task_name,problem_type,instruction,instance,solution,obj,instance_variant,solution_variant,context_index,input_format,input_index_base UFLP,UFLP,"Someone at planning has to balance the budget and convenience: decide which neighborhood libraries to open and make sure every regular reader is linked to one of the opened branches. For any setup, the city’s outlay equals the sum of the opening fees for the selected branches plus the travel cost for each reader to their single assigned branch; the setups with lower combined totals are preferable. Readers can only go to branches that are actually opened, no one is left unassigned, and libraries can serve any number of people. The detailed data are shown below. # num_candidate_libraries=10 # num_readers_total=20 # LIBRARYS library_id,opening_fee F1,1161 F2,1956 F3,1996 F4,1058 F5,1035 F6,1123 F7,1357 F8,1444 F9,1560 F10,1690 # READERS reader_id 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 # TRAVELS library_id,reader_id,travel_cost F1,0,24 F1,1,739 F1,2,994 F1,3,642 F1,4,812 F1,5,472 F1,6,535 F1,7,821 F1,8,30 F1,9,545 F1,10,10 F1,11,127 F1,12,737 F1,13,521 F1,14,490 F1,15,106 F1,16,221 F1,17,22 F1,18,68 F1,19,679 F2,0,853 F2,1,814 F2,2,913 F2,3,752 F2,4,485 F2,5,352 F2,6,86 F2,7,509 F2,8,313 F2,9,849 F2,10,551 F2,11,353 F2,12,18 F2,13,527 F2,14,148 F2,15,295 F2,16,202 F2,17,461 F2,18,865 F2,19,752 F3,0,292 F3,1,106 F3,2,312 F3,3,815 F3,4,561 F3,5,872 F3,6,23 F3,7,39 F3,8,651 F3,9,648 F3,10,977 F3,11,478 F3,12,456 F3,13,273 F3,14,690 F3,15,181 F3,16,959 F3,17,491 F3,18,799 F3,19,351 F4,0,655 F4,1,406 F4,2,933 F4,3,520 F4,4,44 F4,5,219 F4,6,198 F4,7,349 F4,8,632 F4,9,799 F4,10,345 F4,11,544 F4,12,539 F4,13,184 F4,14,298 F4,15,595 F4,16,923 F4,17,873 F4,18,273 F4,19,950 F5,0,170 F5,1,65 F5,2,973 F5,3,12 F5,4,314 F5,5,129 F5,6,311 F5,7,97 F5,8,571 F5,9,572 F5,10,792 F5,11,921 F5,12,966 F5,13,655 F5,14,745 F5,15,594 F5,16,387 F5,17,805 F5,18,115 F5,19,710 F6,0,765 F6,1,980 F6,2,410 F6,3,527 F6,4,332 F6,5,868 F6,6,868 F6,7,841 F6,8,876 F6,9,882 F6,10,41 F6,11,769 F6,12,401 F6,13,919 F6,14,603 F6,15,964 F6,16,818 F6,17,804 F6,18,906 F6,19,219 F7,0,748 F7,1,670 F7,2,422 F7,3,663 F7,4,162 F7,5,786 F7,6,144 F7,7,805 F7,8,222 F7,9,430 F7,10,868 F7,11,716 F7,12,816 F7,13,805 F7,14,885 F7,15,801 F7,16,852 F7,17,130 F7,18,908 F7,19,648 F8,0,896 F8,1,650 F8,2,443 F8,3,944 F8,4,55 F8,5,166 F8,6,707 F8,7,372 F8,8,346 F8,9,126 F8,10,642 F8,11,527 F8,12,599 F8,13,614 F8,14,478 F8,15,358 F8,16,792 F8,17,879 F8,18,235 F8,19,700 F9,0,634 F9,1,991 F9,2,191 F9,3,655 F9,4,123 F9,5,806 F9,6,417 F9,7,993 F9,8,520 F9,9,226 F9,10,578 F9,11,724 F9,12,296 F9,13,957 F9,14,440 F9,15,189 F9,16,34 F9,17,949 F9,18,591 F9,19,701 F10,0,715 F10,1,96 F10,2,692 F10,3,89 F10,4,676 F10,5,205 F10,6,350 F10,7,315 F10,8,572 F10,9,178 F10,10,134 F10,11,635 F10,12,162 F10,13,978 F10,14,598 F10,15,272 F10,16,227 F10,17,522 F10,18,494 F10,19,553 If you want to send back a candidate setup, just use this simple JSON layout so I can read it reliably. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Here, ""selected"" is the list of library locations you plan to open, and ""assignments"" is a list giving, for each reader in the input order, which opened library they would go to. Think of it like filling out a short form: pick the branches you open, then for every reader say which branch they use. This JSON is only a sketch of the expected shape — not the final answer. Please make sure to use the exact identifiers from the instance input, with no renaming and no extra labels: - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”"".","{'opening_costs': [1161, 1956, 1996, 1058, 1035, 1123, 1357, 1444, 1560, 1690], 'connection_costs': [[24, 739, 994, 642, 812, 472, 535, 821, 30, 545, 10, 127, 737, 521, 490, 106, 221, 22, 68, 679], [853, 814, 913, 752, 485, 352, 86, 509, 313, 849, 551, 353, 18, 527, 148, 295, 202, 461, 865, 752], [292, 106, 312, 815, 561, 872, 23, 39, 651, 648, 977, 478, 456, 273, 690, 181, 959, 491, 799, 351], [655, 406, 933, 520, 44, 219, 198, 349, 632, 799, 345, 544, 539, 184, 298, 595, 923, 873, 273, 950], [170, 65, 973, 12, 314, 129, 311, 97, 571, 572, 792, 921, 966, 655, 745, 594, 387, 805, 115, 710], [765, 980, 410, 527, 332, 868, 868, 841, 876, 882, 41, 769, 401, 919, 603, 964, 818, 804, 906, 219], [748, 670, 422, 663, 162, 786, 144, 805, 222, 430, 868, 716, 816, 805, 885, 801, 852, 130, 908, 648], [896, 650, 443, 944, 55, 166, 707, 372, 346, 126, 642, 527, 599, 614, 478, 358, 792, 879, 235, 700], [634, 991, 191, 655, 123, 806, 417, 993, 520, 226, 578, 724, 296, 957, 440, 189, 34, 949, 591, 701], [715, 96, 692, 89, 676, 205, 350, 315, 572, 178, 134, 635, 162, 978, 598, 272, 227, 522, 494, 553]], 'objective': 7267.0}","{'open_facilities': [0, 4, 8], 'assignments': [0, 4, 8, 4, 8, 4, 4, 4, 0, 8, 0, 0, 8, 0, 8, 0, 8, 0, 0, 0]}",7267.0,"{'problem_type': 'UFLP', 'num_facilities': 10, 'num_customers': 20, 'facilities': [{'id': 'F1', 'opening_cost': 1161}, {'id': 'F2', 'opening_cost': 1956}, {'id': 'F3', 'opening_cost': 1996}, {'id': 'F4', 'opening_cost': 1058}, {'id': 'F5', 'opening_cost': 1035}, {'id': 'F6', 'opening_cost': 1123}, {'id': 'F7', 'opening_cost': 1357}, {'id': 'F8', 'opening_cost': 1444}, {'id': 'F9', 'opening_cost': 1560}, {'id': 'F10', 'opening_cost': 1690}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}, {'id': 18}, {'id': 19}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 24}, {'facility': 'F1', 'customer': 1, 'cost': 739}, {'facility': 'F1', 'customer': 2, 'cost': 994}, {'facility': 'F1', 'customer': 3, 'cost': 642}, {'facility': 'F1', 'customer': 4, 'cost': 812}, {'facility': 'F1', 'customer': 5, 'cost': 472}, {'facility': 'F1', 'customer': 6, 'cost': 535}, {'facility': 'F1', 'customer': 7, 'cost': 821}, {'facility': 'F1', 'customer': 8, 'cost': 30}, {'facility': 'F1', 'customer': 9, 'cost': 545}, {'facility': 'F1', 'customer': 10, 'cost': 10}, {'facility': 'F1', 'customer': 11, 'cost': 127}, {'facility': 'F1', 'customer': 12, 'cost': 737}, {'facility': 'F1', 'customer': 13, 'cost': 521}, {'facility': 'F1', 'customer': 14, 'cost': 490}, {'facility': 'F1', 'customer': 15, 'cost': 106}, {'facility': 'F1', 'customer': 16, 'cost': 221}, {'facility': 'F1', 'customer': 17, 'cost': 22}, {'facility': 'F1', 'customer': 18, 'cost': 68}, {'facility': 'F1', 'customer': 19, 'cost': 679}, {'facility': 'F2', 'customer': 0, 'cost': 853}, {'facility': 'F2', 'customer': 1, 'cost': 814}, {'facility': 'F2', 'customer': 2, 'cost': 913}, {'facility': 'F2', 'customer': 3, 'cost': 752}, {'facility': 'F2', 'customer': 4, 'cost': 485}, {'facility': 'F2', 'customer': 5, 'cost': 352}, {'facility': 'F2', 'customer': 6, 'cost': 86}, {'facility': 'F2', 'customer': 7, 'cost': 509}, {'facility': 'F2', 'customer': 8, 'cost': 313}, {'facility': 'F2', 'customer': 9, 'cost': 849}, {'facility': 'F2', 'customer': 10, 'cost': 551}, {'facility': 'F2', 'customer': 11, 'cost': 353}, {'facility': 'F2', 'customer': 12, 'cost': 18}, {'facility': 'F2', 'customer': 13, 'cost': 527}, {'facility': 'F2', 'customer': 14, 'cost': 148}, {'facility': 'F2', 'customer': 15, 'cost': 295}, {'facility': 'F2', 'customer': 16, 'cost': 202}, {'facility': 'F2', 'customer': 17, 'cost': 461}, {'facility': 'F2', 'customer': 18, 'cost': 865}, {'facility': 'F2', 'customer': 19, 'cost': 752}, {'facility': 'F3', 'customer': 0, 'cost': 292}, {'facility': 'F3', 'customer': 1, 'cost': 106}, {'facility': 'F3', 'customer': 2, 'cost': 312}, {'facility': 'F3', 'customer': 3, 'cost': 815}, {'facility': 'F3', 'customer': 4, 'cost': 561}, {'facility': 'F3', 'customer': 5, 'cost': 872}, {'facility': 'F3', 'customer': 6, 'cost': 23}, {'facility': 'F3', 'customer': 7, 'cost': 39}, {'facility': 'F3', 'customer': 8, 'cost': 651}, {'facility': 'F3', 'customer': 9, 'cost': 648}, {'facility': 'F3', 'customer': 10, 'cost': 977}, {'facility': 'F3', 'customer': 11, 'cost': 478}, {'facility': 'F3', 'customer': 12, 'cost': 456}, {'facility': 'F3', 'customer': 13, 'cost': 273}, {'facility': 'F3', 'customer': 14, 'cost': 690}, {'facility': 'F3', 'customer': 15, 'cost': 181}, {'facility': 'F3', 'customer': 16, 'cost': 959}, {'facility': 'F3', 'customer': 17, 'cost': 491}, {'facility': 'F3', 'customer': 18, 'cost': 799}, {'facility': 'F3', 'customer': 19, 'cost': 351}, {'facility': 'F4', 'customer': 0, 'cost': 655}, {'facility': 'F4', 'customer': 1, 'cost': 406}, {'facility': 'F4', 'customer': 2, 'cost': 933}, {'facility': 'F4', 'customer': 3, 'cost': 520}, {'facility': 'F4', 'customer': 4, 'cost': 44}, {'facility': 'F4', 'customer': 5, 'cost': 219}, {'facility': 'F4', 'customer': 6, 'cost': 198}, {'facility': 'F4', 'customer': 7, 'cost': 349}, {'facility': 'F4', 'customer': 8, 'cost': 632}, {'facility': 'F4', 'customer': 9, 'cost': 799}, {'facility': 'F4', 'customer': 10, 'cost': 345}, {'facility': 'F4', 'customer': 11, 'cost': 544}, {'facility': 'F4', 'customer': 12, 'cost': 539}, {'facility': 'F4', 'customer': 13, 'cost': 184}, {'facility': 'F4', 'customer': 14, 'cost': 298}, {'facility': 'F4', 'customer': 15, 'cost': 595}, {'facility': 'F4', 'customer': 16, 'cost': 923}, {'facility': 'F4', 'customer': 17, 'cost': 873}, {'facility': 'F4', 'customer': 18, 'cost': 273}, {'facility': 'F4', 'customer': 19, 'cost': 950}, {'facility': 'F5', 'customer': 0, 'cost': 170}, {'facility': 'F5', 'customer': 1, 'cost': 65}, {'facility': 'F5', 'customer': 2, 'cost': 973}, {'facility': 'F5', 'customer': 3, 'cost': 12}, {'facility': 'F5', 'customer': 4, 'cost': 314}, {'facility': 'F5', 'customer': 5, 'cost': 129}, {'facility': 'F5', 'customer': 6, 'cost': 311}, {'facility': 'F5', 'customer': 7, 'cost': 97}, {'facility': 'F5', 'customer': 8, 'cost': 571}, {'facility': 'F5', 'customer': 9, 'cost': 572}, {'facility': 'F5', 'customer': 10, 'cost': 792}, {'facility': 'F5', 'customer': 11, 'cost': 921}, {'facility': 'F5', 'customer': 12, 'cost': 966}, {'facility': 'F5', 'customer': 13, 'cost': 655}, {'facility': 'F5', 'customer': 14, 'cost': 745}, {'facility': 'F5', 'customer': 15, 'cost': 594}, {'facility': 'F5', 'customer': 16, 'cost': 387}, {'facility': 'F5', 'customer': 17, 'cost': 805}, {'facility': 'F5', 'customer': 18, 'cost': 115}, {'facility': 'F5', 'customer': 19, 'cost': 710}, {'facility': 'F6', 'customer': 0, 'cost': 765}, {'facility': 'F6', 'customer': 1, 'cost': 980}, {'facility': 'F6', 'customer': 2, 'cost': 410}, {'facility': 'F6', 'customer': 3, 'cost': 527}, {'facility': 'F6', 'customer': 4, 'cost': 332}, {'facility': 'F6', 'customer': 5, 'cost': 868}, {'facility': 'F6', 'customer': 6, 'cost': 868}, {'facility': 'F6', 'customer': 7, 'cost': 841}, {'facility': 'F6', 'customer': 8, 'cost': 876}, {'facility': 'F6', 'customer': 9, 'cost': 882}, {'facility': 'F6', 'customer': 10, 'cost': 41}, {'facility': 'F6', 'customer': 11, 'cost': 769}, {'facility': 'F6', 'customer': 12, 'cost': 401}, {'facility': 'F6', 'customer': 13, 'cost': 919}, {'facility': 'F6', 'customer': 14, 'cost': 603}, {'facility': 'F6', 'customer': 15, 'cost': 964}, {'facility': 'F6', 'customer': 16, 'cost': 818}, {'facility': 'F6', 'customer': 17, 'cost': 804}, {'facility': 'F6', 'customer': 18, 'cost': 906}, {'facility': 'F6', 'customer': 19, 'cost': 219}, {'facility': 'F7', 'customer': 0, 'cost': 748}, {'facility': 'F7', 'customer': 1, 'cost': 670}, {'facility': 'F7', 'customer': 2, 'cost': 422}, {'facility': 'F7', 'customer': 3, 'cost': 663}, {'facility': 'F7', 'customer': 4, 'cost': 162}, {'facility': 'F7', 'customer': 5, 'cost': 786}, {'facility': 'F7', 'customer': 6, 'cost': 144}, {'facility': 'F7', 'customer': 7, 'cost': 805}, {'facility': 'F7', 'customer': 8, 'cost': 222}, {'facility': 'F7', 'customer': 9, 'cost': 430}, {'facility': 'F7', 'customer': 10, 'cost': 868}, {'facility': 'F7', 'customer': 11, 'cost': 716}, {'facility': 'F7', 'customer': 12, 'cost': 816}, {'facility': 'F7', 'customer': 13, 'cost': 805}, {'facility': 'F7', 'customer': 14, 'cost': 885}, {'facility': 'F7', 'customer': 15, 'cost': 801}, {'facility': 'F7', 'customer': 16, 'cost': 852}, {'facility': 'F7', 'customer': 17, 'cost': 130}, {'facility': 'F7', 'customer': 18, 'cost': 908}, {'facility': 'F7', 'customer': 19, 'cost': 648}, {'facility': 'F8', 'customer': 0, 'cost': 896}, {'facility': 'F8', 'customer': 1, 'cost': 650}, {'facility': 'F8', 'customer': 2, 'cost': 443}, {'facility': 'F8', 'customer': 3, 'cost': 944}, {'facility': 'F8', 'customer': 4, 'cost': 55}, {'facility': 'F8', 'customer': 5, 'cost': 166}, {'facility': 'F8', 'customer': 6, 'cost': 707}, {'facility': 'F8', 'customer': 7, 'cost': 372}, {'facility': 'F8', 'customer': 8, 'cost': 346}, {'facility': 'F8', 'customer': 9, 'cost': 126}, {'facility': 'F8', 'customer': 10, 'cost': 642}, {'facility': 'F8', 'customer': 11, 'cost': 527}, {'facility': 'F8', 'customer': 12, 'cost': 599}, {'facility': 'F8', 'customer': 13, 'cost': 614}, {'facility': 'F8', 'customer': 14, 'cost': 478}, {'facility': 'F8', 'customer': 15, 'cost': 358}, {'facility': 'F8', 'customer': 16, 'cost': 792}, {'facility': 'F8', 'customer': 17, 'cost': 879}, {'facility': 'F8', 'customer': 18, 'cost': 235}, {'facility': 'F8', 'customer': 19, 'cost': 700}, {'facility': 'F9', 'customer': 0, 'cost': 634}, {'facility': 'F9', 'customer': 1, 'cost': 991}, {'facility': 'F9', 'customer': 2, 'cost': 191}, {'facility': 'F9', 'customer': 3, 'cost': 655}, {'facility': 'F9', 'customer': 4, 'cost': 123}, {'facility': 'F9', 'customer': 5, 'cost': 806}, {'facility': 'F9', 'customer': 6, 'cost': 417}, {'facility': 'F9', 'customer': 7, 'cost': 993}, {'facility': 'F9', 'customer': 8, 'cost': 520}, {'facility': 'F9', 'customer': 9, 'cost': 226}, {'facility': 'F9', 'customer': 10, 'cost': 578}, {'facility': 'F9', 'customer': 11, 'cost': 724}, {'facility': 'F9', 'customer': 12, 'cost': 296}, {'facility': 'F9', 'customer': 13, 'cost': 957}, {'facility': 'F9', 'customer': 14, 'cost': 440}, {'facility': 'F9', 'customer': 15, 'cost': 189}, {'facility': 'F9', 'customer': 16, 'cost': 34}, {'facility': 'F9', 'customer': 17, 'cost': 949}, {'facility': 'F9', 'customer': 18, 'cost': 591}, {'facility': 'F9', 'customer': 19, 'cost': 701}, {'facility': 'F10', 'customer': 0, 'cost': 715}, {'facility': 'F10', 'customer': 1, 'cost': 96}, {'facility': 'F10', 'customer': 2, 'cost': 692}, {'facility': 'F10', 'customer': 3, 'cost': 89}, {'facility': 'F10', 'customer': 4, 'cost': 676}, {'facility': 'F10', 'customer': 5, 'cost': 205}, {'facility': 'F10', 'customer': 6, 'cost': 350}, {'facility': 'F10', 'customer': 7, 'cost': 315}, {'facility': 'F10', 'customer': 8, 'cost': 572}, {'facility': 'F10', 'customer': 9, 'cost': 178}, {'facility': 'F10', 'customer': 10, 'cost': 134}, {'facility': 'F10', 'customer': 11, 'cost': 635}, {'facility': 'F10', 'customer': 12, 'cost': 162}, {'facility': 'F10', 'customer': 13, 'cost': 978}, {'facility': 'F10', 'customer': 14, 'cost': 598}, {'facility': 'F10', 'customer': 15, 'cost': 272}, {'facility': 'F10', 'customer': 16, 'cost': 227}, {'facility': 'F10', 'customer': 17, 'cost': 522}, {'facility': 'F10', 'customer': 18, 'cost': 494}, {'facility': 'F10', 'customer': 19, 'cost': 553}], 'objective': 7267.0}","{'selected': ['F1', 'F5', 'F9'], 'assignments': ['F1', 'F5', 'F9', 'F5', 'F9', 'F5', 'F5', 'F5', 'F1', 'F9', 'F1', 'F1', 'F9', 'F1', 'F9', 'F1', 'F9', 'F1', 'F1', 'F1']}",1,csv,0 UFLP,UFLP,"At the festival the logistical brief was: decide which kitchens to switch on and which switched-on kitchen will take care of each order. Each kitchen has an activation charge, and assigning an order to a kitchen brings a delivery-distance cost; the overall cost of any choice equals the sum of the activation charges for the kitchens used plus the delivery distances for every order. All orders must be assigned to one active kitchen only, and active kitchens can serve any number of orders, so the aim is to end up with the combination that produces the smallest total cost. The specific kitchens, their fees and the list of orders are shown below. There are 9 candidate kitchens, 20 orders, and activation fees 1956, 1996, 1015, 1915, 1911, 1424, 1287, 1291, 1296. Kitchen F1 has an activation fee of 1956. Kitchen F2 has an activation fee of 1996. Kitchen F3 has an activation fee of 1015. Kitchen F4 has an activation fee of 1915. Kitchen F5 has an activation fee of 1911. Kitchen F6 has an activation fee of 1424. Kitchen F7 has an activation fee of 1287. Kitchen F8 has an activation fee of 1291. Kitchen F9 has an activation fee of 1296. Order A assigned to kitchen F1 incurs delivery distance 23. Order B assigned to kitchen F1 incurs delivery distance 120. Order C assigned to kitchen F1 incurs delivery distance 167. Order D assigned to kitchen F1 incurs delivery distance 842. Order E assigned to kitchen F1 incurs delivery distance 171. Order F assigned to kitchen F1 incurs delivery distance 509. Order G assigned to kitchen F1 incurs delivery distance 54. Order H assigned to kitchen F1 incurs delivery distance 36. Order I assigned to kitchen F1 incurs delivery distance 381. Order J assigned to kitchen F1 incurs delivery distance 792. Order K assigned to kitchen F1 incurs delivery distance 712. Order L assigned to kitchen F1 incurs delivery distance 492. Order M assigned to kitchen F1 incurs delivery