Tutorial
| ManufacturerID | CategoryCode2 | num_transaction |
|---|---|---|
| 0001 | 13 | 74 |
| 0001 | 14 | 115 |
| 0002 | 13 | 51 |
| 0002 | 14 | 86 |
| 0004 | 14 | 122 |
| 0005 | 14 | 82 |
| 0010 | 11 | 131 |
| 0012 | 11 | 11 |
| 0013 | 11 | 35 |
| 0013 | 13 | 19 |
| 0018 | 11 | 9 |
| 0024 | 14 | 153 |
| 0026 | 11 | 8 |
| 0029 | 14 | 3 |
| 0030 | 11 | 1 |
| 0033 | 11 | 16 |
| 0034 | 11 | 129 |
| 0039 | 11 | 63 |
| 0039 | 14 | 13 |
| 0041 | 11 | 125 |
| 0047 | 14 | 136 |
| 0051 | 11 | 185 |
| 0053 | 14 | 72 |
| 0061 | 13 | 4 |
| 0071 | 14 | 5 |
| 0073 | 11 | 27 |
| 0075 | 14 | 1 |
| 0079 | 14 | 55 |
| 0081 | 13 | 8 |
| 0083 | 11 | 89 |
| 0084 | 11 | 6 |
| 0084 | 14 | 62 |
| 0087 | 11 | 51 |
| 0098 | 11 | 10 |
| 0100 | 11 | 16 |
| 0100 | 14 | 34 |
| 0103 | 11 | 86 |
| 0107 | 11 | 3 |
| 0112 | 11 | 94 |
| 0117 | 11 | 107 |
| 0121 | 11 | 121 |
| 0122 | 11 | 15 |
| 0124 | 11 | 29 |
| 0126 | 11 | 10 |
| 0128 | 11 | 113 |
| 0134 | 13 | 43 |
| 0136 | 11 | 13 |
| 0141 | 11 | 58 |
| 0147 | 11 | 1 |
| 0149 | 11 | 125 |
| 0154 | 11 | 2 |
| 0154 | 13 | 18 |
| 0155 | 11 | 131 |
| 0157 | 11 | 121 |
| 0158 | 11 | 81 |
| 0161 | 11 | 16 |
| 0165 | 14 | 139 |
| 0171 | 13 | 40 |
| 0172 | 11 | 144 |
| 0173 | 11 | 13 |
| 0174 | 11 | 267 |
| 0175 | 11 | 8 |
| 0180 | 14 | 3 |
| 0186 | 11 | 117 |
| 0187 | 11 | 121 |
| 0191 | 13 | 24 |
| 0195 | 11 | 176 |
| 0196 | 13 | 158 |
| 0197 | 14 | 108 |
| 0201 | 11 | 11 |
| 0203 | 11 | 22 |
| 0205 | 14 | 79 |
| 0209 | 11 | 101 |
| 0215 | 14 | 52 |
| 0216 | 11 | 58 |
| 0217 | 11 | 30 |
| 0222 | 11 | 11 |
| 0224 | 11 | 58 |
| 0224 | 14 | 110 |
| 0225 | 11 | 117 |
| 0230 | 13 | 154 |
| 0231 | 11 | 128 |
| 0231 | 13 | 14 |
| 0235 | 11 | 8 |
| 0236 | 11 | 6 |
| 0238 | 11 | 2 |
| 0242 | 11 | 284 |
| 0243 | 11 | 64 |
| 0244 | 11 | 85 |
| 0245 | 11 | 146 |
| 0251 | 14 | 44 |
| 0253 | 11 | 152 |
| 0255 | 11 | 65 |
| 0257 | 14 | 27 |
| 0259 | 11 | 39 |
| 0261 | 11 | 13 |
| 0261 | 13 | 2 |
| 0262 | 11 | 129 |
| 0274 | 14 | 81 |
| 0278 | 11 | 63 |
| 0282 | 11 | 123 |
| 0284 | 11 | 175 |
| 0285 | 14 | 28 |
| 0287 | 14 | 94 |
| 0288 | 11 | 12 |
| 0293 | 11 | 90 |
| 0295 | 11 | 2 |
| 0296 | 13 | 74 |
| 0298 | 14 | 46 |
| 0302 | 11 | 45 |
| 0309 | 11 | 142 |
| 0312 | 11 | 14 |
| 0319 | 11 | 3 |
| 0322 | 11 | 126 |
| 0323 | 11 | 8 |
| 0324 | 11 | 123 |
