Web log ad-hoc queries and Database discussion

Anonymous
timer Asked: May 6th, 2014

Question Description

CBC_4000 (1).xls HW3_sql_RFM (1).doc 

Hello Dear,

I want help with the attached! but i want it to be done very basic - biginner level, nothing fancy! Deadline is tonight please let me know if you can help.. I do not need it to be 100% perfect! very very basic 

Seq# ID# Gender M R F FirstPurch ChildBks YouthBks CookBks DoItYBks RefBks ArtBks GeogBks ItalCook ItalAtlas ItalArt Florence Related Purchase 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 25 29 46 47 51 60 61 79 81 90 95 100 103 112 116 121 125 126 127 145 164 169 193 201 202 208 214 224 225 256 257 263 265 266 267 275 277 282 288 330 333 340 345 347 353 1 0 1 1 1 1 1 1 1 1 1 0 1 0 1 1 1 0 1 1 1 1 1 1 0 1 0 1 1 1 1 0 1 1 1 1 1 1 0 0 1 1 1 1 0 297 128 138 228 257 145 190 187 252 240 275 320 268 135 213 256 226 81 330 393 213 243 63 57 260 32 177 33 172 133 194 32 352 319 242 78 223 285 312 211 280 320 234 105 317 14 8 22 2 10 6 16 14 10 6 2 2 4 14 4 14 14 22 10 12 2 10 4 2 34 26 24 12 16 32 28 14 12 12 10 6 16 14 36 6 30 28 4 8 10 2 2 7 1 1 2 1 1 1 3 4 3 1 1 2 9 6 1 10 11 1 1 1 1 11 2 1 1 1 2 2 1 11 8 5 2 7 11 10 11 2 3 2 7 3 22 10 56 2 10 12 16 14 10 20 20 18 4 14 10 58 28 22 38 50 2 10 4 2 74 32 24 12 16 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Data Test Data Data Data source Data (4000 cases)!$A$4:$S$4003 Selected variables Seq# Partitioning Method Randomly chosen Random Seed 79963 # training rows 1800 # validation rows 1400 # test rows 800 D a t a T r a i n i n g D a t a Gender M R Seq# ID# Gender M R F 8 8 79 1 187 14 1 9 9 81 1 252 10 1 10 10 90 1 240 6 3 11 11 95 1 275 2 4 13 13 103 1 268 4 1 17 17 125 1 226 14 6 19 19 127 1 330 10 10 21 21 164 1 213 2 1 24 24 201 1 57 2 1 25 25 202 0 260 34 11 27 27 214 0 177 24 1 29 29 225 1 172 16 1 31 31 257 1 194 28 2 34 34 266 1 319 12 8 35 35 267 1 242 10 5 37 37 277 1 223 16 7 40 40 330 0 211 6 11 41 41 333 1 280 30 2 42 42 340 1 320 28 3 44 44 347 1 105 8 7 45 45 353 0 317 10 3 52 52 409 1 233 30 8 53 53 411 1 210 2 3 54 54 436 0 310 22 5 55 55 438 1 378 10 7 56 56 439 0 305 6 9 59 59 450 1 148 22 3 60 60 453 1 154 10 7 67 67 557 0 274 34 2 70 70 567 1 135 16 8 75 75 594 1 193 16 2 Row Id. 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448 4014 1 284 10 1 449 449 4027 1 227 12 6 452 452 4050 1 228 24 12 453 453 4061 1 62 10 1 454 454 4073 1 76 22 1 455 455 4083 1 312 12 1 457 457 4114 0 193 16 5 458 458 4117 1 56 16 1 461 461 4137 0 153 36 2 463 463 4160 1 198 6 1 465 465 4182 0 270 4 2 466 466 4188 1 350 14 5 467 467 4194 0 286 36 1 468 468 4209 0 71 20 2 469 469 4231 1 241 6 2 472 472 4260 1 68 16 2 473 473 4288 1 317 12 9 474 474 4294 1 422 14 9 476 476 4338 0 170 24 2 478 478 4360 0 254 26 1 484 484 4386 1 47 10 2 485 485 4387 1 195 12 2 486 486 4398 1 294 12 12 488 488 4421 0 248 6 2 494 494 4504 1 49 16 2 497 497 4511 1 117 2 1 499 499 4549 0 68 12 4 500 500 4553 1 102 4 2 501 501 4558 1 55 14 2 505 505 4580 1 179 4 3 506 506 4584 1 357 8 5 509 509 4613 1 75 12 2 512 512 4659 0 224 28 12 516 516 4722 1 175 30 2 518 518 4728 1 267 2 4 522 522 4755 0 78 32 2 524 524 4762 1 300 20 7 527 527 4777 0 305 14 5 529 529 4796 1 372 30 11 534 534 4821 1 423 4 9 535 535 4829 1 228 8 10 536 536 4840 1 285 14 2 537 537 4859 1 244 8 2 539 539 4873 1 202 4 9 540 540 4907 1 56 6 2 542 542 4919 1 262 12 11 546 546 4986 1 222 14 3 547 547 5010 1 157 8 1 548 548 5015 1 362 14 11 550 550 5025 1 357 18 10 551 551 5030 1 211 4 6 D a t a T r a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a 557 557 5050 0 262 28 2 560 560 5077 1 239 12 1 563 563 5100 1 188 22 5 564 564 5112 1 338 26 5 565 565 5115 1 394 14 8 568 568 5148 1 199 16 4 571 571 5174 0 172 4 2 572 572 5193 0 181 10 2 581 581 5246 1 423 12 10 583 583 5257 1 305 6 9 584 584 5268 0 400 4 8 585 585 5297 1 124 14 4 588 588 5338 1 282 12 8 592 592 5355 1 108 8 1 596 596 5385 1 227 10 1 599 599 5424 1 278 26 1 600 600 5431 1 151 16 2 601 601 5442 1 228 14 9 602 602 5445 0 133 2 4 605 605 5452 1 203 18 1 606 606 5453 1 410 4 8 607 607 5454 1 128 20 2 608 608 5485 0 66 10 2 611 611 5543 1 164 4 7 612 612 5549 1 273 8 2 613 613 5557 0 170 16 1 616 616 5575 0 84 6 1 619 619 5610 1 297 34 12 620 620 5614 0 145 12 1 621 621 5628 0 136 12 2 622 622 5632 1 75 16 1 623 623 5648 1 159 10 3 625 625 5657 0 53 14 1 629 629 5676 1 277 8 1 630 630 5708 1 242 10 1 631 631 5711 1 73 6 1 641 641 5765 1 148 4 5 644 644 5777 1 137 18 2 645 645 5778 1 117 34 1 646 646 5783 1 218 10 2 647 647 5795 0 54 20 1 651 651 5824 0 310 12 2 653 653 5838 1 74 10 1 654 654 5845 1 238 24 3 657 657 5856 0 295 30 2 658 658 5870 0 81 16 1 661 661 5893 0 159 20 2 662 662 5894 0 287 4 1 663 663 5897 1 194 30 1 664 664 5899 1 98 12 6 665 665 5902 1 351 10 9 666 666 5903 1 156 10 5 a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a T r a i n 668 668 5907 0 160 24 10 669 669 5911 0 215 16 1 670 670 5912 1 399 14 8 672 672 5915 1 303 16 2 675 675 5931 1 32 16 1 677 677 5943 0 266 32 2 679 679 5982 0 63 14 1 682 682 6018 1 294 16 1 683 683 6025 0 17 4 1 684 684 6037 0 422 26 12 687 687 6059 1 53 14 1 688 688 6067 1 39 14 1 691 691 6084 0 104 6 5 694 694 6097 1 204 6 2 695 695 6101 1 292 4 5 697 697 6110 1 374 2 10 699 699 6114 1 216 2 2 706 706 6168 1 327 12 10 708 708 6177 1 413 30 11 711 711 6196 1 49 12 3 716 716 6223 0 411 28 8 718 718 6243 1 219 2 1 720 720 6249 1 191 20 8 724 724 6280 1 279 28 1 725 725 6286 1 98 2 1 727 727 6291 1 325 12 2 728 728 6292 1 243 14 1 731 731 6307 1 211 34 8 732 732 6309 1 69 