Acct_Length 107 65 74 168 161 77 130 111 54 49 75 12 36 78 149 135 64 65 119 52 87 121 150 138 82 144 106 94 128 155 78 120 77 135 36 36 74 112 193 162 61 91 127 117 83 113 83 148 68 Day_Mins 161.6 129.1 187.7 128.8 332.9 62.4 183 110.4 134.3 119.3 226.1 249.6 146.3 130.8 140.4 173.1 154 211.3 159.1 191.9 151 198.4 178.9 241.8 300.3 61.6 210.6 157.9 237.9 203.4 252.9 212.1 251.8 151.7 281.4 196.8 282.5 113.7 170.9 70.7 187.5 129.9 183.2 167.1 271.5 193.8 337.4 202 237.1 Day_Calls 123 137 127 96 67 89 112 103 73 117 105 118 128 64 94 85 67 120 114 108 83 129 101 93 109 117 96 105 125 100 93 131 72 82 102 89 114 117 124 108 124 112 117 86 87 99 120 102 105 Eve_Mins 195.5 228.5 163.4 104.9 317.8 169.9 72.9 137.3 155.5 215.1 201.5 252.4 162.5 223.7 271.8 203.9 225.8 162.6 231.3 269.8 219.7 75.3 169.1 170.5 181 77.1 249.2 155 247.6 190.9 178.4 209.4 205.7 119 202.2 254.9 219.9 157.5 132.3 157.5 146.6 173.3 126.8 177.5 216.3 221.4 227.4 243.2 223.5 Eve_Calls 103 83 148 71 97 121 99 102 100 109 107 119 80 116 92 107 118 122 117 96 116 77 110 83 100 85 85 101 93 104 112 104 126 105 76 122 48 82 95 87 103 83 76 87 126 125 116 128 105 Night_Mins 254.4 208.8 196 141.1 160.6 209.6 181.8 189.6 102.1 178.7 246.2 280.2 129.3 227.8 188.3 122.2 265.3 134.7 143.2 236.8 203.9 181.2 148.6 295.3 270.1 173 191.4 189.6 208.9 196 263.9 167.2 275.2 180 187.2 138.3 170 177.6 112.9 154.8 225.7 247.2 263.3 249.4 121.1 172.3 153.9 261.3 97.4 Night_Calls 103 111 94 128 128 64 78 105 68 90 98 90 109 108 108 78 86 118 91 87 127 77 100 104 73 99 88 84 68 119 105 96 109 100 113 126 115 118 89 82 129 130 71 132 105 67 114 90 79 Cust_Srv_Call 1 4 0 1 4 5 0 2 3 1 1 1 0 1 1 0 1 3 5 3 5 3 4 3 0 4 2 4 1 0 3 1 2 0 2 0 1 2 1 4 4 3 1 2 1 1 0 1 1 25 94 126 67 19 94 208 131 105 66 70 136 81 93 100 139 137 85 108 119 33 106 108 92 114 64 144 81 89 96 74 113 127 121 113 122 112 62 16 39 103 128 143 158 54 86 89 44 141 100 119.3 197.1 58.2 115.6 186.1 137.5 326.5 292.9 140.6 106.7 226.7 250.2 183.6 312 203.1 134.4 135.1 225 198.5 154 157.4 165.9 138.6 62.6 206.2 94.4 189.8 198.4 303.9 172.7 85.7 215.5 266.6 170.4 272.1 296.4 194.4 248.7 205.6 60.4 121 223.5 239.2 205.2 272.6 128.3 213 221.8 260.2 107 87 125 94 111 98 118 67 101 109 76 98 121 116 109 96 106 95 81 99 114 99 126 122 111 79 104 96 93 95 93 83 129 106 108 111 99 101 109 69 158 105 81 109 97 83 121 63 105 131 63 211.5 214.5 138.7 237.7 254.3 203.2 176.3 199.7 178.6 209.8 228.1 267.1 152.6 129.4 217 211.3 134.1 176.9 267.8 278 117.9 216.5 172.3 180.6 260 136.2 123.4 210.9 260.9 120.1 247.7 218.7 264.8 350.5 268.5 214.8 190.3 220 169.5 306.2 270.4 188.8 235.5 240.6 248.7 197.1 176.6 161.7 179.2 105.7 101 136 118 94 57 88 113 97 51 77 115 118 98 100 126 98 102 63 60 137 80 93 117 126 91 101 67 108 114 116 67 117 168 68 118 89 82 118 93 120 100 74 112 77 74 93 71 85 120 67 268.9 282.2 136.8 169.9 214 150 181.7 255.3 217 190.4 73.2 151 212.2 217.6 180.9 193.6 223.1 194.3 354.9 228.4 279.2 173.1 231.6 221.7 291.6 147.4 214.2 193.3 312.1 216.1 142.4 207.1 207.2 297 213.8 133.9 183.4 265.7 220.1 123.9 160.5 154.9 156.3 79.7 197.4 138.4 262.6 227.7 135 243.1 86 103 91 103 127 131 102 127 83 117 93 114 99 74 122 125 81 110 75 112 79 86 92 80 83 89 106 71 89 86 85 91 119 87 105 107 107 78 64 46 76 101 95 108 111 152 126 62 119 74 3 4 5 2 2 0 2 4 2 1 2 1 3 0 3 5 2 3 0 2 4 4 1 1 1 0 2 2 1 5 2 4 1 0 1 4 0 1 0 1 2 2 1 0 1 7 1 0 3 4 79 64 122 159 148 154 151 95 127 99 112 16 94 66 73 122 145 25 126 113 224 129 46 112 78 100 85 88 85 97 88 144 71 132 72 140 124 85 102 130 55 92 144 75 124 93 80 136 92 118 152.2 236.2 134.2 257.1 124.4 350.8 218 165.5 221 146.7 217.1 229.6 234.4 167.3 183.4 157.1 187.9 178.8 256.5 239.7 171.5 192.9 250.3 243.4 155 278 165.4 138.3 127.9 256.4 264.8 106.4 178.2 226.2 96.6 149.8 151.1 222.3 233.8 150.4 191.9 130.7 177.5 211.3 251.4 216.9 206.3 143.1 154 170.8 112 77 85 53 83 75 57 84 100 64 76 78 103 91 80 134 110 90 112 47 99 131 100 77 106 76 107 116 107 125 124 109 113 103 59 134 123 132 103 119 91 113 93 61 104 61 97 88 122 114 177.2 218.6 227.3 312.2 179.7 216.5 114.4 286.2 160.7 274 205.2 205.7 279.3 230 242 184.9 197 141.2 199.5 282.9 160 185.5 260.6 182.1 175.3 176.7 196 236 271.2 273.9 245.4 108.1 167.8 181.6 315.4 164.4 187.4 231.5 221.6 230.5 256.1 260.6 287.4 105.6 225.1 207.4 154.9 236.6 329.8 199.5 132 85 132 127 81 94 88 112 113 99 100 108 109 68 115 122 117 72 90 110 103 101 90 97 101 74 126 138 124 100 112 113 94 125 98 98 104 101 131 99 110 122 75 119 89 120 98 65 88 125 96.4 194.1 122.4 183 253 253.9 269.2 198.9 233.1 321.3 185.7 166.2 234.2 191.7 201.4 197.2 167 203 188.3 