distance 788. Order N assigned to kitchen F1 incurs delivery distance 127. Order O assigned to kitchen F1 incurs delivery distance 295. Order P assigned to kitchen F1 incurs delivery distance 655. Order Q assigned to kitchen F1 incurs delivery distance 965. Order R assigned to kitchen F1 incurs delivery distance 987. Order S assigned to kitchen F1 incurs delivery distance 809. Order T assigned to kitchen F1 incurs delivery distance 751. Order A assigned to kitchen F2 incurs delivery distance 277. Order B assigned to kitchen F2 incurs delivery distance 276. Order C assigned to kitchen F2 incurs delivery distance 523. Order D assigned to kitchen F2 incurs delivery distance 209. Order E assigned to kitchen F2 incurs delivery distance 38. Order F assigned to kitchen F2 incurs delivery distance 39. Order G assigned to kitchen F2 incurs delivery distance 457. Order H assigned to kitchen F2 incurs delivery distance 835. Order I assigned to kitchen F2 incurs delivery distance 260. Order J assigned to kitchen F2 incurs delivery distance 431. Order K assigned to kitchen F2 incurs delivery distance 774. Order L assigned to kitchen F2 incurs delivery distance 673. Order M assigned to kitchen F2 incurs delivery distance 904. Order N assigned to kitchen F2 incurs delivery distance 366. Order O assigned to kitchen F2 incurs delivery distance 181. Order P assigned to kitchen F2 incurs delivery distance 799. Order Q assigned to kitchen F2 incurs delivery distance 683. Order R assigned to kitchen F2 incurs delivery distance 226. Order S assigned to kitchen F2 incurs delivery distance 892. Order T assigned to kitchen F2 incurs delivery distance 209. Order A assigned to kitchen F3 incurs delivery distance 952. Order B assigned to kitchen F3 incurs delivery distance 764. Order C assigned to kitchen F3 incurs delivery distance 643. Order D assigned to kitchen F3 incurs delivery distance 254. Order E assigned to kitchen F3 incurs delivery distance 568. Order F assigned to kitchen F3 incurs delivery distance 502. Order G assigned to kitchen F3 incurs delivery distance 382. Order H assigned to kitchen F3 incurs delivery distance 392. Order I assigned to kitchen F3 incurs delivery distance 931. Order J assigned to kitchen F3 incurs delivery distance 309. Order K assigned to kitchen F3 incurs delivery distance 893. Order L assigned to kitchen F3 incurs delivery distance 780. Order M assigned to kitchen F3 incurs delivery distance 707. Order N assigned to kitchen F3 incurs delivery distance 997. Order O assigned to kitchen F3 incurs delivery distance 31. Order P assigned to kitchen F3 incurs delivery distance 829. Order Q assigned to kitchen F3 incurs delivery distance 174. Order R assigned to kitchen F3 incurs delivery distance 661. Order S assigned to kitchen F3 incurs delivery distance 905. Order T assigned to kitchen F3 incurs delivery distance 810. Order A assigned to kitchen F4 incurs delivery distance 453. Order B assigned to kitchen F4 incurs delivery distance 129. Order C assigned to kitchen F4 incurs delivery distance 511. Order D assigned to kitchen F4 incurs delivery distance 664. Order E assigned to kitchen F4 incurs delivery distance 488. Order F assigned to kitchen F4 incurs delivery distance 742. Order G assigned to kitchen F4 incurs delivery distance 147. Order H assigned to kitchen F4 incurs delivery distance 218. Order I assigned to kitchen F4 incurs delivery distance 785. Order J assigned to kitchen F4 incurs delivery distance 39. Order K assigned to kitchen F4 incurs delivery distance 4. Order L assigned to kitchen F4 incurs delivery distance 179. Order M assigned to kitchen F4 incurs delivery distance 623. Order N assigned to kitchen F4 incurs delivery distance 539. Order O assigned to kitchen F4 incurs delivery distance 693. Order P assigned to kitchen F4 incurs delivery distance 378. Order Q assigned to kitchen F4 incurs delivery distance 214. Order R assigned to kitchen F4 incurs delivery distance 228. Order S assigned to kitchen F4 incurs delivery distance 982. Order T assigned to kitchen F4 incurs delivery distance 457. Order A assigned to kitchen F5 incurs delivery distance 169. Order B assigned to kitchen F5 incurs delivery distance 341. Order C assigned to kitchen F5 incurs delivery distance 226. Order D assigned to kitchen F5 incurs delivery distance 108. Order E assigned to kitchen F5 incurs delivery distance 68. Order F assigned to kitchen F5 incurs delivery distance 600. Order G assigned to kitchen F5 incurs delivery distance 73. Order H assigned to kitchen F5 incurs delivery distance 151. Order I assigned to kitchen F5 incurs delivery distance 156. Order J assigned to kitchen F5 incurs delivery distance 545. Order K assigned to kitchen F5 incurs delivery distance 425. Order L assigned to kitchen F5 incurs delivery distance 805. Order M assigned to kitchen F5 incurs delivery distance 88. Order N assigned to kitchen F5 incurs delivery distance 350. Order O assigned to kitchen F5 incurs delivery distance 816. Order P assigned to kitchen F5 incurs delivery distance 674. Order Q assigned to kitchen F5 incurs delivery distance 728. Order R assigned to kitchen F5 incurs delivery distance 156. Order S assigned to kitchen F5 incurs delivery distance 625. Order T assigned to kitchen F5 incurs delivery distance 380. Order A assigned to kitchen F6 incurs delivery distance 407. Order B assigned to kitchen F6 incurs delivery distance 4. Order C assigned to kitchen F6 incurs delivery distance 799. Order D assigned to kitchen F6 incurs delivery distance 511. Order E assigned to kitchen F6 incurs delivery distance 72. Order F assigned to kitchen F6 incurs delivery distance 305. Order G assigned to kitchen F6 incurs delivery distance 201. Order H assigned to kitchen F6 incurs delivery distance 800. Order I assigned to kitchen F6 incurs delivery distance 187. Order J assigned to kitchen F6 incurs delivery distance 938. Order K assigned to kitchen F6 incurs delivery distance 332. Order L assigned to kitchen F6 incurs delivery distance 566. Order M assigned to kitchen F6 incurs delivery distance 411. Order N assigned to kitchen F6 incurs delivery distance 951. Order O assigned to kitchen F6 incurs delivery distance 580. Order P assigned to kitchen F6 incurs delivery distance 41. Order Q assigned to kitchen F6 incurs delivery distance 447. Order R assigned to kitchen F6 incurs delivery distance 618. Order S assigned to kitchen F6 incurs delivery distance 226. Order T assigned to kitchen F6 incurs delivery distance 208. Order A assigned to kitchen F7 incurs delivery distance 598. Order B assigned to kitchen F7 incurs delivery distance 524. Order C assigned to kitchen F7 incurs delivery distance 106. Order D assigned to kitchen F7 incurs delivery distance 231. Order E assigned to kitchen F7 incurs delivery distance 108. Order F assigned to kitchen F7 incurs delivery distance 166. Order G assigned to kitchen F7 incurs delivery distance 740. Order H assigned to kitchen F7 incurs delivery distance 814. Order I assigned to kitchen F7 incurs delivery distance 141. Order J assigned to kitchen F7 incurs delivery distance 851. Order K assigned to kitchen F7 incurs delivery distance 414. Order L assigned to kitchen F7 incurs delivery distance 600. Order M assigned to kitchen F7 incurs delivery distance 571. Order N assigned to kitchen F7 incurs delivery distance 242. Order O assigned to kitchen F7 incurs delivery distance 514. Order P assigned to kitchen F7 incurs delivery distance 454. Order Q assigned to kitchen F7 incurs delivery distance 993. Order R assigned to kitchen F7 incurs delivery distance 583. Order S assigned to kitchen F7 incurs delivery distance 641. Order T assigned to kitchen F7 incurs delivery distance 217. Order A assigned to kitchen F8 incurs delivery distance 370. Order B assigned to kitchen F8 incurs delivery distance 658. Order C assigned to kitchen F8 incurs delivery distance 840. Order D assigned to kitchen F8 incurs delivery distance 272. Order E assigned to kitchen F8 incurs delivery distance 224. Order F assigned to kitchen F8 incurs delivery distance 631. Order G assigned to kitchen F8 incurs delivery distance 801. Order H assigned to kitchen F8 incurs delivery distance 494. Order I assigned to kitchen F8 incurs delivery distance 590. Order J assigned to kitchen F8 incurs delivery distance 770. Order K assigned to kitchen F8 incurs delivery distance 950. Order L assigned to kitchen F8 incurs delivery distance 874. Order M assigned to kitchen F8 incurs delivery distance 358. Order N assigned to kitchen F8 incurs delivery distance 322. Order O assigned to kitchen F8 incurs delivery distance 89. Order P assigned to kitchen F8 incurs delivery distance 337. Order Q assigned to kitchen F8 incurs delivery distance 115. Order R assigned to kitchen F8 incurs delivery distance 70. Order S assigned to kitchen F8 incurs delivery distance 327. Order T assigned to kitchen F8 incurs delivery distance 666. Order A assigned to kitchen F9 incurs delivery distance 734. Order B assigned to kitchen F9 incurs delivery distance 606. Order C assigned to kitchen F9 incurs delivery distance 371. Order D assigned to kitchen F9 incurs delivery distance 25. Order E assigned to kitchen F9 incurs delivery distance 317. Order F assigned to kitchen F9 incurs delivery distance 826. Order G assigned to kitchen F9 incurs delivery distance 994. Order H assigned to kitchen F9 incurs delivery distance 240. Order I assigned to kitchen F9 incurs delivery distance 417. Order J assigned to kitchen F9 incurs delivery distance 273. Order K assigned to kitchen F9 incurs delivery distance 920. Order L assigned to kitchen F9 incurs delivery distance 846. Order M assigned to kitchen F9 incurs delivery distance 370. Order N assigned to kitchen F9 incurs delivery distance 578. Order O assigned to kitchen F9 incurs delivery distance 488. Order P assigned to kitchen F9 incurs delivery distance 758. Order Q assigned to kitchen F9 incurs delivery distance 34. Order R assigned to kitchen F9 incurs delivery distance 28. Order S assigned to kitchen F9 incurs delivery distance 870. Order T assigned to kitchen F9 incurs delivery distance 539. Aim for the combination that produces the smallest total cost. If you want to hand the plan back to me in a tidy form, a simple JSON sketch like this is perfect — nothing fancy, just the shape I expect: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Think of ""selected"" as the list of kitchens you flip on (just put their exact IDs in that list), and ""assignments"" as, for each order in the same sequence as the input, which switched-on kitchen will handle it. Super casual: it's just two lists — which kitchens are active, and who serves which order. This JSON is only a sketch of the expected shape, not the final answer — fill in the real kitchen IDs and assignments when you submit. Also: all identifiers must be used exactly as they appear in the instance input — no renaming and no new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [1956, 1996, 1015, 1915, 1911, 1424, 1287, 1291, 1296], 'connection_costs': [[23, 120, 167, 842, 171, 509, 54, 36, 381, 792, 712, 492, 788, 127, 295, 655, 965, 987, 809, 751], [277, 276, 523, 209, 38, 39, 457, 835, 260, 431, 774, 673, 904, 366, 181, 799, 683, 226, 892, 209], [952, 764, 643, 254, 568, 502, 382, 392, 931, 309, 893, 780, 707, 997, 31, 829, 174, 661, 905, 810], [453, 129, 511, 664, 488, 742, 147, 218, 785, 39, 4, 179, 623, 539, 693, 378, 214, 228, 982, 457], [169, 341, 226, 108, 68, 600, 73, 151, 156, 545, 425, 805, 88, 350, 816, 674, 728, 156, 625, 380], [407, 4, 799, 511, 72, 305, 201, 800, 187, 938, 332, 566, 411, 951, 580, 41, 447, 618, 226, 208], [598, 524, 106, 231, 108, 166, 740, 814, 141, 851, 414, 600, 571, 242, 514, 454, 993, 583, 641, 217], [370, 658, 840, 272, 224, 631, 801, 494, 590, 770, 950, 874, 358, 322, 89, 337, 115, 70, 327, 666], [734, 606, 371, 25, 317, 826, 994, 240, 417, 273, 920, 846, 370, 578, 488, 758, 34, 28, 870, 539]], 'objective': 7676.0}","{'open_facilities': [5, 8], 'assignments': [5, 5, 8, 8, 5, 5, 5, 8, 5, 8, 5, 5, 8, 8, 8, 5, 8, 8, 5, 5]}",7676.0,"{'problem_type': 'UFLP', 'num_facilities': 9, 'num_customers': 20, 'facilities': [{'id': 'F1', 'opening_cost': 1956}, {'id': 'F2', 'opening_cost': 1996}, {'id': 'F3', 'opening_cost': 1015}, {'id': 'F4', 'opening_cost': 1915}, {'id': 'F5', 'opening_cost': 1911}, {'id': 'F6', 'opening_cost': 1424}, {'id': 'F7', 'opening_cost': 1287}, {'id': 'F8', 'opening_cost': 1291}, {'id': 'F9', 'opening_cost': 1296}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}, {'id': 'P'}, {'id': 'Q'}, {'id': 'R'}, {'id': 'S'}, {'id': 'T'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 23}, {'facility': 'F1', 'customer': 'B', 'cost': 120}, {'facility': 'F1', 'customer': 'C', 'cost': 167}, {'facility': 'F1', 'customer': 'D', 'cost': 842}, {'facility': 'F1', 'customer': 'E', 'cost': 171}, {'facility': 'F1', 'customer': 'F', 'cost': 509}, {'facility': 'F1', 'customer': 'G', 'cost': 54}, {'facility': 'F1', 'customer': 'H', 'cost': 36}, {'facility': 'F1', 'customer': 'I', 'cost': 381}, {'facility': 'F1', 'customer': 'J', 'cost': 792}, {'facility': 'F1', 'customer': 'K', 'cost': 712}, {'facility': 'F1', 'customer': 'L', 'cost': 492}, {'facility': 'F1', 'customer': 'M', 'cost': 788}, {'facility': 'F1', 'customer': 'N', 'cost': 127}, {'facility': 'F1', 'customer': 'O', 'cost': 295}, {'facility': 'F1', 'customer': 'P', 'cost': 655}, {'facility': 'F1', 'customer': 'Q', 'cost': 965}, {'facility': 'F1', 'customer': 'R', 'cost': 987}, {'facility': 'F1', 'customer': 'S', 'cost': 809}, {'facility': 'F1', 'customer': 'T', 'cost': 751}, {'facility': 'F2', 'customer': 'A', 'cost': 277}, {'facility': 'F2', 'customer': 'B', 'cost': 276}, {'facility': 'F2', 'customer': 'C', 'cost': 523}, {'facility': 'F2', 'customer': 'D', 'cost': 209}, {'facility': 'F2', 'customer': 'E', 'cost': 38}, {'facility': 'F2', 'customer': 'F', 'cost': 39}, {'facility': 'F2', 'customer': 'G', 'cost': 457}, {'facility': 'F2', 'customer': 'H', 'cost': 835}, {'facility': 'F2', 'customer': 'I', 'cost': 260}, {'facility': 'F2', 'customer': 'J', 'cost': 431}, {'facility': 'F2', 'customer': 'K', 'cost': 774}, {'facility': 'F2', 'customer': 'L', 'cost': 673}, {'facility': 'F2', 'customer': 'M', 'cost': 904}, {'facility': 'F2', 'customer': 'N', 'cost': 366}, {'facility': 'F2', 'customer': 'O', 'cost': 181}, {'facility': 'F2', 'customer': 'P', 'cost': 799}, {'facility': 'F2', 'customer': 'Q', 'cost': 683}, {'facility': 'F2', 'customer': 'R', 'cost': 226}, {'facility': 'F2', 'customer': 'S', 'cost': 892}, {'facility': 'F2', 'customer': 'T', 'cost': 209}, {'facility': 'F3', 'customer': 'A', 'cost': 952}, {'facility': 'F3', 'customer': 'B', 'cost': 764}, {'facility': 'F3', 'customer': 'C', 'cost': 643}, {'facility': 'F3', 'customer': 'D', 'cost': 254}, {'facility': 'F3', 'customer': 'E', 'cost': 568}, {'facility': 'F3', 'customer': 'F', 'cost': 502}, {'facility': 'F3', 'customer': 'G', 'cost': 382}, {'facility': 'F3', 'customer': 'H', 'cost': 392}, {'facility': 'F3', 'customer': 'I', 'cost': 931}, {'facility': 'F3', 'customer': 'J', 'cost': 309}, {'facility': 'F3', 'customer': 'K', 'cost': 893}, {'facility': 'F3', 'customer': 'L', 'cost': 780}, {'facility': 'F3', 'customer': 'M', 'cost': 707}, {'facility': 'F3', 'customer': 'N', 'cost': 997}, {'facility': 'F3', 'customer': 'O', 'cost': 31}, {'facility': 'F3', 'customer': 'P', 'cost': 829}, {'facility': 'F3', 'customer': 'Q', 'cost': 174}, {'facility': 'F3', 'customer': 'R', 'cost': 661}, {'facility': 'F3', 'customer': 'S', 'cost': 905}, {'facility': 'F3', 'customer': 'T', 'cost': 810}, {'facility': 'F4', 'customer': 'A', 'cost': 453}, {'facility': 'F4', 'customer': 'B', 'cost': 129}, {'facility': 'F4', 'customer': 'C', 'cost': 511}, {'facility': 'F4', 'customer': 'D', 'cost': 664}, {'facility': 'F4', 'customer': 'E', 'cost': 488}, {'facility': 'F4', 'customer': 'F', 'cost': 742}, {'facility': 'F4', 'customer': 'G', 'cost': 147}, {'facility': 'F4', 'customer': 'H', 'cost': 218}, {'facility': 'F4', 'customer': 'I', 'cost': 785}, {'facility': 'F4', 'customer': 'J', 'cost': 39}, {'facility': 'F4', 'customer': 'K', 'cost': 4}, {'facility': 'F4', 'customer': 'L', 'cost': 179}, {'facility': 'F4', 'customer': 'M', 'cost': 623}, {'facility': 'F4', 'customer': 'N', 'cost': 539}, {'facility': 'F4', 'customer': 'O', 'cost': 693}, {'facility': 'F4', 'customer': 'P', 'cost': 378}, {'facility': 'F4', 'customer': 'Q', 'cost': 214}, {'facility': 'F4', 'customer': 'R', 'cost': 228}, {'facility': 'F4', 'customer': 'S', 'cost': 982}, {'facility': 'F4', 'customer': 'T', 'cost': 457}, {'facility': 'F5', 'customer': 'A', 'cost': 169}, {'facility': 'F5', 'customer': 'B', 'cost': 341}, {'facility': 'F5', 'customer': 'C', 'cost': 226}, {'facility': 'F5', 'customer': 'D', 'cost': 108}, {'facility': 'F5', 'customer': 'E', 'cost': 68}, {'facility': 'F5', 'customer': 'F', 'cost': 600}, {'facility': 'F5', 'customer': 'G', 'cost': 73}, {'facility': 'F5', 'customer': 'H', 'cost': 151}, {'facility': 'F5', 'customer': 'I', 'cost': 156}, {'facility': 'F5', 'customer': 'J', 'cost': 545}, {'facility': 'F5', 'customer': 'K', 'cost': 