8 3 733 733 6312 1 350 4 7 734 734 6317 1 234 8 8 737 737 6347 0 231 20 2 738 738 6348 1 128 14 1 740 740 6381 0 98 4 1 741 741 6389 0 139 6 1 743 743 6396 1 190 10 1 753 753 6485 1 263 2 1 755 755 6496 0 318 2 3 756 756 6507 0 304 28 2 757 757 6521 1 100 10 1 760 760 6551 1 396 12 9 763 763 6586 1 206 12 1 764 764 6588 1 191 14 2 769 769 6608 1 40 4 2 772 772 6635 0 260 2 1 774 774 6640 1 264 4 1 775 775 6642 1 310 6 1 776 776 6643 1 225 2 10 777 777 6650 1 95 6 1 780 780 6680 0 210 14 10 782 782 6700 1 342 8 4 784 784 6703 1 374 10 5 T r a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a 785 785 6708 0 251 12 2 786 786 6713 0 124 2 4 788 788 6721 1 282 10 5 790 790 6725 1 118 16 1 792 792 6727 1 242 14 2 798 798 6766 0 278 2 1 799 799 6775 1 417 14 12 800 800 6778 1 235 12 8 802 802 6794 1 192 12 1 807 807 6839 1 212 6 10 812 812 6859 0 220 16 5 813 813 6867 0 209 2 2 814 814 6888 1 156 16 4 818 818 6909 0 214 12 1 820 820 6911 1 59 16 1 822 822 6916 1 271 10 4 823 823 6917 1 303 10 9 826 826 6940 1 65 12 2 829 829 6965 1 270 16 2 835 835 6990 1 49 2 1 840 840 7038 1 154 14 1 841 841 7044 0 160 12 8 842 842 7052 0 201 10 1 843 843 7059 1 110 6 3 844 844 7064 1 61 14 1 845 845 7076 1 271 30 6 846 846 7078 1 388 12 8 848 848 7090 1 403 24 9 851 851 7103 1 247 34 1 852 852 7105 1 59 22 1 853 853 7107 1 202 8 11 856 856 7122 0 364 10 5 862 862 7201 1 248 36 1 863 863 7207 0 140 22 2 864 864 7211 1 336 2 10 865 865 7225 1 121 10 2 868 868 7244 1 302 16 1 870 870 7248 0 384 10 11 872 872 7267 0 359 2 4 877 877 7324 1 310 10 2 880 880 7331 0 121 8 1 881 881 7332 1 246 22 2 882 882 7333 1 233 2 2 883 883 7375 1 330 34 8 884 884 7378 0 292 14 2 885 885 7381 0 239 16 1 891 891 7440 1 136 8 2 892 892 7441 1 29 10 1 893 893 7448 0 294 12 4 894 894 7455 1 233 16 2 896 896 7468 0 228 16 1 900 900 7493 0 244 14 10 i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g 901 901 7499 1 19 6 1 902 902 7533 1 276 22 10 903 903 7545 1 17 16 1 906 906 7563 1 275 16 4 907 907 7575 1 302 6 12 908 908 7577 1 85 14 1 910 910 7586 1 100 4 1 912 912 7601 0 244 8 2 913 913 7612 0 277 14 1 914 914 7614 1 151 4 1 918 918 7653 1 60 32 2 919 919 7661 0 171 2 2 925 925 7707 1 292 12 1 927 927 7713 1 129 14 2 932 932 7733 1 158 2 2 933 933 7739 0 173 6 3 934 934 7740 1 259 4 2 936 936 7745 1 41 18 2 937 937 7746 1 84 6 2 942 942 7776 1 400 2 12 943 943 7780 0 400 10 7 945 945 7806 1 214 6 3 948 948 7821 1 70 8 4 949 949 7824 0 138 34 2 951 951 7857 1 246 12 9 955 955 7884 0 414 2 9 956 956 7899 1 67 14 1 957 957 7907 0 78 4 1 959 959 7921 1 190 6 6 962 962 7942 1 84 24 1 964 964 7949 1 347 4 4 966 966 7958 0 271 2 6 969 969 7973 1 299 12 7 971 971 7992 1 197 16 12 983 983 8090 0 180 8 2 984 984 8095 0 223 22 4 985 985 8097 1 251 16 12 989 989 8142 1 158 14 5 990 990 8152 0 107 30 1 993 993 8177 0 209 4 2 996 996 8234 0 305 10 1 998 998 8242 0 178 14 7 1001 1001 8254 0 238 8 2 1003 1003 8290 0 131 14 1 1005 1005 8294 1 303 12 2 1006 1006 8303 1 42 14 1 1014 1014 8373 1 275 16 2 1016 1016 8389 1 126 2 4 1018 1018 8404 0 282 16 1 1019 1019 8413 1 140 8 1 1023 1023 8447 1 282 10 1 1024 1024 8465 1 320 8 9 T r a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a 1027 1027 8486 1 258 12 1 1030 1030 8524 1 355 14 8 1033 1033 8541 1 153 12 7 1035 1035 8546 0 249 14 1 1037 1037 8551 1 177 8 1 1043 1043 8599 0 322 6 7 1045 1045 8626 0 287 20 2 1047 1047 8658 0 384 34 7 1048 1048 8667 0 315 14 6 1049 1049 8673 1 183 12 11 1050 1050 8676 1 67 30 1 1051 1051 8678 1 127 16 2 1052 1052 8720 0 348 6 4 1053 1053 8722 1 227 26 6 1055 1055 8730 1 201 2 2 1060 1060 8818 0 326 2 4 1062 1062 8900 1 341 12 7 1064 1064 8903 1 280 10 1 1065 1065 8907 1 294 6 2 1066 1066 8925 1 220 2 1 1070 1070 8956 0 82 8 1 1071 1071 8958 1 305 8 2 1073 1073 8976 1 324 2 3 1075 1075 9013 0 104 14 2 1078 1078 9022 0 81 6 1 1079 1079 9026 1 222 12 1 1080 1080 9037 1 108 22 7 1081 1081 9055 1 400 14 7 1082 1082 9068 1 377 4 11 1085 1085 9103 1 349 14 5 1086 1086 9132 1 183 6 3 1087 1087 9136 1 30 10 2 1088 1088 9137 0 234 12 2 1089 1089 9145 1 252 8 1 1091 1091 9153 1 199 12 2 1093 1093 9162 1 321 2 7 1094 1094 9172 1 260 14 2 1098 1098 9212 1 302 16 1 1101 1101 9230 0 219 14 5 1102 1102 9234 1 221 8 1 1107 1107 9264 0 341 14 5 1110 1110 9296 1 275 6 4 1115 1115 9363 1 133 16 3 1116 1116 9370 1 75 10 2 1118 1118 9400 0 250 6 1 1124 1124 9477 0 258 2 4 1127 1127 9507 1 116 4 2 1128 1128 9532 0 306 14 1 1131 1131 9548 1 183 12 2 1137 1137 9590 1 189 12 2 1138 1138 9595 1 162 12 2 1140 1140 9618 0 331 8 11 D a t a T r a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a 1142 1142 9634 0 215 14 1 1144 1144 9642 1 208 8 4 1147 1147 9659 1 265 14 1 1148 1148 9676 0 263 16 1 1151 1151 9688 1 293 16 1 1154 1154 9709 0 190 16 2 1160 1160 9736 0 199 32 2 1162 1162 9739 1 185 14 5 1165 1165 9774 1 397 8 11 1168 1168 9809 0 251 8 6 1171 1171 9817 1 85 24 2 1174 1174 9834 1 153 16 10 1178 1178 9850 1 226 12 10 1179 1179 9856 0 227 16 1 1181 1181 9888 1 108 2 2 1182 1182 9894 0 224 12 2 1184 1184 9923 1 269 24 1 1186 1186 9933 1 309 34 2 1191 1191 9969 1 76 6 2 1193 1193 9985 1 331 14 8 1195 1195 10002 1 365 12 6 1196 1196 10012 1 80 18 2 1197 1197 10015 0 208 6 2 1198 1198 10016 1 46 14 2 1199 1199 10037 1 200 4 2 1201 1201 10045 0 311 2 9 1203 1203 10056 0 312 14 2 1204 1204 10059 1 203 2 2 1208 1208 10099 1 210 30 2 1209 1209 10115 1 247 12 2 1210 1210 10131 0 247 14 3 1212 1212 10169 1 69 4 2 1219 1219 10212 1 39 12 1 1221 1221 10226 1 424 12 12 1222 1222 10228 1 257 14 3 1223 1223 10232 1 325 16 2 1224 1224 10238 1 247 14 12 