| 0326 | 11 | 129 |
| 0327 | 11 | 137 |
| 0330 | 11 | 9 |
| 0332 | 11 | 41 |
| 0343 | 11 | 135 |
| 0348 | 11 | 110 |
| 0349 | 14 | 2 |
| 0351 | 14 | 131 |
| 0357 | 11 | 116 |
| 0358 | 11 | 146 |
| 0362 | 11 | 66 |
| 0368 | 11 | 2 |
| 0368 | 13 | 109 |
| 0377 | 14 | 120 |
| 0380 | 11 | 128 |
| 0382 | 11 | 2 |
| 0382 | 14 | 27 |
| 0385 | 11 | 71 |
| 0386 | 14 | 19 |
| 0388 | 11 | 2 |
| 0389 | 14 | 145 |
| 0390 | 11 | 5 |
| 0398 | 11 | 3 |
| 0400 | 13 | 3 |
| 0407 | 11 | 236 |
| 0414 | 13 | 3 |
| 0424 | 13 | 144 |
| 0424 | 14 | 5 |
| 0426 | 14 | 4 |
| 0428 | 13 | 113 |
| 0429 | 11 | 139 |
| 0433 | 11 | 43 |
| 0434 | 11 | 134 |
| 0439 | 14 | 94 |
| 0441 | 11 | 5 |
| 0450 | 11 | 46 |
| 0452 | 13 | 4 |
| 0453 | 11 | 87 |
| 0457 | 14 | 51 |
| 0459 | 11 | 9 |
| 0462 | 11 | 34 |
| 0465 | 11 | 10 |
| 0466 | 11 | 78 |
| 0469 | 14 | 86 |
| 0471 | 11 | 33 |
| 0472 | 13 | 68 |
| 0473 | 11 | 136 |
| 0478 | 11 | 144 |
| 0481 | 11 | 72 |
| 0484 | 13 | 2 |
| 0488 | 11 | 27 |
| 0494 | 13 | 132 |
| 0495 | 11 | 5 |
| 0495 | 14 | 8 |
| 0498 | 11 | 1 |
| 0500 | 14 | 130 |
| 0501 | 11 | 5 |
| 0508 | 11 | 134 |
| 0512 | 11 | 129 |
| 0514 | 11 | 115 |
| 0516 | 11 | 131 |
| 0522 | 14 | 49 |
| 0525 | 13 | 14 |
| 0530 | 11 | 9 |
| 0535 | 14 | 27 |
| 0538 | 14 | 79 |
| 0541 | 14 | 28 |
| 0543 | 11 | 116 |
| 0549 | 14 | 9 |
| 0550 | 11 | 7 |
| 0555 | 11 | 3 |
| 0557 | 11 | 7 |
| 0558 | 11 | 23 |
| 0560 | 11 | 64 |
| 0562 | 14 | 75 |
| 0563 | 11 | 143 |
| 0571 | 11 | 137 |
| 0573 | 11 | 3 |
| 0576 | 11 | 48 |
| 0579 | 11 | 42 |
| 0579 | 14 | 154 |
| 0580 | 14 | 131 |
| 0583 | 13 | 4 |
| 0586 | 11 | 83 |
| 0590 | 14 | 4 |
| 0591 | 11 | 83 |
| 0592 | 11 | 2 |
| 0597 | 14 | 50 |
| 0602 | 13 | 120 |
| 0602 | 14 | 50 |
| 0603 | 14 | 94 |
| 0609 | 11 | 40 |
| 0616 | 14 | 67 |
| 0618 | 11 | 1 |
| 0619 | 11 | 141 |
| 0623 | 11 | 7 |
| 0636 | 13 | 122 |
| 0637 | 13 | 107 |
| 0639 | 11 | 29 |
| 0641 | 11 | 117 |
| 0645 | 11 | 37 |
| 0645 | 14 | 21 |
| 0646 | 14 | 8 |
| 0648 | 14 | 7 |
| 0650 | 14 | 144 |
| 0653 | 13 | 23 |
| 0655 | 11 | 33 |
| 0664 | 13 | 35 |
| 0666 | 13 | 140 |
| 0673 | 14 | 27 |
| 0674 | 14 | 58 |
| 0675 | 11 | 94 |
| 0676 | 11 | 27 |
| 0676 | 14 | 21 |
| 0681 | 14 | 52 |
| 0683 | 14 | 62 |
| 0684 | 14 | 18 |
| 0692 | 11 | 92 |
| 0694 | 11 | 20 |
| 0712 | 11 | 10 |