238.4 212.4 205.2 195 259.2 155.6 219.5 349.2 179.1 202.2 222.7 160.5 208.4 182.1 258.8 163.3 294.7 255.4 223.5 146.9 186.3 203.7 244.2 180.5 175.9 251.9 221.7 263.6 227.8 288 169.7 87 97 96 82 99 100 95 89 96 98 91 91 121 118 100 59 108 99 122 88 102 130 104 94 125 126 110 110 76 101 115 111 111 102 117 124 93 75 106 76 101 98 118 63 121 110 82 120 117 98 1 2 2 1 0 1 0 1 2 3 2 0 1 1 4 4 2 2 3 2 1 1 2 1 2 0 2 3 0 1 1 1 3 3 4 1 1 3 0 1 1 2 2 4 1 1 0 2 3 5 60 96 41 112 88 122 176 46 98 128 152 95 69 95 111 44 74 53 99 97 75 133 186 44 114 113 104 104 101 117 87 62 143 112 91 105 110 126 126 97 95 97 76 36 88 131 79 105 79 55 265.9 98.2 202.9 261.4 73.3 253.7 47.4 124.8 213.7 171.2 237.5 129.5 279.8 136.8 172.8 288.1 174.1 146.8 200.7 211 121.5 221.1 74.3 228.1 309.9 209.4 164.2 234.2 89.7 80.2 151.4 159.7 202.8 335.5 231.8 220.7 293.3 122.4 161.4 144.2 220.2 112.7 299.5 177.9 161.5 69.1 261.7 213.4 157.6 175.6 113 100 97 108 86 84 125 133 61 88 120 106 90 91 58 112 96 107 88 76 97 137 107 121 90 151 109 128 118 81 95 86 109 77 120 82 79 88 110 91 109 119 125 129 92 122 97 100 85 147 215.8 307.2 153.8 154.5 161.4 229.2 167.8 157.3 253 145.7 253.4 248.9 248.7 200.8 183.1 258 251.1 310 264.2 189 271.4 264.9 177.3 276.5 200.3 347.3 155.4 293.1 260.1 219 152.4 197.5 165.8 212.5 150.6 217.7 188.5 143.8 220.6 226.7 185.3 217.7 226.7 224.6 173.5 101.3 210.6 204.9 194.1 161.8 94 88 104 102 82 109 90 143 104 109 94 90 91 61 108 92 94 84 116 100 110 99 116 79 89 113 90 92 79 103 97 76 104 109 106 110 90 111 125 137 99 109 92 87 108 136 48 52 92 118 108.1 182.5 113.5 130.9 239.6 190.5 163.1 199.3 207.7 196.8 265.2 268 171 133.7 158.8 192.4 257.6 178.7 172.7 123 248.7 168.9 296.3 279.8 183.5 246 168.9 183.9 170.1 122.6 250.1 121.6 143.9 265 269.2 190.5 266.9 157 249.2 144.6 205.1 152.1 210.7 306.3 206.2 104.8 256.7 179.7 231.5 289.5 82 120 92 90 76 123 107 72 73 93 80 115 118 67 104 90 123 130 102 102 97 108 90 77 105 116 117 79 93 102 109 105 71 132 129 100 91 106 78 72 82 76 134 102 95 94 83 93 86 55 0 2 3 1 4 7 2 2 2 1 9 1 2 5 4 3 2 0 1 3 2 2 2 2 1 1 1 0 5 1 1 0 1 2 3 1 0 1 0 3 0 1 0 2 2 0 3 1 5 0 109 171 75 13 156 63 84 69 129 158 115 57 67 103 113 57 64 86 94 93 68 91 155 27 122 106 149 127 107 35 24 90 69 68 108 84 123 75 134 121 87 104 107 88 96 136 70 93 58 155 264.7 231.2 222.4 315.6 178.8 149.3 165.3 195.3 143.7 222.8 249.9 234.5 210.7 87.2 215.6 149.3 224.8 261.2 271.2 187.5 162.1 145 184.6 201.2 230.9 187.1 126.9 176.9 273.5 241.7 265.6 214.9 271.5 148.5 246.2 191 194 314.6 178 167.7 322.5 76.4 201.8 219.5 180.6 199.6 134.7 267.9 149.4 165.4 69 135 78 105 94 104 97 70 114 101 95 130 116 92 96 100 111 122 105 110 86 89 102 128 132 104 97 110 104 87 86 97 98 126 102 88 118 102 110 94 106 116 79 78 92 89 96 114 145 108 305 188.7 327 208.9 178.4 273.6 223.5 216.7 297.8 203 242.5 195.2 219.2 169.3 193.4 200.2 190 214.2 202.6 169.8 155 175.8 196 227.2 243.2 250.2 166.9 167.9 183.8 142 208.8 117.8 253.4 219.4 202.4 318.8 242 169.8 153.8 93.7 204.6 115.6 304.9 222.1 190.9 211.4 235.9 223 196.5 183.7 120 74 111 71 97 75 118 108 98 128 104 116 86 110 127 110 101 101 105 94 86 102 117 100 99 117 102 100 68 101 102 117 102 125 134 119 114 86 64 121 93 74 128 94 114 96 90 74 105 103 197.4 206.9 208 260.1 169.2 206.6 260.8 259.9 212.6 210.6 151.7 268.8 179.7 166.7 105.4 231.7 221.4 154.9 221.6 175.3 189.7 223.7 226.5 145.8 182.4 144.9 145.2 182.2 153.8 288.9 182.5 133.7 165.4 198.5 180.1 247.3 146.3 285.1 236.6 241.3 186.2 226.3 225.6 188.3 295.6 72.4 260.2 262.7 209.5 80.2 86 124 104 123 77 72 72 119 86 106 121 94 83 80 115 101 110 101 51 127 87 151 122 91 57 81 77 138 67 68 105 78 85 121 95 79 108 100 105 115 128 94 133 92 125 84 113 90 108 108 1 1 1 3 1 0 3 3 4 2 1 2 1 6 1 2 1 2 3 1 5 2 1 2 0 1 5 1 2 1 2 2 1 1 1 0 1 2 1 3 2 3 1 1 1 3 3 3 1 3 127 98 160 132 86 109 97 106 23 61 161 118 179 105 81 74 81 46 91 48 122 93 59 129 93 63 161 64 110 38 50 70 147 94 116 133 48 182 132 76 13 115 148 161 99 87 112 50 124 132 180.9 271.4 166.8 154.6 124.1 166.9 120.8 165.3 321.6 260 191.9 267.8 287.3 102.8 130.1 125.8 167.9 257.4 232.4 152 174.9 190.2 160.9 334.3 134.2 278 105.4 346.8 267.9 197.2 192.6 126.3 251.5 190.6 217.3 277.3 190.4 104.9 176.7 263.4 146.4 145 252.9 194.2 216 134.2 111.9 183.6 193 174.5 114 119 109 128 82 85 96 118 107 123 113 145 123 74 117 103 147 67 97 63 103 68 95 118 105 102 70 55 103 118 97 99 107 108 91 138 92 111 132 148 74 72 129 106 125 80 92 107 97 101 209.5 190.4 236 245.6 202.6 221.2 169.8 210 251.6 210.5 70.9 316.4 288 281.7 196 207.7 190.7 261.1 186 258.8 248.2 262.2 251.2 192.1 162.5 266.4 214.8 249.5 263.3 249.9 