425}, {'facility': 'F5', 'customer': 'L', 'cost': 805}, {'facility': 'F5', 'customer': 'M', 'cost': 88}, {'facility': 'F5', 'customer': 'N', 'cost': 350}, {'facility': 'F5', 'customer': 'O', 'cost': 816}, {'facility': 'F5', 'customer': 'P', 'cost': 674}, {'facility': 'F5', 'customer': 'Q', 'cost': 728}, {'facility': 'F5', 'customer': 'R', 'cost': 156}, {'facility': 'F5', 'customer': 'S', 'cost': 625}, {'facility': 'F5', 'customer': 'T', 'cost': 380}, {'facility': 'F6', 'customer': 'A', 'cost': 407}, {'facility': 'F6', 'customer': 'B', 'cost': 4}, {'facility': 'F6', 'customer': 'C', 'cost': 799}, {'facility': 'F6', 'customer': 'D', 'cost': 511}, {'facility': 'F6', 'customer': 'E', 'cost': 72}, {'facility': 'F6', 'customer': 'F', 'cost': 305}, {'facility': 'F6', 'customer': 'G', 'cost': 201}, {'facility': 'F6', 'customer': 'H', 'cost': 800}, {'facility': 'F6', 'customer': 'I', 'cost': 187}, {'facility': 'F6', 'customer': 'J', 'cost': 938}, {'facility': 'F6', 'customer': 'K', 'cost': 332}, {'facility': 'F6', 'customer': 'L', 'cost': 566}, {'facility': 'F6', 'customer': 'M', 'cost': 411}, {'facility': 'F6', 'customer': 'N', 'cost': 951}, {'facility': 'F6', 'customer': 'O', 'cost': 580}, {'facility': 'F6', 'customer': 'P', 'cost': 41}, {'facility': 'F6', 'customer': 'Q', 'cost': 447}, {'facility': 'F6', 'customer': 'R', 'cost': 618}, {'facility': 'F6', 'customer': 'S', 'cost': 226}, {'facility': 'F6', 'customer': 'T', 'cost': 208}, {'facility': 'F7', 'customer': 'A', 'cost': 598}, {'facility': 'F7', 'customer': 'B', 'cost': 524}, {'facility': 'F7', 'customer': 'C', 'cost': 106}, {'facility': 'F7', 'customer': 'D', 'cost': 231}, {'facility': 'F7', 'customer': 'E', 'cost': 108}, {'facility': 'F7', 'customer': 'F', 'cost': 166}, {'facility': 'F7', 'customer': 'G', 'cost': 740}, {'facility': 'F7', 'customer': 'H', 'cost': 814}, {'facility': 'F7', 'customer': 'I', 'cost': 141}, {'facility': 'F7', 'customer': 'J', 'cost': 851}, {'facility': 'F7', 'customer': 'K', 'cost': 414}, {'facility': 'F7', 'customer': 'L', 'cost': 600}, {'facility': 'F7', 'customer': 'M', 'cost': 571}, {'facility': 'F7', 'customer': 'N', 'cost': 242}, {'facility': 'F7', 'customer': 'O', 'cost': 514}, {'facility': 'F7', 'customer': 'P', 'cost': 454}, {'facility': 'F7', 'customer': 'Q', 'cost': 993}, {'facility': 'F7', 'customer': 'R', 'cost': 583}, {'facility': 'F7', 'customer': 'S', 'cost': 641}, {'facility': 'F7', 'customer': 'T', 'cost': 217}, {'facility': 'F8', 'customer': 'A', 'cost': 370}, {'facility': 'F8', 'customer': 'B', 'cost': 658}, {'facility': 'F8', 'customer': 'C', 'cost': 840}, {'facility': 'F8', 'customer': 'D', 'cost': 272}, {'facility': 'F8', 'customer': 'E', 'cost': 224}, {'facility': 'F8', 'customer': 'F', 'cost': 631}, {'facility': 'F8', 'customer': 'G', 'cost': 801}, {'facility': 'F8', 'customer': 'H', 'cost': 494}, {'facility': 'F8', 'customer': 'I', 'cost': 590}, {'facility': 'F8', 'customer': 'J', 'cost': 770}, {'facility': 'F8', 'customer': 'K', 'cost': 950}, {'facility': 'F8', 'customer': 'L', 'cost': 874}, {'facility': 'F8', 'customer': 'M', 'cost': 358}, {'facility': 'F8', 'customer': 'N', 'cost': 322}, {'facility': 'F8', 'customer': 'O', 'cost': 89}, {'facility': 'F8', 'customer': 'P', 'cost': 337}, {'facility': 'F8', 'customer': 'Q', 'cost': 115}, {'facility': 'F8', 'customer': 'R', 'cost': 70}, {'facility': 'F8', 'customer': 'S', 'cost': 327}, {'facility': 'F8', 'customer': 'T', 'cost': 666}, {'facility': 'F9', 'customer': 'A', 'cost': 734}, {'facility': 'F9', 'customer': 'B', 'cost': 606}, {'facility': 'F9', 'customer': 'C', 'cost': 371}, {'facility': 'F9', 'customer': 'D', 'cost': 25}, {'facility': 'F9', 'customer': 'E', 'cost': 317}, {'facility': 'F9', 'customer': 'F', 'cost': 826}, {'facility': 'F9', 'customer': 'G', 'cost': 994}, {'facility': 'F9', 'customer': 'H', 'cost': 240}, {'facility': 'F9', 'customer': 'I', 'cost': 417}, {'facility': 'F9', 'customer': 'J', 'cost': 273}, {'facility': 'F9', 'customer': 'K', 'cost': 920}, {'facility': 'F9', 'customer': 'L', 'cost': 846}, {'facility': 'F9', 'customer': 'M', 'cost': 370}, {'facility': 'F9', 'customer': 'N', 'cost': 578}, {'facility': 'F9', 'customer': 'O', 'cost': 488}, {'facility': 'F9', 'customer': 'P', 'cost': 758}, {'facility': 'F9', 'customer': 'Q', 'cost': 34}, {'facility': 'F9', 'customer': 'R', 'cost': 28}, {'facility': 'F9', 'customer': 'S', 'cost': 870}, {'facility': 'F9', 'customer': 'T', 'cost': 539}], 'objective': 7676.0}","{'selected': ['F6', 'F9'], 'assignments': ['F6', 'F6', 'F9', 'F9', 'F6', 'F6', 'F6', 'F9', 'F6', 'F9', 'F6', 'F6', 'F9', 'F9', 'F9', 'F6', 'F9', 'F9', 'F6', 'F6']}",2,nl,names UFLP,UFLP,"I’m trying to sort out which EV chargers to put in our apartment complex and how to link each resident’s car to one of the chargers. The idea is to pick a set of chargers to install (each has an installation fee) and then sign each car up to exactly one of the chargers that actually gets installed. A plan is better when the overall bill is lower — just add up all the installation fees for the chargers chosen plus the walking distance for every resident from their parking spot to their assigned charger — and the goal is to make that total as small as possible. Chargers can serve more than one car, but no car can be left unassigned or signed up to more than one charger. Concrete details about candidate charger locations, installation costs, residents, and distances are listed below. # num_candidate_chargers=6 # num_resident_cars=17 # CHARGERS charger_id,installation_cost F1,1842 F2,1779 F3,1014 F4,1526 F5,1315 F6,1034 # RESIDENT_CARS resident_car_id A B C D E F G H I J K L M N O P Q # WALKING_DISTANCES charger_id,resident_car_id,walking_distance F1,A,519 F1,B,355 F1,C,37 F1,D,663 F1,E,810 F1,F,477 F1,G,142 F1,H,217 F1,I,977 F1,J,28 F1,K,617 F1,L,101 F1,M,501 F1,N,222 F1,O,711 F1,P,459 F1,Q,96 F2,A,611 F2,B,252 F2,C,95 F2,D,407 F2,E,604 F2,F,49 F2,G,886 F2,H,270 F2,I,424 F2,J,685 F2,K,107 F2,L,430 F2,M,551 F2,N,226 F2,O,965 F2,P,625 F2,Q,834 F3,A,306 F3,B,936 F3,C,208 F3,D,336 F3,E,267 F3,F,418 F3,G,707 F3,H,845 F3,I,796 F3,J,570 F3,K,992 F3,L,885 F3,M,502 F3,N,993 F3,O,74 F3,P,428 F3,Q,274 F4,A,823 F4,B,283 F4,C,494 F4,D,438 F4,E,945 F4,F,345 F4,G,624 F4,H,587 F4,I,258 F4,J,479 F4,K,162 F4,L,227 F4,M,11 F4,N,340 F4,O,520 F4,P,707 F4,Q,635 F5,A,946 F5,B,863 F5,C,276 F5,D,150 F5,E,109 F5,F,404 F5,G,220 F5,H,98 F5,I,67 F5,J,345 F5,K,817 F5,L,685 F5,M,730 F5,N,948 F5,O,433 F5,P,939 F5,Q,646 F6,A,142 F6,B,498 F6,C,706 F6,D,624 F6,E,205 F6,F,24 F6,G,136 F6,H,97 F6,I,412 F6,J,137 F6,K,708 F6,L,127 F6,M,845 F6,N,695 F6,O,258 F6,P,315 F6,Q,799 When you reply with a plan, please use this simple JSON layout so I can parse it easily: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is where you list the charger locations you want to install. ""assignments"" is a list with one entry per resident showing which installed charger they’ll use. Think of it like filling out a form: which chargers are installed, and for each resident, which charger they get. This is just the shape I need — not the final answer. Please use the exact identifiers from the instance input — don’t rename them or invent new labels. Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [1842, 1779, 1014, 1526, 1315, 1034], 'connection_costs': [[519, 355, 37, 663, 810, 477, 142, 217, 977, 28, 617, 101, 501, 222, 711, 459, 96], [611, 252, 95, 407, 604, 49, 886, 270, 424, 685, 107, 430, 551, 226, 965, 625, 834], [306, 936, 208, 336, 267, 418, 707, 845, 796, 570, 992, 885, 502, 993, 74, 428, 274], [823, 283, 494, 438, 945, 345, 624, 587, 258, 479, 162, 227, 11, 340, 520, 707, 635], [946, 863, 276, 150, 109, 404, 220, 98, 67, 345, 817, 685, 730, 948, 433, 939, 646], [142, 498, 706, 624, 205, 24, 136, 97, 412, 137, 708, 127, 845, 695, 258, 315, 799]], 'objective': 6622.0}","{'open_facilities': [3, 5], 'assignments': [5, 3, 3, 3, 5, 5, 5, 5, 3, 5, 3, 5, 3, 3, 5, 5, 3]}",6622.0,"{'problem_type': 'UFLP', 'num_facilities': 6, 'num_customers': 17, 'facilities': [{'id': 'F1', 'opening_cost': 1842}, {'id': 'F2', 'opening_cost': 1779}, {'id': 'F3', 'opening_cost': 1014}, {'id': 'F4', 'opening_cost': 1526}, {'id': 'F5', 'opening_cost': 1315}, {'id': 'F6', 'opening_cost': 1034}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}, {'id': 'P'}, {'id': 'Q'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 519}, {'facility': 'F1', 'customer': 'B', 'cost': 355}, {'facility': 'F1', 'customer': 'C', 'cost': 37}, {'facility': 'F1', 'customer': 'D', 'cost': 663}, {'facility': 'F1', 'customer': 'E', 'cost': 810}, {'facility': 'F1', 'customer': 'F', 'cost': 477}, {'facility': 'F1', 'customer': 'G', 'cost': 142}, {'facility': 'F1', 'customer': 'H', 'cost': 217}, {'facility': 'F1', 'customer': 'I', 'cost': 977}, {'facility': 'F1', 'customer': 'J', 'cost': 28}, {'facility': 'F1', 'customer': 'K', 'cost': 617}, {'facility': 'F1', 'customer': 'L', 'cost': 101}, {'facility': 'F1', 'customer': 'M', 'cost': 501}, {'facility': 'F1', 'customer': 'N', 'cost': 222}, {'facility': 'F1', 'customer': 'O', 'cost': 711}, {'facility': 'F1', 'customer': 'P', 'cost': 459}, {'facility': 'F1', 'customer': 'Q', 'cost': 96}, {'facility': 'F2', 'customer': 'A', 'cost': 611}, {'facility': 'F2', 'customer': 'B', 'cost': 252}, {'facility': 'F2', 'customer': 'C', 'cost': 95}, {'facility': 'F2', 'customer': 'D', 'cost': 407}, {'facility': 'F2', 'customer': 'E', 'cost': 604}, {'facility': 'F2', 'customer': 'F', 'cost': 49}, {'facility': 'F2', 'customer': 'G', 'cost': 886}, {'facility': 'F2', 'customer': 'H', 'cost': 270}, {'facility': 'F2', 'customer': 'I', 'cost': 424}, {'facility': 'F2', 'customer': 'J', 'cost': 685}, {'facility': 'F2', 'customer': 'K', 'cost': 107}, {'facility': 'F2', 'customer': 'L', 'cost': 430}, {'facility': 'F2', 'customer': 'M', 'cost': 551}, {'facility': 'F2', 'customer': 'N', 'cost': 226}, {'facility': 'F2', 'customer': 'O', 'cost': 965}, {'facility': 'F2', 'customer': 'P', 'cost': 625}, {'facility': 'F2', 'customer': 'Q', 'cost': 834}, {'facility': 'F3', 'customer': 'A', 'cost': 306}, {'facility': 'F3', 'customer': 'B', 'cost': 936}, {'facility': 'F3', 'customer': 'C', 'cost': 208}, {'facility': 'F3', 'customer': 'D', 'cost': 336}, {'facility': 'F3', 'customer': 'E', 'cost': 267}, {'facility': 'F3', 'customer': 'F', 'cost': 418}, {'facility': 'F3', 'customer': 'G', 'cost': 707}, {'facility': 'F3', 'customer': 'H', 'cost': 845}, {'facility': 'F3', 'customer': 'I', 'cost': 796}, {'facility': 'F3', 'customer': 'J', 'cost': 570}, {'facility': 'F3', 'customer': 'K', 'cost': 992}, {'facility': 'F3', 'customer': 'L', 'cost': 885}, {'facility': 'F3', 'customer': 'M', 'cost': 502}, {'facility': 'F3', 'customer': 'N', 'cost': 993}, {'facility': 'F3', 'customer': 'O', 'cost': 74}, {'facility': 'F3', 'customer': 'P', 'cost': 428}, {'facility': 'F3', 'customer': 'Q', 'cost': 274}, {'facility': 'F4', 'customer': 'A', 'cost': 823}, {'facility': 'F4', 'customer': 'B', 'cost': 283}, {'facility': 'F4', 'customer': 'C', 'cost': 494}, {'facility': 'F4', 'customer': 'D', 'cost': 438}, {'facility': 'F4', 'customer': 'E', 'cost': 945}, {'facility': 'F4', 'customer': 'F', 'cost': 345}, {'facility': 'F4', 'customer': 'G', 'cost': 624}, {'facility': 'F4', 'customer': 'H', 'cost': 587}, {'facility': 'F4', 'customer': 'I', 'cost': 258}, {'facility': 'F4', 'customer': 'J', 'cost': 479}, {'facility': 'F4', 'customer': 'K', 'cost': 162}, {'facility': 'F4', 'customer': 'L', 'cost': 227}, {'facility': 'F4', 'customer': 'M', 'cost': 11}, {'facility': 'F4', 'customer': 'N', 'cost': 340}, {'facility': 'F4', 'customer': 'O', 'cost': 520}, {'facility': 'F4', 'customer': 'P', 'cost': 707}, {'facility': 'F4', 'customer': 'Q', 'cost': 635}, {'facility': 'F5', 'customer': 'A', 'cost': 946}, {'facility': 'F5', 'customer': 'B', 'cost': 863}, {'facility': 'F5', 'customer': 'C', 'cost': 276}, {'facility': 'F5', 'customer': 'D', 'cost': 150}, {'facility': 'F5', 'customer': 'E', 'cost': 109}, {'facility': 'F5', 'customer': 'F', 'cost': 404}, {'facility': 'F5', 'customer': 'G', 'cost': 220}, {'facility': 'F5', 'customer': 'H', 'cost': 98}, {'facility': 'F5', 'customer': 'I', 'cost': 67}, {'facility': 'F5', 'customer': 'J', 'cost': 345}, {'facility': 'F5', 'customer': 'K', 'cost': 817}, {'facility': 'F5', 'customer': 'L', 'cost': 685}, {'facility': 'F5', 'customer': 'M', 'cost': 730}, {'facility': 'F5', 'customer': 'N', 'cost': 948}, {'facility': 'F5', 'customer': 'O', 'cost': 433}, {'facility': 'F5', 'customer': 'P', 'cost': 939}, {'facility': 'F5', 'customer': 'Q', 'cost': 646}, {'facility': 'F6', 'customer': 'A', 'cost': 142}, {'facility': 'F6', 'customer': 'B', 'cost': 498}, {'facility': 'F6', 'customer': 'C', 'cost': 706}, {'facility': 'F6', 'customer': 'D', 'cost': 624}, {'facility': 'F6', 'customer': 'E', 'cost': 205}, {'facility': 'F6', 'customer': 'F', 'cost': 24}, {'facility': 'F6', 'customer': 'G', 'cost': 136}, {'facility': 'F6', 'customer': 'H', 'cost': 97}, {'facility': 'F6', 'customer': 'I', 'cost': 412}, {'facility': 'F6', 'customer': 'J', 'cost': 137}, {'facility': 'F6', 'customer': 'K', 'cost': 708}, {'facility': 'F6', 'customer': 'L', 'cost': 127}, {'facility': 'F6', 'customer': 'M', 'cost': 845}, {'facility': 'F6', 'customer': 'N', 'cost': 695}, {'facility': 'F6', 'customer': 'O', 'cost': 258}, {'facility': 'F6', 'customer': 'P', 'cost': 315}, {'facility': 'F6', 'customer': 'Q', 'cost': 799}], 'objective': 6622.0}","{'selected': ['F4', 'F6'], 'assignments': ['F6', 'F4', 'F4', 'F4', 'F6', 'F6', 'F6', 'F6', 'F4', 'F6', 'F4', 'F6', 'F4', 'F4', 'F6', 'F6', 'F4']}",3,csv,names UFLP,UFLP,"Many people browse the clothing tents at the market, and the organizer needs to pick which pop-up stalls to pay for and then route every shopper to one of the paid stalls. Each stall carries a rent, and each shopper’s walk to their stall carries a travel cost, so the best setup is the one with the lowest total: add the rents for all the stalls that are booked and the travel cost for every shopper to reach their single assigned stall. Each shopper must be matched to exactly one rented stall, and shoppers are only allowed to go to stalls that were actually rented. The concrete details about stalls, prices, and shoppers appear below. # num_candidate_stalls=8 # num_shoppers=18 # STALLS stall_id,stall_rent F1,2000 F2,2000 F3,2000 F4,2000 F5,2000 F6,2000 F7,2000 F8,2000 # SHOPPERS shopper_id 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 # SHOPPER_WALKS stall_id,shopper_id,shopper_walk_cost F1,0,634 F1,1,717 F1,2,837 F1,3,66 F1,4,483 F1,5,397 F1,6,852 F1,7,379 F1,8,235 F1,9,926 F1,10,453 F1,11,264 F1,12,270 F1,13,147 F1,14,520 F1,15,551 F1,16,193 F1,17,208 F2,0,369 F2,1,524 F2,2,403 F2,3,58 F2,4,324 F2,5,52 F2,6,465 F2,7,415 F2,8,427 F2,9,280 F2,10,782 F2,11,876 F2,12,826 F2,13,633 F2,14,158 F2,15,937 F2,16,745 F2,17,882 F3,0,69 F3,1,135 F3,2,100 F3,3,471 F3,4,162 F3,5,239 F3,6,18 F3,7,835 F3,8,193 F3,9,438 F3,10,834 F3,11,495 F3,12,504 F3,13,195 F3,14,414 F3,15,737 F3,16,715 F3,17,283 F4,0,622 F4,1,798 F4,2,429 F4,3,644 F4,4,829 F4,5,821 F4,6,953 F4,7,416 F4,8,98 F4,9,186 F4,10,804 F4,11,993 F4,12,508 F4,13,354 F4,14,438 F4,15,760 F4,16,242 F4,17,710 F5,0,660 F5,1,714 F5,2,544 F5,3,413 F5,4,482 F5,5,75 F5,6,776 F5,7,82 F5,8,494 F5,9,86 F5,10,676 F5,11,279 F5,12,471 F5,13,408 F5,14,521 F5,15,373 F5,16,377 F5,17,195 F6,0,137 F6,1,991 F6,2,576 F6,3,876 F6,4,807 F6,5,657 F6,6,824 F6,7,769 F6,8,494 F6,9,508 F6,10,432 F6,11,857 F6,12,61 F6,13,240 F6,14,172 F6,15,597 F6,16,791 F6,17,915 F7,0,59 F7,1,619 F7,2,607 F7,3,98 F7,4,247 F7,5,177 F7,6,767 F7,7,9 F7,8,881 F7,9,626 F7,10,195 F7,11,866 F7,12,2 F7,13,855 F7,14,321 F7,15,703 F7,16,82 F7,17,827 F8,0,500 F8,1,413 F8,2,753 F8,3,812 F8,4,836 F8,5,94 F8,6,542 F8,7,12 F8,8,684 F8,9,78 F8,10,727 F8,11,87 F8,12,520 F8,13,241 F8,14,946 F8,15,167 F8,16,165 F8,17,876 Also, when you hand back the final plan, please use this JSON layout so it's easy to read and check: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Pretty simple: ""selected"" is the list of stalls you decide to rent, and ""assignments"" lists, in the same order as the shoppers appear in the instance, which rented stall each shopper goes to. Think of it as a short form: which stalls are paid for, and then one chosen stall per shopper. This JSON is just a sketch of the shape I expect, not the actual solution. All identifiers you use must match the instance exactly — do not rename them or invent new labels. - for example: ""Valid identifiers look like plain numbers such as ""1"" or ""23"", single capital letters like ""A"" or ""B"", or a capital letter followed by digits like ""A1"" or ""X7"".""","{'opening_costs': [2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000], 'connection_costs': [[634, 717, 837, 66, 483, 397, 852, 379, 235, 926, 453, 264, 270, 147, 520, 551, 193, 208], [369, 524, 403, 58, 324, 52, 465, 415, 427, 280, 782, 876, 826, 633, 158, 937, 745, 882], [69, 135, 100, 471, 162, 239, 18, 835, 193, 438, 834, 495, 504, 195, 414, 737, 715, 283], [622, 798, 429, 644, 829, 821, 953, 416, 98, 186, 804, 993, 508, 354, 438, 760, 242, 710], [660, 714, 544, 413, 482, 75, 776, 82, 494, 86, 676, 279, 471, 408, 521, 373, 377, 195], [137, 991, 576, 876, 807, 657, 824, 769, 494, 508, 432, 857, 61, 240, 172, 597, 791, 915], [59, 619, 607, 98, 247, 177, 767, 9, 881, 626, 195, 866, 2, 855, 321, 703, 82, 827], [500, 413, 753, 812, 836, 94, 542, 12, 684, 78, 727, 87, 520, 241, 946, 167, 165, 876]], 'objective': 7665.0}","{'open_facilities': [2, 6], 'assignments': [6, 2, 2, 6, 2, 6, 2, 6, 2, 2, 6, 2, 6, 2, 6, 6, 6, 2]}",7665.