The purpose of this assignment is to perform cluster analysis and analyze clusters in a data set to determine whether or not the information generated can be used to address a specific business problem. For this assignment, you will use the "Wholesale Cu

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20180418032133mis_655_rs_wholesale_customers.xlsx
Home>Applied Sciences homework help>The purpose of this assignment is to perform cluster analysis and analyze clusters in a data set to determine whether or not the information generated can be used to address a specific business problem. For this assignment, you will use the "Wholesale Cu

Wholesale

ID Region Client_Type Fresh Milk Grocery Frozen Detergents_Paper Delicassen
1 Other Retail 12669 9656 7561 214 2674 1338
2 Other Retail 7057 9810 9568 1762 3293 1776
3 Other Retail 6353 8808 7684 2405 3516 7844
4 Other HoReCa 13265 1196 4221 6404 507 1788
5 Other Retail 22615 5410 7198 3915 1777 5185
6 Other Retail 9413 8259 5126 666 1795 1451
7 Other Retail 12126 3199 6975 480 3140 545
8 Other Retail 7579 4956 9426 1669 3321 2566
9 Other HoReCa 5963 3648 6192 425 1716 750
10 Other Retail 6006 11093 18881 1159 7425 2098
11 Other Retail 3366 5403 12974 4400 5977 1744
12 Other Retail 13146 1124 4523 1420 549 497
13 Other Retail 31714 12319 11757 287 3881 2931
14 Other Retail 21217 6208 14982 3095 6707 602
15 Other Retail 24653 9465 12091 294 5058 2168
16 Other HoReCa 10253 1114 3821 397 964 412
17 Other Retail 1020 8816 12121 134 4508 1080
18 Other HoReCa 5876 6157 2933 839 370 4478
19 Other Retail 18601 6327 10099 2205 2767 3181
20 Other HoReCa 7780 2495 9464 669 2518 501
21 Other Retail 17546 4519 4602 1066 2259 2124
22 Other HoReCa 5567 871 2010 3383 375 569
23 Other HoReCa 31276 1917 4469 9408 2381 4334
24 Other Retail 26373 36423 22019 5154 4337 16523
25 Other Retail 22647 9776 13792 2915 4482 5778
26 Other Retail 16165 4230 7595 201 4003 57
27 Other HoReCa 9898 961 2861 3151 242 833
28 Other HoReCa 14276 803 3045 485 100 518
29 Other Retail 4113 20484 25957 1158 8604 5206
30 Other HoReCa 43088 2100 2609 1200 1107 823
31 Other HoReCa 18815 3610 11107 1148 2134 2963
32 Other HoReCa 2612 4339 3133 2088 820 985
33 Other HoReCa 21632 1318 2886 266 918 405
34 Other HoReCa 29729 4786 7326 6130 361 1083
35 Other HoReCa 1502 1979 2262 425 483 395
36 Other Retail 688 5491 11091 833 4239 436
37 Other HoReCa 29955 4362 5428 1729 862 4626
38 Other Retail 15168 10556 12477 1920 6506 714
39 Other Retail 4591 15729 16709 33 6956 433
40 Other HoReCa 56159 555 902 10002 212 2916
41 Other HoReCa 24025 4332 4757 9510 1145 5864
42 Other HoReCa 19176 3065 5956 2033 2575 2802
43 Other Retail 10850 7555 14961 188 6899 46
44 Other Retail 630 11095 23998 787 9529 72
45 Other Retail 9670 7027 10471 541 4618 65
46 Other Retail 5181 22044 21531 1740 7353 4985
47 Other Retail 3103 14069 21955 1668 6792 1452
48 Other Retail 44466 54259 55571 7782 24171 6465
49 Other Retail 11519 6152 10868 584 5121 1476