135.2 141.6 234.1 152.3 216.1 228.4 317.5 198.5 244.1 230.3 148.5 194.5 284.3 249.4 232.3 165 114 58.6 89.8 245.6 118 102 117 106 120 92 101 101 115 127 87 121 114 125 61 96 105 91 88 131 105 64 65 104 128 114 122 79 74 70 101 106 110 95 95 117 85 120 80 69 92 157 88 105 104 71 143 118 99 105 249.9 284.7 307.6 148.6 289.6 197.3 194.1 187.2 141.1 234.7 204.8 208.6 266 228.1 139.3 207.4 193 204.4 190.5 263.2 164.6 130 273.4 191 186.6 224.1 223.6 275.4 178.1 298.9 216.2 255.9 213.4 144.7 148.1 117.3 133.4 258.2 176.3 170.6 216.7 242.3 262.8 254.9 215.5 173.1 146.8 202.6 172.8 172.8 105 118 77 90 119 97 63 93 158 70 107 91 112 113 123 143 103 107 128 109 116 92 97 83 90 118 126 102 106 104 101 96 87 97 76 103 113 91 120 101 96 138 99 129 100 102 79 99 104 76 2 4 1 1 3 1 4 2 2 1 4 5 0 2 0 1 4 2 3 2 1 0 3 0 4 4 0 1 1 0 2 0 3 1 2 2 2 2 2 1 1 2 1 1 2 0 5 1 1 1 190 110 108 80 82 111 135 151 98 136 107 91 159 83 64 106 46 127 105 132 167 116 143 32 111 172 123 88 119 135 78 131 113 105 24 108 159 45 85 62 55 30 40 55 28 51 163 58 111 135 116.7 162 154.2 322.3 208.8 176.9 201.4 235.9 165 199.2 157.1 154.4 189.1 78.5 148.1 270.3 139.4 220.2 106.4 193.3 131.6 146.4 155.5 157.9 166.2 287.1 211 235.1 160 194.8 236.8 249.6 215.9 270.9 243 162.1 198.8 196.8 197.2 186.4 189.3 145 224.7 130.5 121.7 229.7 247.7 112.2 229.4 263.8 71 81 123 113 101 128 100 104 129 122 79 165 105 109 73 111 81 108 71 106 120 123 101 88 54 108 92 98 95 97 141 87 93 98 91 83 107 92 97 84 95 76 69 114 48 129 77 95 107 66 145.9 247.5 112.3 222 213.7 102.8 246.5 80.6 202.6 214.7 162.6 168.3 246.1 210.5 164.9 215.2 223.7 188.4 240.1 128.3 211.3 176.6 213.4 180.8 238.8 178.4 217 251.8 209.5 235.3 265.3 227.2 240.1 226.2 183.9 171.8 195.5 254.2 211.7 201 118.6 240.7 134.5 208.4 125.8 336 269.5 209.6 214.1 251.3 88 89 86 95 87 56 117 91 113 114 124 121 147 101 101 90 113 124 83 94 96 113 89 132 109 125 102 79 110 118 101 138 85 110 77 117 91 108 115 136 113 112 81 94 112 104 108 108 99 116 175.1 155.5 246.4 162.8 175.1 213.7 154.8 212.8 172.3 150.9 150 239.9 242 179.7 216 254 173.1 172.7 147.7 162.1 168.3 212.6 237.9 132.5 108.8 153.2 214.8 285.9 82.3 174.4 152.4 239.9 156.7 178.8 184.3 259.8 213.3 261.8 210.1 286.7 250.2 197.1 120.3 141.6 261.6 192.8 167.3 260.9 289.6 200.1 103 99 75 123 86 84 131 116 94 105 138 81 106 102 125 133 77 113 114 119 97 102 61 102 92 98 104 76 107 126 77 92 123 60 109 76 120 85 133 103 102 134 104 114 122 128 82 78 95 112 1 0 4 0 3 4 2 3 1 1 1 5 1 1 5 1 1 2 6 5 4 1 1 1 3 3 3 4 5 1 1 3 3 0 0 4 5 1 4 2 2 3 1 4 6 1 0 0 4 5 149 67 76 49 46 171 10 82 45 10 103 2 17 193 7 126 124 97 90 73 111 98 106 55 123 105 51 73 115 190 108 97 65 131 101 125 73 95 182 99 29 81 55 48 47 89 136 102 113 133 196.3 129.6 203.6 266.3 199.2 270.5 222.2 189.2 78.6 183 185.4 132.1 153.1 96.8 221.4 321.3 251.5 236.9 148.2 254.7 284.4 0 133.7 285.7 114.4 147.7 227.2 217.8 245 169.4 112 168.4 245.7 156.6 269.7 143.2 82.3 165.7 176.1 142.3 235 149.4 119.7 198 112.8 112.6 152.6 195.7 204.3 174 108 107 61 90 111 69 127 81 106 103 105 42 115 92 114 99 85 107 96 80 89 0 45 124 91 103 89 91 97 102 105 129 139 134 85 80 105 78 90 89 101 68 148 70 150 114 97 116 82 80 136.8 233 161.7 207.8 175.1 230 153.1 184.4 187.3 214.8 197.6 138.9 185.9 142.6 165.8 167.9 214.2 157.6 220.4 90.2 157 159.6 187.8 230.9 216.6 222.7 194.4 220.6 250.7 253.5 193.7 225.9 241.9 71 207.6 88.1 256.1 215.6 174.9 204.5 183.3 171.9 231.8 273.7 243.9 261.7 208.9 209.1 188.8 209.4 96 104 127 117 83 112 125 117 110 77 126 88 59 103 116 93 98 105 111 79 113 130 107 106 123 78 106 97 75 113 110 97 113 95 86 94 91 94 106 95 79 98 96 121 97 132 85 87 115 113 154.7 297 175.9 205 210.6 136 227.4 255.8 184.2 206.4 147.1 192.6 224.3 210.1 247 193.6 186.1 241 134.2 153.4 242.8 167.1 181.9 230.7 250.6 163.5 243.4 277.3 270.2 197.1 208.9 191.8 285.3 261.7 214.2 233.2 229.6 243.3 234.7 203.1 139.8 214.5 222.3 217.9 178.7 123.5 119.1 201.1 139.4 224.1 87 93 97 98 84 111 80 83 111 73 110 119 102 115 105 106 71 120 97 60 91 88 89 140 102 102 126 89 124 93 93 95 117 120 107 135 98 91 134 114 106 97 113 71 112 116 99 73 97 87 2 1 0 2 3 1 1 3 1 2 2 2 6 2 1 1 3 0 4 0 0 4 1 0 0 2 0 1 1 1 4 0 4 1 3 4 6 0 1 0 2 3 2 1 2 0 1 1 1 2 118 125 80 195 67 75 76 107 103 189 161 126 128 96 57 136 116 70 22 68 155 36 143 81 138 103 127 136 118 113 48 57 107 159 107 106 225 75 86 169 106 123 73 179 33 100 148 85 105 102 133.4 137.1 198.1 63.2 181.1 150.6 273.3 133.3 160.2 227.4 72.8 153.4 222.9 170.5 236.5 252.4 197.9 197.3 199.1 213.9 243.9 117.1 223.3 261.4 46.5 149.9 242.2 259.4 156.5 61.2 230.9 192.8 219.4 87.7 103.4 52.2 165.4 147.5 