1225 1225 10240 1 216 8 2 1226 1226 10248 0 193 12 1 1231 1231 10289 1 263 16 2 1232 1232 10291 1 73 16 2 1233 1233 10293 1 46 8 1 1236 1236 10330 0 17 4 1 1238 1238 10351 1 192 18 6 1239 1239 10356 0 233 8 2 1241 1241 10370 1 300 12 2 1244 1244 10392 1 187 6 11 1247 1247 10420 1 123 2 2 1248 1248 10444 1 156 16 2 1251 1251 10457 1 255 4 1 1253 1253 10477 1 133 6 2 1254 1254 10521 0 206 16 4 a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a T r a i n 1256 1256 10530 1 27 20 1 1257 1257 10541 1 189 4 11 1258 1258 10552 1 364 2 9 1259 1259 10570 1 92 8 4 1262 1262 10583 1 159 10 2 1268 1268 10653 1 152 16 1 1269 1269 10654 0 207 4 11 1277 1277 10709 1 160 18 2 1282 1282 10744 1 72 8 1 1283 1283 10749 1 362 2 6 1285 1285 10780 1 97 6 2 1287 1287 10786 0 291 4 7 1288 1288 10800 1 262 28 10 1290 1290 10811 1 177 14 1 1295 1295 10832 1 195 16 2 1297 1297 10844 0 72 8 4 1301 1301 10869 0 273 2 4 1302 1302 10877 1 220 34 2 1306 1306 10915 1 52 8 2 1307 1307 10918 0 338 6 8 1309 1309 10928 1 95 32 2 1314 1314 10952 1 202 4 12 1315 1315 10955 0 293 10 1 1318 1318 10960 0 67 10 1 1325 1325 11010 0 216 2 9 1326 1326 11012 0 97 20 1 1328 1328 11050 0 334 2 7 1333 1333 11076 0 54 16 1 1335 1335 11097 1 305 30 1 1337 1337 11113 1 101 16 2 1339 1339 11124 1 347 20 9 1341 1341 11133 1 71 2 2 1345 1345 11186 1 152 4 1 1346 1346 11203 1 112 4 1 1347 1347 11216 1 179 16 3 1348 1348 11220 0 23 14 1 1350 1350 11249 1 109 2 1 1355 1355 11311 1 182 10 4 1356 1356 11314 1 298 10 1 1357 1357 11315 0 316 26 8 1358 1358 11342 0 142 14 3 1361 1361 11370 1 293 8 2 1364 1364 11401 1 258 6 2 1365 1365 11406 0 397 10 9 1366 1366 11434 1 199 14 2 1370 1370 11457 1 46 10 2 1373 1373 11486 1 193 14 2 1381 1381 11548 0 201 22 2 1383 1383 11551 1 81 4 2 1384 1384 11554 0 79 26 1 1385 1385 11558 1 281 2 2 1386 1386 11572 1 222 8 1 T r a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a 1387 1387 11584 1 73 14 1 1389 1389 11588 1 215 12 1 1391 1391 11608 0 182 12 2 1393 1393 11617 1 99 14 4 1396 1396 11627 1 287 6 3 1400 1400 11655 1 77 4 1 1401 1401 11682 1 275 14 3 1404 1404 11702 1 256 10 9 1411 1411 11740 1 197 6 1 1414 1414 11753 1 152 14 6 1416 1416 11797 1 302 8 1 1418 1418 11813 1 153 12 2 1420 1420 11817 1 219 8 1 1422 1422 11858 1 335 10 12 1423 1423 11865 1 370 14 12 1424 1424 11867 1 292 36 2 1426 1426 11877 1 80 34 1 1427 1427 11878 0 246 10 6 1428 1428 11886 0 98 10 1 1430 1430 11889 1 366 10 9 1431 1431 11896 1 429 14 11 1432 1432 11901 1 161 4 1 1433 1433 11923 1 121 16 6 1434 1434 11937 1 140 6 1 1436 1436 11943 1 274 16 2 1441 1441 11980 1 319 10 10 1442 1442 11994 0 293 12 2 1447 1447 12011 1 274 20 7 1448 1448 12014 0 263 10 1 1450 1450 12020 1 218 2 11 1457 1457 12092 0 59 14 2 1459 1459 12106 1 199 12 1 1461 1461 12121 1 232 30 1 1462 1462 12142 0 415 16 10 1464 1464 12161 0 124 2 1 1465 1465 12166 1 254 12 3 1467 1467 12184 0 324 14 2 1468 1468 12190 0 128 14 2 1471 1471 12205 0 215 10 1 1472 1472 12232 1 128 10 6 1474 1474 12258 1 171 16 2 1476 1476 12267 1 304 10 1 1477 1477 12271 0 160 4 3 1478 1478 12272 1 298 8 1 1480 1480 12309 0 444 2 12 1482 1482 12321 0 124 12 2 1484 1484 12344 0 296 10 6 1488 1488 12365 1 236 14 1 1489 1489 12366 1 270 16 4 1491 1491 12388 0 225 30 1 1493 1493 12400 1 387 30 12 1495 1495 12424 1 23 10 1 i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g 1496 1496 12427 1 43 16 2 1499 1499 12452 0 285 16 2 1501 1501 12478 1 269 10 1 1502 1502 12481 1 103 18 4 1504 1504 12510 0 176 6 2 1506 1506 12534 0 255 10 2 1507 1507 12547 0 67 8 1 1509 1509 12559 1 356 12 9 1510 1510 12560 0 297 12 1 1512 1512 12565 0 286 4 1 1513 1513 12568 1 214 22 8 1514 1514 12573 1 376 10 7 1515 1515 12581 1 192 12 1 1516 1516 12582 1 102 16 1 1517 1517 12583 1 201 14 2 1520 1520 12613 1 75 10 4 1521 1521 12621 1 285 10 2 1527 1527 12660 0 208 6 11 1530 1530 12687 0 362 12 9 1532 1532 12703 1 229 18 9 1533 1533 12707 0 83 14 2 1534 1534 12717 0 218 14 1 1535 1535 12723 1 66 14 2 1539 1539 12748 1 176 30 9 1542 1542 12770 1 359 2 11 1544 1544 12782 1 281 16 6 1545 1545 12795 0 54 16 2 1546 1546 12800 0 335 20 8 1552 1552 12860 1 267 10 11 1554 1554 12881 1 301 12 1 1558 1558 12910 1 154 16 6 1561 1561 12938 1 311 10 2 1563 1563 12956 1 323 12 7 1568 1568 12992 1 238 10 1 1569 1569 12995 1 21 2 1 1570 1570 13002 1 222 12 3 1573 1573 13015 1 209 16 1 1574 1574 13031 0 158 12 1 1576 1576 13039 0 166 14 2 1579 1579 13095 1 422 34 12 1585 1585 13137 1 129 2 8 1587 1587 13157 1 167 8 1 1588 1588 13172 1 34 28 1 1589 1589 13173 1 45 24 1 1591 1591 13195 1 232 22 3 1592 1592 13212 1 305 18 3 1597 1597 13239 0 116 12 2 1601 1601 13284 1 24 14 1 1602 1602 13292 1 222 28 7 1605 1605 13295 1 335 34 12 1606 1606 13306 0 147 36 2 1611 1611 13341 0 224 2 12 T r a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a 1612 1612 13342 1 373 6 10 1613 1613 13353 1 165 18 11 1617 1617 13378 1 251 4 2 1622 1622 13428 0 110 8 2 1626 1626 13485 1 141 16 2 1629 1629 13541 0 301 4 1 1631 1631 13546 0 320 4 12 1635 1635 13568 1 128 10 3 1636 1636 13570 1 106 6 1 1637 1637 13571 1 466 8 12 1640 1640 13586 0 253 12 7 1641 1641 13587 1 30 14 1 1643 1643 13606 1 225 16 12 1646 1646 13662 1 406 10 10 1648 1648 13667 1 101 16 1 1653 1653 13704 0 20 26 1 1661 1661 13752 0 62 18 2 1664 1664 13776 1 158 12 2 1669 1669 13793 1 226 14 2 1672 1672 13828 1 278 4 2 1674 1674 13842 0 37 10 1 1677 1677 13850 1 171 30 11 1678 1678 13855 0 244 8 2 1679 1679 13870 1 206 6 2 1680 1680 13878 1 71 8 1 1681 1681 13888 1 223 32 2 1683 1683 13896 1 158 14 1 1684 1684 13898 1 167 4 7 1685 1685 13902 1 330 