50 Other Retail 4967 21412 28921 1798 13583 1163
51 Other HoReCa 6269 1095 1980 3860 609 2162
52 Other HoReCa 3347 4051 6996 239 1538 301
53 Other Retail 40721 3916 5876 532 2587 1278
54 Other Retail 491 10473 11532 744 5611 224
55 Other HoReCa 27329 1449 1947 2436 204 1333
56 Other HoReCa 5264 3683 5005 1057 2024 1130
57 Other Retail 4098 29892 26866 2616 17740 1340
58 Other Retail 5417 9933 10487 38 7572 1282
59 Other HoReCa 13779 1970 1648 596 227 436
60 Other HoReCa 6137 5360 8040 129 3084 1603
61 Other Retail 8590 3045 7854 96 4095 225
62 Other Retail 35942 38369 59598 3254 26701 2017
63 Other Retail 7823 6245 6544 4154 4074 964
64 Other Retail 9396 11601 15775 2896 7677 1295
65 Other HoReCa 4760 1227 3250 3724 1247 1145
66 Other Retail 85 20959 45828 36 24231 1423
67 Other HoReCa 9 1534 7417 175 3468 27
68 Other Retail 19913 6759 13462 1256 5141 834
69 Other HoReCa 2446 7260 3993 5870 788 3095
70 Other HoReCa 8352 2820 1293 779 656 144
71 Other HoReCa 16705 2037 3202 10643 116 1365
72 Other HoReCa 18291 1266 21042 5373 4173 14472
73 Other HoReCa 4420 5139 2661 8872 1321 181
74 Other Retail 19899 5332 8713 8132 764 648
75 Other Retail 8190 6343 9794 1285 1901 1780
76 Other HoReCa 20398 1137 3 4407 3 975
77 Other HoReCa 717 3587 6532 7530 529 894
78 Other Retail 12205 12697 28540 869 12034 1009
79 Other HoReCa 10766 1175 2067 2096 301 167
80 Other HoReCa 1640 3259 3655 868 1202 1653
81 Other HoReCa 7005 829 3009 430 610 529
82 Other Retail 219 9540 14403 283 7818 156
83 Other Retail 10362 9232 11009 737 3537 2342
84 Other HoReCa 20874 1563 1783 2320 550 772
85 Other Retail 11867 3327 4814 1178 3837 120
86 Other Retail 16117 46197 92780 1026 40827 2944
87 Other Retail 22925 73498 32114 987 20070 903
88 Other HoReCa 43265 5025 8117 6312 1579 14351
89 Other HoReCa 7864 542 4042 9735 165 46
90 Other HoReCa 24904 3836 5330 3443 454 3178
91 Other HoReCa 11405 596 1638 3347 69 360
92 Other HoReCa 12754 2762 2530 8693 627 1117
93 Other Retail 9198 27472 32034 3232 18906 5130
94 Other Retail 5626 12220 11323 206 5038 244
95 Other HoReCa 3 2920 6252 440 223 709
96 Other Retail 23 2616 8118 145 3874 217
97 Other HoReCa 403 254 610 774 54 63
98 Other HoReCa 503 112 778 895 56 132
99 Other HoReCa 9658 2182 1909 5639 215 323
100 Other Retail 11594 7779 12144 3252 8035 3029
101 Other Retail 1420 10810 16267 1593 6766 1838
102 Other Retail 2932 6459 7677 2561 4573 1386
103 Other HoReCa 56082 3504 8906 18028 1480 2498
104 Other HoReCa 14100 2132 3445 1336 1491 548
105 Other HoReCa 15587 1014 3970 910 139 1378
106 Other Retail 1454 6337 10704 133 6830 1831
107 Other Retail 8797 10646 14886 2471 8969 1438
108 Other Retail 1531 8397 6981 247 2505 1236
109 Other Retail 1406 16729 28986 673 836 3
110 Other HoReCa 11818 1648 1694 2276 169 1647
111 Other Retail 12579 11114 17569 805 6457 1519
112 Other HoReCa 19046 2770 2469 8853 483 2708
113 Other HoReCa 14438 2295 1733 3220 585 1561
114 Other HoReCa 18044 1080 2000 2555 118 1266
