceptional.
What is the probability that a doctor (selected at random) would have a quality score of 94 or higher  (round to the nearest 4 decimal places)?
P(X≥94)
A hospital is trying to improve quality in every area.  One of the metrics they look closely at is the quality of physicians.  Several individual measurements contribute to a physician's quality score, but they have observed physician quality rankings to be normally distributed, with an average quality score of 83, and a standard deviation of 4.8.  A physician score of 94 or better is considered to be exceptional.
What portion of physicians would have a quality score between 73 and 93 (inclusive)?  (round to the nearest 4 decimal places)?
P(73≤X≤93)

IdeaxShell

Number of Promo Videos to create Feb-21
Cost per (promo) video $50
Post-Production Costs <=20 $500
Post-Production Costs >20 $1,000
Breakpoint for cost 20
P{customer purchases} 0.045
Revenue per video bought $1,900
Expected Profit

This shell file with key data is provided for your convenience, but you can make any changes you need to make, including the wording of cell titles. We need to know the number in the Red cell - the number of Promo videos to create - as well as the expected profit from that decision in the yellow cell.

image1.png

image2.png

image3.png

image4.png