8 7 1690 1690 13949 1 209 12 2 1691 1691 13952 1 310 22 11 1694 1694 13991 1 317 10 2 1698 1698 14025 1 149 26 2 1700 1700 14034 1 155 6 10 1703 1703 14050 1 151 2 7 1704 1704 14052 1 220 8 2 1705 1705 14063 0 256 12 2 1706 1706 14067 0 159 2 6 1707 1707 14083 0 227 18 2 1709 1709 14101 1 130 2 2 1710 1710 14116 1 273 14 4 1713 1713 14161 0 202 2 2 1714 1714 14163 1 148 14 2 1716 1716 14185 1 96 10 4 1717 1717 14193 1 95 6 1 1719 1719 14199 1 281 14 1 1726 1726 14240 1 91 16 2 1727 1727 14247 0 314 2 2 1732 1732 14276 1 308 36 6 1733 1733 14287 1 257 8 8 1734 1734 14295 1 120 10 1 1737 1737 14304 1 293 12 8 D a t a T r a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a 1738 1738 14309 0 323 12 5 1741 1741 14349 1 185 30 1 1742 1742 14351 1 105 10 1 1743 1743 14352 1 277 12 6 1750 1750 14411 0 257 14 2 1756 1756 14459 1 206 8 1 1762 1762 14524 1 246 8 2 1763 1763 14531 1 278 34 3 1766 1766 14568 0 270 16 1 1771 1771 14590 1 45 30 2 1775 1775 14618 1 356 8 6 1776 1776 14630 0 141 12 2 1777 1777 14631 1 81 2 5 1781 1781 14680 0 264 28 1 1782 1782 14684 1 63 2 2 1783 1783 14696 1 312 8 7 1790 1790 14791 1 241 10 1 1792 1792 14810 1 274 8 9 1793 1793 14815 0 74 12 2 1794 1794 14816 1 49 6 2 1796 1796 14830 1 372 12 7 1798 1798 14836 1 28 16 1 1800 1800 14838 1 170 14 2 1801 1801 14845 1 235 8 1 1802 1802 14859 0 254 14 2 1804 1804 14867 1 162 36 6 1805 1805 14869 0 371 14 5 1809 1809 14929 0 193 22 2 1810 1810 14935 0 242 22 8 1812 1812 14945 1 150 22 5 1814 1814 14965 1 324 32 7 1815 1815 14967 0 24 12 1 1818 1818 14982 1 265 28 8 1822 1822 15014 1 214 14 8 1823 1823 15024 1 311 20 2 1824 1824 15025 1 233 8 2 1828 1828 15063 0 155 28 1 1830 1830 15091 1 165 34 7 1832 1832 15119 1 188 16 2 1833 1833 15123 1 185 6 2 1835 1835 15127 0 187 32 11 1836 1836 15148 1 261 6 2 1837 1837 15150 1 156 14 8 1839 1839 15158 1 322 30 2 1840 1840 15164 0 69 16 2 1843 1843 15184 1 262 10 2 1844 1844 15186 1 93 10 4 1846 1846 15200 1 274 12 12 1847 1847 15204 1 326 26 5 1848 1848 15211 0 328 24 3 1849 1849 15218 1 190 34 7 1850 1850 15221 0 175 16 1 a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a T r a i n 1853 1853 15273 1 122 14 2 1855 1855 15293 1 90 6 2 1856 1856 15296 1 216 14 1 1859 1859 15337 1 174 10 2 1863 1863 15376 1 185 20 4 1867 1867 15395 1 157 16 1 1868 1868 15398 1 362 16 11 1870 1870 15429 0 277 12 2 1872 1872 15439 1 291 16 8 1873 1873 15468 1 155 2 10 1879 1879 15514 0 302 30 7 1880 1880 15523 1 232 6 11 1884 1884 15562 0 189 14 4 1886 1886 15581 1 410 10 9 1887 1887 15582 0 261 16 2 1888 1888 15593 1 151 6 4 1891 1891 15640 1 163 6 2 1893 1893 15687 0 101 14 1 1895 1895 15694 1 169 12 11 1896 1896 15699 0 107 4 2 1899 1899 15723 1 183 12 2 1900 1900 15724 1 230 16 1 1901 1901 15725 0 450 16 11 1902 1902 15735 1 259 2 2 1903 1903 15749 1 226 22 3 1904 1904 15753 1 247 14 12 1905 1905 15754 1 76 8 2 1906 1906 15777 1 352 36 10 1907 1907 15787 0 309 18 2 1908 1908 15802 1 271 36 8 1909 1909 15803 1 285 28 1 1911 1911 15812 0 286 4 2 1913 1913 15847 0 380 12 10 1914 1914 15858 0 148 26 2 1916 1916 15868 1 202 30 1 1917 1917 15874 1 277 6 3 1918 1918 15891 1 326 4 8 1919 1919 15894 0 273 6 12 1922 1922 15915 1 222 8 2 1928 1928 15973 1 91 16 2 1930 1930 15989 1 171 2 2 1933 1933 16015 1 163 10 5 1935 1935 16032 1 198 14 2 1936 1936 16036 0 239 4 5 1937 1937 16044 1 134 10 1 1938 1938 16051 1 402 18 7 1941 1941 16072 1 285 16 2 1942 1942 16073 0 131 14 2 1943 1943 16074 1 343 8 12 1944 1944 16082 1 33 34 2 1947 1947 16094 1 316 16 4 1949 1949 16121 0 287 10 1 T r a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a 1950 1950 16128 1 271 14 2 1951 1951 16142 1 243 20 1 1953 1953 16161 1 233 8 2 1954 1954 16173 0 426 6 9 1955 1955 16181 1 215 10 1 1956 1956 16185 1 85 18 1 1957 1957 16190 1 197 16 3 1958 1958 16199 1 353 16 9 1959 1959 16215 1 152 14 10 1960 1960 16230 1 390 2 8 1961 1961 16234 1 239 16 2 1962 1962 16246 0 320 6 11 1963 1963 16261 0 159 18 1 1966 1966 16304 0 232 10 1 1975 1975 16373 0 176 8 3 1981 1981 16424 1 243 14 11 1982 1982 16439 0 247 6 2 1984 1984 16452 1 196 16 1 1986 1986 16461 0 96 8 2 1987 1987 16476 1 68 10 1 1988 1988 16478 1 198 14 2 1994 1994 16520 1 298 12 9 1997 1997 16546 1 166 12 2 1998 1998 16548 1 328 4 5 2001 2001 16586 0 291 6 1 2002 2002 16603 0 195 12 1 2006 2006 16629 1 20 12 1 2008 2008 16647 1 109 12 2 2010 2010 16670 0 343 10 12 2011 2011 16672 1 289 16 1 2013 2013 16688 0 176 6 10 2015 2015 16691 1 132 16 1 2018 2018 16696 0 166 2 4 2019 2019 16702 1 278 12 3 2022 2022 16712 1 226 20 10 2023 2023 16713 0 326 8 2 2026 2026 16768 1 256 10 12 2029 2029 16789 0 192 10 11 2031 2031 16805 1 216 16 6 2035 2035 16833 1 228 20 5 2036 2036 16844 1 181 8 10 2037 2037 16846 1 417 14 12 2040 2040 16886 1 188 12 2 2043 2043 16901 1 248 6 7 2046 2046 16911 1 88 10 5 2049 2049 16937 1 75 12 1 2050 2050 16950 1 323 14 10 2051 2051 16955 0 278 12 1 2052 2052 16969 1 25 16 1 2053 2053 16977 1 77 16 4 2056 2056 17015 1 226 10 12 2058 2058 17035 1 290 10 2 i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g 2059 2059 17036 1 134 12 2 2061 2061 17074 1 127 14 1 2062 2062 17075 0 272 30 2 2063 2063 17081 1 314 18 11 2064 2064 17083 1 62 10 1 2065 2065 17093 0 119 10 7 2067 2067 17118 1 235 16 2 2070 2070 17132 0 155 2 3 2071 2071 17142 1 316 14 4 2073 2073 17162 1 217 14 1 2075 2075 17173 1 250 22 6 2079 2079 17200 0 366 32 10 2085 2085 17235 1 186 12 12 2091 2091 17294 1 160 10 2 2099 2099 17331 0 279 16 8 2100 2100 17334 0 231 16 7 2101 2101 17340 1 225 14 9 2103 2103 17366 0 209 10 4 2107 2107 17399 1 311 24 2 2108 