| 0715 | 11 | 8 |
| 0720 | 13 | 125 |
| 0725 | 11 | 32 |
| 0726 | 11 | 61 |
| 0733 | 11 | 142 |
| 0737 | 14 | 122 |
| 0738 | 11 | 143 |
| 0741 | 13 | 124 |
| 0743 | 14 | 6 |
| 0745 | 13 | 8 |
| 0747 | 11 | 10 |
| 0753 | 11 | 22 |
| 0759 | 11 | 125 |
| 0761 | 11 | 74 |
| 0762 | 11 | 7 |
| 0763 | 14 | 158 |
| 0768 | 11 | 1 |
| 0776 | 14 | 99 |
| 0777 | 11 | 16 |
| 0779 | 14 | 12 |
| 0783 | 11 | 28 |
| 0783 | 14 | 14 |
| 0795 | 14 | 2 |
| 0796 | 11 | 76 |
| 0802 | 14 | 18 |
| 0803 | 11 | 2 |
| 0805 | 11 | 10 |
| 0806 | 13 | 1 |
| 0809 | 11 | 69 |
| 0819 | 11 | 9 |
| 0821 | 11 | 153 |
| 0827 | 11 | 37 |
| 0830 | 14 | 9 |
| 0844 | 11 | 55 |
| 0844 | 14 | 149 |
| 0852 | 11 | 17 |
| 0860 | 11 | 109 |
| 0865 | 11 | 1 |
| 0869 | 11 | 31 |
| 0872 | 11 | 36 |
| 0872 | 13 | 80 |
| 0877 | 11 | 4 |
| 0882 | 13 | 11 |
| 0885 | 14 | 23 |
| 0886 | 11 | 22 |
| 0893 | 11 | 9 |
| 0894 | 11 | 45 |
| 0904 | 11 | 34 |
| 0907 | 11 | 3 |
| 0913 | 11 | 7 |
| 0915 | 11 | 111 |
| 0920 | 11 | 45 |
| 0921 | 11 | 140 |
| 0921 | 14 | 121 |
| 0922 | 14 | 142 |
| 0929 | 11 | 24 |
| 0929 | 14 | 3 |
| 0930 | 13 | 4 |
| 0936 | 11 | 97 |
| 0946 | 11 | 3 |
| 0952 | 11 | 45 |
| 0954 | 13 | 143 |
| 0955 | 13 | 27 |
| 0957 | 11 | 72 |
| 0963 | 14 | 116 |
| 0966 | 11 | 94 |
| 0980 | 11 | 139 |
| 0981 | 14 | 70 |
| 0983 | 11 | 56 |
| 0987 | 11 | 146 |
| 0988 | 13 | 136 |
| 0993 | 11 | 155 |
| 0996 | 11 | 3 |
| 0996 | 14 | 34 |
| 1003 | 14 | 4 |
| 1004 | 11 | 10 |
| 1013 | 11 | 6 |
| 1015 | 11 | 10 |
| 1016 | 11 | 69 |
| 1020 | 11 | 73 |
| 1021 | 11 | 23 |
| 1024 | 11 | 97 |
| 1027 | 11 | 40 |
| 1029 | 11 | 88 |
| 1030 | 11 | 155 |
| 1032 | 11 | 126 |
| 1034 | 14 | 72 |
| 1047 | 11 | 63 |
| 1048 | 11 | 4 |
| 1049 | 14 | 238 |
| 1054 | 14 | 117 |
| 1061 | 11 | 45 |
| 1068 | 14 | 20 |
| 1071 | 11 | 155 |
| 1080 | 13 | 3 |
| 1083 | 14 | 140 |
| 1089 | 11 | 4 |
| 1090 | 13 | 24 |
| 1090 | 14 | 19 |
| 1095 | 11 | 117 |
| 1096 | 11 | 19 |
| 1098 | 11 | 74 |
| 1102 | 11 | 138 |
| 1112 | 13 | 156 |
| 1112 | 14 | 114 |
| 1114 | 11 | 11 |
| 1116 | 11 | 36 |
| 1117 | 11 | 139 |
| 1117 | 14 | 125 |
| 1121 | 11 | 1 |
| 1124 | 11 | 109 |
| 1125 | 11 | 64 |
| 1126 | 14 | 140 |
| 1127 | 14 | 22 |
| 1129 | 13 | 50 |
| 1137 | 14 | 43 |
| 1138 | 11 | 14 |
| 1140 | 11 | 41 |
| 1141 | 13 | 143 |
| 1144 | 11 | 119 |
