A wholesale distributor operating in different regions of Portugal has information on annual spending of several items in their stores across different regions and channels. The data consists of 440 large retailers' annual spending on 6 different varieties of products in 3 different regions (Lisbon, Oporto, Other) and across different sales channel (Hotel, Retail).

1.1Use methods of descriptive statistics to summarize data.Which Region and which Channel spent the most? Which Region and which Channel spent the least?

1.2There are 6 different varieties of items that are considered. Describe and comment/explain all the varieties across Region and Channel? Provide a detailed justification for your answer.

1.3On the basis of a descriptive measure of variability, which item shows the most inconsistent behaviour? Which items show the least inconsistent behaviour?

1.4Are there any outliers in the data? Back up your answer with a suitable plot/technique with the help of detailed comments.

1.5On the basis of your analysis, what are your recommendations for the business? How can your analysis help the business to solve its problem? Answer from the business perspective

Need Python Code along with answers.

Data:

Buyer/Spender Channel Region Fresh Milk Grocery Frozen Detergents_Paper Delicatessen 1 Retail Other 12669 9656 7561 214 2674 1338 2 Retail Other 7057 9810 9568 1762 3293 1776 3 Retail Other 6353 8808 7684 2405 3516 7844 4 Hotel Other 13265 1196 4221 6404 507 1788 5 Retail Other 22615 5410 7198 3915 1777 5185 6 Retail Other 9413 8259 5126 666 1795 1451 7 Retail Other 12126 3199 6975 480 3140 545 8 Retail Other 7579 4956 9426 1669 3321 2566 9 Hotel Other 5963 3648 6192 425 1716 750 10 Retail Other 6006 11093 18881 1159 7425 2098 11 Retail Other 3366 5403 12974 4400 5977 1744 12 Retail Other 13146 1124 4523 1420 549 497 13 Retail Other 31714 12319 11757 287 3881 2931 14 Retail Other 21217 6208 14982 3095 6707 602 15 Retail Other 24653 9465 12091 294 5058 2168 16 Hotel Other 10253 1114 3821 397 964 412 17 Retail Other 1020 8816 12121 134 4508 1080 18 Hotel Other 5876 6157 2933 839 370 4478 19 Retail Other 18601 6327 10099 2205 2767 3181 20 Hotel Other 7780 2495 9464 669 2518 501 21 Retail Other 17546 4519 4602 1066 2259 2124 22 Hotel Other 5567 871 2010 3383 375 569 23 Hotel Other 31276 1917 4469 9408 2381 4334 24 Retail Other 26373 36423 22019 5154 4337 16523 25 Retail Other 22647 9776 13792 2915 4482 5778 26 Retail Other 16165 4230 7595 201 4003 57 27 Hotel Other 9898 961 2861 3151 242 833 28 Hotel Other 14276 803 3045 485 100 518 29 Retail Other 4113 20484 25957 1158 8604 5206 30 Hotel Other 43088 2100 2609 1200 1107 823 31 Hotel Other 18815 3610 11107 1148 2134 2963 32 Hotel Other 2612 4339 3133 2088 820 985 33 Hotel Other 21632 1318 2886 266 918 405 34 Hotel Other 29729 4786 7326 6130 361 1083 35 Hotel Other 1502 1979 2262 425 483 395 36 Retail Other 688 5491 11091 833 4239 436 37 Hotel Other 29955 4362 5428 1729 862 4626 38 Retail Other 15168 10556 12477 1920 6506 714 39 Retail Other 4591 15729 16709 33 6956 433 40 Hotel Other 56159 555 902 10002 212 2916 41 Hotel Other 24025 4332 4757 9510 1145 5864 42 Hotel Other 19176 3065 5956 2033 2575 2802 43 Retail Other 10850 7555 14961 188 6899 46 44 Retail Other 630 11095 23998 787 9529 72 45 Retail Other 9670 7027 10471 541 4618 65 46 Retail Other 5181 22044 21531 1740 7353 4985 47 Retail Other 3103 14069 21955 1668 6792 1452 48 Retail Other 44466 54259 55571 7782 24171 6465 49 Retail Other 11519 6152 10868 584 5121 1476 50 Retail Other 4967 21412 28921 1798 13583 1163 51 Hotel Other 6269 1095 1980 3860 609 2162 52 Hotel Other 3347 4051 6996 239 1538 301 53 Retail Other 40721 3916 5876 532 2587 1278 54 Retail Other 491 10473 11532 744 5611 224 55 Hotel Other 27329 1449 1947 2436 204 1333 56 Hotel Other 5264 3683 5005 1057 2024 1130 57 Retail Other 4098 29892 26866 2616 17740 1340 58 Retail Other 5417 9933 10487 38 7572 1282 59 Hotel Other 13779 1970 1648 596 227 436 60 Hotel Other 6137 5360 8040 129 3084 1603 61 Retail Other 8590 3045 7854 96 4095 225 62 Retail Other 35942 38369 59598 3254 26701 2017 63 Retail