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 18, 'facilities': [{'id': 'F1', 'opening_cost': 2000}, {'id': 'F2', 'opening_cost': 2000}, {'id': 'F3', 'opening_cost': 2000}, {'id': 'F4', 'opening_cost': 2000}, {'id': 'F5', 'opening_cost': 2000}, {'id': 'F6', 'opening_cost': 2000}, {'id': 'F7', 'opening_cost': 2000}, {'id': 'F8', 'opening_cost': 2000}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 634}, {'facility': 'F1', 'customer': 1, 'cost': 717}, {'facility': 'F1', 'customer': 2, 'cost': 837}, {'facility': 'F1', 'customer': 3, 'cost': 66}, {'facility': 'F1', 'customer': 4, 'cost': 483}, {'facility': 'F1', 'customer': 5, 'cost': 397}, {'facility': 'F1', 'customer': 6, 'cost': 852}, {'facility': 'F1', 'customer': 7, 'cost': 379}, {'facility': 'F1', 'customer': 8, 'cost': 235}, {'facility': 'F1', 'customer': 9, 'cost': 926}, {'facility': 'F1', 'customer': 10, 'cost': 453}, {'facility': 'F1', 'customer': 11, 'cost': 264}, {'facility': 'F1', 'customer': 12, 'cost': 270}, {'facility': 'F1', 'customer': 13, 'cost': 147}, {'facility': 'F1', 'customer': 14, 'cost': 520}, {'facility': 'F1', 'customer': 15, 'cost': 551}, {'facility': 'F1', 'customer': 16, 'cost': 193}, {'facility': 'F1', 'customer': 17, 'cost': 208}, {'facility': 'F2', 'customer': 0, 'cost': 369}, {'facility': 'F2', 'customer': 1, 'cost': 524}, {'facility': 'F2', 'customer': 2, 'cost': 403}, {'facility': 'F2', 'customer': 3, 'cost': 58}, {'facility': 'F2', 'customer': 4, 'cost': 324}, {'facility': 'F2', 'customer': 5, 'cost': 52}, {'facility': 'F2', 'customer': 6, 'cost': 465}, {'facility': 'F2', 'customer': 7, 'cost': 415}, {'facility': 'F2', 'customer': 8, 'cost': 427}, {'facility': 'F2', 'customer': 9, 'cost': 280}, {'facility': 'F2', 'customer': 10, 'cost': 782}, {'facility': 'F2', 'customer': 11, 'cost': 876}, {'facility': 'F2', 'customer': 12, 'cost': 826}, {'facility': 'F2', 'customer': 13, 'cost': 633}, {'facility': 'F2', 'customer': 14, 'cost': 158}, {'facility': 'F2', 'customer': 15, 'cost': 937}, {'facility': 'F2', 'customer': 16, 'cost': 745}, {'facility': 'F2', 'customer': 17, 'cost': 882}, {'facility': 'F3', 'customer': 0, 'cost': 69}, {'facility': 'F3', 'customer': 1, 'cost': 135}, {'facility': 'F3', 'customer': 2, 'cost': 100}, {'facility': 'F3', 'customer': 3, 'cost': 471}, {'facility': 'F3', 'customer': 4, 'cost': 162}, {'facility': 'F3', 'customer': 5, 'cost': 239}, {'facility': 'F3', 'customer': 6, 'cost': 18}, {'facility': 'F3', 'customer': 7, 'cost': 835}, {'facility': 'F3', 'customer': 8, 'cost': 193}, {'facility': 'F3', 'customer': 9, 'cost': 438}, {'facility': 'F3', 'customer': 10, 'cost': 834}, {'facility': 'F3', 'customer': 11, 'cost': 495}, {'facility': 'F3', 'customer': 12, 'cost': 504}, {'facility': 'F3', 'customer': 13, 'cost': 195}, {'facility': 'F3', 'customer': 14, 'cost': 414}, {'facility': 'F3', 'customer': 15, 'cost': 737}, {'facility': 'F3', 'customer': 16, 'cost': 715}, {'facility': 'F3', 'customer': 17, 'cost': 283}, {'facility': 'F4', 'customer': 0, 'cost': 622}, {'facility': 'F4', 'customer': 1, 'cost': 798}, {'facility': 'F4', 'customer': 2, 'cost': 429}, {'facility': 'F4', 'customer': 3, 'cost': 644}, {'facility': 'F4', 'customer': 4, 'cost': 829}, {'facility': 'F4', 'customer': 5, 'cost': 821}, {'facility': 'F4', 'customer': 6, 'cost': 953}, {'facility': 'F4', 'customer': 7, 'cost': 416}, {'facility': 'F4', 'customer': 8, 'cost': 98}, {'facility': 'F4', 'customer': 9, 'cost': 186}, {'facility': 'F4', 'customer': 10, 'cost': 804}, {'facility': 'F4', 'customer': 11, 'cost': 993}, {'facility': 'F4', 'customer': 12, 'cost': 508}, {'facility': 'F4', 'customer': 13, 'cost': 354}, {'facility': 'F4', 'customer': 14, 'cost': 438}, {'facility': 'F4', 'customer': 15, 'cost': 760}, {'facility': 'F4', 'customer': 16, 'cost': 242}, {'facility': 'F4', 'customer': 17, 'cost': 710}, {'facility': 'F5', 'customer': 0, 'cost': 660}, {'facility': 'F5', 'customer': 1, 'cost': 714}, {'facility': 'F5', 'customer': 2, 'cost': 544}, {'facility': 'F5', 'customer': 3, 'cost': 413}, {'facility': 'F5', 'customer': 4, 'cost': 482}, {'facility': 'F5', 'customer': 5, 'cost': 75}, {'facility': 'F5', 'customer': 6, 'cost': 776}, {'facility': 'F5', 'customer': 7, 'cost': 82}, {'facility': 'F5', 'customer': 8, 'cost': 494}, {'facility': 'F5', 'customer': 9, 'cost': 86}, {'facility': 'F5', 'customer': 10, 'cost': 676}, {'facility': 'F5', 'customer': 11, 'cost': 279}, {'facility': 'F5', 'customer': 12, 'cost': 471}, {'facility': 'F5', 'customer': 13, 'cost': 408}, {'facility': 'F5', 'customer': 14, 'cost': 521}, {'facility': 'F5', 'customer': 15, 'cost': 373}, {'facility': 'F5', 'customer': 16, 'cost': 377}, {'facility': 'F5', 'customer': 17, 'cost': 195}, {'facility': 'F6', 'customer': 0, 'cost': 137}, {'facility': 'F6', 'customer': 1, 'cost': 991}, {'facility': 'F6', 'customer': 2, 'cost': 576}, {'facility': 'F6', 'customer': 3, 'cost': 876}, {'facility': 'F6', 'customer': 4, 'cost': 807}, {'facility': 'F6', 'customer': 5, 'cost': 657}, {'facility': 'F6', 'customer': 6, 'cost': 824}, {'facility': 'F6', 'customer': 7, 'cost': 769}, {'facility': 'F6', 'customer': 8, 'cost': 494}, {'facility': 'F6', 'customer': 9, 'cost': 508}, {'facility': 'F6', 'customer': 10, 'cost': 432}, {'facility': 'F6', 'customer': 11, 'cost': 857}, {'facility': 'F6', 'customer': 12, 'cost': 61}, {'facility': 'F6', 'customer': 13, 'cost': 240}, {'facility': 'F6', 'customer': 14, 'cost': 172}, {'facility': 'F6', 'customer': 15, 'cost': 597}, {'facility': 'F6', 'customer': 16, 'cost': 791}, {'facility': 'F6', 'customer': 17, 'cost': 915}, {'facility': 'F7', 'customer': 0, 'cost': 59}, {'facility': 'F7', 'customer': 1, 'cost': 619}, {'facility': 'F7', 'customer': 2, 'cost': 607}, {'facility': 'F7', 'customer': 3, 'cost': 98}, {'facility': 'F7', 'customer': 4, 'cost': 247}, {'facility': 'F7', 'customer': 5, 'cost': 177}, {'facility': 'F7', 'customer': 6, 'cost': 767}, {'facility': 'F7', 'customer': 7, 'cost': 9}, {'facility': 'F7', 'customer': 8, 'cost': 881}, {'facility': 'F7', 'customer': 9, 'cost': 626}, {'facility': 'F7', 'customer': 10, 'cost': 195}, {'facility': 'F7', 'customer': 11, 'cost': 866}, {'facility': 'F7', 'customer': 12, 'cost': 2}, {'facility': 'F7', 'customer': 13, 'cost': 855}, {'facility': 'F7', 'customer': 14, 'cost': 321}, {'facility': 'F7', 'customer': 15, 'cost': 703}, {'facility': 'F7', 'customer': 16, 'cost': 82}, {'facility': 'F7', 'customer': 17, 'cost': 827}, {'facility': 'F8', 'customer': 0, 'cost': 500}, {'facility': 'F8', 'customer': 1, 'cost': 413}, {'facility': 'F8', 'customer': 2, 'cost': 753}, {'facility': 'F8', 'customer': 3, 'cost': 812}, {'facility': 'F8', 'customer': 4, 'cost': 836}, {'facility': 'F8', 'customer': 5, 'cost': 94}, {'facility': 'F8', 'customer': 6, 'cost': 542}, {'facility': 'F8', 'customer': 7, 'cost': 12}, {'facility': 'F8', 'customer': 8, 'cost': 684}, {'facility': 'F8', 'customer': 9, 'cost': 78}, {'facility': 'F8', 'customer': 10, 'cost': 727}, {'facility': 'F8', 'customer': 11, 'cost': 87}, {'facility': 'F8', 'customer': 12, 'cost': 520}, {'facility': 'F8', 'customer': 13, 'cost': 241}, {'facility': 'F8', 'customer': 14, 'cost': 946}, {'facility': 'F8', 'customer': 15, 'cost': 167}, {'facility': 'F8', 'customer': 16, 'cost': 165}, {'facility': 'F8', 'customer': 17, 'cost': 876}], 'objective': 7665.0}","{'selected': ['F3', 'F7'], 'assignments': ['F7', 'F3', 'F3', 'F7', 'F3', 'F7', 'F3', 'F7', 'F3', 'F3', 'F7', 'F3', 'F7', 'F3', 'F7', 'F7', 'F7', 'F3']}",4,csv,0 UFLP,UFLP,"Recently the neighborhood board brought up which community tool sheds to keep maintained and how to assign homes to them. The job is to choose some sheds to pay for and then register each household with a single kept shed — households can only access sheds on that maintained list. To pick the best arrangement, you add the maintenance costs for the kept sheds and the travel cost for each household to reach its assigned shed; the arrangement with the lowest total of those added costs is preferred. No home can be left out or listed twice. The detailed costs and household distances are provided below. # total_candidate_sheds=8 # total_households=19 # SHEDS shed_id,maintenance_cost F1,2000 F2,2000 F3,2000 F4,2000 F5,2000 F6,2000 F7,2000 F8,2000 # HOUSEHOLDS household_id A B C D E F G H I J K L M N O P Q R S # HOUSEHOLD_TRAVELS shed_id,household_id,household_travel_cost F1,A,936 F1,B,495 F1,C,743 F1,D,435 F1,E,524 F1,F,253 F1,G,245 F1,H,395 F1,I,594 F1,J,119 F1,K,680 F1,L,30 F1,M,694 F1,N,474 F1,O,567 F1,P,417 F1,Q,146 F1,R,762 F1,S,655 F2,A,299 F2,B,710 F2,C,423 F2,D,447 F2,E,310 F2,F,534 F2,G,4 F2,H,457 F2,I,132 F2,J,147 F2,K,236 F2,L,440 F2,M,636 F2,N,674 F2,O,494 F2,P,181 F2,Q,668 F2,R,127 F2,S,477 F3,A,433 F3,B,557 F3,C,292 F3,D,903 F3,E,283 F3,F,598 F3,G,916 F3,H,67 F3,I,626 F3,J,562 F3,K,113 F3,L,595 F3,M,199 F3,N,43 F3,O,315 F3,P,740 F3,Q,941 F3,R,718 F3,S,160 F4,A,661 F4,B,313 F4,C,919 F4,D,260 F4,E,752 F4,F,458 F4,G,585 F4,H,834 F4,I,777 F4,J,666 F4,K,699 F4,L,264 F4,M,185 F4,N,537 F4,O,834 F4,P,695 F4,Q,38 F4,R,972 F4,S,734 F5,A,719 F5,B,987 F5,C,19 F5,D,270 F5,E,115 F5,F,167 F5,G,728 F5,H,323 F5,I,351 F5,J,585 F5,K,700 F5,L,763 F5,M,510 F5,N,662 F5,O,578 F5,P,149 F5,Q,900 F5,R,975 F5,S,94 F6,A,58 F6,B,959 F6,C,250 F6,D,845 F6,E,727 F6,F,422 F6,G,115 F6,H,924 F6,I,851 F6,J,32 F6,K,528 F6,L,746 F6,M,113 F6,N,281 F6,O,924 F6,P,617 F6,Q,712 F6,R,602 F6,S,621 F7,A,840 F7,B,38 F7,C,17 F7,D,531 F7,E,483 F7,F,882 F7,G,240 F7,H,140 F7,I,345 F7,J,86 F7,K,452 F7,L,530 F7,M,785 F7,N,306 F7,O,256 F7,P,416 F7,Q,125 F7,R,747 F7,S,402 F8,A,630 F8,B,480 F8,C,886 F8,D,914 F8,E,435 F8,F,797 F8,G,100 F8,H,61 F8,I,805 F8,J,261 F8,K,19 F8,L,828 F8,M,392 F8,N,439 F8,O,343 F8,P,134 F8,Q,729 F8,R,72 F8,S,44 Also, when you send the actual solution back, just stick to a small JSON shape so it's easy to check. Something casual like this will do: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Here ""selected"" is the list of shed locations you choose to keep (their IDs), and ""assignments"" lists, for each household in the same order as the input, which kept shed they're signed up to. Think of it like filling out a simple form — which sheds are kept and where each house is registered. This JSON is just the sketch of the shape I expect, not the filled-in answer. Please use the exact identifiers from the instance input — do not rename them or invent new labels. Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000], 'connection_costs': [[936, 495, 743, 435, 524, 253, 245, 395, 594, 119, 680, 30, 694, 474, 567, 417, 146, 762, 655], [299, 710, 423, 447, 310, 534, 4, 457, 132, 147, 236, 440, 636, 674, 494, 181, 668, 127, 477], [433, 557, 292, 903, 283, 598, 916, 67, 626, 562, 113, 595, 199, 43, 315, 740, 941, 718, 160], [661, 313, 919, 260, 752, 458, 585, 834, 777, 666, 699, 264, 185, 537, 834, 695, 38, 972, 734], [719, 987, 19, 270, 115, 167, 728, 323, 351, 585, 700, 763, 510, 662, 578, 149, 900, 975, 94], [58, 959, 250, 845, 727, 422, 115, 924, 851, 32, 528, 746, 113, 281, 924, 617, 712, 602, 621], [840, 38, 17, 531, 483, 882, 240, 140, 345, 86, 452, 530, 785, 306, 256, 416, 125, 747, 402], [630, 480, 886, 914, 435, 797, 100, 61, 805, 261, 19, 828, 392, 439, 343, 134, 729, 72, 44]], 'objective': 8716.0}","{'open_facilities': [1, 6], 'assignments': [1, 6, 6, 1, 1, 1, 1, 6, 1, 6, 1, 1, 1, 6, 6, 1, 6, 1, 6]}",8716.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 19, 'facilities': [{'id': 'F1', 'opening_cost': 2000}, {'id': 'F2', 'opening_cost': 2000}, {'id': 'F3', 'opening_cost': 2000}, {'id': 'F4', 'opening_cost': 2000}, {'id': 'F5', 'opening_cost': 2000}, {'id': 'F6', 'opening_cost': 2000}, {'id': 'F7', 'opening_cost': 2000}, {'id': 'F8', 'opening_cost': 2000}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}, {'id': 'P'}, {'id': 'Q'}, {'id': 'R'}, {'id': 'S'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 936}, {'facility': 'F1', 'customer': 'B', 'cost': 495}, {'facility': 'F1', 'customer': 'C', 'cost': 743}, {'facility': 'F1', 'customer': 'D', 'cost': 435}, {'facility': 'F1', 'customer': 'E', 'cost': 524}, {'facility': 'F1', 'customer': 'F', 'cost': 253}, {'facility': 'F1', 'customer': 'G', 'cost': 245}, {'facility': 'F1', 'customer': 'H', 'cost': 395}, {'facility': 'F1', 'customer': 'I', 'cost': 594}, {'facility': 'F1', 'customer': 'J', 'cost': 119}, {'facility': 'F1', 'customer': 'K', 'cost': 680}, {'facility': 'F1', 'customer': 'L', 'cost': 30}, {'facility': 'F1', 'customer': 'M', 'cost': 694}, {'facility': 'F1', 'customer': 'N', 'cost': 474}, {'facility': 'F1', 'customer': 'O', 'cost': 567}, {'facility': 'F1', 'customer': 'P', 'cost': 417}, {'facility': 'F1', 'customer': 'Q', 'cost': 146}, {'facility': 'F1', 'customer': 'R', 'cost': 762}, {'facility': 'F1', 'customer': 'S', 'cost': 655}, {'facility': 'F2', 'customer': 'A', 'cost': 299}, {'facility': 'F2', 'customer': 'B', 'cost': 710}, {'facility': 'F2', 'customer': 'C', 'cost': 423}, {'facility': 'F2', 'customer': 'D', 'cost': 447}, {'facility': 'F2', 'customer': 'E', 'cost': 310}, {'facility': 'F2', 'customer': 'F', 'cost': 534}, {'facility': 'F2', 'customer': 'G', 'cost': 4}, {'facility': 'F2', 'customer': 'H', 'cost': 457}, {'facility': 'F2', 'customer': 'I', 'cost': 132}, {'facility': 'F2', 'customer': 'J', 'cost': 147}, {'facility': 'F2', 'customer': 'K', 'cost': 236}, {'facility': 'F2', 'customer': 'L', 'cost': 440}, {'facility': 'F2', 'customer': 'M', 'cost': 636}, {'facility': 'F2', 'customer': 'N', 'cost': 674}, {'facility': 'F2', 'customer': 'O', 'cost': 494}, {'facility': 'F2', 'customer': 'P', 'cost': 181}, {'facility': 'F2', 'customer': 'Q', 'cost': 668}, {'facility': 'F2', 'customer': 'R', 'cost': 127}, {'facility': 'F2', 'customer': 'S', 'cost': 477}, {'facility': 'F3', 'customer': 'A', 'cost': 433}, {'facility': 'F3', 'customer': 'B', 'cost': 557}, {'facility': 'F3', 'customer': 'C', 'cost': 292}, {'facility': 'F3', 'customer': 'D', 'cost': 903}, {'facility': 'F3', 'customer': 'E', 'cost': 283}, {'facility': 'F3', 'customer': 'F', 'cost': 598}, {'facility': 'F3', 'customer': 'G', 'cost': 916}, {'facility': 'F3', 'customer': 'H', 'cost': 67}, {'facility': 'F3', 'customer': 'I', 'cost': 626}, {'facility': 'F3', 'customer': 'J', 'cost': 562}, {'facility': 'F3', 'customer': 'K', 'cost': 113}, {'facility': 'F3', 'customer': 'L', 'cost': 595}, {'facility': 'F3', 'customer': 'M', 'cost': 199}, {'facility': 'F3', 'customer': 'N', 'cost': 43}, {'facility': 'F3', 'customer': 'O', 'cost': 315}, {'facility': 'F3', 'customer': 'P', 'cost': 740}, {'facility': 'F3', 'customer': 'Q', 'cost': 941}, {'facility': 'F3', 'customer': 'R', 'cost': 718}, {'facility': 'F3', 'customer': 'S', 'cost': 160}, {'facility': 'F4', 'customer': 'A', 'cost': 661}, {'facility': 'F4', 'customer': 'B', 'cost': 313}, {'facility': 'F4', 'customer': 'C', 'cost': 919}, {'facility': 'F4', 'customer': 'D', 'cost': 260}, {'facility': 'F4', 'customer': 'E', 'cost': 752}, {'facility': 'F4', 'customer': 'F', 'cost': 458}, {'facility': 'F4', 'customer': 'G', 'cost': 585}, {'facility': 'F4', 'customer': 'H', 'cost': 834}, {'facility': 'F4', 'customer': 'I', 'cost': 777}, {'facility': 'F4', 'customer': 'J', 'cost': 666}, {'facility': 'F4', 'customer': 'K', 'cost': 699}, {'facility': 'F4', 'customer': 'L', 'cost': 264}, {'facility': 'F4', 'customer': 'M', 'cost': 185}, {'facility': 'F4', 'customer': 'N', 'cost': 537}, {'facility': 'F4', 'customer': 'O', 'cost': 834}, {'facility': 'F4', 'customer': 'P', 'cost': 695}, {'facility': 'F4', 'customer': 'Q', 'cost': 38}, {'facility': 'F4', 'customer': 'R', 'cost': 972}, {'facility': 'F4', 'customer': 'S', 'cost': 734}, {'facility': 'F5', 'customer': 'A', 'cost': 719}, {'facility': 'F5', 'customer': 'B', 'cost': 987}, {'facility': 'F5', 'customer': 'C', 'cost': 19}, {'facility': 'F5', 'customer': 'D', 'cost': 270}, {'facility': 'F5', 'customer': 'E', 'cost': 115}, {'facility': 'F5', 'customer': 'F', 'cost': 167}, {'facility': 'F5', 'customer': 'G', 'cost': 728}, {'facility': 'F5', 'customer': 'H', 'cost': 323}, {'facility': 'F5', 'customer': 'I', 'cost': 351}, {'facility': 'F5', 'customer': 'J', 'cost': 585}, {'facility': 'F5', 'customer': 'K', 'cost': 700}, {'facility': 'F5', 'customer': 'L', 'cost': 763}, {'facility': 'F5', 'customer': 'M', 'cost': 510}, {'facility': 'F5', 'customer': 'N', 'cost': 662}, {'facility': 'F5', 'customer': 'O', 'cost': 578}, {'facility': 'F5', 'customer': 'P', 'cost': 149}, {'facility': 'F5', 'customer': 'Q', 'cost': 900}, {'facility': 'F5', 'customer': 'R', 'cost': 975}, {'facility': 'F5', 'customer': 'S', 'cost': 94}, {'facility': 'F6', 'customer': 'A', 'cost': 58}, {'facility': 'F6', 'customer': 'B', 'cost': 959}, {'facility': 'F6', 'customer': 'C', 'cost': 250}, {'facility': 'F6', 'customer': 'D', 'cost': 845}, {'facility': 'F6', 