| 1144 | 14 | 144 |
| 1147 | 11 | 112 |
| 1157 | 14 | 3 |
| 1164 | 11 | 12 |
| 1167 | 11 | 21 |
| 1168 | 11 | 147 |
| 1171 | 11 | 6 |
| 1176 | 14 | 32 |
| 1194 | 11 | 117 |
| 1195 | 13 | 57 |
| 1195 | 14 | 73 |
| 1197 | 11 | 2 |
| 1198 | 11 | 99 |
| 1199 | 11 | 220 |
| 1200 | 11 | 148 |
| 1201 | 14 | 72 |
| 1202 | 14 | 125 |
| 1204 | 11 | 135 |
| 1213 | 11 | 142 |
| 1217 | 11 | 131 |
| 1240 | 13 | 6 |
| 1247 | 14 | 1 |
| 1248 | 11 | 39 |
| 1250 | 11 | 75 |
| 1251 | 14 | 5 |
| 1254 | 14 | 277 |
| 1255 | 11 | 124 |
| 1267 | 11 | 134 |
| 1270 | 11 | 38 |
| 1275 | 11 | 240 |
| 1283 | 14 | 66 |
| 1285 | 14 | 49 |
| 1286 | 11 | 69 |
| 1296 | 11 | 127 |
| 1298 | 11 | 147 |
| 1300 | 11 | 3 |
| 1302 | 13 | 109 |
| 1308 | 11 | 6 |
| 1319 | 11 | 79 |
| 1337 | 11 | 112 |
| 1341 | 11 | 7 |
| 1343 | 11 | 2 |
| 1344 | 11 | 230 |
| 1345 | 11 | 112 |
| 1345 | 14 | 5 |
| 1347 | 11 | 133 |
| 1347 | 14 | 144 |
| 1349 | 13 | 11 |
| 1351 | 11 | 128 |
| 1354 | 11 | 113 |
| 1357 | 11 | 72 |
| 1364 | 13 | 74 |
| 1367 | 13 | 138 |
| 1373 | 11 | 109 |
| 1373 | 14 | 10 |
| 1375 | 11 | 121 |
| 1375 | 14 | 12 |
| 1376 | 11 | 126 |
| 1379 | 11 | 33 |
| 1381 | 13 | 7 |
| 1385 | 11 | 90 |
| 1385 | 14 | 3 |
| 1386 | 14 | 120 |
| 1388 | 11 | 135 |
| 1397 | 14 | 20 |
| 1399 | 11 | 56 |
| 1403 | 11 | 5 |
| 1407 | 11 | 2 |
| 1410 | 14 | 16 |
| 1411 | 11 | 68 |
| 1416 | 11 | 20 |
| 1417 | 11 | 92 |
| 1421 | 11 | 23 |
| 1423 | 11 | 45 |
| 1424 | 14 | 11 |
| 1433 | 11 | 39 |
| 1433 | 14 | 141 |
| 1435 | 14 | 1 |
| 1440 | 11 | 8 |
| 1444 | 11 | 128 |
| 1448 | 14 | 142 |
| 1449 | 13 | 28 |
| 1449 | 14 | 102 |
| 1452 | 11 | 15 |
| 1460 | 11 | 16 |
| 1461 | 11 | 102 |
| 1462 | 11 | 123 |
| 1466 | 11 | 24 |
| 1467 | 11 | 41 |
| 1468 | 13 | 12 |
| 1470 | 11 | 101 |
| 1476 | 11 | 36 |
| 1480 | 14 | 104 |
| 1481 | 11 | 121 |
| 1482 | 11 | 64 |
| 1483 | 11 | 116 |
| 1486 | 13 | 50 |
| 1492 | 11 | 60 |
| 1497 | 11 | 12 |
| 1502 | 14 | 14 |
| 1507 | 11 | 10 |
| 1513 | 11 | 106 |
| 1522 | 14 | 36 |
| 1523 | 11 | 63 |
| 1525 | 14 | 58 |
| 1531 | 13 | 11 |
| 1535 | 13 | 23 |
| 1541 | 14 | 110 |
| 1545 | 14 | 6 |
| 1552 | 11 | 25 |
| 1555 | 11 | 88 |
| 1561 | 11 | 1 |
| 1567 | 11 | 149 |
| 1570 | 11 | 24 |
| 1572 | 14 | 32 |
| 1574 | 14 | 114 |
| 1575 | 11 | 70 |
| 1578 | 11 | 84 |
| 1583 | 14 | 38 |