2108 17410 0 311 36 1 2109 2109 17415 1 244 4 1 2110 2110 17419 0 202 10 4 2115 2115 17459 0 249 16 1 2117 2117 17470 1 140 12 2 2119 2119 17491 1 228 8 1 2125 2125 17556 1 153 8 7 2126 2126 17559 1 49 4 1 2127 2127 17569 1 174 16 2 2128 2128 17579 1 134 34 7 2129 2129 17581 1 155 8 10 2135 2135 17658 1 295 12 2 2138 2138 17675 0 276 8 1 2139 2139 17676 0 232 14 2 2146 2146 17734 1 114 16 2 2147 2147 17739 0 153 2 2 2150 2150 17746 1 252 16 1 2152 2152 17766 1 61 16 2 2153 2153 17768 1 409 12 10 2154 2154 17770 0 298 12 1 2156 2156 17777 1 311 30 2 2157 2157 17791 1 296 14 7 2163 2163 17858 0 303 22 8 2164 2164 17884 0 136 10 2 2168 2168 17918 0 191 14 2 2170 2170 17932 0 329 2 8 2171 2171 17935 1 188 14 1 2172 2172 17936 1 281 12 2 2173 2173 17942 1 392 16 10 2174 2174 17946 1 105 12 2 2176 2176 17958 0 451 14 11 2177 2177 17959 1 266 14 1 2178 2178 17980 0 319 16 7 T r a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a 2179 2179 17981 1 152 4 10 2181 2181 18008 0 403 14 8 2183 2183 18036 1 291 2 3 2186 2186 18064 1 442 14 10 2187 2187 18077 0 44 22 2 2188 2188 18079 1 67 4 3 2189 2189 18080 1 195 6 2 2190 2190 18083 0 151 34 10 2192 2192 18103 0 263 14 3 2194 2194 18112 1 181 8 2 2195 2195 18114 1 126 8 3 2199 2199 18153 1 298 12 3 2201 2201 18157 1 284 22 2 2203 2203 18174 1 257 16 8 2207 2207 18208 1 222 18 2 2208 2208 18215 1 358 6 7 2209 2209 18247 1 134 16 1 2210 2210 18257 1 300 12 2 2213 2213 18272 0 48 14 1 2215 2215 18280 1 366 8 12 2216 2216 18287 1 388 8 11 2219 2219 18303 1 271 2 2 2223 2223 18332 1 57 2 3 2225 2225 18351 1 343 14 3 2228 2228 18361 1 166 16 9 2231 2231 18399 0 258 30 2 2238 2238 18428 1 135 6 9 2239 2239 18437 1 325 14 2 2240 2240 18447 1 119 32 2 2241 2241 18451 1 288 26 2 2242 2242 18456 1 279 8 2 2244 2244 18466 1 51 10 1 2246 2246 18493 1 421 12 10 2248 2248 18508 1 347 4 7 2250 2250 18519 1 309 14 8 2251 2251 18526 1 26 12 1 2255 2255 18546 1 326 20 2 2256 2256 18562 1 249 4 2 2257 2257 18577 0 293 34 2 2260 2260 18600 0 176 12 1 2261 2261 18601 0 392 2 9 2262 2262 18603 1 227 14 2 2264 2264 18622 1 215 12 1 2265 2265 18623 1 228 12 5 2267 2267 18631 1 408 16 9 2268 2268 18644 1 27 30 1 2269 2269 18647 1 201 32 2 2270 2270 18652 1 215 4 1 2271 2271 18658 1 147 10 8 2272 2272 18659 1 178 8 4 2273 2273 18660 1 298 32 2 2274 2274 18665 1 256 10 4 D a t a T r a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a 2277 2277 18679 1 347 24 12 2279 2279 18681 1 31 10 1 2283 2283 18712 0 367 26 7 2285 2285 18734 1 284 18 11 2286 2286 18737 1 228 10 1 2287 2287 18749 0 235 28 1 2291 2291 18834 0 216 8 2 2292 2292 18860 0 335 4 11 2298 2298 18887 1 321 16 7 2302 2302 18912 1 195 8 6 2303 2303 18918 1 211 4 1 2306 2306 18962 0 258 8 1 2307 2307 18968 0 264 10 2 2309 2309 18978 0 171 32 7 2310 2310 18984 1 456 16 11 2317 2317 19015 1 197 20 12 2318 2318 19016 0 161 14 1 2321 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2402 2402 19689 1 143 16 1 2403 2403 19694 1 105 12 2 2404 2404 19699 1 254 12 2 2409 2409 19784 0 98 10 3 2414 2414 19834 0 130 10 3 2415 2415 19851 1 96 22 1 2420 2420 19892 1 250 8 7 2421 2421 19894 0 143 14 1 2422 2422 19920 1 216 26 2 2423 2423 19925 1 309 12 5 2424 2424 19930 1 47 10 1 2429 2429 19977 0 176 12 2 2431 2431 20009 1 179 6 1 2432 2432 20016 0 261 34 2 2436 2436 20041 0 354 24 4 2439 2439 20048 0 161 22 2 2440 2440 20050 0 161 4 1 2441 2441 20053 1 148 10 1 2442 2442 20056 1 127 4 1 2445 2445 20072 1 410 22 10 2446 2446 20074 1 211 14 7 2448 2448 20093 1 340 10 8 2449 2449 20095 1 372 16 12 2451 2451 20109 0 72 2 2 2452 2452 20110 1 184 12 2 2455 2455 20153 0 195 22 12 2456 2456 20159 1 83 10 1 2457 2457 20176 0 153 12 9 2458 2458 20183 0 171 6 6 2460 2460 20198 0 170 34 1 2461 2461 20200 1 418 34 11 2464 2464 20242 1 202 8 1 2467 2467 20277 1 177 14 11 2470 2470 20301 0 325 6 4 2472 2472 20334 1 198 14 1 2474 2474 20353 0 225 2 8 2475 2475 20364 0 146 26 2 2477 2477 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3208 3208 26460 1 232 30 1 3209 3209 26468 1 187 8 10 3210 3210 26475 1 156 30 10 3211 3211 26479 0 374 20 6 3214 3214 26492 0 101 2 2 3219 3219 26516 1 39 8 2 i n g D a t a T r a i n i n g D a t a T r a i n i n g D a t a T r a i n i n g 3220 3220 26520 1 227 6 9 3221 3221 26522 1 169 28 1 3223 3223 26530 1 208 14 6 3224 3224 26547 1 142 4 2 3228 3228 26587 1 210 16 2 3231 3231 26622 1 290 16 1 3232 3232 26623 1 92 14 2 3241 3241 26678 1 252 10 8 3246 3246 26717 1 126 12 6 3247 3247 26722 1 288 2 6 3248 3248 26734 1 287 2 2 3249 3249 26749 0 160 14 2 3251 3251 26762 1 68 14 2 3252 3252 26775 1 134 10 2 3254 3254 26782 0 257 4 11 3259 3259 26840 1 279 10 1 3261 3261 26847 0 148 2 1 3263 3263 26860 1 102 36 1 3264 3264 26861 1 52 4 2 3265 3265 26897 1 139 10 2 3270 3270 26944 1 256 14 2 3272 3272 26980 1 190 8 2 3273 3273 26982 1 260 26 2 3276 3276 27009 0 154 34 2 3279 3279 27021 0 293 12 2 3280 3280 27043 1 191 4 1 3281 3281 27059 0 121 36 4 3283 3283 27081 0 75 36 5 3285 3285 27101 0 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T e s t D a t a T e s 1067 1067 8927 1 293 12 2 1069 1069 8955 0 35 10 2 1077 1077 9021 0 91 16 1 1083 1083 9085 1 100 14 5 1084 1084 9088 1 393 2 7 1099 1099 9219 1 67 4 4 1100 1100 9229 1 310 32 12 1104 1104 9254 0 245 14 2 1106 1106 9260 1 163 10 1 1108 1108 9273 1 267 28 2 1109 1109 9283 1 227 24 2 1112 1112 9304 1 317 2 2 1113 1113 9326 0 227 10 1 1114 1114 9357 1 215 10 8 1117 1117 9380 0 193 10 6 1120 1120 9423 1 193 8 6 1121 1121 9440 0 135 8 1 1123 1123 9464 0 264 10 12 1125 1125 9484 0 254 12 9 1130 1130 9536 0 63 20 1 1133 