115 Other HoReCa 11134 793 2988 2715 276 610
116 Other HoReCa 11173 2521 3355 1517 310 222
117 Other HoReCa 6990 3880 5380 1647 319 1160
118 Other HoReCa 20049 1891 2362 5343 411 933
119 Other HoReCa 8258 2344 2147 3896 266 635
120 Other HoReCa 17160 1200 3412 2417 174 1136
121 Other HoReCa 4020 3234 1498 2395 264 255
122 Other HoReCa 12212 201 245 1991 25 860
123 Other Retail 11170 10769 8814 2194 1976 143
124 Other HoReCa 36050 1642 2961 4787 500 1621
125 Other HoReCa 76237 3473 7102 16538 778 918
126 Other HoReCa 19219 1840 1658 8195 349 483
127 Other Retail 21465 7243 10685 880 2386 2749
128 Other HoReCa 140 8847 3823 142 1062 3
129 Other HoReCa 42312 926 1510 1718 410 1819
130 Other HoReCa 7149 2428 699 6316 395 911
131 Other HoReCa 2101 589 314 346 70 310
132 Other HoReCa 14903 2032 2479 576 955 328
133 Other HoReCa 9434 1042 1235 436 256 396
134 Other HoReCa 7388 1882 2174 720 47 537
135 Other HoReCa 6300 1289 2591 1170 199 326
136 Other HoReCa 4625 8579 7030 4575 2447 1542
137 Other HoReCa 3087 8080 8282 661 721 36
138 Other HoReCa 13537 4257 5034 155 249 3271
139 Other HoReCa 5387 4979 3343 825 637 929
140 Other HoReCa 17623 4280 7305 2279 960 2616
141 Other HoReCa 30379 13252 5189 321 51 1450
142 Other HoReCa 37036 7152 8253 2995 20 3
143 Other HoReCa 10405 1596 1096 8425 399 318
144 Other HoReCa 18827 3677 1988 118 516 201
145 Other Retail 22039 8384 34792 42 12591 4430
146 Other HoReCa 7769 1936 2177 926 73 520
147 Other HoReCa 9203 3373 2707 1286 1082 526
148 Other HoReCa 5924 584 542 4052 283 434
149 Other HoReCa 31812 1433 1651 800 113 1440
150 Other HoReCa 16225 1825 1765 853 170 1067
151 Other HoReCa 1289 3328 2022 531 255 1774
152 Other HoReCa 18840 1371 3135 3001 352 184
153 Other HoReCa 3463 9250 2368 779 302 1627
154 Other HoReCa 622 55 137 75 7 8
155 Other Retail 1989 10690 19460 233 11577 2153
156 Other Retail 3830 5291 14855 317 6694 3182
157 Other HoReCa 17773 1366 2474 3378 811 418
158 Other Retail 2861 6570 9618 930 4004 1682
159 Other Retail 355 7704 14682 398 8077 303
160 Other Retail 1725 3651 12822 824 4424 2157
161 Other HoReCa 12434 540 283 1092 3 2233
162 Other HoReCa 15177 2024 3810 2665 232 610
163 Other Retail 5531 15726 26870 2367 13726 446
164 Other Retail 5224 7603 8584 2540 3674 238
165 Other Retail 15615 12653 19858 4425 7108 2379
166 Other Retail 4822 6721 9170 993 4973 3637
167 Other HoReCa 2926 3195 3268 405 1680 693
168 Other HoReCa 5809 735 803 1393 79 429
169 Other HoReCa 5414 717 2155 2399 69 750
170 Other Retail 260 8675 13430 1116 7015 323
171 Other Retail 200 25862 19816 651 8773 6250
172 Other HoReCa 955 5479 6536 333 2840 707
173 Other Retail 514 7677 19805 937 9836 716
174 Other HoReCa 286 1208 5241 2515 153 1442
175 Other Retail 2343 7845 11874 52 4196 1697
176 Other HoReCa 45640 6958 6536 7368 1532 230
177 Other HoReCa 12759 7330 4533 1752 20 2631
178 Other HoReCa 11002 7075 4945 1152 120 395
179 Other HoReCa 3157 4888 2500 4477 273 2165
180 Other HoReCa 12356 6036 8887 402 1382 2794