217.8 235.7 178.4 128.7 194.4 234.5 161.9 179.1 209.2 236.9 273.9 125.3 113 94 160 108 59 99 66 106 104 84 120 90 136 86 94 74 84 91 100 112 112 94 99 141 104 84 102 99 122 111 92 68 92 103 94 106 106 110 93 79 143 126 104 134 85 123 110 93 119 92 121 209.8 156.7 220.2 215.9 301.5 263.6 182.9 138.9 176 267.1 151.4 262 277.5 163.1 167.9 168.1 305.8 221.8 260.5 133 235.4 167.1 215.7 186 170.9 226.1 172.7 209.2 92.3 167.6 158 180.5 278.2 189.3 220.1 273.7 191.7 214.7 136.9 247 117.6 176 164.2 151.2 196.6 116.6 197.7 278.6 141.2 92 83 87 88 116 83 121 89 70 81 120 97 80 88 94 81 113 81 103 100 106 117 128 102 114 84 80 125 125 88 121 86 73 97 125 113 109 97 95 85 123 94 84 94 82 132 73 113 103 108 254.7 238.4 182.1 184 216.3 158.7 165.2 241.1 312.5 206.1 222.5 153.8 191.4 162.5 236.7 248.3 239.8 171 65.7 233.8 213.7 221.3 203 271.8 167.5 171.5 252 293.7 158.7 197.4 270 235.5 104.1 170.6 227.2 112.3 210 135 228.7 220.9 259.9 198.4 230.1 191.4 191 186.7 109.6 309.1 255.3 168.2 129 114 76 99 106 104 84 123 97 120 91 97 101 117 117 110 145 105 91 97 123 108 84 96 95 112 96 78 81 114 87 105 91 93 125 95 93 68 70 97 105 132 110 72 131 116 105 78 90 68 1 1 3 0 0 0 1 3 0 2 2 4 0 1 2 2 1 1 1 1 2 0 0 1 4 0 2 1 4 5 3 1 2 1 1 2 0 2 0 1 0 0 0 1 1 1 2 2 1 3 155 99 104 83 184 74 71 149 154 73 149 84 66 116 68 54 173 130 64 93 138 111 128 197 76 82 95 79 99 114 34 140 96 144 24 50 76 36 109 104 50 70 97 119 115 80 35 68 60 23 163 242.3 160.4 95 236.4 157.1 183.2 119.2 224 241.7 207.3 226.9 154 159.4 172.7 214.1 291.8 68.4 225.3 131.4 127.1 191.3 247.3 127.3 241 329.8 269 268.3 115.5 202.1 293.7 120.3 175.8 278.5 236.3 131.1 129.7 152.8 268.4 170.6 131.7 232.8 121.1 124.3 286.4 268.7 260.8 226.7 179.3 113.1 93 102 73 89 73 95 103 88 102 115 115 144 133 79 95 77 143 86 134 78 102 80 91 80 120 73 120 114 75 100 89 108 96 95 105 129 84 110 85 97 108 95 105 68 125 120 87 94 147 74 203.9 350.9 293.9 167.9 287.3 213.1 209.4 168.3 192 168.5 198.4 201.6 198.9 179.5 139.1 240.5 214.3 193.3 108.2 219.7 247.7 138.5 182.7 222.3 231.8 208.3 233.7 185.5 218.1 195.7 272.5 240.4 206.6 240.7 190.8 160.5 177.5 242.8 150.6 162.1 216.5 303.4 260.2 207.1 205.7 301 258.1 168.4 208.9 168.8 102 102 103 92 120 36 111 110 99 133 82 122 121 88 90 94 134 110 87 106 106 94 60 115 96 120 120 111 111 102 71 84 84 90 114 94 80 67 131 111 103 111 115 88 74 147 78 129 89 95 159 163.1 306.6 200.6 192 280.4 172.4 204.7 163.1 169.8 114.1 130.2 151.9 167.8 174.3 188.9 151.2 171.5 139.6 155.7 207.7 246 143.2 173.9 220.2 267.1 179.3 264.6 254.9 291.8 178.2 216.4 178 120 129 206.9 228.9 147.4 297.9 210.7 196.1 255.6 222.4 157.4 191.4 167 131.3 188.7 248.2 262.9 109 93 90 79 94 77 109 119 100 122 83 121 100 71 99 75 119 139 132 103 75 107 112 95 67 102 61 88 98 120 76 74 105 90 105 88 87 74 84 131 126 104 100 93 141 140 123 117 98 126 2 0 4 0 1 2 1 4 0 2 1 2 4 6 2 1 0 0 1 1 3 2 3 5 1 0 2 1 7 2 2 4 2 1 3 5 5 1 2 1 1 0 3 0 1 2 1 0 1 1 181 54 80 127 77 111 115 115 149 54 68 51 116 72 54 59 21 125 156 116 117 56 120 89 138 117 87 97 77 80 120 119 162 85 80 67 107 116 119 133 69 146 119 142 101 55 39 56 76 140 161.3 190.5 159.3 235.6 245.2 132.6 192.3 122 242.5 117.6 157.3 153.6 160.7 138.9 286.6 204.3 225 187.3 277 167.8 221.3 121.6 203.3 215.1 190.1 54.2 240.8 276.1 135.9 189.1 177.9 287.1 179.7 165.8 199.8 109.1 222.3 164.6 147.2 254.7 195.1 149.3 81.9 191.1 239 221 295.4 162.3 272.7 157.1 83 108 110 124 87 125 86 110 83 82 83 108 69 111 73 65 110 118 119 119 82 84 108 140 87 100 102 82 117 122 117 115 144 96 138 134 101 110 103 103 91 83 75 109 156 115 126 99 97 77 124.4 259.7 170.6 236.8 254.1 221.1 88.7 220.2 245.4 159.2 220.9 232.9 146.8 211.6 223.2 247.3 244.2 160.7 238.3 142 167.6 165.3 259.9 197.4 223.2 303.2 75.9 201.1 244.5 223.2 175.1 159.3 218.1 190 167.1 142.3 286 270.6 160.1 252.2 261.5 187.1 253.8 149.6 273 165.4 232.1 149.1 236.4 172.4 83 108 120 113 83 67 90 100 97 60 85 85 106 102 108 123 111 111 106 123 100 115 66 69 123 84 106 106 102 92 70 99 129 141 91 76 111 103 96 80 57 130 114 120 106 97 117 78 95 97 262 141.5 141.2 241.2 239.4 127.9 229.4 179.7 219.6 236.4 218.9 214.2 287.8 179.5 203.7 214.7 221.2 263.8 94.4 190.7 262.7 243.9 115.9 162.1 256.2 171.8 224.6 231.3 207.5 269 161.3 216.8 212.3 144 271.8 91.2 249.4 230.4 184 178.1 203.8 149.8 213.1 227.8 278.2 235.4 204.4 255.5 235.5 184.5 98 111 82 127 91 101 120 124 80 113 129 92 144 91 107 94 93 112 96 128 87 95 103 117 130 84 115 73 74 116 117 86 105 116 94 86 117 109 120 103 90 100 125 60 93 117 123 115 105 94 0 2 1 1 0 4 2 2 3 2 1 0 0 1 1 1 0 0 1 2 0 1 3 1 0 1 2 0 4 2 1 2 1 5 1 2 1 0 0 0 0 7 2 0 1 1 1 4 0 1 51 