'customer': 'E', 'cost': 727}, {'facility': 'F6', 'customer': 'F', 'cost': 422}, {'facility': 'F6', 'customer': 'G', 'cost': 115}, {'facility': 'F6', 'customer': 'H', 'cost': 924}, {'facility': 'F6', 'customer': 'I', 'cost': 851}, {'facility': 'F6', 'customer': 'J', 'cost': 32}, {'facility': 'F6', 'customer': 'K', 'cost': 528}, {'facility': 'F6', 'customer': 'L', 'cost': 746}, {'facility': 'F6', 'customer': 'M', 'cost': 113}, {'facility': 'F6', 'customer': 'N', 'cost': 281}, {'facility': 'F6', 'customer': 'O', 'cost': 924}, {'facility': 'F6', 'customer': 'P', 'cost': 617}, {'facility': 'F6', 'customer': 'Q', 'cost': 712}, {'facility': 'F6', 'customer': 'R', 'cost': 602}, {'facility': 'F6', 'customer': 'S', 'cost': 621}, {'facility': 'F7', 'customer': 'A', 'cost': 840}, {'facility': 'F7', 'customer': 'B', 'cost': 38}, {'facility': 'F7', 'customer': 'C', 'cost': 17}, {'facility': 'F7', 'customer': 'D', 'cost': 531}, {'facility': 'F7', 'customer': 'E', 'cost': 483}, {'facility': 'F7', 'customer': 'F', 'cost': 882}, {'facility': 'F7', 'customer': 'G', 'cost': 240}, {'facility': 'F7', 'customer': 'H', 'cost': 140}, {'facility': 'F7', 'customer': 'I', 'cost': 345}, {'facility': 'F7', 'customer': 'J', 'cost': 86}, {'facility': 'F7', 'customer': 'K', 'cost': 452}, {'facility': 'F7', 'customer': 'L', 'cost': 530}, {'facility': 'F7', 'customer': 'M', 'cost': 785}, {'facility': 'F7', 'customer': 'N', 'cost': 306}, {'facility': 'F7', 'customer': 'O', 'cost': 256}, {'facility': 'F7', 'customer': 'P', 'cost': 416}, {'facility': 'F7', 'customer': 'Q', 'cost': 125}, {'facility': 'F7', 'customer': 'R', 'cost': 747}, {'facility': 'F7', 'customer': 'S', 'cost': 402}, {'facility': 'F8', 'customer': 'A', 'cost': 630}, {'facility': 'F8', 'customer': 'B', 'cost': 480}, {'facility': 'F8', 'customer': 'C', 'cost': 886}, {'facility': 'F8', 'customer': 'D', 'cost': 914}, {'facility': 'F8', 'customer': 'E', 'cost': 435}, {'facility': 'F8', 'customer': 'F', 'cost': 797}, {'facility': 'F8', 'customer': 'G', 'cost': 100}, {'facility': 'F8', 'customer': 'H', 'cost': 61}, {'facility': 'F8', 'customer': 'I', 'cost': 805}, {'facility': 'F8', 'customer': 'J', 'cost': 261}, {'facility': 'F8', 'customer': 'K', 'cost': 19}, {'facility': 'F8', 'customer': 'L', 'cost': 828}, {'facility': 'F8', 'customer': 'M', 'cost': 392}, {'facility': 'F8', 'customer': 'N', 'cost': 439}, {'facility': 'F8', 'customer': 'O', 'cost': 343}, {'facility': 'F8', 'customer': 'P', 'cost': 134}, {'facility': 'F8', 'customer': 'Q', 'cost': 729}, {'facility': 'F8', 'customer': 'R', 'cost': 72}, {'facility': 'F8', 'customer': 'S', 'cost': 44}], 'objective': 8716.0}","{'selected': ['F2', 'F7'], 'assignments': ['F2', 'F7', 'F7', 'F2', 'F2', 'F2', 'F2', 'F7', 'F2', 'F7', 'F2', 'F2', 'F2', 'F7', 'F7', 'F2', 'F7', 'F2', 'F7']}",5,csv,names UFLP,UFLP,"Back when the shop was deciding routes for the month, the owner had to choose which mobile grooming vans to deploy and who would service each client. The constraint was clear: each appointment must be covered by exactly one van that was actually sent out — no appointment left out, no appointment served twice, and no assigning to vans that weren’t deployed. A smarter schedule is simply the cheaper one overall: add together the deployment charges for the vans chosen and the travel costs for every appointment, and keep that combined amount as low as possible. The detailed van information and appointments are shown below. { ""num_candidate_vans"": 6, ""num_appointments"": 15, ""vans"": [ { ""van_id"": ""F1"", ""deployment_cost"": 1337 }, { ""van_id"": ""F2"", ""deployment_cost"": 1702 }, { ""van_id"": ""F3"", ""deployment_cost"": 1696 }, { ""van_id"": ""F4"", ""deployment_cost"": 1831 }, { ""van_id"": ""F5"", ""deployment_cost"": 1241 }, { ""van_id"": ""F6"", ""deployment_cost"": 1139 } ], ""appointments"": [ { ""appointment_id"": ""A"" }, { ""appointment_id"": ""B"" }, { ""appointment_id"": ""C"" }, { ""appointment_id"": ""D"" }, { ""appointment_id"": ""E"" }, { ""appointment_id"": ""F"" }, { ""appointment_id"": ""G"" }, { ""appointment_id"": ""H"" }, { ""appointment_id"": ""I"" }, { ""appointment_id"": ""J"" }, { ""appointment_id"": ""K"" }, { ""appointment_id"": ""L"" }, { ""appointment_id"": ""M"" }, { ""appointment_id"": ""N"" }, { ""appointment_id"": ""O"" } ], ""travels"": [ { ""van_id"": ""F1"", ""appointment_id"": ""A"", ""travel_cost"": 813 }, { ""van_id"": ""F1"", ""appointment_id"": ""B"", ""travel_cost"": 990 }, { ""van_id"": ""F1"", ""appointment_id"": ""C"", ""travel_cost"": 511 }, { ""van_id"": ""F1"", ""appointment_id"": ""D"", ""travel_cost"": 29 }, { ""van_id"": ""F1"", ""appointment_id"": ""E"", ""travel_cost"": 978 }, { ""van_id"": ""F1"", ""appointment_id"": ""F"", ""travel_cost"": 938 }, { ""van_id"": ""F1"", ""appointment_id"": ""G"", ""travel_cost"": 213 }, { ""van_id"": ""F1"", ""appointment_id"": ""H"", ""travel_cost"": 286 }, { ""van_id"": ""F1"", ""appointment_id"": ""I"", ""travel_cost"": 331 }, { ""van_id"": ""F1"", ""appointment_id"": ""J"", ""travel_cost"": 992 }, { ""van_id"": ""F1"", ""appointment_id"": ""K"", ""travel_cost"": 847 }, { ""van_id"": ""F1"", ""appointment_id"": ""L"", ""travel_cost"": 206 }, { ""van_id"": ""F1"", ""appointment_id"": ""M"", ""travel_cost"": 424 }, { ""van_id"": ""F1"", ""appointment_id"": ""N"", ""travel_cost"": 653 }, { ""van_id"": ""F1"", ""appointment_id"": ""O"", ""travel_cost"": 830 }, { ""van_id"": ""F2"", ""appointment_id"": ""A"", ""travel_cost"": 988 }, { ""van_id"": ""F2"", ""appointment_id"": ""B"", ""travel_cost"": 182 }, { ""van_id"": ""F2"", ""appointment_id"": ""C"", ""travel_cost"": 301 }, { ""van_id"": ""F2"", ""appointment_id"": ""D"", ""travel_cost"": 948 }, { ""van_id"": ""F2"", ""appointment_id"": ""E"", ""travel_cost"": 688 }, { ""van_id"": ""F2"", ""appointment_id"": ""F"", ""travel_cost"": 952 }, { ""van_id"": ""F2"", ""appointment_id"": ""G"", ""travel_cost"": 495 }, { ""van_id"": ""F2"", ""appointment_id"": ""H"", ""travel_cost"": 783 }, { ""van_id"": ""F2"", ""appointment_id"": ""I"", ""travel_cost"": 223 }, { ""van_id"": ""F2"", ""appointment_id"": ""J"", ""travel_cost"": 603 }, { ""van_id"": ""F2"", ""appointment_id"": ""K"", ""travel_cost"": 812 }, { ""van_id"": ""F2"", ""appointment_id"": ""L"", ""travel_cost"": 44 }, { ""van_id"": ""F2"", ""appointment_id"": ""M"", ""travel_cost"": 263 }, { ""van_id"": ""F2"", ""appointment_id"": ""N"", ""travel_cost"": 291 }, { ""van_id"": ""F2"", ""appointment_id"": ""O"", ""travel_cost"": 66 }, { ""van_id"": ""F3"", ""appointment_id"": ""A"", ""travel_cost"": 490 }, { ""van_id"": ""F3"", ""appointment_id"": ""B"", ""travel_cost"": 116 }, { ""van_id"": ""F3"", ""appointment_id"": ""C"", ""travel_cost"": 75 }, { ""van_id"": ""F3"", ""appointment_id"": ""D"", ""travel_cost"": 247 }, { ""van_id"": ""F3"", ""appointment_id"": ""E"", ""travel_cost"": 516 }, { ""van_id"": ""F3"", ""appointment_id"": ""F"", ""travel_cost"": 141 }, { ""van_id"": ""F3"", ""appointment_id"": ""G"", ""travel_cost"": 122 }, { ""van_id"": ""F3"", ""appointment_id"": ""H"", ""travel_cost"": 167 }, { ""van_id"": ""F3"", ""appointment_id"": ""I"", ""travel_cost"": 169 }, { ""van_id"": ""F3"", ""appointment_id"": ""J"", ""travel_cost"": 554 }, { ""van_id"": ""F3"", ""appointment_id"": ""K"", ""travel_cost"": 911 }, { ""van_id"": ""F3"", ""appointment_id"": ""L"", ""travel_cost"": 247 }, { ""van_id"": ""F3"", ""appointment_id"": ""M"", ""travel_cost"": 973 }, { ""van_id"": ""F3"", ""appointment_id"": ""N"", ""travel_cost"": 296 }, { ""van_id"": ""F3"", ""appointment_id"": ""O"", ""travel_cost"": 276 }, { ""van_id"": ""F4"", ""appointment_id"": ""A"", ""travel_cost"": 150 }, { ""van_id"": ""F4"", ""appointment_id"": ""B"", ""travel_cost"": 481 }, { ""van_id"": ""F4"", ""appointment_id"": ""C"", ""travel_cost"": 762 }, { ""van_id"": ""F4"", ""appointment_id"": ""D"", ""travel_cost"": 455 }, { ""van_id"": ""F4"", ""appointment_id"": ""E"", ""travel_cost"": 170 }, { ""van_id"": ""F4"", ""appointment_id"": ""F"", ""travel_cost"": 96 }, { ""van_id"": ""F4"", ""appointment_id"": ""G"", ""travel_cost"": 897 }, { ""van_id"": ""F4"", ""appointment_id"": ""H"", ""travel_cost"": 510 }, { ""van_id"": ""F4"", ""appointment_id"": ""I"", ""travel_cost"": 278 }, { ""van_id"": ""F4"", ""appointment_id"": ""J"", ""travel_cost"": 845 }, { ""van_id"": ""F4"", ""appointment_id"": ""K"", ""travel_cost"": 785 }, { ""van_id"": ""F4"", ""appointment_id"": ""L"", ""travel_cost"": 787 }, { ""van_id"": ""F4"", ""appointment_id"": ""M"", ""travel_cost"": 201 }, { ""van_id"": ""F4"", ""appointment_id"": ""N"", ""travel_cost"": 937 }, { ""van_id"": ""F4"", ""appointment_id"": ""O"", ""travel_cost"": 756 }, { ""van_id"": ""F5"", ""appointment_id"": ""A"", ""travel_cost"": 697 }, { ""van_id"": ""F5"", ""appointment_id"": ""B"", ""travel_cost"": 770 }, { ""van_id"": ""F5"", ""appointment_id"": ""C"", ""travel_cost"": 346 }, { ""van_id"": ""F5"", ""appointment_id"": ""D"", ""travel_cost"": 37 }, { ""van_id"": ""F5"", ""appointment_id"": ""E"", ""travel_cost"": 666 }, { ""van_id"": ""F5"", ""appointment_id"": ""F"", ""travel_cost"": 706 }, { ""van_id"": ""F5"", ""appointment_id"": ""G"", ""travel_cost"": 195 }, { ""van_id"": ""F5"", ""appointment_id"": ""H"", ""travel_cost"": 547 }, { ""van_id"": ""F5"", ""appointment_id"": ""I"", ""travel_cost"": 886 }, { ""van_id"": ""F5"", ""appointment_id"": ""J"", ""travel_cost"": 472 }, { ""van_id"": ""F5"", ""appointment_id"": ""K"", ""travel_cost"": 869 }, { ""van_id"": ""F5"", ""appointment_id"": ""L"", ""travel_cost"": 956 }, { ""van_id"": ""F5"", ""appointment_id"": ""M"", ""travel_cost"": 389 }, { ""van_id"": ""F5"", ""appointment_id"": ""N"", ""travel_cost"": 763 }, { ""van_id"": ""F5"", ""appointment_id"": ""O"", ""travel_cost"": 258 }, { ""van_id"": ""F6"", ""appointment_id"": ""A"", ""travel_cost"": 930 }, { ""van_id"": ""F6"", ""appointment_id"": ""B"", ""travel_cost"": 952 }, { ""van_id"": ""F6"", ""appointment_id"": ""C"", ""travel_cost"": 241 }, { ""van_id"": ""F6"", ""appointment_id"": ""D"", ""travel_cost"": 557 }, { ""van_id"": ""F6"", ""appointment_id"": ""E"", ""travel_cost"": 734 }, { ""van_id"": ""F6"", ""appointment_id"": ""F"", ""travel_cost"": 760 }, { ""van_id"": ""F6"", ""appointment_id"": ""G"", ""travel_cost"": 18 }, { ""van_id"": ""F6"", ""appointment_id"": ""H"", ""travel_cost"": 524 }, { ""van_id"": ""F6"", ""appointment_id"": ""I"", ""travel_cost"": 352 }, { ""van_id"": ""F6"", ""appointment_id"": ""J"", ""travel_cost"": 863 }, { ""van_id"": ""F6"", ""appointment_id"": ""K"", ""travel_cost"": 392 }, { ""van_id"": ""F6"", ""appointment_id"": ""L"", ""travel_cost"": 262 }, { ""van_id"": ""F6"", ""appointment_id"": ""M"", ""travel_cost"": 804 }, { ""van_id"": ""F6"", ""appointment_id"": ""N"", ""travel_cost"": 942 }, { ""van_id"": ""F6"", ""appointment_id"": ""O"", ""travel_cost"": 461 } ] } If you want to tell me which vans you actually sent and who each client got, please use this simple JSON layout so it's easy to read and check: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Pretty straightforward: ""selected"" is the list of vans you decide to send out, and ""assignments"" lists, in the same order as the appointments in the instance, which van handles each appointment. Think of it like filling out a form — pick the vans you deploy, then next to each client write the van that will serve them. This JSON is just the expected shape — a sketch — not the actual solution. Important: all identifiers must be used exactly as they appear in the instance input — no renaming and no new labels. For example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [1337, 1702, 1696, 1831, 1241, 1139], 'connection_costs': [[813, 990, 511, 29, 978, 938, 213, 286, 331, 992, 847, 206, 424, 653, 830], [988, 182, 301, 948, 688, 952, 495, 783, 223, 603, 812, 44, 263, 291, 66], [490, 116, 75, 247, 516, 141, 122, 167, 169, 554, 911, 247, 973, 296, 276], [150, 481, 762, 455, 170, 96, 897, 510, 278, 845, 785, 787, 201, 937, 756], [697, 770, 346, 37, 666, 706, 195, 547, 886, 472, 869, 956, 389, 763, 258], [930, 952, 241, 557, 734, 760, 18, 524, 352, 863, 392, 262, 804, 942, 461]], 'objective': 6996.0}","{'open_facilities': [2], 'assignments': [2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2]}",6996.0,"{'problem_type': 'UFLP', 'num_facilities': 6, 'num_customers': 15, 'facilities': [{'id': 'F1', 'opening_cost': 1337}, {'id': 'F2', 'opening_cost': 1702}, {'id': 'F3', 'opening_cost': 1696}, {'id': 'F4', 'opening_cost': 1831}, {'id': 'F5', 'opening_cost': 1241}, {'id': 'F6', 'opening_cost': 1139}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 813}, {'facility': 'F1', 'customer': 'B', 'cost': 990}, {'facility': 'F1', 'customer': 'C', 'cost': 511}, {'facility': 'F1', 'customer': 'D', 'cost': 29}, {'facility': 'F1', 'customer': 'E', 'cost': 978}, {'facility': 'F1', 'customer': 'F', 'cost': 938}, {'facility': 'F1', 'customer': 'G', 'cost': 213}, {'facility': 'F1', 'customer': 'H', 'cost': 286}, {'facility': 'F1', 'customer': 'I', 'cost': 331}, {'facility': 'F1', 'customer': 'J', 'cost': 992}, {'facility': 'F1', 'customer': 'K', 'cost': 847}, {'facility': 'F1', 'customer': 'L', 'cost': 206}, {'facility': 'F1', 'customer': 'M', 'cost': 424}, {'facility': 'F1', 'customer': 'N', 'cost': 653}, {'facility': 'F1', 'customer': 'O', 'cost': 830}, {'facility': 'F2', 'customer': 'A', 'cost': 988}, {'facility': 'F2', 'customer': 'B', 'cost': 182}, {'facility': 'F2', 'customer': 'C', 'cost': 301}, {'facility': 'F2', 'customer': 'D', 'cost': 948}, {'facility': 'F2', 'customer': 'E', 'cost': 688}, {'facility': 'F2', 'customer': 'F', 'cost': 952}, {'facility': 'F2', 'customer': 'G', 'cost': 495}, {'facility': 'F2', 'customer': 'H', 'cost': 783}, {'facility': 'F2', 'customer': 'I', 'cost': 223}, {'facility': 'F2', 'customer': 'J', 'cost': 603}, {'facility': 'F2', 'customer': 'K', 'cost': 812}, {'facility': 'F2', 'customer': 'L', 'cost': 44}, {'facility': 'F2', 'customer': 'M', 'cost': 263}, {'facility': 'F2', 'customer': 'N', 'cost': 291}, {'facility': 'F2', 'customer': 'O', 'cost': 66}, {'facility': 'F3', 'customer': 'A', 'cost': 490}, {'facility': 'F3', 'customer': 'B', 'cost': 116}, {'facility': 'F3', 'customer': 'C', 'cost': 75}, {'facility': 'F3', 'customer': 'D', 'cost': 247}, {'facility': 'F3', 'customer': 'E', 'cost': 516}, {'facility': 'F3', 'customer': 'F', 'cost': 141}, {'facility': 'F3', 'customer': 'G', 'cost': 122}, {'facility': 'F3', 'customer': 'H', 'cost': 167}, {'facility': 'F3', 'customer': 'I', 'cost': 169}, {'facility': 'F3', 'customer': 'J', 'cost': 554}, {'facility': 'F3', 'customer': 'K', 'cost': 911}, {'facility': 'F3', 'customer': 'L', 'cost': 247}, {'facility': 'F3', 'customer': 'M', 'cost': 973}, {'facility': 'F3', 'customer': 'N', 'cost': 296}, {'facility': 'F3', 'customer': 'O', 'cost': 276}, {'facility': 'F4', 'customer': 'A', 'cost': 150}, {'facility': 'F4', 'customer': 'B', 'cost': 481}, {'facility': 'F4', 'customer': 'C', 'cost': 762}, {'facility': 'F4', 'customer': 'D', 'cost': 455}, {'facility': 'F4', 'customer': 'E', 'cost': 170}, {'facility': 'F4', 'customer': 'F', 'cost': 96}, {'facility': 'F4', 'customer': 'G', 'cost': 897}, {'facility': 'F4', 'customer': 'H', 'cost': 510}, {'facility': 'F4', 'customer': 'I', 'cost': 278}, {'facility': 'F4', 'customer': 'J', 'cost': 845}, {'facility': 'F4', 'customer': 'K', 'cost': 785}, {'facility': 'F4', 'customer': 'L', 'cost': 787}, {'facility': 'F4', 'customer': 'M', 'cost': 201}, {'facility': 'F4', 'customer': 'N', 'cost': 937}, {'facility': 'F4', 'customer': 'O', 'cost': 756}, {'facility': 'F5', 'customer': 'A', 'cost': 697}, {'facility': 'F5', 'customer': 'B', 'cost': 770}, {'facility': 'F5', 'customer': 'C', 'cost': 346}, {'facility': 'F5', 'customer': 'D', 'cost': 37}, {'facility': 'F5', 'customer': 'E', 'cost': 666}, {'facility': 'F5', 'customer': 'F', 'cost': 706}, {'facility': 'F5', 'customer': 'G', 'cost': 195}, {'facility': 'F5', 'customer': 'H', 'cost': 547}, {'facility': 'F5', 'customer': 'I', 'cost': 886}, {'facility': 'F5', 'customer': 'J', 'cost': 472}, {'facility': 'F5', 'customer': 'K', 'cost': 869}, {'facility': 'F5', 'customer': 'L', 'cost': 956}, {'facility': 'F5', 'customer': 'M', 'cost': 389}, {'facility': 'F5', 'customer': 'N', 'cost': 763}, {'facility': 'F5', 'customer': 'O', 'cost': 258}, {'facility': 'F6', 'customer': 'A', 'cost': 930}, {'facility': 'F6', 'customer': 'B', 'cost': 952}, {'facility': 'F6', 'customer': 'C', 'cost': 241}, {'facility': 'F6', 'customer': 'D', 'cost': 557}, {'facility': 'F6', 'customer': 'E', 'cost': 734}, {'facility': 'F6', 'customer': 'F', 'cost': 760}, {'facility': 'F6', 'customer': 'G', 'cost': 18}, {'facility': 'F6', 'customer': 'H', 'cost': 524}, {'facility': 'F6', 'customer': 'I', 'cost': 352}, {'facility': 'F6', 'customer': 'J', 'cost': 863}, {'facility': 'F6', 'customer': 'K', 'cost': 392}, {'facility': 'F6', 'customer': 'L', 'cost': 262}, {'facility': 'F6', 'customer': 'M', 'cost': 804}, {'facility': 'F6', 'customer': 'N', 'cost': 942}, {'facility': 'F6', 'customer': 'O', 'cost': 461}], 'objective': 6996.0}","{'selected': ['F3'], 'assignments': ['F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3']}",6,json,names