| 1586 | 11 | 90 |
| 1590 | 11 | 16 |
| 1598 | 11 | 59 |
| 1600 | 11 | 63 |
| 1601 | 13 | 125 |
| 1602 | 11 | 20 |
| 1605 | 14 | 16 |
| 1606 | 11 | 50 |
| 1606 | 13 | 135 |
| 1609 | 11 | 101 |
| 1619 | 13 | 24 |
| 1625 | 14 | 13 |
| 1626 | 11 | 148 |
| 1630 | 11 | 19 |
| 1636 | 11 | 156 |
| 1640 | 14 | 49 |
| 1642 | 11 | 126 |
| 1644 | 11 | 142 |
| 1649 | 11 | 17 |
| 1649 | 14 | 4 |
| 1661 | 11 | 158 |
| 1661 | 14 | 7 |
| 1663 | 11 | 108 |
| 1674 | 11 | 8 |
| 1676 | 11 | 6 |
| 1682 | 11 | 129 |
| 1684 | 13 | 13 |
| 1694 | 11 | 66 |
| 1697 | 11 | 53 |
| 1701 | 14 | 41 |
| 1705 | 13 | 29 |
| 1711 | 13 | 3 |
| 1712 | 14 | 39 |
| 1715 | 11 | 157 |
| 1715 | 13 | 62 |
| 1722 | 11 | 13 |
| 1724 | 11 | 1 |
| 1725 | 14 | 5 |
| 1727 | 11 | 154 |
| 1728 | 11 | 26 |
| 1732 | 11 | 12 |
| 1734 | 11 | 49 |
| 1740 | 14 | 29 |
| 1750 | 11 | 110 |
| 1750 | 14 | 6 |
| 1754 | 11 | 19 |
| 1756 | 11 | 109 |
| 1757 | 11 | 4 |
| 1759 | 11 | 2 |
| 1765 | 14 | 102 |
| 1775 | 13 | 80 |
| 1779 | 11 | 10 |
| 1781 | 11 | 83 |
| 1786 | 11 | 14 |
| 1789 | 11 | 252 |
| 1790 | 11 | 4 |
| 1790 | 14 | 104 |
| 1791 | 13 | 51 |
| 1796 | 11 | 4 |
| 1798 | 11 | 190 |
| 1801 | 11 | 79 |
| 1808 | 14 | 20 |
| 1810 | 11 | 92 |
| 1812 | 14 | 130 |
| 1817 | 11 | 11 |
| 1827 | 11 | 143 |
| 1830 | 11 | 16 |
| 1832 | 11 | 38 |
| 1838 | 13 | 187 |
| 1840 | 11 | 68 |
| 1845 | 13 | 118 |
| 1865 | 14 | 96 |
| 1870 | 14 | 39 |
| 1871 | 14 | 6 |
| 1873 | 13 | 83 |
| 1875 | 11 | 6 |
| 1879 | 13 | 138 |
| 1880 | 14 | 19 |
| 1882 | 11 | 130 |
| 1884 | 11 | 7 |
| 1893 | 14 | 3 |
| 1896 | 11 | 5 |
| 1896 | 14 | 14 |
| 1898 | 11 | 6 |
| 1905 | 11 | 3 |
| 1912 | 13 | 6 |
| 1913 | 11 | 100 |
| 1914 | 14 | 62 |
| 1916 | 11 | 2 |
| 1917 | 14 | 6 |
| 1919 | 13 | 32 |
| 1920 | 14 | 12 |
| 1926 | 13 | 45 |
| 1932 | 11 | 76 |
| 1934 | 11 | 49 |
| 1938 | 11 | 125 |
| 1939 | 14 | 148 |
| 1941 | 11 | 114 |
| 1942 | 14 | 91 |
| 1943 | 11 | 100 |
| 1945 | 11 | 110 |
| 1946 | 11 | 93 |
| 1951 | 11 | 115 |
| 1955 | 11 | 50 |
| 1957 | 11 | 143 |
| 1958 | 11 | 109 |
| 1960 | 11 | 53 |
| 1962 | 11 | 52 |
| 1963 | 14 | 15 |
| 1964 | 11 | 31 |
| 1964 | 14 | 142 |
| 1965 | 11 | 9 |
| 1970 | 11 | 109 |
| 1971 | 11 | 184 |
| 1983 | 11 | 10 |
| 1984 | 11 | 83 |
| 1991 | 14 | 15 |
| 1993 | 13 | 28 |
| 1995 | 11 | 4 |
| 1996 | 11 | 13 |