105 91 147 68 68 159 93 174 103 177 100 110 70 119 105 108 155 113 123 131 128 52 71 147 38 94 139 103 74 85 113 49 106 114 112 124 118 89 160 73 93 154 162 136 64 56 94 93 53 135.8 156.1 153 225.2 249.9 131.6 275.8 225.7 167.8 150.6 189.5 70.8 188 175.4 260.1 281.3 130.1 128.5 128.7 172.2 174 148.5 155 238 212.8 149 108 236.6 167.8 174.6 283.2 157.8 237.8 204 141.3 272.5 144.5 256.3 179.7 82.7 286.4 328.1 145.9 217.6 269.8 124.1 222.7 269.2 164.5 261.2 60 89 123 111 127 89 103 117 91 125 99 94 127 130 101 124 90 86 100 92 118 105 110 82 79 92 79 109 121 107 110 83 92 84 96 119 35 119 128 116 109 106 69 87 106 117 133 104 95 119 200.6 107.1 141.1 184.9 254.5 137 189.5 119.6 205.3 169.1 176.3 215.6 90.5 159.5 256.5 301.5 167 188.4 227.1 162.6 205.3 243 133.4 278.5 204.1 49.2 241.9 169.9 212.9 310.6 239.7 161.5 208.9 168.5 230.4 226.1 262.3 258.1 299.8 194.6 178.2 151.7 208.2 279 228.8 192.8 277 193.8 230.9 250.8 134 114 127 98 118 109 108 122 91 126 117 102 118 130 68 96 128 91 67 76 81 106 104 94 91 78 152 107 123 115 108 56 119 61 88 94 101 91 92 95 67 89 141 71 101 108 89 144 87 105 192.4 167.7 171.5 143.2 273.2 256.3 223.9 193.2 130 221.2 225.9 230.8 150.3 260.6 229.1 202.8 244.7 254.4 178.1 250.3 218.2 255.2 176.1 193.1 156.2 163.3 252.1 212.3 208.2 234.7 149.5 271.5 167.8 164 223.7 159.1 226.5 215.5 185.3 159 214.2 303.5 180.9 250.7 257.5 162.9 101.8 257.6 149.9 176 98 95 76 146 98 107 93 125 132 104 112 125 64 96 89 109 80 85 135 101 90 114 84 134 113 93 92 118 73 92 80 100 86 102 85 94 82 130 120 54 152 114 106 65 106 84 94 61 91 112 2 0 1 0 2 3 2 1 4 8 1 6 3 0 1 0 3 1 2 1 1 1 4 0 1 0 3 1 5 1 5 5 2 3 3 3 2 1 1 0 1 1 0 2 1 3 4 3 4 0 95 75 146 105 71 110 111 74 105 128 123 150 60 138 37 111 94 92 100 79 164 105 126 212 172 75 166 94 115 160 47 121 41 167 97 103 71 112 98 90 13 137 116 97 117 88 61 78 192 80 228.9 138.5 109 162.3 290.4 148.4 246.5 298.1 119.3 222.1 236.2 136.6 289.8 196.2 172.9 249.8 206.1 252.3 96.5 156.9 123.3 193.7 249.8 226 270 224.7 47.7 89.5 251.3 171.2 47.8 168.9 232.1 169.2 145 171.7 278.9 213 217.2 175.9 303.2 189.6 133.3 176.1 207.6 166.7 267.1 147.1 185 197.6 134 110 69 99 108 95 108 112 82 89 135 112 101 129 119 109 49 120 86 109 78 108 96 127 102 116 89 94 69 103 120 128 74 124 103 78 110 121 121 111 133 42 94 109 65 61 104 80 88 83 255.7 153.2 265.8 212.5 253.9 193.8 216.3 201.3 185.1 160.6 273.9 209.4 255.6 176.5 183 242.4 224.6 207 210.2 122.2 170 183.2 261.9 304.6 256.6 192 264.4 339.9 252.5 243.5 178.9 123.9 327.1 173.3 294.3 144.5 190.2 226.2 303.4 285.2 170.5 179 247.8 159.4 152.7 179.3 180.4 199.7 224.9 164.5 71 86 98 95 92 98 89 100 111 109 88 81 115 86 86 106 115 112 133 87 85 124 92 83 111 79 95 106 96 121 123 99 88 108 93 86 67 101 73 115 86 137 126 81 77 88 131 100 98 86 208 215.6 228.3 214.7 263.3 206 179.6 214.7 157 218.8 227 161.1 242.8 232.4 226.4 231.8 256.7 284.6 146.4 189.1 165.9 293.7 166.8 181.2 168.5 212.2 235.2 172.9 118.3 178.2 152.6 266.3 226.5 216.5 239.8 157.9 255.2 189.8 197.1 150.8 227.6 179.6 219 269.1 232.8 242.7 230.6 160.7 212.4 94 120 103 80 114 126 106 99 88 74 102 77 78 76 108 100 78 74 95 106 103 78 72 108 132 104 98 97 76 112 92 96 105 119 64 120 106 84 99 71 122 80 126 78 94 95 131 106 106 105 98 4 1 1 4 3 0 2 2 2 0 2 4 2 0 0 0 1 3 1 3 1 1 3 2 2 3 0 1 3 2 0 2 3 4 4 3 0 4 0 1 0 2 5 0 1 4 1 0 2 1 97 94 80 210 154 29 217 38 98 118 113 69 190 86 106 205 71 4 141 56 160 31 124 110 82 124 122 67 61 120 68 102 105 153 71 112 100 114 157 42 101 53 120 108 161 130 107 126 77 92 202.3 207 276.5 313.8 64.9 313.2 123.7 142.4 227.1 148.7 245.3 196.1 142.9 92.8 159.6 49.9 207 145.3 151.5 146.1 256 165.4 143.3 271.1 167.1 157.8 163 129 188.9 179.9 195.5 273.2 273.8 159.5 104 174.3 191.9 187.8 180.4 303.9 123.7 228.6 202 209.5 297.9 212.8 294.9 239.7 143 201.3 97 109 122 87 76 103 138 106 116 105 108 87 96 92 94 123 112 89 104 57 111 84 120 108 77 71 107 78 105 72 113 85 97 103 92 123 95 109 123 106 125 117 123 108 141 102 71 87 101 130 69.2 167.4 195.6 147.7 184.1 216.3 248.5 313.7 120.5 167.3 259.9 236.8 177.9 159.6 276.8 150.7 173.8 303.8 242.2 196.2 187.4 203.7 230.7 237 131.8 203.2 312.8 188 153.6 170 171.6 211.1 289.7 275.5 197 140.2 200.9 154.6 194 232.2 172.6 132.8 184.3 109.6 238.1 189.8 192.8 281.7 212.2 203.7 84 80 79 103 91 151 105 109 103 105 140 66 96 87 118 81 96 93 114 97 61 107 111 122 79 114 118 116 116 98 96 82 106 90 125 124 101 97 98 54 106 123 78 64 107 137 78 92 102 115 257.6 238.2 210.3 192.7 151.6 218.4 269.6 126.6 117 270.6 204.3 182.3 113.3 148.7 223.5 188.2 178.4 206.1 304.2 310.1 119.1 201.7 214.3 239.9 187.4 168.7 200 235 213.3 190.6 