1133 9564 0 167 12 2 1135 1135 9571 0 321 4 2 1139 1139 9611 1 454 30 11 1141 1141 9633 1 217 14 4 1143 1143 9639 1 139 10 1 1155 1155 9712 1 63 2 2 1158 1158 9727 1 421 14 12 1159 1159 9732 1 396 28 7 1161 1161 9737 1 270 10 1 1164 1164 9771 1 174 20 2 1167 1167 9798 1 71 4 1 1169 1169 9810 0 131 12 1 1170 1170 9814 0 102 6 1 1172 1172 9828 0 290 8 2 1175 1175 9835 1 64 2 2 1183 1183 9899 1 234 14 1 1185 1185 9925 1 76 14 1 1188 1188 9953 0 142 16 8 1192 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16576 0 263 10 1 2004 2004 16619 1 64 10 1 2005 2005 16623 1 23 18 1 2007 2007 16633 1 55 14 2 2012 2012 16683 1 121 6 2 2014 2014 16690 1 174 10 1 2017 2017 16695 1 264 16 6 2027 2027 16773 1 299 14 2 2032 2032 16817 0 273 4 2 2034 2034 16821 0 259 16 2 2044 2044 16902 1 279 14 1 2047 2047 16914 0 263 6 2 2066 2066 17108 1 97 14 1 2069 2069 17123 1 330 12 10 2077 2077 17188 0 52 24 2 2078 2078 17195 0 30 12 2 2082 2082 17210 1 93 16 2 2083 2083 17217 1 303 12 2 2086 2086 17254 1 186 20 1 2095 2095 17310 1 185 16 3 2102 2102 17353 1 256 14 10 2104 2104 17375 0 225 28 2 2113 2113 17436 0 189 20 1 2114 2114 17458 1 236 14 1 2116 2116 17464 0 189 14 1 2122 2122 17521 1 438 10 11 2142 2142 17725 0 305 10 1 2144 2144 17729 0 331 8 3 2145 2145 17730 1 235 14 1 2148 2148 17740 1 132 34 1 2149 2149 17745 1 199 12 6 2161 2161 17850 1 237 16 10 2169 2169 17922 0 432 16 10 2175 2175 17956 1 273 16 1 2182 2182 18009 1 46 6 2 2193 2193 18108 1 291 8 1 2196 2196 18115 1 116 12 1 2197 2197 18123 1 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2787 2787 23069 1 298 10 1 t D a t a T e s t D a t a T e s t D a t a T e s t D a 2792 2792 23105 0 81 12 1 2793 2793 23110 1 291 18 3 2794 2794 23119 1 307 14 2 2806 2806 23262 1 335 18 12 2821 2821 23350 1 312 16 2 2823 2823 23361 0 286 10 2 2827 2827 23385 1 240 36 5 2830 2830 23424 0 341 8 6 2838 2838 23513 0 172 10 1 2844 2844 23550 1 266 16 2 2851 2851 23581 1 102 14 1 2856 2856 23603 1 90 22 1 2858 2858 23616 1 193 10 8 2864 2864 23652 1 173 16 9 2871 2871 23678 1 126 14 1 2875 2875 23728 1 197 2 10 2877 2877 23731 1 320 14 4 2882 2882 23767 1 207 10 2 2888 2888 23837 0 111 4 4 2896 2896 23883 0 309 12 8 2901 2901 23913 0 303 10 3 2903 2903 23925 1 284 2 1 2919 2919 24094 0 236 4 2 2928 2928 24181 1 232 16 4 2930 2930 24195 1 26 6 1 2934 2934 24233 1 291 14 10 2939 2939 24304 0 249 32 2 2942 2942 24333 1 209 12 9 2949 2949 24388 0 228 4 11 2950 2950 24389 0 160 6 6 2954 2954 24424 1 151 16 1 2960 2960 24484 0 199 16 1 2961 2961 24492 1 153 10 1 2979 2979 24646 1 184 16 1 2982 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172 12 1 3533 3533 29347 0 94 12 1 3549 3549 29463 1 49 12 1 3553 3553 29496 0 306 10 3 3555 3555 29520 1 82 2 1 3556 3556 29545 1 133 20 6 3558 3558 29551 1 363 4 7 3566 3566 29624 1 271 14 3 3569 3569 29632 1 269 20 3 3579 3579 29716 0 271 12 1 3596 3596 29829 1 144 10 7 3597 3597 29847 0 208 16 2 3600 3600 29879 1 278 28 12 3602 3602 29892 1 334 4 7 T e s t D a t a T e s t D a t a T e s t D a t a T e s 3606 3606 29923 1 314 10 3613 3613 29972 0 250 6 1 2 3617 3617 30021 1 208 2 10 3621 3621 30037 1 75 16 2 3626 3626 30083 1 262 8 11 3628 3628 30102 0 199 8 2 3629 3629 30108 1 157 2 3 3633 3633 30160 1 308 14 1 3638 3638 30203 0 222 16 6 3640 3640 30225 1 91 6 1 3649 3649 30302 1 133 8 7 3655 3655 30380 0 117 12 2 3661 3661 30441 0 162 4 2 3673 3673 30524 0 246 4 2 3676 3676 30556 1 88 12 2 3679 3679 30566 0 237 2 8 3680 3680 30578 1 348 14 8 3690 3690 30644 0 49 12 1 3695 3695 30727 1 161 30 1 3696 3696 30732 1 161 14 3 3697 3697 30739 0 131 30 4 3700 3700 30763 1 113 10 2 3701 3701 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3964 32673 0 275 10 1 3966 3966 32682 0 194 6 2 3969 3969 32705 1 62 8 2 3973 3973 32732 1 130 14 1 3982 3982 32853 0 148 14 2 3986 3986 32883 1 420 4 11 3987 3987 32892 1 263 8 1 3988 3988 32896 1 294 2 11 3991 3991 32921 1 318 20 5 4000 4000 32977 1 114 10 2 Date : 30-Mar-2003 18:31:20 F FirstPurch ChildBks YouthBks CookBks DoItYBks RefBks Selected variables FirstPurch ChildBks YouthBks CookBks DoItYBks RefBks ArtBks 14 1 0 0 0 0 0 10 0 0 0 0 0 0 20 0 0 1 0 0 0 20 0 0 1 0 0 0 4 0 0 0 0 0 0 28 2 1 2 0 0 1 38 0 0 2 2 1 1 2 0 0 0 0 0 0 2 0 0 0 0 0 0 74 0 2 3 5 0 1 24 0 0 0 0 0 1 16 0 0 0 0 1 0 30 1 0 1 0 0 0 32 2 1 1 1 0 0 32 0 0 2 0 1 1 44 2 1 1 1 0 2 44 3 2 2 0 0 2 34 0 1 1 0 0 0 38 0 0 2 0 0 1 40 1 1 1 0 2 0 28 0 0 0 0 0 1 54 0 1 2 2 0 2 20 0 1 0 0 0 0 32 1 1 0 1 0 2 50 0 1 1 1 0 2 40 2 1 1 1 0 2 30 1 0 2 0 0 0 46 0 1 0 1 0 1 40 1 0 0 1 0 0 60 3 1 0 1 0 2 20 1 0 0 0 0 1 14 0 0 1 0 0 0 14 0 0 0 1 0 0 18 0 0 0 0 1 0 30 0 0 1 0 1 0 20 0 0 1 0 0 1 56 1 1 2 0 0 2 16 1 0 0 0 0 0 78 2 0 1 1 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0 6 2 0 0 0 0 2 2 0 0 0 0 2 1 0 0 0 0 1 1 0 0 0 0 1 Training Data Total Rcode Buyers Rcode (All) Count of Florence Mcode Fcode 1 1 20 2 3 Total 20 Rcode 5 Total 219 538 247 550 498 712 964 1800 2 2 3 1 6 3 6 4 2 12 4 10 12 11 33 5 Total 15 35 16 35 45 59 76 129 7 3 17 17 3 37 4 28 30 34 92 5 Total 26 79 31 80 66 103 123 262 2 15 12 1 28 3 24 29 17 70 4 51 55 53 159 5 Total 86 183 85 181 165 236 336 600 4 Count of Florence Mcode Fcode 1 1 8 2 3 Total 8 Rcode 2 18 15 33 3 46 41 11 98 4 77 83 81 241 5 Total 92 241 115 254 222 314 429 809 2 0 1 1 2 2 0 0 0 5 Total 17 38 17 34 62 79 96 151 3 0 0 0 0 4 2 0 0 2 5 Total 1 3 1 2 5 6 7 11 3 1 3 0 4 4 1 5 4 10 5 Total 5 8 5 13 10 14 20 35 %Buyers/Total = 0.0867 2 0 1 0 1 4 Sum of Florence Mcode Fcode 1 1 0 2 3 Total 0 4 7 9 15 31 %Buyers/Total = 0.1336 3 Sum of Florence Mcode Fcode 1 1 