181 Other HoReCa 112151 29627 18148 16745 4948 8550
182 Other HoReCa 694 8533 10518 443 6907 156
183 Other HoReCa 327 918 4710 74 334 11
184 Other HoReCa 8170 6448 1139 2181 58 247
185 Other HoReCa 3009 521 854 3470 949 727
186 Other HoReCa 2438 8002 9819 6269 3459 3
187 Other Retail 8040 7639 11687 2758 6839 404
188 Other Retail 834 11577 11522 275 4027 1856
189 Other HoReCa 16936 6250 1981 7332 118 64
190 Other HoReCa 13624 295 1381 890 43 84
191 Other HoReCa 5509 1461 2251 547 187 409
192 Other Retail 180 3485 20292 959 5618 666
193 Other HoReCa 7107 1012 2974 806 355 1142
194 Other HoReCa 17023 5139 5230 7888 330 1755
195 Lisbon HoReCa 30624 7209 4897 18711 763 2876
196 Lisbon Retail 2427 7097 10391 1127 4314 1468
197 Lisbon HoReCa 11686 2154 6824 3527 592 697
198 Lisbon HoReCa 9670 2280 2112 520 402 347
199 Lisbon Retail 3067 13240 23127 3941 9959 731
200 Lisbon Retail 4484 14399 24708 3549 14235 1681
201 Lisbon HoReCa 25203 11487 9490 5065 284 6854
202 Lisbon HoReCa 583 685 2216 469 954 18
203 Lisbon HoReCa 1956 891 5226 1383 5 1328
204 Lisbon Retail 1107 11711 23596 955 9265 710
205 Lisbon HoReCa 6373 780 950 878 288 285
206 Lisbon Retail 2541 4737 6089 2946 5316 120
207 Lisbon HoReCa 1537 3748 5838 1859 3381 806
208 Lisbon Retail 5550 12729 16767 864 12420 797
209 Lisbon HoReCa 18567 1895 1393 1801 244 2100
210 Lisbon Retail 12119 28326 39694 4736 19410 2870
211 Lisbon HoReCa 7291 1012 2062 1291 240 1775
212 Lisbon HoReCa 3317 6602 6861 1329 3961 1215
213 Lisbon Retail 2362 6551 11364 913 5957 791
214 Lisbon HoReCa 2806 10765 15538 1374 5828 2388
215 Lisbon Retail 2532 16599 36486 179 13308 674
216 Lisbon HoReCa 18044 1475 2046 2532 130 1158
217 Lisbon Retail 18 7504 15205 1285 4797 6372
218 Lisbon HoReCa 4155 367 1390 2306 86 130
219 Lisbon HoReCa 14755 899 1382 1765 56 749
220 Lisbon HoReCa 5396 7503 10646 91 4167 239
221 Lisbon HoReCa 5041 1115 2856 7496 256 375
222 Lisbon Retail 2790 2527 5265 5612 788 1360
223 Lisbon HoReCa 7274 659 1499 784 70 659
224 Lisbon HoReCa 12680 3243 4157 660 761 786
225 Lisbon Retail 20782 5921 9212 1759 2568 1553
226 Lisbon HoReCa 4042 2204 1563 2286 263 689
227 Lisbon HoReCa 1869 577 572 950 4762 203
228 Lisbon HoReCa 8656 2746 2501 6845 694 980
229 Lisbon Retail 11072 5989 5615 8321 955 2137
230 Lisbon HoReCa 2344 10678 3828 1439 1566 490
231 Lisbon HoReCa 25962 1780 3838 638 284 834
232 Lisbon HoReCa 964 4984 3316 937 409 7
233 Lisbon HoReCa 15603 2703 3833 4260 325 2563
234 Lisbon HoReCa 1838 6380 2824 1218 1216 295
235 Lisbon HoReCa 8635 820 3047 2312 415 225
236 Lisbon HoReCa 18692 3838 593 4634 28 1215
237 Lisbon HoReCa 7363 475 585 1112 72 216
238 Lisbon HoReCa 47493 2567 3779 5243 828 2253
239 Lisbon HoReCa 22096 3575 7041 11422 343 2564
240 Lisbon HoReCa 24929 1801 2475 2216 412 1047
241 Lisbon HoReCa 18226 659 2914 3752 586 578
242 Lisbon HoReCa 11210 3576 5119 561 1682 2398
243 Lisbon HoReCa 6202 7775 10817 1183 3143 1970
244 Lisbon Retail 3062 6154 13916 230 8933 2784