204 203.7 269.1 176.7 110.1 215.4 271.9 213.9 227.3 147.1 280.5 227.2 176 189.7 240.5 170.1 148.1 183.5 104.9 129.9 64 117 78 97 75 106 78 117 102 105 115 75 117 115 65 67 61 82 109 110 81 65 91 122 98 82 85 102 106 89 85 129 126 126 123 89 74 102 88 76 127 124 89 145 93 105 87 113 120 113 1 1 1 3 1 2 0 2 5 0 3 0 0 1 0 2 1 0 1 0 3 1 4 2 6 3 1 2 2 1 1 2 2 1 0 4 1 2 0 1 1 9 2 6 1 0 1 1 5 1 139 68 90 89 114 120 37 100 132 40 183 75 80 112 105 131 182 134 105 146 83 3 152 95 129 116 80 67 143 138 73 21 103 121 111 88 57 109 174 92 125 119 138 19 141 90 102 49 67 61 203.5 232.4 109.9 326.3 147.1 98.2 239.9 159.9 197.8 81.7 171.2 109 220 286.6 109.6 197 279.5 214.4 211.1 180.7 107.9 161 146.8 160.3 137.8 162.3 197.5 186.2 167.8 87.6 203.3 92.6 160.8 215.5 123.1 144.3 115 153.1 190.3 184.7 113 294.2 211.2 259.4 146.5 157.9 129.5 236.6 260.4 197.3 82 76 102 112 119 99 120 94 66 123 104 88 114 79 108 79 118 93 99 82 90 96 128 87 120 91 114 117 72 112 45 95 91 95 88 116 65 102 98 60 108 100 117 116 121 72 56 91 107 67 200.3 153.3 220.8 165.1 161 186.7 261.6 179.9 133.9 210.2 193.6 259.3 207.7 315.3 249.3 201 203.2 211.7 176.7 173.7 140.4 244.9 285.6 202.4 225.8 279.3 206.9 286.7 211 266.9 141.9 161.9 155.8 241.8 213.9 156.4 122.3 234.1 252.7 262 169.2 232.5 312.5 269.7 169.9 234 354.2 220.9 208.2 264.5 72 103 114 110 111 85 88 95 119 108 74 120 76 102 119 114 113 57 66 90 94 82 96 101 110 79 119 76 99 107 87 70 82 92 84 74 96 77 70 73 107 53 98 109 125 93 118 146 104 106 214 214.6 104 162.9 275.9 146.7 207.1 154.4 177.3 212 196.5 182.1 168.4 193.9 321.2 151.2 174.2 165 221.5 231.5 253.6 180.8 213.6 191.1 145.2 192.7 163.6 164.3 153.5 214.6 200.7 285 254.3 147 184.9 214.7 245 329.2 220.6 239.5 156.6 195 178 175.3 238.8 210 145.5 146.8 207.9 210.5 112 107 133 97 106 96 88 102 94 64 85 119 137 101 101 111 101 79 96 89 79 103 80 122 95 131 109 113 109 104 71 78 103 108 88 90 75 74 97 120 61 64 118 130 112 86 93 114 115 116 1 1 0 1 5 2 2 2 4 6 1 4 2 1 4 1 2 1 4 2 0 1 1 0 1 3 1 2 4 2 0 5 1 1 5 3 0 3 2 2 2 0 3 1 0 2 1 1 6 1 58 64 152 124 131 66 155 123 105 122 115 25 120 196 97 86 147 145 116 69 125 100 64 147 105 88 141 148 163 105 105 74 91 116 64 88 50 188 103 116 65 180 138 44 25 121 77 125 125 74 247.2 118.4 317.8 312 131.6 146.4 71.2 123.2 212 231.2 345.3 264.9 177.2 133.1 225.1 162.4 243.4 224.2 232.9 155 298.4 166 174.5 157.5 226.9 152.9 322.4 153.6 215.1 125.4 274.7 124.8 246.4 288 219.2 301.5 99.6 198.8 255.9 221 277.9 224.9 205.9 308.6 242.6 144.8 221.8 260.8 240.7 314.1 116 100 60 112 95 107 90 104 113 141 81 80 88 80 90 131 126 89 90 98 78 102 98 109 106 119 92 148 91 116 99 114 110 120 73 136 108 115 128 108 123 105 96 139 69 126 84 81 82 86 303.7 144.1 152.9 180 179.3 196.5 304.4 190 226.6 267.8 203.4 281.2 270.4 206.5 279.5 167 273.8 314.9 152.1 142.4 270.5 236.1 180.2 189.6 182.2 171.2 283.2 262.1 138.9 261.5 193.5 133 182 255.8 167 257.7 308.7 166.6 140.9 151 155.8 250 257.1 150.8 209 200.6 166 163.7 269.4 222.4 103 108 100 109 109 99 119 117 128 136 106 66 99 120 127 102 109 121 94 105 142 97 103 67 77 107 107 87 102 95 118 121 98 90 65 72 102 67 92 118 112 101 94 94 117 82 125 112 85 99 105.4 158.1 123.4 168.6 251.2 230.1 183.3 170.3 193.6 240.3 217.5 166.1 231.5 221.6 233.8 128.9 282.9 182.9 344.3 143.7 107.3 134.3 179 227 203.9 257 209.5 225.5 146.2 241.6 299.6 160.3 157.6 233.4 161.4 132.9 161.2 198.5 308.9 179 256.9 216.1 209 198.7 219.7 208.8 210.2 271.7 187.1 259 94 91 63 94 129 106 103 95 114 100 107 80 90 96 103 118 91 121 82 117 84 93 89 76 107 106 111 99 109 104 109 85 106 99 119 118 62 118 130 80 71 73 63 66 82 81 72 117 74 121 2 1 1 1 1 1 0 4 3 1 1 1 2 1 0 2 2 1 1 1 0 1 2 3 0 2 1 2 2 2 3 3 2 0 1 4 2 1 1 2 0 3 0 4 2 0 1 1 0 3 209 132 63 142 98 182 51 127 130 90 21 33 61 147 95 107 137 120 161 134 62 130 119 38 109 78 137 52 52 156 130 147 159 74 87 81 89 123 112 101 160 141 97 17 121 35 134 133 107 91 255.1 291.2 261.8 163.3 136.1 279.1 169.3 245.2 216.2 169 223.2 159.5 105 274 229.9 206.9 237.3 131.7 154.7 247.2 218.4 185 239.1 175.7 111.2 87.7 258 251.4 217 150.5 263.7 183.8 167.4 154.1 198.3 324.7 129.2 125.5 266 220.3 216.8 308 90 162.8 86.1 158.6 296 176.8 260.5 146.1 124 104 69 104 82 124 111 91 106 104 142 115 78 92 116 79 103 99 84 105 93 117 88 109 90 74 112 118 104 106 113 113 68 122 80 48 71 106 97 124 77 123 87 118 100 67 93 92 108 98 230.6 234.2 245 136 156.3 180.5 139.5 217.2 363.7 188.8 216.5 195.4 180.6 231.8 202.4 262.4 176.7 163.1 177.8 225.5 236.7 249.5 243.5 211.8 263.5 214.8 246.5 196.6 152.3 152.9 186.5 164.7 143.8 195.3 187 236.4 214.1 128.9 214.6 188.6 207.3 247.8 276.3 229.6 259.8 