1 2 3 Total 1 3 10 5 1 16 %Buyers/Total = 0.0853 2 Sum of Florence Mcode Fcode 1 1 1 2 3 Total 1 Rcode 2 2 3 1 6 1 Sum of Florence Mcode Fcode 1 1 0 2 3 Total 0 Rcode 2 5 2 %Buyers/Total = 0.0839 Sum of Florence Mcode Fcode 1 1 2 2 3 Total 2 Rcode 3 Count of Florence Mcode Fcode 1 1 7 2 3 Total 7 Rcode 4 166 180 179 525 2 Count of Florence Mcode Fcode 1 1 3 2 3 Total 3 Rcode 3 93 91 33 217 1 Count of Florence Mcode Fcode 1 1 2 2 3 Total 2 Rcode 2 40 32 2 74 (All) 3 1 1 0 2 4 2 2 4 8 5 Total 5 9 4 8 31 35 40 52 %Buyers/Total = 0.0655 2 2 1 3 3 8 1 1 10 4 2 2 7 11 5 Total 6 18 7 11 16 24 29 53 Validation Data Total Customers Rcode (All) Buyers Rcode Count of Florence Mcode Fcode 1 1 20 2 3 Total 20 Rcode 5 Total 164 447 164 405 369 548 697 1400 2 3 1 4 3 8 5 1 14 4 9 11 13 33 5 Total 16 37 17 34 28 42 61 113 13 3 10 14 3 27 4 15 19 22 56 5 Total 16 51 27 65 61 86 104 202 2 18 8 26 3 19 21 13 53 4 53 40 40 133 5 Total 59 155 49 118 117 170 225 443 4 Count of Florence Mcode Fcode 1 1 11 2 3 Total 11 Rcode 2 13 9 1 23 3 41 31 12 84 4 66 77 74 217 5 Total 73 204 71 188 163 250 307 642 2 0 0 0 2 3 1 4 3 0 0 1 1 4 2 0 2 4 3 2 1 2 5 4 0 1 5 6 %Buyers/Total = 2 1 0 1 4 Sum of Florence Mcode Fcode 1 1 0 2 3 Total 0 4 15 11 16 42 %Buyers/Total = 3 Sum of Florence Mcode Fcode 1 1 1 2 3 Total 1 3 5 5 5 15 %Buyers/Total = 2 Sum of Florence Mcode Fcode 1 1 1 2 3 Total 1 Rcode 2 4 1 0 5 1 Sum of Florence Mcode Fcode 1 1 0 2 3 Total 0 Rcode 2 8 5 %Buyers/Total = Sum of Florence Mcode Fcode 1 1 2 2 3 Total 2 Rcode 3 Count of Florence Mcode Fcode 1 1 6 2 3 Total 6 Rcode 4 143 147 149 439 2 Count of Florence Mcode Fcode 1 1 2 2 3 Total 2 Rcode 3 78 71 29 178 1 Count of Florence Mcode Fcode 1 1 1 2 3 Total 1 Rcode 2 42 23 1 66 (All) 3 0 2 1 3 4 4 5 4 13 %Buyers/Total = 2 0 0 0 0 3 3 2 1 6 4 9 5 5 19 0.0871 5 Total 7 33 10 27 41 62 58 122 0.1327 5 Total 2 4 1 1 7 10 10 15 0.1386 5 Total 1 7 1 4 10 17 12 28 0.0767 5 Total 1 7 2 9 13 18 16 34 0.0701 5 Total 3 15 6 13 11 17 20 45
HW 3 Due 5 May 2014 1. Web log ad-hoc queries For the following, you need to go through some basic SQL tutorial. Please include SQL queries, and sample output of three or four records in your homework. Load the web log file into Access (Remove the following part at the top manually #Software: Microsoft Internet Information Services 6.0 #Version: 1.0 #Date: 2005-11-12 00:00:01 #Fields: and keep the rest as is) as a new table. 1. Loading tips: use delimited format with space as the delimiter; use the first line as a header file; let it add a primary key automatically. 2. clean up: Use a SQL query (using SQL view) to remove all empty records 3. Use SQL queries to do the following tasks: a) b) c) d) e) Number of Hits per Client IP (need to use COUNT and GROUP clause) Top 25 pictures downloaded Top 25 referrers Find the Slowest 25 URLs (on average) in the site List all errors (see the sc-win32-status field) and the number of them on the site 2. DATABASE MARKETING AT CHARLES (You can do the following using Excel and the pivot table feature. Alternately you can look for a free data mining software tool like WEKA, or even use Access and SQL queries.) The club The Charles Book Club ("CBC") was established in December of 1986, on the premise that a book club could differentiate itself through a deep understanding of its customer base and by delivering uniquely tailored offerings. CBC focused on selling specialty books by direct marketing through a variety of channels, including media advertising (TV, magazines, newspapers) and mailing. CBC is strictly a distributor and does not publish any of the books that it sells. In line with its commitment to understanding its customer base, CBC built and maintained a detailed database about its club members. Upon enrollment, readers were required to fill out an insert and mail it to CBC. Through this process, CBC has created an active database of 500,000 readers. CBC acquired most of these customers through advertising in specialty magazines. The problem CBC sent mailings to its club members each month containing its latest offering. On the surface, CBC looked like they were very successful, mailing volume was increasing, book selection was diversifying and growing, their customer database was increasing; however, their bottom line profits were falling. The decreasing profits led CBC to revisit their original plan of using database marketing to improve its mailing yields and to stay profitable. A possible solution They embraced the idea that deriving intelligence from their data would allow them to know their customer better and enable multiple targeted campaigns where each target audience would receive appropriate mailings. CBC's management decided to focus its efforts on the most profitable customers and prospects, and to design targeted marketing strategies to best reach them. The two processes they had in place were: 1. Customer acquisition: • New members would be acquired by advertising in specialty magazines, newspapers and TV. • Direct mailing and telemarketing would contact existing club members. • Every new book would be offered to the club members before general advertising. 