245 Lisbon HoReCa 8885 2428 1777 1777 430 610
246 Lisbon HoReCa 13569 346 489 2077 44 659
247 Lisbon HoReCa 15671 5279 2406 559 562 572
248 Lisbon HoReCa 8040 3795 2070 6340 918 291
249 Lisbon HoReCa 3191 1993 1799 1730 234 710
250 Lisbon Retail 6134 23133 33586 6746 18594 5121
251 Lisbon HoReCa 6623 1860 4740 7683 205 1693
252 Lisbon HoReCa 29526 7961 16966 432 363 1391
253 Lisbon HoReCa 10379 17972 4748 4686 1547 3265
254 Lisbon HoReCa 31614 489 1495 3242 111 615
255 Lisbon HoReCa 11092 5008 5249 453 392 373
256 Lisbon HoReCa 8475 1931 1883 5004 3593 987
257 Lisbon HoReCa 56083 4563 2124 6422 730 3321
258 Lisbon HoReCa 53205 4959 7336 3012 967 818
259 Lisbon HoReCa 9193 4885 2157 327 780 548
260 Lisbon HoReCa 7858 1110 1094 6818 49 287
261 Lisbon HoReCa 23257 1372 1677 982 429 655
262 Lisbon HoReCa 2153 1115 6684 4324 2894 411
263 Lisbon Retail 1073 9679 15445 61 5980 1265
264 Lisbon HoReCa 5909 23527 13699 10155 830 3636
265 Lisbon Retail 572 9763 22182 2221 4882 2563
266 Lisbon HoReCa 20893 1222 2576 3975 737 3628
267 Lisbon Retail 11908 8053 19847 1069 6374 698
268 Lisbon HoReCa 15218 258 1138 2516 333 204
269 Lisbon HoReCa 4720 1032 975 5500 197 56
270 Lisbon HoReCa 2083 5007 1563 1120 147 1550
271 Lisbon HoReCa 514 8323 6869 529 93 1040
272 Other HoReCa 36817 3045 1493 4802 210 1824
273 Other HoReCa 894 1703 1841 744 759 1153
274 Other HoReCa 680 1610 223 862 96 379
275 Other HoReCa 27901 3749 6964 4479 603 2503
276 Other HoReCa 9061 829 683 16919 621 139
277 Other HoReCa 11693 2317 2543 5845 274 1409
278 Other Retail 17360 6200 9694 1293 3620 1721
279 Other HoReCa 3366 2884 2431 977 167 1104
280 Other Retail 12238 7108 6235 1093 2328 2079
281 Other HoReCa 49063 3965 4252 5970 1041 1404
282 Other HoReCa 25767 3613 2013 10303 314 1384
283 Other HoReCa 68951 4411 12609 8692 751 2406
284 Other HoReCa 40254 640 3600 1042 436 18
285 Other HoReCa 7149 2247 1242 1619 1226 128
286 Other HoReCa 15354 2102 2828 8366 386 1027
287 Other HoReCa 16260 594 1296 848 445 258
288 Other HoReCa 42786 286 471 1388 32 22
289 Other HoReCa 2708 2160 2642 502 965 1522
290 Other HoReCa 6022 3354 3261 2507 212 686
291 Other HoReCa 2838 3086 4329 3838 825 1060
292 Oporto Retail 3996 11103 12469 902 5952 741
293 Oporto HoReCa 21273 2013 6550 909 811 1854
294 Oporto Retail 7588 1897 5234 417 2208 254
295 Oporto HoReCa 19087 1304 3643 3045 710 898
296 Oporto Retail 8090 3199 6986 1455 3712 531
297 Oporto Retail 6758 4560 9965 934 4538 1037
298 Oporto HoReCa 444 879 2060 264 290 259
299 Oporto Retail 16448 6243 6360 824 2662 2005
300 Oporto Retail 5283 13316 20399 1809 8752 172
301 Oporto Retail 2886 5302 9785 364 6236 555
302 Oporto Retail 2599 3688 13829 492 10069 59
303 Oporto Retail 161 7460 24773 617 11783 2410
304 Oporto Retail 243 12939 8852 799 3909 211
305 Oporto Retail 6468 12867 21570 1840 7558 1543
306 Oporto HoReCa 17327 2374 2842 1149 351 925
307 Oporto HoReCa 6987 1020 3007 416 257 656
308 Oporto Retail 918 20655 13567 1465 6846 806