130.4 226.4 187.5 102.4 277.4 110 132 135 114 118 108 69 92 86 104 114 118 100 82 110 117 84 109 125 133 132 141 79 97 98 58 117 80 83 112 103 110 74 150 89 82 68 96 94 101 117 128 113 91 113 96 117 97 110 104 218 191.7 202.1 249.1 158.8 217.5 197 243.1 126.7 213.3 214.7 102.4 174.1 283.6 171.4 149.3 263.4 201.1 172.9 186.3 192.2 157.8 230.9 137.9 224.7 201.3 173.2 192 134.3 215.9 195.3 111 140.1 276.7 133.5 187.6 214.9 251.9 306.2 278.4 228.6 152.9 185.2 332.7 148 229.8 246.8 196.8 129.7 137.7 69 87 94 127 83 104 87 128 123 76 111 86 115 83 105 69 81 116 90 76 137 103 92 109 128 147 100 53 109 86 99 87 111 86 96 78 100 129 100 98 117 103 107 94 79 80 98 88 148 100 3 1 0 0 2 2 0 0 5 0 1 1 2 0 1 0 0 1 4 2 0 0 3 5 6 1 0 0 2 1 1 1 0 4 2 0 5 4 2 1 1 1 2 0 2 2 0 2 1 1 178 170 135 93 150 37 80 78 85 148 96 168 72 170 98 24 44 31 117 137 145 133 123 62 95 1 98 99 160 148 147 132 99 84 131 108 128 71 87 177 76 32 169 103 123 129 88 121 176 57 124.5 285.7 190.9 271.1 209.8 134.9 190.3 108.6 89.8 279.3 276.9 163.4 287.4 184.1 158.4 149 288.8 97.5 287.4 175.3 245.8 117.8 242.2 128.7 128.6 182.1 168 256.4 234.9 233.5 197.3 195.1 135.7 225.9 122.3 115.1 227.9 211.2 223.2 266.1 171.1 232.8 266.7 110.5 197.6 150 85.7 110 201.9 272.7 134 44 44 101 112 98 115 108 88 104 105 134 116 106 71 73 86 129 118 96 116 100 87 111 115 106 81 44 136 81 134 100 107 86 83 114 130 70 109 91 78 97 105 101 105 98 112 94 101 74 141.2 167.5 161.4 237.4 155 248.4 256.6 209.9 233.2 201.6 246.9 240.1 235.3 204.9 306.6 131 175.9 260.4 259.6 241.3 286.7 199.2 226.1 169.5 216.2 134.9 163.2 214.5 270.8 187.7 141.1 148.8 208.4 275.6 118.8 211.3 302.6 252.7 127.5 225.2 257.2 183.5 158.2 208.3 80 232.4 221.6 141.5 154.7 224.9 78 144 109 133 80 130 78 126 75 87 94 87 126 70 66 81 87 78 84 146 91 105 101 104 88 106 125 105 134 71 99 95 103 105 94 70 71 122 86 79 83 111 88 81 86 101 70 76 78 85 268.2 260 231.9 145.4 251.5 236.2 214.9 222.6 165.7 280.8 254.4 164 292.1 224.3 144.2 238.6 215.4 88.7 153.2 211.4 240.7 244.1 268.6 193.6 255.3 152.3 172.7 233.7 219.3 122.3 212.1 224.5 209 201.4 147.9 136.1 191.5 225.8 289.3 224.7 91.6 206.8 287.7 87.4 120.8 261.2 190.6 237.3 164.4 178.2 113 97 100 103 111 113 145 117 116 99 107 147 114 133 93 69 106 100 86 109 115 119 121 97 96 75 120 75 101 97 90 117 95 108 95 85 82 104 83 58 92 111 111 77 82 123 75 87 79 104 2 1 1 1 0 3 1 1 4 2 1 2 4 2 1 2 0 1 1 0 1 0 5 1 6 5 6 3 1 0 2 0 7 3 3 2 1 0 3 3 1 0 3 4 2 1 4 2 1 2 101 115 103 112 116 94 130 62 154 75 88 82 190 27 91 102 57 31 115 108 96 40 100 115 161 147 107 91 93 35 60 56 127 52 54 201 78 67 133 36 51 58 76 103 87 53 142 111 68 149 158.4 166.5 129.3 189.4 118 212.1 271.8 100 154.5 305.1 131.5 135.4 111.9 226.3 133.8 158 221.1 171.8 139.3 291.6 247.6 169.7 113.3 133.3 322.3 124.4 96.3 147.2 237.2 138.1 205.9 221.9 143.2 204.4 247.5 225.9 103.5 115.5 143.8 29.9 276.7 211.9 246.8 174.7 240 131.2 230.7 294.7 125.7 180.9 92 111 103 83 103 98 129 98 122 106 99 102 55 95 61 94 101 116 89 99 95 115 96 110 100 74 83 121 85 115 97 112 60 97 85 110 115 70 71 123 121 40 110 151 83 63 101 90 92 79 188 236.2 202.8 219 167.2 189.4 237.2 173.5 214.2 188 174.8 237.1 223 274.3 158.8 207.9 236.7 240.7 192.3 221.1 256.3 141.4 197.9 185.7 230.4 320.9 179.6 175.2 213.1 158.2 277.4 278.2 179.5 273.2 225.4 299.1 117.9 252.2 184 129.1 203.7 274.4 206.3 148 134.1 227.4 256.8 294.6 275.9 194.9 117 98 89 89 106 89 128 95 71 115 128 122 124 109 96 100 65 125 95 93 150 123 89 111 135 78 91 87 100 82 117 122 159 128 93 86 102 143 131 117 99 76 63 56 106 125 88 72 98 83 219.7 205.6 233 168 205.7 352.2 210.1 218 178 235.4 184.2 118.3 243.2 242.7 189.6 190.4 252.3 245.5 151 229.2 158.6 253 284.5 161.5 241.5 157.2 166.3 136.3 192.7 215.7 202 288.1 171.8 179.6 244.3 251.3 201 208.9 275.5 325.9 246.2 210.5 208.4 168.2 189.1 178.9 263.9 260.1 214.5 197.8 125 92 126 116 102 95 91 122 105 116 83 91 81 119 92 120 137 80 75 110 72 115 93 113 104 126 121 80 87 118 139 85 122 118 132 81 94 91 132 105 88 139 123 109 84 105 92 121 108 109 4 1 2 3 2 3 4 0 3 0 5 0 3 2 1 0 0 1 7 2 2 4 4 2 2 2 1 2 1 5 0 0 4 1 2 1 4 0 3 2 0 1 0 6 0 2 1 1 3 3 115 100 87 121 177 113 77 146 127 57 138 148 127 82 138 84 60 133 142 76 48 106 170 119 110 84 71 45 128 89 122 62 117 184 226.4 264.5 186.9 255.1 248.7 122.2 103.2 138.4 154.8 179.2 286.2 243 134.9 266.9 155.2 289.1 180.3 295 224.4 107.3 141.1 220.1 199.5 172.1 227.7 280 186.1 211.3 147.7 115.4 140 321.1 118.4 213.8 101 117 79 93 118 112 117 104 69 105 61 115 79 83 139 100 67 141 114 140 109 105 119 119 88 113 114 87 94 99 101 105 126 105 276.8 194 182.6 266.9 172.3 131.7 236.3 158.9 177.2 