UFLP,UFLP,"Many people on the planning team are working through a straightforward trade-off: open more pickup hubs (which costs money) or have customers travel farther (which raises travel bills). The task is to choose which hubs to open and register each customer to a single opened hub so that when you add together the hub opening charges and all customer travel costs the total is as small as it can be. Every customer must be assigned to exactly one hub that’s been opened, and customers can’t use hubs that remain closed. The specific options and numbers are shown below. There are 9 hubs and 18 customers in this instance. **Hubs** | hub_id | hub_opening_fee | |---|---| | F1 | 1000 | | F2 | 1000 | | F3 | 1000 | | F4 | 1000 | | F5 | 1000 | | F6 | 1000 | | F7 | 1000 | | F8 | 1000 | | F9 | 1000 | **Customers** | customer_id | |---| | 0 | | 1 | | 2 | | 3 | | 4 | | 5 | | 6 | | 7 | | 8 | | 9 | | 10 | | 11 | | 12 | | 13 | | 14 | | 15 | | 16 | | 17 | **Travel Cost To Hub** | hub_id | customer_id | travel_cost_to_hub | |---|---|---| | F1 | 0 | 808 | | F1 | 1 | 355 | | F1 | 2 | 311 | | F1 | 3 | 248 | | F1 | 4 | 923 | | F1 | 5 | 597 | | F1 | 6 | 258 | | F1 | 7 | 910 | | F1 | 8 | 736 | | F1 | 9 | 954 | | F1 | 10 | 65 | | F1 | 11 | 43 | | F1 | 12 | 769 | | F1 | 13 | 796 | | F1 | 14 | 642 | | F1 | 15 | 390 | | F1 | 16 | 22 | | F1 | 17 | 139 | | F2 | 0 | 10 | | F2 | 1 | 289 | | F2 | 2 | 337 | | F2 | 3 | 886 | | F2 | 4 | 551 | | F2 | 5 | 409 | | F2 | 6 | 161 | | F2 | 7 | 376 | | F2 | 8 | 785 | | F2 | 9 | 545 | | F2 | 10 | 182 | | F2 | 11 | 724 | | F2 | 12 | 156 | | F2 | 13 | 417 | | F2 | 14 | 652 | | F2 | 15 | 737 | | F2 | 16 | 129 | | F2 | 17 | 804 | | F3 | 0 | 503 | | F3 | 1 | 706 | | F3 | 2 | 307 | | F3 | 3 | 160 | | F3 | 4 | 567 | | F3 | 5 | 281 | | F3 | 6 | 247 | | F3 | 7 | 201 | | F3 | 8 | 216 | | F3 | 9 | 40 | | F3 | 10 | 263 | | F3 | 11 | 216 | | F3 | 12 | 635 | | F3 | 13 | 910 | | F3 | 14 | 78 | | F3 | 15 | 119 | | F3 | 16 | 950 | | F3 | 17 | 474 | | F4 | 0 | 79 | | F4 | 1 | 811 | | F4 | 2 | 318 | | F4 | 3 | 144 | | F4 | 4 | 7 | | F4 | 5 | 998 | | F4 | 6 | 437 | | F4 | 7 | 147 | | F4 | 8 | 556 | | F4 | 9 | 409 | | F4 | 10 | 137 | | F4 | 11 | 390 | | F4 | 12 | 80 | | F4 | 13 | 365 | | F4 | 14 | 846 | | F4 | 15 | 324 | | F4 | 16 | 781 | | F4 | 17 | 21 | | F5 | 0 | 284 | | F5 | 1 | 440 | | F5 | 2 | 763 | | F5 | 3 | 988 | | F5 | 4 | 549 | | F5 | 5 | 686 | | F5 | 6 | 316 | | F5 | 7 | 35 | | F5 | 8 | 512 | | F5 | 9 | 71 | | F5 | 10 | 827 | | F5 | 11 | 143 | | F5 | 12 | 543 | | F5 | 13 | 359 | | F5 | 14 | 899 | | F5 | 15 | 313 | | F5 | 16 | 647 | | F5 | 17 | 927 | | F6 | 0 | 41 | | F6 | 1 | 419 | | F6 | 2 | 651 | | F6 | 3 | 921 | | F6 | 4 | 931 | | F6 | 5 | 846 | | F6 | 6 | 769 | | F6 | 7 | 724 | | F6 | 8 | 401 | | F6 | 9 | 738 | | F6 | 10 | 118 | | F6 | 11 | 173 | | F6 | 12 | 275 | | F6 | 13 | 702 | | F6 | 14 | 395 | | F6 | 15 | 993 | | F6 | 16 | 889 | | F6 | 17 | 816 | | F7 | 0 | 198 | | F7 | 1 | 938 | | F7 | 2 | 108 | | F7 | 3 | 922 | | F7 | 4 | 834 | | F7 | 5 | 606 | | F7 | 6 | 89 | | F7 | 7 | 106 | | F7 | 8 | 158 | | F7 | 9 | 756 | | F7 | 10 | 419 | | F7 | 11 | 206 | | F7 | 12 | 857 | | F7 | 13 | 895 | | F7 | 14 | 9 | | F7 | 15 | 740 | | F7 | 16 | 323 | | F7 | 17 | 449 | | F8 | 0 | 166 | | F8 | 1 | 15 | | F8 | 2 | 879 | | F8 | 3 | 927 | | F8 | 4 | 695 | | F8 | 5 | 519 | | F8 | 6 | 331 | | F8 | 7 | 184 | | F8 | 8 | 695 | | F8 | 9 | 352 | | F8 | 10 | 721 | | F8 | 11 | 131 | | F8 | 12 | 78 | | F8 | 13 | 900 | | F8 | 14 | 199 | | F8 | 15 | 976 | | F8 | 16 | 286 | | F8 | 17 | 3 | | F9 | 0 | 356 | | F9 | 1 | 414 | | F9 | 2 | 430 | | F9 | 3 | 756 | | F9 | 4 | 320 | | F9 | 5 | 900 | | F9 | 6 | 919 | | F9 | 7 | 309 | | F9 | 8 | 633 | | F9 | 9 | 197 | | F9 | 10 | 599 | | F9 | 11 | 689 | | F9 | 12 | 579 | | F9 | 13 | 174 | | F9 | 14 | 765 | | F9 | 15 | 315 | | F9 | 16 | 172 | | F9 | 17 | 404 | Just so we're on the same page about how I want the answer formatted, please use this simple JSON shape when you send the solution — it makes it easy to read and plug into the rest of the workflow. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Think of it like a little form: ""selected"" is the list of hubs you choose to open, and ""assignments"" is the list that says, for each customer (in the same order as the input), which opened hub they will use. This is just the shape I expect — fill in the actual identifiers from the instance when you produce the final answer. Please use the exact identifiers from the instance input — don't rename them or invent new labels. - for example: Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000], 'connection_costs': [[808, 355, 311, 248, 923, 597, 258, 910, 736, 954, 65, 43, 769, 796, 642, 390, 22, 139], [10, 289, 337, 886, 551, 409, 161, 376, 785, 545, 182, 724, 156, 417, 652, 737, 129, 804], [503, 706, 307, 160, 567, 281, 247, 201, 216, 40, 263, 216, 635, 910, 78, 119, 950, 474], [79, 811, 318, 144, 7, 998, 437, 147, 556, 409, 137, 390, 80, 365, 846, 324, 781, 21], [284, 440, 763, 988, 549, 686, 316, 35, 512, 71, 827, 143, 543, 359, 899, 313, 647, 927], [41, 419, 651, 921, 931, 846, 769, 724, 401, 738, 118, 173, 275, 702, 395, 993, 889, 816], [198, 938, 108, 922, 834, 606, 89, 106, 158, 756, 419, 206, 857, 895, 9, 740, 323, 449], [166, 15, 879, 927, 695, 519, 331, 184, 695, 352, 721, 131, 78, 900, 199, 976, 286, 3], [356, 414, 430, 756, 320, 900, 919, 309, 633, 197, 599, 689, 579, 174, 765, 315, 172, 404]], 'objective': 5616.0}","{'open_facilities': [0, 2, 3], 'assignments': [3, 0, 2, 3, 3, 2, 2, 3, 2, 2, 0, 0, 3, 3, 2, 2, 0, 3]}",5616.0,"{'problem_type': 'UFLP', 'num_facilities': 9, 'num_customers': 18, 'facilities': [{'id': 'F1', 'opening_cost': 1000}, {'id': 'F2', 'opening_cost': 1000}, {'id': 'F3', 'opening_cost': 1000}, {'id': 'F4', 'opening_cost': 1000}, {'id': 'F5', 'opening_cost': 1000}, {'id': 'F6', 'opening_cost': 1000}, {'id': 'F7', 'opening_cost': 1000}, {'id': 'F8', 'opening_cost': 1000}, {'id': 'F9', 'opening_cost': 1000}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 808}, {'facility': 'F1', 'customer': 1, 'cost': 355}, {'facility': 'F1', 'customer': 2, 'cost': 311}, {'facility': 'F1', 'customer': 3, 'cost': 248}, {'facility': 'F1', 'customer': 4, 'cost': 923}, {'facility': 'F1', 'customer': 5, 'cost': 597}, {'facility': 'F1', 'customer': 6, 'cost': 258}, {'facility': 'F1', 'customer': 7, 'cost': 910}, {'facility': 'F1', 'customer': 8, 'cost': 736}, {'facility': 'F1', 'customer': 9, 'cost': 954}, {'facility': 'F1', 'customer': 10, 'cost': 65}, {'facility': 'F1', 'customer': 11, 'cost': 43}, {'facility': 'F1', 'customer': 12, 'cost': 769}, {'facility': 'F1', 'customer': 13, 'cost': 796}, {'facility': 'F1', 'customer': 14, 'cost': 642}, {'facility': 'F1', 'customer': 15, 'cost': 390}, {'facility': 'F1', 'customer': 16, 'cost': 22}, {'facility': 'F1', 'customer': 17, 'cost': 139}, {'facility': 'F2', 'customer': 0, 'cost': 10}, {'facility': 'F2', 'customer': 1, 'cost': 289}, {'facility': 'F2', 'customer': 2, 'cost': 337}, {'facility': 'F2', 'customer': 3, 'cost': 886}, {'facility': 'F2', 'customer': 4, 'cost': 551}, {'facility': 'F2', 'customer': 5, 'cost': 409}, {'facility': 'F2', 'customer': 6, 'cost': 161}, {'facility': 'F2', 'customer': 7, 'cost': 376}, {'facility': 'F2', 'customer': 8, 'cost': 785}, {'facility': 'F2', 'customer': 9, 'cost': 545}, {'facility': 'F2', 'customer': 10, 'cost': 182}, {'facility': 'F2', 'customer': 11, 'cost': 724}, {'facility': 'F2', 'customer': 12, 'cost': 156}, {'facility': 'F2', 'customer': 13, 'cost': 417}, {'facility': 'F2', 'customer': 14, 'cost': 652}, {'facility': 'F2', 'customer': 15, 'cost': 737}, {'facility': 'F2', 'customer': 16, 'cost': 129}, {'facility': 'F2', 'customer': 17, 'cost': 804}, {'facility': 'F3', 'customer': 0, 'cost': 503}, {'facility': 'F3', 'customer': 1, 'cost': 706}, {'facility': 'F3', 'customer': 2, 'cost': 307}, {'facility': 'F3', 'customer': 3, 'cost': 160}, {'facility': 'F3', 'customer': 4, 'cost': 567}, {'facility': 'F3', 'customer': 5, 'cost': 281}, {'facility': 'F3', 'customer': 6, 'cost': 247}, {'facility': 'F3', 'customer': 7, 'cost': 201}, {'facility': 'F3', 'customer': 8, 'cost': 216}, {'facility': 'F3', 'customer': 9, 'cost': 40}, {'facility': 'F3', 'customer': 10, 'cost': 263}, {'facility': 'F3', 'customer': 11, 'cost': 216}, {'facility': 'F3', 'customer': 12, 'cost': 635}, {'facility': 'F3', 'customer': 13, 'cost': 910}, {'facility': 'F3', 'customer': 14, 'cost': 78}, {'facility': 'F3', 'customer': 15, 'cost': 119}, {'facility': 'F3', 'customer': 16, 'cost': 950}, {'facility': 'F3', 'customer': 17, 'cost': 474}, {'facility': 'F4', 'customer': 0, 'cost': 79}, {'facility': 'F4', 'customer': 1, 'cost': 811}, {'facility': 'F4', 'customer': 2, 'cost': 318}, {'facility': 'F4', 'customer': 3, 'cost': 144}, {'facility': 'F4', 'customer': 4, 'cost': 7}, {'facility': 'F4', 'customer': 5, 'cost': 998}, {'facility': 'F4', 'customer': 6, 'cost': 437}, {'facility': 'F4', 'customer': 7, 'cost': 147}, {'facility': 'F4', 'customer': 8, 'cost': 556}, {'facility': 'F4', 'customer': 9, 'cost': 409}, {'facility': 'F4', 'customer': 10, 'cost': 137}, {'facility': 'F4', 'customer': 11, 'cost': 390}, {'facility': 'F4', 'customer': 12, 'cost': 80}, {'facility': 'F4', 'customer': 13, 'cost': 365}, {'facility': 'F4', 'customer': 14, 'cost': 846}, {'facility': 'F4', 'customer': 15, 'cost': 324}, {'facility': 'F4', 'customer': 16, 'cost': 781}, {'facility': 'F4', 'customer': 17, 'cost': 21}, {'facility': 'F5', 'customer': 0, 'cost': 284}, {'facility': 'F5', 'customer': 1, 'cost': 440}, {'facility': 'F5', 'customer': 2, 'cost': 763}, {'facility': 'F5', 'customer': 3, 'cost': 988}, {'facility': 'F5', 'customer': 4, 'cost': 549}, {'facility': 'F5', 'customer': 5, 'cost': 686}, {'facility': 'F5', 'customer': 6, 'cost': 316}, {'facility': 'F5', 'customer': 7, 'cost': 35}, {'facility': 'F5', 'customer': 8, 'cost': 512}, {'facility': 'F5', 'customer': 9, 'cost': 71}, {'facility': 'F5', 'customer': 10, 'cost': 827}, {'facility': 'F5', 'customer': 11, 'cost': 143}, {'facility': 'F5', 'customer': 12, 'cost': 543}, {'facility': 'F5', 'customer': 13, 'cost': 359}, {'facility': 'F5', 'customer': 14, 'cost': 899}, {'facility': 'F5', 'customer': 15, 'cost': 313}, {'facility': 'F5', 'customer': 16, 'cost': 647}, {'facility': 'F5', 'customer': 17, 'cost': 927}, {'facility': 'F6', 'customer': 0, 'cost': 41}, {'facility': 'F6', 'customer': 1, 'cost': 419}, {'facility': 'F6', 'customer': 2, 'cost': 651}, {'facility': 'F6', 'customer': 3, 'cost': 921}, {'facility': 'F6', 'customer': 4, 'cost': 931}, {'facility': 'F6', 'customer': 5, 'cost': 846}, {'facility': 'F6', 'customer': 6, 'cost': 769}, {'facility': 'F6', 'customer': 7, 'cost': 724}, {'facility': 'F6', 'customer': 8, 'cost': 401}, {'facility': 'F6', 'customer': 9, 'cost': 738}, {'facility': 'F6', 'customer': 10, 'cost': 118}, {'facility': 'F6', 'customer': 11, 'cost': 173}, {'facility': 'F6', 'customer': 12, 'cost': 275}, {'facility': 'F6', 'customer': 13, 'cost': 702}, {'facility': 'F6', 'customer': 14, 'cost': 395}, {'facility': 'F6', 'customer': 15, 'cost': 993}, {'facility': 'F6', 'customer': 16, 'cost': 889}, {'facility': 'F6', 'customer': 17, 'cost': 816}, {'facility': 'F7', 'customer': 0, 'cost': 198}, {'facility': 'F7', 'customer': 1, 'cost': 938}, {'facility': 'F7', 'customer': 2, 'cost': 108}, {'facility': 'F7', 'customer': 3, 'cost': 922}, {'facility': 'F7', 'customer': 4, 'cost': 834}, {'facility': 'F7', 'customer': 5, 'cost': 606}, {'facility': 'F7', 'customer': 6, 'cost': 89}, {'facility': 'F7', 'customer': 7, 'cost': 106}, {'facility': 'F7', 'customer': 8, 'cost': 158}, {'facility': 'F7', 'customer': 9, 'cost': 756}, {'facility': 'F7', 'customer': 10, 'cost': 419}, {'facility': 'F7', 'customer': 11, 'cost': 206}, {'facility': 'F7', 'customer': 12, 'cost': 857}, {'facility': 'F7', 'customer': 13, 'cost': 895}, {'facility': 'F7', 'customer': 14, 'cost': 9}, {'facility': 'F7', 'customer': 15, 'cost': 740}, {'facility': 'F7', 'customer': 16, 'cost': 323}, {'facility': 'F7', 'customer': 17, 'cost': 449}, {'facility': 'F8', 'customer': 0, 'cost': 166}, {'facility': 'F8', 'customer': 1, 'cost': 15}, {'facility': 'F8', 'customer': 2, 'cost': 879}, {'facility': 'F8', 'customer': 3, 'cost': 927}, {'facility': 'F8', 'customer': 4, 'cost': 695}, {'facility': 'F8', 'customer': 5, 'cost': 519}, {'facility': 'F8', 'customer': 6, 'cost': 331}, {'facility': 'F8', 'customer': 7, 'cost': 184}, {'facility': 'F8', 'customer': 8, 'cost': 695}, {'facility': 'F8', 'customer': 9, 'cost': 352}, {'facility': 'F8', 'customer': 10, 'cost': 721}, {'facility': 'F8', 'customer': 11, 'cost': 131}, {'facility': 'F8', 'customer': 12, 'cost': 78}, {'facility': 'F8', 'customer': 13, 'cost': 900}, {'facility': 'F8', 'customer': 14, 'cost': 199}, {'facility': 'F8', 'customer': 15, 'cost': 976}, {'facility': 'F8', 'customer': 16, 'cost': 286}, {'facility': 'F8', 'customer': 17, 'cost': 3}, {'facility': 'F9', 'customer': 0, 'cost': 356}, {'facility': 'F9', 'customer': 1, 'cost': 414}, {'facility': 'F9', 'customer': 2, 'cost': 430}, {'facility': 'F9', 'customer': 3, 'cost': 756}, {'facility': 'F9', 'customer': 4, 'cost': 320}, {'facility': 'F9', 'customer': 5, 'cost': 900}, {'facility': 'F9', 'customer': 6, 'cost': 919}, {'facility': 'F9', 'customer': 7, 'cost': 309}, {'facility': 'F9', 'customer': 8, 'cost': 633}, {'facility': 'F9', 'customer': 9, 'cost': 197}, {'facility': 'F9', 'customer': 10, 'cost': 599}, {'facility': 'F9', 'customer': 11, 'cost': 689}, {'facility': 'F9', 'customer': 12, 'cost': 579}, {'facility': 'F9', 'customer': 13, 'cost': 174}, {'facility': 'F9', 'customer': 14, 'cost': 765}, {'facility': 'F9', 'customer': 15, 'cost': 315}, {'facility': 'F9', 'customer': 16, 'cost': 172}, {'facility': 'F9', 'customer': 17, 'cost': 404}], 'objective': 5616.0}","{'selected': ['F1', 'F3', 'F4'], 'assignments': ['F4', 'F1', 'F3', 'F4', 'F4', 'F3', 'F3', 'F4', 'F3', 'F3', 'F1', 'F1', 'F4', 'F4', 'F3', 'F3', 'F1', 'F4']}",7,markdown_table,0 UFLP,UFLP,"I’m the one putting together the community garden plan this season: pick which plots to get ready and then place every interested family into exactly one of those prepared plots. Only plots that are prepared can take families, and a plot can host any number of families. The goal is to keep the total bill down — add up the setup cost for each plot that’s prepared plus the travel cost for every family to their assigned plot — and choose the combination that yields the smallest total. The exact plots, their setup costs, and the family travel numbers are listed below. # num_plots=8 # num_families=19 # PLOTS plot_id,plot_setup_cost F1,1189 F2,1515 F3,1644 F4,1841 F5,1725 F6,1227 F7,1645 F8,1361 # FAMILYS family_id 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 # TRAVELS plot_id,family_id,travel_cost F1,1,321 F1,2,5 F1,3,524 F1,4,176 F1,5,708 F1,6,255 F1,7,348 F1,8,410 F1,9,884 F1,10,53 F1,11,229 F1,12,338 F1,13,655 F1,14,661 F1,15,940 F1,16,150 F1,17,147 F1,18,843 F1,19,46 F2,1,419 F2,2,593 F2,3,408 F2,4,751 F2,5,350 F2,6,226 F2,7,967 F2,8,654 F2,9,636 F2,10,243 F2,11,262 F2,12,788 F2,13,791 F2,14,48 F2,15,766 F2,16,634 F2,17,309 F2,18,422 F2,19,67 F3,1,447 F3,2,3 F3,3,955 F3,4,746 F3,5,269 F3,6,247 F3,7,793 F3,8,909 F3,9,952 F3,10,208 F3,11,462 F3,12,244 F3,13,56 F3,14,813 F3,15,394 F3,16,843 F3,17,577 F3,18,252 F3,19,216 F4,1,912 F4,2,737 F4,3,368 F4,4,762 F4,5,443 F4,6,320 F4,7,873 F4,8,160 F4,9,26 F4,10,87 F4,11,785 F4,12,931 F4,13,95 F4,14,286 F4,15,4 F4,16,42 F4,17,296 F4,18,305 F4,19,439 F5,1,970 F5,2,128 F5,3,897 F5,4,218 F5,5,354 F5,6,770 F5,7,787 F5,8,295 F5,9,569 F5,10,233 F5,11,44 F5,12,414 F5,13,500 F5,14,296 F5,15,565 F5,16,199 F5,17,22 F5,18,315 F5,19,979 F6,1,681 F6,2,420 F6,3,133 F6,4,766 F6,5,712 F6,6,202 F6,7,654 F6,8,860 F6,9,853 F6,10,257 F6,11,437 F6,12,647 F6,13,468 F6,14,704 F6,15,83 F6,16,399 F6,17,986 F6,18,42 F6,19,426 F7,1,836 F7,2,161 F7,3,870 F7,4,787 F7,5,331 F7,6,739 F7,7,622 F7,8,802 F7,9,786 F7,10,339 F7,11,338 F7,12,752 F7,13,996 F7,14,352 F7,15,803 F7,16,536 F7,17,855 F7,18,297 F7,19,223 F8,1,284 F8,2,418 F8,3,645 F8,4,482 F8,5,738 F8,6,188 F8,7,125 F8,8,321 F8,9,265 F8,10,132 F8,11,177 F8,12,589 F8,13,17 F8,14,34 F8,15,669 F8,16,17 F8,17,5 F8,18,683 F8,19,891 You can send back the final plan in a little JSON snippet like this — just helps me parse it easily. Something in this shape will do: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Quick, friendly guide: ""selected"" is the list of plots you decide to get ready (those incur setup costs). ""assignments"" lists, in order, which prepared plot each family will use (so the first entry is the plot for the first family, the second for the second family, and so on). Think of this JSON as a simple form — a sketch of the shape I need, not the final numbers. Please make sure all plot and family identifiers you put in there match the instance exactly — don’t rename them or invent new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [1189, 1515, 1644, 1841, 1725, 1227, 1645, 1361], 'connection_costs': [[321, 5, 524, 176, 708, 255, 348, 410, 884, 53, 229, 338, 655, 661, 940, 150, 147, 843, 46], [419, 593, 408, 751, 350, 226, 967, 654, 636, 243, 262, 788, 791, 48, 766, 634, 309, 422, 67], [447, 3, 955, 746, 269, 247, 793, 909, 952, 208, 462, 244, 56, 813, 394, 843, 577, 252, 216], [912, 737, 368, 762, 443, 320, 873, 160, 26, 87, 785, 931, 95, 286, 4, 42, 296, 305, 439], [970, 128, 897, 218, 354, 770, 787, 295, 569, 233, 44, 414, 500, 296, 565, 199, 22, 315, 979], [681, 420, 133, 766, 712, 202, 654, 860, 853, 257, 437, 647, 468, 704, 83, 399, 986, 42, 426], [836, 161, 870, 787, 331, 739, 622, 802, 786, 339, 338, 752, 996, 352, 803, 536, 855, 297, 223], [284, 418, 645, 482, 738, 188, 125, 321, 265, 132, 177, 589, 17, 34, 669, 17, 5, 683, 891]], 'objective': 6677.0}","{'open_facilities': [0, 3], 'assignments': [0, 0, 3, 0, 3, 0, 0, 3, 3, 0, 0, 0, 3, 3, 3, 3, 0, 3, 0]}",6677.