309 Oporto HoReCa 7034 1492 2405 12569 299 1117
310 Oporto HoReCa 29635 2335 8280 3046 371 117
311 Oporto Retail 2137 3737 19172 1274 17120 142
312 Oporto HoReCa 9784 925 2405 4447 183 297
313 Oporto HoReCa 10617 1795 7647 1483 857 1233
314 Oporto Retail 1479 14982 11924 662 3891 3508
315 Oporto HoReCa 7127 1375 2201 2679 83 1059
316 Oporto HoReCa 1182 3088 6114 978 821 1637
317 Oporto HoReCa 11800 2713 3558 2121 706 51
318 Oporto Retail 9759 25071 17645 1128 12408 1625
319 Oporto HoReCa 1774 3696 2280 514 275 834
320 Oporto HoReCa 9155 1897 5167 2714 228 1113
321 Oporto HoReCa 15881 713 3315 3703 1470 229
322 Oporto HoReCa 13360 944 11593 915 1679 573
323 Oporto HoReCa 25977 3587 2464 2369 140 1092
324 Oporto HoReCa 4414 1610 1431 3498 387 834
325 Oporto HoReCa 542 899 1664 414 88 522
326 Oporto HoReCa 16933 2209 3389 7849 210 1534
327 Oporto HoReCa 5113 1486 4583 5127 492 739
328 Oporto HoReCa 9790 1786 5109 3570 182 1043
329 Oporto Retail 11223 14881 26839 1234 9606 1102
330 Oporto HoReCa 22321 3216 1447 2208 178 2602
331 Oporto Retail 8565 4980 67298 131 38102 1215
332 Oporto Retail 16823 928 2743 11559 332 3486
333 Oporto Retail 27082 6817 10790 1365 4111 2139
334 Oporto HoReCa 13970 1511 1330 650 146 778
335 Oporto HoReCa 9351 1347 2611 8170 442 868
336 Oporto HoReCa 3 333 7021 15601 15 550
337 Oporto HoReCa 2617 1188 5332 9584 573 1942
338 Other Retail 381 4025 9670 388 7271 1371
339 Other Retail 2320 5763 11238 767 5162 2158
340 Other HoReCa 255 5758 5923 349 4595 1328
341 Other Retail 1689 6964 26316 1456 15469 37
342 Other HoReCa 3043 1172 1763 2234 217 379
343 Other HoReCa 1198 2602 8335 402 3843 303
344 Other Retail 2771 6939 15541 2693 6600 1115
345 Other Retail 27380 7184 12311 2809 4621 1022
346 Other HoReCa 3428 2380 2028 1341 1184 665
347 Other Retail 5981 14641 20521 2005 12218 445
348 Other HoReCa 3521 1099 1997 1796 173 995
349 Other Retail 1210 10044 22294 1741 12638 3137
350 Other HoReCa 608 1106 1533 830 90 195
351 Other Retail 117 6264 21203 228 8682 1111
352 Other HoReCa 14039 7393 2548 6386 1333 2341
353 Other HoReCa 190 727 2012 245 184 127
354 Other HoReCa 22686 134 218 3157 9 548
355 Other Retail 37 1275 22272 137 6747 110
356 Other HoReCa 759 18664 1660 6114 536 4100
357 Other HoReCa 796 5878 2109 340 232 776
358 Other HoReCa 19746 2872 2006 2601 468 503
359 Other HoReCa 4734 607 864 1206 159 405
360 Other HoReCa 2121 1601 2453 560 179 712
361 Other HoReCa 4627 997 4438 191 1335 314
362 Other HoReCa 2615 873 1524 1103 514 468
363 Other Retail 4692 6128 8025 1619 4515 3105
364 Other HoReCa 9561 2217 1664 1173 222 447
365 Other HoReCa 3477 894 534 1457 252 342
366 Other HoReCa 22335 1196 2406 2046 101 558
367 Other HoReCa 6211 337 683 1089 41 296
368 Other Retail 39679 3944 4955 1364 523 2235
369 Other HoReCa 20105 1887 1939 8164 716 790
370 Other HoReCa 3884 3801 1641 876 397 4829
371 Other Retail 15076 6257 7398 1504 1916 3113
372 Other HoReCa 6338 2256 1668 1492 311 686