283.2 187.2 191.8 221.5 229.7 268.3 233.8 208 223.6 146 238.2 224.7 222.2 135 223.6 170 202.2 198.6 165.7 283.3 209.9 196.4 265.5 249.3 159.6 60 111 105 97 73 94 86 122 105 83 60 91 114 74 79 97 68 101 106 133 94 109 90 133 96 90 140 97 83 115 77 122 97 84 213.4 262.7 143.1 197.7 191.9 169.5 203.5 47.4 207.6 228.1 146.2 117.8 113.8 251.7 186.4 223.5 181.2 229.4 241.4 271.8 174.3 158.4 184.6 150 128.7 156.8 206.5 265.9 188.3 280.9 120.1 180.5 227 139.2 82 111 90 118 87 106 101 73 102 77 114 93 118 99 71 148 101 109 98 116 122 96 49 94 57 103 80 72 124 112 133 72 56 137 3 2 1 3 1 5 0 4 1 1 2 2 1 3 3 2 2 2 1 4 1 0 4 1 1 0 4 1 2 3 4 4 5 2 Is_Churn 0 1 0 0 1 1 0 0 0 0 0 1 0 0 0 1 0 0 1 0 1 1 1 0 1 1 1 1 1 1 0 1 1 0 0 1 1 0 0 1 1 0 0 1 0 0 1 0 0 0 0 1 0 0 0 1 1 0 0 1 1 0 1 0 1 1 0 1 0 1 0 0 1 0 0 1 0 1 1 0 0 1 1 1 1 0 1 0 0 0 1 0 0 1 1 1 0 0 1 0 1 0 1 0 1 1 1 0 0 0 1 1 1 0 1 0 0 0 1 1 0 1 0 0 1 0 0 0 1 1 0 1 1 1 0 0 0 0 0 1 1 0 1 0 1 0 0 1 1 1 0 0 0 1 0 0 0 0 0 1 0 1 1 1 1 1 0 0 0 0 1 0 1 0 1 0 1 1 0 0 1 0 1 0 1 1 0 0 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 1 1 0 0 1 0 1 1 0 0 1 0 1 1 0 0 0 1 0 1 1 0 0 0 1 1 0 1 0 0 0 1 0 0 0 1 1 0 1 1 1 1 1 0 0 1 1 1 0 1 1 0 0 1 1 1 0 1 1 0 0 0 0 0 0 1 0 0 0 1 0 0 0 1 1 0 1 0 0 0 0 0 1 1 0 1 1 0 1 0 0 1 1 0 1 1 0 0 1 1 1 0 0 0 0 1 0 1 1 0 1 0 0 1 1 1 0 0 0 1 0 0 1 1 1 1 1 1 0 1 0 0 0 1 0 1 0 1 1 0 0 1 1 1 0 1 0 1 1 0 1 1 1 1 0 0 0 1 1 0 1 0 1 0 1 1 1 0 0 0 0 1 0 0 0 1 0 1 0 1 0 0 0 0 1 0 1 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 1 1 1 1 1 1 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 1 0 0 1 0 0 1 0 0 1 0 0 0 0 1 1 0 0 1 0 1 1 0 0 0 1 1 1 1 1 1 0 1 1 0 1 0 1 1 0 1 0 0 1 0 0 1 1 0 0 1 1 1 1 0 0 1 1 0 1 1 0 0 1 0 0 1 0 0 1 0 0 0 0 0 0 0 1 0 1 1 1 0 1 1 1 0 0 1 0 1 1 0 1 1 0 1 0 1 1 1 0 0 1 1 1 1 0 1 1 1 1 0 1 0 0 1 1 1 0 1 0 0 0 1 1 0 0 0 1 0 0 0 1 1 1 0 1 0 0 0 0 1 1 1 1 1 0 0 1 0 1 1 0 0 0 1 0 0 1 0 1 1 1 1 1 1 1 0 1 1 0 0 0 1 1 1 0 1 1 1 0 1 0 1 1 1 0 1 0 1 0 1 0 1 0 0 1 1 0 0 0 0 0 1 0 0 1 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 0 0 0 1 1 1 1 1 0 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 0 0 1 1 0 1 1 1 1 0 1 0 0 1 0 1 0 0 0 0 0 1 0 1 1 0 0 1 0 0 1 0 0 1 0 1 0 0 1 1 1 1 1 0 0 0 0 0 0 1 0 1 1 1 0 0 1 0 1 1 1 0 0 1 1 0 1 0 0 1 0 0 1 1 0 1 0 0 0 0 0 1 1 0 1 1 1 1 0 1 1 0 1 0 1 0 1 1 1 1 1 1 0 0 1 0 1 1 1 0 0 1 1 0 0 1 0 1 1 1 0 1 1 1 0 1 1 0 0 1 0 1 0 0 1 1 1 1 0 0 0 1 1 0 0 1 0 0 0 1 1 0 1 0 0 0 1 1 1 1 1 1 0 0 1 1 0 1 0 1 1 1 0 1 1 1 1 1 1 1 0 1 1 1 1 1 0 0 1 0 0 1 1 0 0 1 0 0 1 1 0 0 0 0 0 1 0 1 1 1 0 0 1 0 0 0 0 1 1 0 1 1 0 1 0 0 0 0 1 1 1 1 0 1 1 1 0 0 0 0 0 1 1 1 0 0 1 1 0 1 1 0 1 1 1 1 1 0 0 1 0 0 1 0 1 0 1 0 1 0 0 1 1 0 1 1 0 0 0 1 1 1 0 For data see excel attached 1. Set appropriate data type a. Hint: Change role and level of \"Is_Churn\" variable! 2. Explore the data set. Do you see any issues? Provide some recommendation on what can be done if you notice data issues. (Hint! Not asking to change or edit the data) 3. Partition the data set a. Assign 75% to training b. Assign 25% to validation c. Make sure the random seed is set to = 39741 4. Drag decision tree node and attach it to partition a. Find \"maximum depth\" property under splitting rule - set to 4 5. Run the Decision tree. 6. *Notice that you should have five-leaf decision tree. If you do not, then please go back and review above steps. 7. Paste screenshot of the decision tree here 8. Interpret the decision tree: a. Interpret the tree (one paragraph minimum) b. Which leaf or group has the best chance of churning and what is the rule to arrive at that leaf? 9. How accurate is the 3 leaf decision tree model? 10. What is the ASE for training data set and ASE for validation data set? 11. Look at \"Average Square error\" in subtree assessment plot: a. What does the plot tell you? b. At what number of leaves we observe lowest ASE on validation data set? 12. Drag regression node and attach it to partition and run it. Leave the settings as default. 13. What is ASE for training data set and ASE for validation data set? Do you notice over fitting? Please explain why or why not. 14. Drag another regression node (attach to partition node) and set the \"selection model\" to stepwise and run it. a. What's the accuracy of this model? b. Are there signs of overfitting? Explain why c. Which variables did the stepwise regression select? d. What is the point estimate of the variable Cust_Srv_Call and how do you interpret it? 15. Out of the three models you created, which one is the best in predicting customer churn? How did you come up with this answer and based on what criteria