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 19, 'facilities': [{'id': 'F1', 'opening_cost': 1189}, {'id': 'F2', 'opening_cost': 1515}, {'id': 'F3', 'opening_cost': 1644}, {'id': 'F4', 'opening_cost': 1841}, {'id': 'F5', 'opening_cost': 1725}, {'id': 'F6', 'opening_cost': 1227}, {'id': 'F7', 'opening_cost': 1645}, {'id': 'F8', 'opening_cost': 1361}], 'customers': [{'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}, {'id': 18}, {'id': 19}], 'connection_costs': [{'facility': 'F1', 'customer': 1, 'cost': 321}, {'facility': 'F1', 'customer': 2, 'cost': 5}, {'facility': 'F1', 'customer': 3, 'cost': 524}, {'facility': 'F1', 'customer': 4, 'cost': 176}, {'facility': 'F1', 'customer': 5, 'cost': 708}, {'facility': 'F1', 'customer': 6, 'cost': 255}, {'facility': 'F1', 'customer': 7, 'cost': 348}, {'facility': 'F1', 'customer': 8, 'cost': 410}, {'facility': 'F1', 'customer': 9, 'cost': 884}, {'facility': 'F1', 'customer': 10, 'cost': 53}, {'facility': 'F1', 'customer': 11, 'cost': 229}, {'facility': 'F1', 'customer': 12, 'cost': 338}, {'facility': 'F1', 'customer': 13, 'cost': 655}, {'facility': 'F1', 'customer': 14, 'cost': 661}, {'facility': 'F1', 'customer': 15, 'cost': 940}, {'facility': 'F1', 'customer': 16, 'cost': 150}, {'facility': 'F1', 'customer': 17, 'cost': 147}, {'facility': 'F1', 'customer': 18, 'cost': 843}, {'facility': 'F1', 'customer': 19, 'cost': 46}, {'facility': 'F2', 'customer': 1, 'cost': 419}, {'facility': 'F2', 'customer': 2, 'cost': 593}, {'facility': 'F2', 'customer': 3, 'cost': 408}, {'facility': 'F2', 'customer': 4, 'cost': 751}, {'facility': 'F2', 'customer': 5, 'cost': 350}, {'facility': 'F2', 'customer': 6, 'cost': 226}, {'facility': 'F2', 'customer': 7, 'cost': 967}, {'facility': 'F2', 'customer': 8, 'cost': 654}, {'facility': 'F2', 'customer': 9, 'cost': 636}, {'facility': 'F2', 'customer': 10, 'cost': 243}, {'facility': 'F2', 'customer': 11, 'cost': 262}, {'facility': 'F2', 'customer': 12, 'cost': 788}, {'facility': 'F2', 'customer': 13, 'cost': 791}, {'facility': 'F2', 'customer': 14, 'cost': 48}, {'facility': 'F2', 'customer': 15, 'cost': 766}, {'facility': 'F2', 'customer': 16, 'cost': 634}, {'facility': 'F2', 'customer': 17, 'cost': 309}, {'facility': 'F2', 'customer': 18, 'cost': 422}, {'facility': 'F2', 'customer': 19, 'cost': 67}, {'facility': 'F3', 'customer': 1, 'cost': 447}, {'facility': 'F3', 'customer': 2, 'cost': 3}, {'facility': 'F3', 'customer': 3, 'cost': 955}, {'facility': 'F3', 'customer': 4, 'cost': 746}, {'facility': 'F3', 'customer': 5, 'cost': 269}, {'facility': 'F3', 'customer': 6, 'cost': 247}, {'facility': 'F3', 'customer': 7, 'cost': 793}, {'facility': 'F3', 'customer': 8, 'cost': 909}, {'facility': 'F3', 'customer': 9, 'cost': 952}, {'facility': 'F3', 'customer': 10, 'cost': 208}, {'facility': 'F3', 'customer': 11, 'cost': 462}, {'facility': 'F3', 'customer': 12, 'cost': 244}, {'facility': 'F3', 'customer': 13, 'cost': 56}, {'facility': 'F3', 'customer': 14, 'cost': 813}, {'facility': 'F3', 'customer': 15, 'cost': 394}, {'facility': 'F3', 'customer': 16, 'cost': 843}, {'facility': 'F3', 'customer': 17, 'cost': 577}, {'facility': 'F3', 'customer': 18, 'cost': 252}, {'facility': 'F3', 'customer': 19, 'cost': 216}, {'facility': 'F4', 'customer': 1, 'cost': 912}, {'facility': 'F4', 'customer': 2, 'cost': 737}, {'facility': 'F4', 'customer': 3, 'cost': 368}, {'facility': 'F4', 'customer': 4, 'cost': 762}, {'facility': 'F4', 'customer': 5, 'cost': 443}, {'facility': 'F4', 'customer': 6, 'cost': 320}, {'facility': 'F4', 'customer': 7, 'cost': 873}, {'facility': 'F4', 'customer': 8, 'cost': 160}, {'facility': 'F4', 'customer': 9, 'cost': 26}, {'facility': 'F4', 'customer': 10, 'cost': 87}, {'facility': 'F4', 'customer': 11, 'cost': 785}, {'facility': 'F4', 'customer': 12, 'cost': 931}, {'facility': 'F4', 'customer': 13, 'cost': 95}, {'facility': 'F4', 'customer': 14, 'cost': 286}, {'facility': 'F4', 'customer': 15, 'cost': 4}, {'facility': 'F4', 'customer': 16, 'cost': 42}, {'facility': 'F4', 'customer': 17, 'cost': 296}, {'facility': 'F4', 'customer': 18, 'cost': 305}, {'facility': 'F4', 'customer': 19, 'cost': 439}, {'facility': 'F5', 'customer': 1, 'cost': 970}, {'facility': 'F5', 'customer': 2, 'cost': 128}, {'facility': 'F5', 'customer': 3, 'cost': 897}, {'facility': 'F5', 'customer': 4, 'cost': 218}, {'facility': 'F5', 'customer': 5, 'cost': 354}, {'facility': 'F5', 'customer': 6, 'cost': 770}, {'facility': 'F5', 'customer': 7, 'cost': 787}, {'facility': 'F5', 'customer': 8, 'cost': 295}, {'facility': 'F5', 'customer': 9, 'cost': 569}, {'facility': 'F5', 'customer': 10, 'cost': 233}, {'facility': 'F5', 'customer': 11, 'cost': 44}, {'facility': 'F5', 'customer': 12, 'cost': 414}, {'facility': 'F5', 'customer': 13, 'cost': 500}, {'facility': 'F5', 'customer': 14, 'cost': 296}, {'facility': 'F5', 'customer': 15, 'cost': 565}, {'facility': 'F5', 'customer': 16, 'cost': 199}, {'facility': 'F5', 'customer': 17, 'cost': 22}, {'facility': 'F5', 'customer': 18, 'cost': 315}, {'facility': 'F5', 'customer': 19, 'cost': 979}, {'facility': 'F6', 'customer': 1, 'cost': 681}, {'facility': 'F6', 'customer': 2, 'cost': 420}, {'facility': 'F6', 'customer': 3, 'cost': 133}, {'facility': 'F6', 'customer': 4, 'cost': 766}, {'facility': 'F6', 'customer': 5, 'cost': 712}, {'facility': 'F6', 'customer': 6, 'cost': 202}, {'facility': 'F6', 'customer': 7, 'cost': 654}, {'facility': 'F6', 'customer': 8, 'cost': 860}, {'facility': 'F6', 'customer': 9, 'cost': 853}, {'facility': 'F6', 'customer': 10, 'cost': 257}, {'facility': 'F6', 'customer': 11, 'cost': 437}, {'facility': 'F6', 'customer': 12, 'cost': 647}, {'facility': 'F6', 'customer': 13, 'cost': 468}, {'facility': 'F6', 'customer': 14, 'cost': 704}, {'facility': 'F6', 'customer': 15, 'cost': 83}, {'facility': 'F6', 'customer': 16, 'cost': 399}, {'facility': 'F6', 'customer': 17, 'cost': 986}, {'facility': 'F6', 'customer': 18, 'cost': 42}, {'facility': 'F6', 'customer': 19, 'cost': 426}, {'facility': 'F7', 'customer': 1, 'cost': 836}, {'facility': 'F7', 'customer': 2, 'cost': 161}, {'facility': 'F7', 'customer': 3, 'cost': 870}, {'facility': 'F7', 'customer': 4, 'cost': 787}, {'facility': 'F7', 'customer': 5, 'cost': 331}, {'facility': 'F7', 'customer': 6, 'cost': 739}, {'facility': 'F7', 'customer': 7, 'cost': 622}, {'facility': 'F7', 'customer': 8, 'cost': 802}, {'facility': 'F7', 'customer': 9, 'cost': 786}, {'facility': 'F7', 'customer': 10, 'cost': 339}, {'facility': 'F7', 'customer': 11, 'cost': 338}, {'facility': 'F7', 'customer': 12, 'cost': 752}, {'facility': 'F7', 'customer': 13, 'cost': 996}, {'facility': 'F7', 'customer': 14, 'cost': 352}, {'facility': 'F7', 'customer': 15, 'cost': 803}, {'facility': 'F7', 'customer': 16, 'cost': 536}, {'facility': 'F7', 'customer': 17, 'cost': 855}, {'facility': 'F7', 'customer': 18, 'cost': 297}, {'facility': 'F7', 'customer': 19, 'cost': 223}, {'facility': 'F8', 'customer': 1, 'cost': 284}, {'facility': 'F8', 'customer': 2, 'cost': 418}, {'facility': 'F8', 'customer': 3, 'cost': 645}, {'facility': 'F8', 'customer': 4, 'cost': 482}, {'facility': 'F8', 'customer': 5, 'cost': 738}, {'facility': 'F8', 'customer': 6, 'cost': 188}, {'facility': 'F8', 'customer': 7, 'cost': 125}, {'facility': 'F8', 'customer': 8, 'cost': 321}, {'facility': 'F8', 'customer': 9, 'cost': 265}, {'facility': 'F8', 'customer': 10, 'cost': 132}, {'facility': 'F8', 'customer': 11, 'cost': 177}, {'facility': 'F8', 'customer': 12, 'cost': 589}, {'facility': 'F8', 'customer': 13, 'cost': 17}, {'facility': 'F8', 'customer': 14, 'cost': 34}, {'facility': 'F8', 'customer': 15, 'cost': 669}, {'facility': 'F8', 'customer': 16, 'cost': 17}, {'facility': 'F8', 'customer': 17, 'cost': 5}, {'facility': 'F8', 'customer': 18, 'cost': 683}, {'facility': 'F8', 'customer': 19, 'cost': 891}], 'objective': 6677.0}","{'selected': ['F1', 'F4'], 'assignments': ['F1', 'F1', 'F4', 'F1', 'F4', 'F1', 'F1', 'F4', 'F4', 'F1', 'F1', 'F1', 'F4', 'F4', 'F4', 'F4', 'F1', 'F4', 'F1']}",8,csv,1 UFLP,UFLP,"Someone on the team needs to decide which weekend sites to launch so all students have a weekend tutoring spot. Each candidate site carries a launch price, and every student will have some commute cost depending on which site they use. The choice is twofold: pick which sites to open, then put each student at exactly one of those opened sites — no skipping students and no splitting them between centers. To compare choices, add up the costs to open the chosen sites plus the commuting costs for all students to their assigned sites; the plan with the smallest total bill is preferable. Sites aren’t capacity-limited, but students may only be assigned to sites that are actually launched. The concrete details are shown below. { ""num_candidate_centers"": 8, ""num_students"": 19, ""centers"": [ { ""center_id"": ""F1"", ""launch_cost"": 1716 }, { ""center_id"": ""F2"", ""launch_cost"": 1489 }, { ""center_id"": ""F3"", ""launch_cost"": 1125 }, { ""center_id"": ""F4"", ""launch_cost"": 1116 }, { ""center_id"": ""F5"", ""launch_cost"": 1082 }, { ""center_id"": ""F6"", ""launch_cost"": 1788 }, { ""center_id"": ""F7"", ""launch_cost"": 1109 }, { ""center_id"": ""F8"", ""launch_cost"": 1234 } ], ""students"": [ { ""student_id"": 1 }, { ""student_id"": 2 }, { ""student_id"": 3 }, { ""student_id"": 4 }, { ""student_id"": 5 }, { ""student_id"": 6 }, { ""student_id"": 7 }, { ""student_id"": 8 }, { ""student_id"": 9 }, { ""student_id"": 10 }, { ""student_id"": 11 }, { ""student_id"": 12 }, { ""student_id"": 13 }, { ""student_id"": 14 }, { ""student_id"": 15 }, { ""student_id"": 16 }, { ""student_id"": 17 }, { ""student_id"": 18 }, { ""student_id"": 19 } ], ""commutes"": [ { ""center_id"": ""F1"", ""student_id"": 1, ""commute_cost"": 798 }, { ""center_id"": ""F1"", ""student_id"": 2, ""commute_cost"": 567 }, { ""center_id"": ""F1"", ""student_id"": 3, ""commute_cost"": 702 }, { ""center_id"": ""F1"", ""student_id"": 4, ""commute_cost"": 558 }, { ""center_id"": ""F1"", ""student_id"": 5, ""commute_cost"": 339 }, { ""center_id"": ""F1"", ""student_id"": 6, ""commute_cost"": 550 }, { ""center_id"": ""F1"", ""student_id"": 7, ""commute_cost"": 48 }, { ""center_id"": ""F1"", ""student_id"": 8, ""commute_cost"": 490 }, { ""center_id"": ""F1"", ""student_id"": 9, ""commute_cost"": 188 }, { ""center_id"": ""F1"", ""student_id"": 10, ""commute_cost"": 675 }, { ""center_id"": ""F1"", ""student_id"": 11, ""commute_cost"": 570 }, { ""center_id"": ""F1"", ""student_id"": 12, ""commute_cost"": 121 }, { ""center_id"": ""F1"", ""student_id"": 13, ""commute_cost"": 846 }, { ""center_id"": ""F1"", ""student_id"": 14, ""commute_cost"": 773 }, { ""center_id"": ""F1"", ""student_id"": 15, ""commute_cost"": 363 }, { ""center_id"": ""F1"", ""student_id"": 16, ""commute_cost"": 767 }, { ""center_id"": ""F1"", ""student_id"": 17, ""commute_cost"": 469 }, { ""center_id"": ""F1"", ""student_id"": 18, ""commute_cost"": 774 }, { ""center_id"": ""F1"", ""student_id"": 19, ""commute_cost"": 801 }, { ""center_id"": ""F2"", ""student_id"": 1, ""commute_cost"": 303 }, { ""center_id"": ""F2"", ""student_id"": 2, ""commute_cost"": 382 }, { ""center_id"": ""F2"", ""student_id"": 3, ""commute_cost"": 68 }, { ""center_id"": ""F2"", ""student_id"": 4, ""commute_cost"": 787 }, { ""center_id"": ""F2"", ""student_id"": 5, ""commute_cost"": 542 }, { ""center_id"": ""F2"", ""student_id"": 6, ""commute_cost"": 992 }, { ""center_id"": ""F2"", ""student_id"": 7, ""commute_cost"": 396 }, { ""center_id"": ""F2"", ""student_id"": 8, ""commute_cost"": 410 }, { ""center_id"": ""F2"", ""student_id"": 9, ""commute_cost"": 126 }, { ""center_id"": ""F2"", ""student_id"": 10, ""commute_cost"": 19 }, { ""center_id"": ""F2"", ""student_id"": 11, ""commute_cost"": 794 }, { ""center_id"": ""F2"", ""student_id"": 12, ""commute_cost"": 998 }, { ""center_id"": ""F2"", ""student_id"": 13, ""commute_cost"": 467 }, { ""center_id"": ""F2"", ""student_id"": 14, ""commute_cost"": 993 }, { ""center_id"": ""F2"", ""student_id"": 15, ""commute_cost"": 755 }, { ""center_id"": ""F2"", ""student_id"": 16, ""commute_cost"": 607 }, { ""center_id"": ""F2"", ""student_id"": 17, ""commute_cost"": 118 }, { ""center_id"": ""F2"", ""student_id"": 18, ""commute_cost"": 300 }, { ""center_id"": ""F2"", ""student_id"": 19, ""commute_cost"": 348 }, { ""center_id"": ""F3"", ""student_id"": 1, ""commute_cost"": 916 }, { ""center_id"": ""F3"", ""student_id"": 2, ""commute_cost"": 565 }, { ""center_id"": ""F3"", ""student_id"": 3, ""commute_cost"": 644 }, { ""center_id"": ""F3"", ""student_id"": 4, ""commute_cost"": 898 }, { ""center_id"": ""F3"", ""student_id"": 5, ""commute_cost"": 586 }, { ""center_id"": ""F3"", ""student_id"": 6, ""commute_cost"": 56 }, { ""center_id"": ""F3"", ""student_id"": 7, ""commute_cost"": 297 }, { ""center_id"": ""F3"", ""student_id"": 8, ""commute_cost"": 990 }, { ""center_id"": ""F3"", ""student_id"": 9, ""commute_cost"": 956 }, { ""center_id"": ""F3"", ""student_id"": 10, ""commute_cost"": 273 }, { ""center_id"": ""F3"", ""student_id"": 11, ""commute_cost"": 142 }, { ""center_id"": ""F3"", ""student_id"": 12, ""commute_cost"": 144 }, { ""center_id"": ""F3"", ""student_id"": 13, ""commute_cost"": 641 }, { ""center_id"": ""F3"", ""student_id"": 14, ""commute_cost"": 976 }, { ""center_id"": ""F3"", ""student_id"": 15, ""commute_cost"": 321 }, { ""center_id"": ""F3"", ""student_id"": 16, ""commute_cost"": 393 }, { ""center_id"": ""F3"", ""student_id"": 17, ""commute_cost"": 363 }, { ""center_id"": ""F3"", ""student_id"": 18, ""commute_cost"": 792 }, { ""center_id"": ""F3"", ""student_id"": 19, ""commute_cost"": 427 }, { ""center_id"": ""F4"", ""student_id"": 1, ""commute_cost"": 57 }, { ""center_id"": ""F4"", ""student_id"": 2, ""commute_cost"": 62 }, { ""center_id"": ""F4"", ""student_id"": 3, ""commute_cost"": 902 }, { ""center_id"": ""F4"", ""student_id"": 4, ""commute_cost"": 459 }, { ""center_id"": ""F4"", ""student_id"": 5, ""commute_cost"": 504 }, { ""center_id"": ""F4"", ""student_id"": 6, ""commute_cost"": 21 }, { ""center_id"": ""F4"", ""student_id"": 7, ""commute_cost"": 100 }, { ""center_id"": ""F4"", ""student_id"": 8, ""commute_cost"": 853 }, { ""center_id"": ""F4"", ""student_id"": 9, ""commute_cost"": 245 }, { ""center_id"": ""F4"", ""student_id"": 10, ""commute_cost"": 679 }, { ""center_id"": ""F4"", ""student_id"": 11, ""commute_cost"": 424 }, { ""center_id"": ""F4"", ""student_id"": 12, ""commute_cost"": 486 }, { ""center_id"": ""F4"", ""student_id"": 13, ""commute_cost"": 321 }, { ""center_id"": ""F4"", ""student_id"": 14, ""commute_cost"": 509 }, { ""center_id"": ""F4"", ""student_id"": 15, ""commute_cost"": 879 }, { ""center_id"": ""F4"", ""student_id"": 16, ""commute_cost"": 145 }, { ""center_id"": ""F4"", ""student_id"": 17, ""commute_cost"": 939 }, { ""center_id"": ""F4"", ""student_id"": 18, ""commute_cost"": 985 }, { ""center_id"": ""F4"", ""student_id"": 19, ""commute_cost"": 182 }, { ""center_id"": ""F5"", ""student_id"": 1, ""commute_cost"": 607 }, { ""center_id"": ""F5"", ""student_id"": 2, ""commute_cost"": 679 }, { ""center_id"": ""F5"", ""student_id"": 3, ""commute_cost"": 209 }, { ""center_id"": ""F5"", ""student_id"": 4, ""commute_cost"": 318 }, { ""center_id"": ""F5"", ""student_id"": 5, ""commute_cost"": 738 }, { ""center_id"": ""F5"", ""student_id"": 6, ""commute_cost"": 298 }, { ""center_id"": ""F5"", ""student_id"": 7, ""commute_cost"": 61 }, { ""center_id"": ""F5"", ""student_id"": 8, ""commute_cost"": 869 }, { ""center_id"": ""F5"", ""student_id"": 9, ""commute_cost"": 510 }, { ""center_id"": ""F5"", ""student_id"": 10, ""commute_cost"": 368 }, { ""center_id"": ""F5"", ""student_id"": 11, ""commute_cost"": 849 }, { ""center_id"": ""F5"", ""student_id"": 12, ""commute_cost"": 725 }, { ""center_id"": ""F5"", ""student_id"": 13, ""commute_cost"": 487 }, { ""center_id"": ""F5"", ""student_id"": 14, ""commute_cost"": 261 }, { ""center_id"": ""F5"", ""student_id"": 15, ""commute_cost"": 49 }, { ""center_id"": ""F5"", ""student_id"": 16, ""commute_cost"": 609 }, { ""center_id"": ""F5"", ""student_id"": 17, ""commute_cost"": 107 }, { ""center_id"": ""F5"", ""student_id"": 18, ""commute_cost"": 484 }, { ""center_id"": ""F5"", ""student_id"": 19, ""commute_cost"": 321 }, { ""center_id"": ""F6"", ""student_id"": 1, ""commute_cost"": 533 }, { ""center_id"": ""F6"", ""student_id"": 2, ""commute_cost"": 