Other 7823 6245 6544 4154 4074 964 64 Retail Other 9396 11601 15775 2896 7677 1295 65 Hotel Other 4760 1227 3250 3724 1247 1145 66 Retail Other 85 20959 45828 36 24231 1423 67 Hotel Other 9 1534 7417 175 3468 27 68 Retail Other 19913 6759 13462 1256 5141 834 69 Hotel Other 2446 7260 3993 5870 788 3095 70 Hotel Other 8352 2820 1293 779 656 144 71 Hotel Other 16705 2037 3202 10643 116 1365 72 Hotel Other 18291 1266 21042 5373 4173 14472 73 Hotel Other 4420 5139 2661 8872 1321 181 74 Retail Other 19899 5332 8713 8132 764 648 75 Retail Other 8190 6343 9794 1285 1901 1780 76 Hotel Other 20398 1137 3 4407 3 975 77 Hotel Other 717 3587 6532 7530 529 894 78 Retail Other 12205 12697 28540 869 12034 1009 79 Hotel Other 10766 1175 2067 2096 301 167 80 Hotel Other 1640 3259 3655 868 1202 1653 81 Hotel Other 7005 829 3009 430 610 529 82 Retail Other 219 9540 14403 283 7818 156 83 Retail Other 10362 9232 11009 737 3537 2342 84 Hotel Other 20874 1563 1783 2320 550 772 85 Retail Other 11867 3327 4814 1178 3837 120 86 Retail Other 16117 46197 92780 1026 40827 2944 87 Retail Other 22925 73498 32114 987 20070 903 88 Hotel Other 43265 5025 8117 6312 1579 14351 89 Hotel Other 7864 542 4042 9735 165 46 90 Hotel Other 24904 3836 5330 3443 454 3178 91 Hotel Other 11405 596 1638 3347 69 360 92 Hotel Other 12754 2762 2530 8693 627 1117 93 Retail Other 9198 27472 32034 3232 18906 5130 94 Hotel Other 11314 3090 2062 35009 71 2698 95 Retail Other 5626 12220 11323 206 5038 244 96 Hotel Other 3 2920 6252 440 223 709 97 Retail Other 23 2616 8118 145 3874 217 98 Hotel Other 403 254 610 774 54 63 99 Hotel Other 503 112 778 895 56 132 100 Hotel Other 9658 2182 1909 5639 215 323 101 Retail Other 11594 7779 12144 3252 8035 3029 102 Retail Other 1420 10810 16267 1593 6766 1838 103 Retail Other 2932 6459 7677 2561 4573 1386 104 Hotel Other 56082 3504 8906 18028 1480 2498 105 Hotel Other 14100 2132 3445 1336 1491 548 106 Hotel Other 15587 1014 3970 910 139 1378 107 Retail Other 1454 6337 10704 133 6830 1831 108 Retail Other 8797 10646 14886 2471 8969 1438 109 Retail Other 1531 8397 6981 247 2505 1236 110 Retail Other 1406 16729 28986 673 836 3 111 Hotel Other 11818 1648 1694 2276 169 1647 112 Retail Other 12579 11114 17569 805 6457 1519 113 Hotel Other 19046 2770 2469 8853 483 2708 114 Hotel Other 14438 2295 1733 3220 585 1561 115 Hotel Other 18044 1080 2000 2555 118 1266 116 Hotel Other 11134 793 2988 2715 276 610 117 Hotel Other 11173 2521 3355 1517 310 222 118 Hotel Other 6990 3880 5380 1647 319 1160 119 Hotel Other 20049 1891 2362 5343 411 933 120 Hotel Other 8258 2344 2147 3896 266 635 121 Hotel Other 17160 1200 3412 2417 174 1136 122 Hotel Other 4020 3234 1498 2395 264 255 123 Hotel Other 12212 201 245 1991 25 860 124 Retail Other 11170 10769 8814 2194 1976 143 125 Hotel Other 36050 1642 2961 4787 500 1621 126 Hotel Other 76237 3473 7102 16538 778 918 127 Hotel Other 19219 1840 1658 8195 349 483 128 Retail Other 21465 7243 10685 880 2386 2749 129 Hotel Other 140 8847 3823 142 1062 3 130 Hotel Other 42312 926 1510 1718 410 1819 131 Hotel Other 7149 2428 699 6316 395 911 132 Hotel Other 2101 589 314 346 70 310 133 Hotel Other 14903 2032 2479 576 955 328 134 Hotel Other 9434 1042 1235 436 256 396 135 Hotel Other 7388 1882 2174 720 47 537 136 Hotel Other 6300 1289 2591 1170 199 326 137 Hotel Other 4625 8579 7030 4575 2447 1542 138 Hotel Other 3087 8080 8282 661 721 36 139 Hotel Other 13537 4257 5034 155 249 3271 140 Hotel Other 5387 4979 3343 825 637 929 141 Hotel Other 17623 4280 7305 2279 960 2616 142 Hotel Other 30379 13252 5189 321 51 1450 143 Hotel Other 37036 7152 8253 2995 20 3 144 Hotel Other 10405 1596 1096 8425 399 318 145 Hotel Other 18827 3677 1988 118 516 201 146 Retail Other 22039 8384 34792 42 12591 4430 147 Hotel Other 7769 1936 2177 926 73 520 148 Hotel Other 9203 3373 2707 1286 1082 526 149 Hotel Other 5924 584 542 4052 283 434 150 Hotel Other 31812 1433 1651 800 113 1440 151 Hotel Other 16225 1825 1765 853 170 1067 152 Hotel Other 1289 3328 2022 531 255 1774 153 Hotel Other 18840 1371 3135 3001 352 184 154 Hotel Other 3463 9250 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