373 Other HoReCa 5841 1450 1162 597 476 70
374 Other Retail 3136 8630 13586 5641 4666 1426
375 Other HoReCa 38793 3154 2648 1034 96 1242
376 Other HoReCa 3225 3294 1902 282 68 1114
377 Other Retail 4048 5164 10391 130 813 179
378 Other HoReCa 28257 944 2146 3881 600 270
379 Other HoReCa 17770 4591 1617 9927 246 532
380 Other HoReCa 34454 7435 8469 2540 1711 2893
381 Other HoReCa 1821 1364 3450 4006 397 361
382 Other HoReCa 10683 21858 15400 3635 282 5120
383 Other HoReCa 11635 922 1614 2583 192 1068
384 Other HoReCa 1206 3620 2857 1945 353 967
385 Other HoReCa 20918 1916 1573 1960 231 961
386 Other HoReCa 9785 848 1172 1677 200 406
387 Other HoReCa 9385 1530 1422 3019 227 684
388 Other HoReCa 3352 1181 1328 5502 311 1000
389 Other HoReCa 2647 2761 2313 907 95 1827
390 Other HoReCa 518 4180 3600 659 122 654
391 Other HoReCa 23632 6730 3842 8620 385 819
392 Other HoReCa 12377 865 3204 1398 149 452
393 Other HoReCa 9602 1316 1263 2921 841 290
394 Other Retail 4515 11991 9345 2644 3378 2213
395 Other HoReCa 11535 1666 1428 6838 64 743
396 Other HoReCa 11442 1032 582 5390 74 247
397 Other HoReCa 9612 577 935 1601 469 375
398 Other HoReCa 4446 906 1238 3576 153 1014
399 Other HoReCa 27167 2801 2128 13223 92 1902
400 Other HoReCa 26539 4753 5091 220 10 340
401 Other HoReCa 25606 11006 4604 127 632 288
402 Other HoReCa 18073 4613 3444 4324 914 715
403 Other HoReCa 6884 1046 1167 2069 593 378
404 Other HoReCa 25066 5010 5026 9806 1092 960
405 Other Retail 7362 12844 18683 2854 7883 553
406 Other Retail 8257 3880 6407 1646 2730 344
407 Other HoReCa 8708 3634 6100 2349 2123 5137
408 Other HoReCa 6633 2096 4563 1389 1860 1892
409 Other HoReCa 2126 3289 3281 1535 235 4365
410 Other HoReCa 97 3605 12400 98 2970 62
411 Other HoReCa 4983 4859 6633 17866 912 2435
412 Other HoReCa 5969 1990 3417 5679 1135 290
413 Other Retail 7842 6046 8552 1691 3540 1874
414 Other Retail 4389 10940 10908 848 6728 993
415 Other HoReCa 5065 5499 11055 364 3485 1063
416 Other Retail 660 8494 18622 133 6740 776
417 Other HoReCa 8861 3783 2223 633 1580 1521
418 Other HoReCa 4456 5266 13227 25 6818 1393
419 Other Retail 17063 4847 9053 1031 3415 1784
420 Other HoReCa 26400 1377 4172 830 948 1218
421 Other Retail 17565 3686 4657 1059 1803 668
422 Other Retail 16980 2884 12232 874 3213 249
423 Other HoReCa 11243 2408 2593 15348 108 1886
424 Other HoReCa 13134 9347 14316 3141 5079 1894
425 Other HoReCa 31012 16687 5429 15082 439 1163
426 Other HoReCa 3047 5970 4910 2198 850 317
427 Other HoReCa 8607 1750 3580 47 84 2501
428 Other HoReCa 3097 4230 16483 575 241 2080
429 Other HoReCa 8533 5506 5160 13486 1377 1498
430 Other HoReCa 21117 1162 4754 269 1328 395
431 Other HoReCa 1982 3218 1493 1541 356 1449
432 Other HoReCa 16731 3922 7994 688 2371 838
433 Other HoReCa 29703 12051 16027 13135 182 2204
434 Other HoReCa 39228 1431 764 4510 93 2346
435 Other Retail 14531 15488 30243 437 14841 1867
436 Other HoReCa 10290 1981 2232 1038 168 2125
437 Other HoReCa 2787 1698 2510 65 477 52