2. Data collection: • All customer responses would be recorded and maintained in the database. • Any information not being collected that is critical would be requested from the customer. To derive intelligence from these processes they decided to use a two-step approach for each new title: a. Conduct a market test, involving a random sample of 4,000 customers from the database to enable analysis of customer responses. The analysis would create and calibrate response models for the current book offering. b. Based on the response models, compute a score for each customer in the database. Use this score and a cut-off value to extract a target customer list for direct mail promotion. Targeting promotions was considered to be of prime importance. There were, in addition, other opportunities to create successful marketing campaigns based on customer behavior data such as returns, inactivity, complaints, and compliments. CBC planned to address these opportunities at a subsequent stage. Art History of Florence A new title, "The Art History of Florence", is ready for release. CBC has sent a test mailing to a random sample of 4,000 customers from its customer base. The customer responses have been collated with past purchase data. The data should be randomly partitioned into 3 partsTraining Data (1800 customers): initial data to be used to fit response models, Validation Data (1400 customers): hold-out data used to compare the performance of different response models, and Test Data (800 customers): data only to be used after a final model has been selected to estimate the likely accuracy of the model when it is deployed. The Sample Data are in a spreadsheet CBC_4000.xls. Each row (or case) in the spreadsheet (other than the header) corresponds to one market test customer. Each column is a variable with the header row giving the name of the variable. The variable names and descriptions are given in Table 1, below. Table 1: List of Variables in CBC_4000.xls Variable Name Description Seq# Sequence number in the partition ID# Identification number in the full (unpartitioned) market test data set Gender O=Male 1=Female M Monetary- Total money spent on books R Recency- Months since last purchase F Frequency - Total number of purchases FirstPurch Months since first purchase ChildBks Number of purchases from the category: Child books YouthBks Number of purchases from the category: Youth books CookBks Number of purchases from the category: Cookbooks DoItYBks Number of purchases from the category: Do It Yourself books I RefBks Number of purchases from the category: Reference books (Atlases, Encyclopedias, Dictionaries) ArtBks Number of purchases from the category: Art books GeoBks Number of purchases from the category: Geography books ItalCook Number of purchases of book title: "Secrets of Italian Cooking" ItalAtlas Number of purchases of book title: "Historical Atlas of Italy" ItalArt Number of purchases of book title: "Italian Art" Florence =1 'The Art History of Florence" was bought, = 0 if not Related purchase Number of related books purchased RFM Segmentation : The segmentation process in database marketing aims to partition customers in a list of prospects into homogenous groups (segments) that are similar with respect to buying behavior. The homogeneity criterion we need for segmentation is propensity to purchase the offering. But since we cannot measure this attribute, we use variables that are plausible indicators of this propensity. In the direct marketing business the most commonly used variables are the 'RFM variables': R - Recency - time since last purchase F - Frequency - the number of previous purchases from the company over a period M - Monetary - the amount of money spent on the company's products over a period The assumption is that the more recent the last purchase, the more products bought from the company in the past, and the more money spent in the past buying the company's products, the more likely is the customer to purchase the product offered. The 1800 observations in the training data and the 1400 observations in the validation data in Charles have been divided into Recency, Frequency and Monetary categories as follows: Recency: 0-2 months (Rcode=1) 3-6 months (Rcode=2) 7-12 months (Rcode=3) 13 months and up (Rcode=4) Frequency: 1 book (Fcode=l) 2 books (Fcode=2) 3 books and up (Fcode=3) Monetary: $0 - $25 (Mcode=1) $26 - $50 (Mcode=2) $51- $100 (Mcode=3) $101- $200 (Mcode=4) $201 and up (Mcode=5) Mailing For each customer in the hold-out sample you must decide whether to spend $1 to send them a direct-response promotion of The Art History of Florence. For every response you receive, you will make $10 on the sale of the book. Thus your profit on the exercise will be $10 times the number of responses minus $1 times the number of customers you contacted. Questions: (a) What is the response rate for the training data customers taken as a whole? What is the response rate for each of the 453 = 60 combinations of RFM categories? Which combinations have response rates in the training data that are above the overall response in the training data? (b) Suppose that we decide to send promotional mail only to the "above average" RFM combinations identified in part a. Compute the response rate in the validation data using these combinations. c) Rework parts (a) and (b) with three segments: segment 1 consisting of RFM combinations that have response rates that exceed twice the overall response rate segment 2 consisting of RFM combinations that exceed the overall response rate but do not exceed twice that rate, and segment 3 consisting of the remaining RFM combinations. Draw the cumulative lift curve (consisting of three points for these three segments) showing the number of customers in the validation dataset on the x axis and cumulative number of buyers in the validation dataset on the y axis.

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