675 }, { ""center_id"": ""F6"", ""student_id"": 3, ""commute_cost"": 896 }, { ""center_id"": ""F6"", ""student_id"": 4, ""commute_cost"": 371 }, { ""center_id"": ""F6"", ""student_id"": 5, ""commute_cost"": 121 }, { ""center_id"": ""F6"", ""student_id"": 6, ""commute_cost"": 43 }, { ""center_id"": ""F6"", ""student_id"": 7, ""commute_cost"": 174 }, { ""center_id"": ""F6"", ""student_id"": 8, ""commute_cost"": 183 }, { ""center_id"": ""F6"", ""student_id"": 9, ""commute_cost"": 146 }, { ""center_id"": ""F6"", ""student_id"": 10, ""commute_cost"": 219 }, { ""center_id"": ""F6"", ""student_id"": 11, ""commute_cost"": 282 }, { ""center_id"": ""F6"", ""student_id"": 12, ""commute_cost"": 63 }, { ""center_id"": ""F6"", ""student_id"": 13, ""commute_cost"": 274 }, { ""center_id"": ""F6"", ""student_id"": 14, ""commute_cost"": 221 }, { ""center_id"": ""F6"", ""student_id"": 15, ""commute_cost"": 825 }, { ""center_id"": ""F6"", ""student_id"": 16, ""commute_cost"": 770 }, { ""center_id"": ""F6"", ""student_id"": 17, ""commute_cost"": 265 }, { ""center_id"": ""F6"", ""student_id"": 18, ""commute_cost"": 459 }, { ""center_id"": ""F6"", ""student_id"": 19, ""commute_cost"": 73 }, { ""center_id"": ""F7"", ""student_id"": 1, ""commute_cost"": 524 }, { ""center_id"": ""F7"", ""student_id"": 2, ""commute_cost"": 310 }, { ""center_id"": ""F7"", ""student_id"": 3, ""commute_cost"": 31 }, { ""center_id"": ""F7"", ""student_id"": 4, ""commute_cost"": 470 }, { ""center_id"": ""F7"", ""student_id"": 5, ""commute_cost"": 884 }, { ""center_id"": ""F7"", ""student_id"": 6, ""commute_cost"": 26 }, { ""center_id"": ""F7"", ""student_id"": 7, ""commute_cost"": 186 }, { ""center_id"": ""F7"", ""student_id"": 8, ""commute_cost"": 83 }, { ""center_id"": ""F7"", ""student_id"": 9, ""commute_cost"": 843 }, { ""center_id"": ""F7"", ""student_id"": 10, ""commute_cost"": 861 }, { ""center_id"": ""F7"", ""student_id"": 11, ""commute_cost"": 813 }, { ""center_id"": ""F7"", ""student_id"": 12, ""commute_cost"": 595 }, { ""center_id"": ""F7"", ""student_id"": 13, ""commute_cost"": 150 }, { ""center_id"": ""F7"", ""student_id"": 14, ""commute_cost"": 660 }, { ""center_id"": ""F7"", ""student_id"": 15, ""commute_cost"": 617 }, { ""center_id"": ""F7"", ""student_id"": 16, ""commute_cost"": 247 }, { ""center_id"": ""F7"", ""student_id"": 17, ""commute_cost"": 405 }, { ""center_id"": ""F7"", ""student_id"": 18, ""commute_cost"": 974 }, { ""center_id"": ""F7"", ""student_id"": 19, ""commute_cost"": 377 }, { ""center_id"": ""F8"", ""student_id"": 1, ""commute_cost"": 999 }, { ""center_id"": ""F8"", ""student_id"": 2, ""commute_cost"": 12 }, { ""center_id"": ""F8"", ""student_id"": 3, ""commute_cost"": 408 }, { ""center_id"": ""F8"", ""student_id"": 4, ""commute_cost"": 745 }, { ""center_id"": ""F8"", ""student_id"": 5, ""commute_cost"": 386 }, { ""center_id"": ""F8"", ""student_id"": 6, ""commute_cost"": 787 }, { ""center_id"": ""F8"", ""student_id"": 7, ""commute_cost"": 467 }, { ""center_id"": ""F8"", ""student_id"": 8, ""commute_cost"": 221 }, { ""center_id"": ""F8"", ""student_id"": 9, ""commute_cost"": 724 }, { ""center_id"": ""F8"", ""student_id"": 10, ""commute_cost"": 819 }, { ""center_id"": ""F8"", ""student_id"": 11, ""commute_cost"": 487 }, { ""center_id"": ""F8"", ""student_id"": 12, ""commute_cost"": 182 }, { ""center_id"": ""F8"", ""student_id"": 13, ""commute_cost"": 68 }, { ""center_id"": ""F8"", ""student_id"": 14, ""commute_cost"": 771 }, { ""center_id"": ""F8"", ""student_id"": 15, ""commute_cost"": 544 }, { ""center_id"": ""F8"", ""student_id"": 16, ""commute_cost"": 559 }, { ""center_id"": ""F8"", ""student_id"": 17, ""commute_cost"": 730 }, { ""center_id"": ""F8"", ""student_id"": 18, ""commute_cost"": 790 }, { ""center_id"": ""F8"", ""student_id"": 19, ""commute_cost"": 991 } ] } Also, when you hand back the plan, it helps if you use a simple JSON shape like this so we can read it automatically — nothing fancy, just the bits we need: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Think of ""selected"" as the list of weekend sites you decide to launch, and ""assignments"" as, for each student (in the same order as the input), which launched site they’ll go to. This block is just a sketch of the shape I expect, not the actual answer. Please make sure every identifier you use matches the instance input exactly — don’t rename IDs or invent new ones. Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [1716, 1489, 1125, 1116, 1082, 1788, 1109, 1234], 'connection_costs': [[798, 567, 702, 558, 339, 550, 48, 490, 188, 675, 570, 121, 846, 773, 363, 767, 469, 774, 801], [303, 382, 68, 787, 542, 992, 396, 410, 126, 19, 794, 998, 467, 993, 755, 607, 118, 300, 348], [916, 565, 644, 898, 586, 56, 297, 990, 956, 273, 142, 144, 641, 976, 321, 393, 363, 792, 427], [57, 62, 902, 459, 504, 21, 100, 853, 245, 679, 424, 486, 321, 509, 879, 145, 939, 985, 182], [607, 679, 209, 318, 738, 298, 61, 869, 510, 368, 849, 725, 487, 261, 49, 609, 107, 484, 321], [533, 675, 896, 371, 121, 43, 174, 183, 146, 219, 282, 63, 274, 221, 825, 770, 265, 459, 73], [524, 310, 31, 470, 884, 26, 186, 83, 843, 861, 813, 595, 150, 660, 617, 247, 405, 974, 377], [999, 12, 408, 745, 386, 787, 467, 221, 724, 819, 487, 182, 68, 771, 544, 559, 730, 790, 991]], 'objective': 7056.0}","{'open_facilities': [3, 4, 5], 'assignments': [3, 3, 4, 4, 5, 3, 4, 5, 5, 5, 5, 5, 5, 5, 4, 3, 4, 5, 5]}",7056.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 19, 'facilities': [{'id': 'F1', 'opening_cost': 1716}, {'id': 'F2', 'opening_cost': 1489}, {'id': 'F3', 'opening_cost': 1125}, {'id': 'F4', 'opening_cost': 1116}, {'id': 'F5', 'opening_cost': 1082}, {'id': 'F6', 'opening_cost': 1788}, {'id': 'F7', 'opening_cost': 1109}, {'id': 'F8', 'opening_cost': 1234}], 'customers': [{'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}, {'id': 18}, {'id': 19}], 'connection_costs': [{'facility': 'F1', 'customer': 1, 'cost': 798}, {'facility': 'F1', 'customer': 2, 'cost': 567}, {'facility': 'F1', 'customer': 3, 'cost': 702}, {'facility': 'F1', 'customer': 4, 'cost': 558}, {'facility': 'F1', 'customer': 5, 'cost': 339}, {'facility': 'F1', 'customer': 6, 'cost': 550}, {'facility': 'F1', 'customer': 7, 'cost': 48}, {'facility': 'F1', 'customer': 8, 'cost': 490}, {'facility': 'F1', 'customer': 9, 'cost': 188}, {'facility': 'F1', 'customer': 10, 'cost': 675}, {'facility': 'F1', 'customer': 11, 'cost': 570}, {'facility': 'F1', 'customer': 12, 'cost': 121}, {'facility': 'F1', 'customer': 13, 'cost': 846}, {'facility': 'F1', 'customer': 14, 'cost': 773}, {'facility': 'F1', 'customer': 15, 'cost': 363}, {'facility': 'F1', 'customer': 16, 'cost': 767}, {'facility': 'F1', 'customer': 17, 'cost': 469}, {'facility': 'F1', 'customer': 18, 'cost': 774}, {'facility': 'F1', 'customer': 19, 'cost': 801}, {'facility': 'F2', 'customer': 1, 'cost': 303}, {'facility': 'F2', 'customer': 2, 'cost': 382}, {'facility': 'F2', 'customer': 3, 'cost': 68}, {'facility': 'F2', 'customer': 4, 'cost': 787}, {'facility': 'F2', 'customer': 5, 'cost': 542}, {'facility': 'F2', 'customer': 6, 'cost': 992}, {'facility': 'F2', 'customer': 7, 'cost': 396}, {'facility': 'F2', 'customer': 8, 'cost': 410}, {'facility': 'F2', 'customer': 9, 'cost': 126}, {'facility': 'F2', 'customer': 10, 'cost': 19}, {'facility': 'F2', 'customer': 11, 'cost': 794}, {'facility': 'F2', 'customer': 12, 'cost': 998}, {'facility': 'F2', 'customer': 13, 'cost': 467}, {'facility': 'F2', 'customer': 14, 'cost': 993}, {'facility': 'F2', 'customer': 15, 'cost': 755}, {'facility': 'F2', 'customer': 16, 'cost': 607}, {'facility': 'F2', 'customer': 17, 'cost': 118}, {'facility': 'F2', 'customer': 18, 'cost': 300}, {'facility': 'F2', 'customer': 19, 'cost': 348}, {'facility': 'F3', 'customer': 1, 'cost': 916}, {'facility': 'F3', 'customer': 2, 'cost': 565}, {'facility': 'F3', 'customer': 3, 'cost': 644}, {'facility': 'F3', 'customer': 4, 'cost': 898}, {'facility': 'F3', 'customer': 5, 'cost': 586}, {'facility': 'F3', 'customer': 6, 'cost': 56}, {'facility': 'F3', 'customer': 7, 'cost': 297}, {'facility': 'F3', 'customer': 8, 'cost': 990}, {'facility': 'F3', 'customer': 9, 'cost': 956}, {'facility': 'F3', 'customer': 10, 'cost': 273}, {'facility': 'F3', 'customer': 11, 'cost': 142}, {'facility': 'F3', 'customer': 12, 'cost': 144}, {'facility': 'F3', 'customer': 13, 'cost': 641}, {'facility': 'F3', 'customer': 14, 'cost': 976}, {'facility': 'F3', 'customer': 15, 'cost': 321}, {'facility': 'F3', 'customer': 16, 'cost': 393}, {'facility': 'F3', 'customer': 17, 'cost': 363}, {'facility': 'F3', 'customer': 18, 'cost': 792}, {'facility': 'F3', 'customer': 19, 'cost': 427}, {'facility': 'F4', 'customer': 1, 'cost': 57}, {'facility': 'F4', 'customer': 2, 'cost': 62}, {'facility': 'F4', 'customer': 3, 'cost': 902}, {'facility': 'F4', 'customer': 4, 'cost': 459}, {'facility': 'F4', 'customer': 5, 'cost': 504}, {'facility': 'F4', 'customer': 6, 'cost': 21}, {'facility': 'F4', 'customer': 7, 'cost': 100}, {'facility': 'F4', 'customer': 8, 'cost': 853}, {'facility': 'F4', 'customer': 9, 'cost': 245}, {'facility': 'F4', 'customer': 10, 'cost': 679}, {'facility': 'F4', 'customer': 11, 'cost': 424}, {'facility': 'F4', 'customer': 12, 'cost': 486}, {'facility': 'F4', 'customer': 13, 'cost': 321}, {'facility': 'F4', 'customer': 14, 'cost': 509}, {'facility': 'F4', 'customer': 15, 'cost': 879}, {'facility': 'F4', 'customer': 16, 'cost': 145}, {'facility': 'F4', 'customer': 17, 'cost': 939}, {'facility': 'F4', 'customer': 18, 'cost': 985}, {'facility': 'F4', 'customer': 19, 'cost': 182}, {'facility': 'F5', 'customer': 1, 'cost': 607}, {'facility': 'F5', 'customer': 2, 'cost': 679}, {'facility': 'F5', 'customer': 3, 'cost': 209}, {'facility': 'F5', 'customer': 4, 'cost': 318}, {'facility': 'F5', 'customer': 5, 'cost': 738}, {'facility': 'F5', 'customer': 6, 'cost': 298}, {'facility': 'F5', 'customer': 7, 'cost': 61}, {'facility': 'F5', 'customer': 8, 'cost': 869}, {'facility': 'F5', 'customer': 9, 'cost': 510}, {'facility': 'F5', 'customer': 10, 'cost': 368}, {'facility': 'F5', 'customer': 11, 'cost': 849}, {'facility': 'F5', 'customer': 12, 'cost': 725}, {'facility': 'F5', 'customer': 13, 'cost': 487}, {'facility': 'F5', 'customer': 14, 'cost': 261}, {'facility': 'F5', 'customer': 15, 'cost': 49}, {'facility': 'F5', 'customer': 16, 'cost': 609}, {'facility': 'F5', 'customer': 17, 'cost': 107}, {'facility': 'F5', 'customer': 18, 'cost': 484}, {'facility': 'F5', 'customer': 19, 'cost': 321}, {'facility': 'F6', 'customer': 1, 'cost': 533}, {'facility': 'F6', 'customer': 2, 'cost': 675}, {'facility': 'F6', 'customer': 3, 'cost': 896}, {'facility': 'F6', 'customer': 4, 'cost': 371}, {'facility': 'F6', 'customer': 5, 'cost': 121}, {'facility': 'F6', 'customer': 6, 'cost': 43}, {'facility': 'F6', 'customer': 7, 'cost': 174}, {'facility': 'F6', 'customer': 8, 'cost': 183}, {'facility': 'F6', 'customer': 9, 'cost': 146}, {'facility': 'F6', 'customer': 10, 'cost': 219}, {'facility': 'F6', 'customer': 11, 'cost': 282}, {'facility': 'F6', 'customer': 12, 'cost': 63}, {'facility': 'F6', 'customer': 13, 'cost': 274}, {'facility': 'F6', 'customer': 14, 'cost': 221}, {'facility': 'F6', 'customer': 15, 'cost': 825}, {'facility': 'F6', 'customer': 16, 'cost': 770}, {'facility': 'F6', 'customer': 17, 'cost': 265}, {'facility': 'F6', 'customer': 18, 'cost': 459}, {'facility': 'F6', 'customer': 19, 'cost': 73}, {'facility': 'F7', 'customer': 1, 'cost': 524}, {'facility': 'F7', 'customer': 2, 'cost': 310}, {'facility': 'F7', 'customer': 3, 'cost': 31}, {'facility': 'F7', 'customer': 4, 'cost': 470}, {'facility': 'F7', 'customer': 5, 'cost': 884}, {'facility': 'F7', 'customer': 6, 'cost': 26}, {'facility': 'F7', 'customer': 7, 'cost': 186}, {'facility': 'F7', 'customer': 8, 'cost': 83}, {'facility': 'F7', 'customer': 9, 'cost': 843}, {'facility': 'F7', 'customer': 10, 'cost': 861}, {'facility': 'F7', 'customer': 11, 'cost': 813}, {'facility': 'F7', 'customer': 12, 'cost': 595}, {'facility': 'F7', 'customer': 13, 'cost': 150}, {'facility': 'F7', 'customer': 14, 'cost': 660}, {'facility': 'F7', 'customer': 15, 'cost': 617}, {'facility': 'F7', 'customer': 16, 'cost': 247}, {'facility': 'F7', 'customer': 17, 'cost': 405}, {'facility': 'F7', 'customer': 18, 'cost': 974}, {'facility': 'F7', 'customer': 19, 'cost': 377}, {'facility': 'F8', 'customer': 1, 'cost': 999}, {'facility': 'F8', 'customer': 2, 'cost': 12}, {'facility': 'F8', 'customer': 3, 'cost': 408}, {'facility': 'F8', 'customer': 4, 'cost': 745}, {'facility': 'F8', 'customer': 5, 'cost': 386}, {'facility': 'F8', 'customer': 6, 'cost': 787}, {'facility': 'F8', 'customer': 7, 'cost': 467}, {'facility': 'F8', 'customer': 8, 'cost': 221}, {'facility': 'F8', 'customer': 9, 'cost': 724}, {'facility': 'F8', 'customer': 10, 'cost': 819}, {'facility': 'F8', 'customer': 11, 'cost': 487}, {'facility': 'F8', 'customer': 12, 'cost': 182}, {'facility': 'F8', 'customer': 13, 'cost': 68}, {'facility': 'F8', 'customer': 14, 'cost': 771}, {'facility': 'F8', 'customer': 15, 'cost': 544}, {'facility': 'F8', 'customer': 16, 'cost': 559}, {'facility': 'F8', 'customer': 17, 'cost': 730}, {'facility': 'F8', 'customer': 18, 'cost': 790}, {'facility': 'F8', 'customer': 19, 'cost': 991}], 'objective': 7056.0}","{'selected': ['F4', 'F5', 'F6'], 'assignments': ['F4', 'F4', 'F5', 'F5', 'F6', 'F4', 'F5', 'F6', 'F6', 'F6', 'F6', 'F6', 'F6', 'F6', 'F5', 'F4', 'F5', 'F6', 'F6']}",9,json,1 UFLP,UFLP,"Our team is sketching out where to place repair kiosks along the loop: there are candidate locations and a list of riders who might stop by. The job is to pick which locations to actually install and then assign every single rider to one of those installed kiosks. A good layout minimizes the overall cost — sum up the installation costs for the kiosks that are built plus the extra miles (or cost) riders take to reach their assigned kiosk, and prefer the plan with the smallest total. Kiosks not built are off-limits, and built kiosks can serve unlimited riders. The detailed instance information is below. { ""num_kiosk_locations"": 7, ""num_riders"": 17, ""kiosks"": [ { ""kiosk_id"": ""F1"", ""installation_cost"": 9104 }, { ""kiosk_id"": ""F2"", ""installation_cost"": 6635 }, { ""kiosk_id"": ""F3"", ""installation_cost"": 4246 }, { ""kiosk_id"": ""F4"", ""installation_cost"": 6506 }, { ""kiosk_id"": ""F5"", ""installation_cost"": 2688 }, { ""kiosk_id"": ""F6"", ""installation_cost"": 2974 }, { ""kiosk_id"": ""F7"", ""installation_cost"": 2905 } ], ""riders"": [ { ""rider_id"": 0 }, { ""rider_id"": 1 }, { ""rider_id"": 2 }, { ""rider_id"": 3 }, { ""rider_id"": 4 }, { ""rider_id"": 5 }, { ""rider_id"": 6 }, { ""rider_id"": 7 }, { ""rider_id"": 8 }, { ""rider_id"": 9 }, { ""rider_id"": 10 }, { ""rider_id"": 11 }, { ""rider_id"": 12 }, { ""rider_id"": 13 }, { ""rider_id"": 14 }, { ""rider_id"": 15 }, { ""rider_id"": 16 } ], ""detour_distance_ors"": [ { ""kiosk_id"": ""F1"", ""rider_id"": 0, ""detour_distance_or_cost"": 101 }, { ""kiosk_id"": ""F1"", ""rider_id"": 1, ""detour_distance_or_cost"": 705 }, { ""kiosk_id"": ""F1"", ""rider_id"": 2, ""detour_distance_or_cost"": 583 }, { ""kiosk_id"": ""F1"", ""rider_id"": 3, ""detour_distance_or_cost"": 314 }, { ""kiosk_id"": ""F1"", ""rider_id"": 4, ""detour_distance_or_cost"": 228 }, { ""kiosk_id"": ""F1"", ""rider_id"": 5, ""detour_distance_or_cost"": 364 }, { ""kiosk_id"": ""F1"", ""rider_id"": 6, ""detour_distance_or_cost"": 739 }, { ""kiosk_id"": ""F1"", ""rider_id"": 7, ""detour_distance_or_cost"": 296 }, { ""kiosk_id"": ""F1"", ""rider_id"": 8, ""detour_distance_or_cost"": 608 }, { ""kiosk_id"": ""F1"", ""rider_id"": 9, ""detour_distance_or_cost"": 812 }, { ""kiosk_id"": ""F1"", ""rider_id"": 10, ""detour_distance_or_cost"": 399 }, { ""kiosk_id"": ""F1"", ""rider_id"": 11, ""detour_distance_or_cost"": 764 }, { ""kiosk_id"": ""F1"", ""rider_id"": 12, ""detour_distance_or_cost"": 359 }, { ""kiosk_id"": ""F1"", ""rider_id"": 13, ""detour_distance_or_cost"": 637 }, { ""kiosk_id"": ""F1"", ""rider_id"": 14, ""detour_distance_or_cost"": 369 }, { ""kiosk_id"": ""F1"", ""rider_id"": 15, ""detour_distance_or_cost"": 294 }, { ""kiosk_id"": ""F1"", ""rider_id"": 16, ""detour_distance_or_cost"": 385 }, { ""kiosk_id"": ""F2"", ""rider_id"": 0, ""detour_distance_or_cost"": 773 }, { ""kiosk_id"": ""F2"", ""rider_id"": 1, ""detour_distance_or_cost"": 387 }, { ""kiosk_id"": ""F2"", ""rider_id"": 2, ""detour_distance_or_cost"": 389 }, { ""kiosk_id"": ""F2"", ""rider_id"": 3, ""detour_distance_or_cost"": 872 }, { ""kiosk_id"": ""F2"", ""rider_id"": 4, ""detour_distance_or_cost"": 808 }, { ""kiosk_id"": ""F2"", ""rider_id"": 5, ""detour_distance_or_cost"": 712 }, { ""kiosk_id"": ""F2"", ""rider_id"": 6, ""detour_distance_or_cost"": 12 }, { ""kiosk_id"": ""F2"", ""rider_id"": 7, ""detour_distance_or_cost"": 241 }, { ""kiosk_id"": ""F2"", ""rider_id"": 8, ""detour_distance_or_cost"": 582 }, { ""kiosk_id"": ""F2"", ""rider_id"": 9, ""detour_distance_or_cost"": 486 }, { ""kiosk_id"": ""F2"", ""rider_id"": 10, ""detour_distance_or_cost"": 987 }, { ""kiosk_id"": ""F2"", ""rider_id"": 11, ""detour_distance_or_cost"": 607 }, { ""kiosk_id"": ""F2"", ""rider_id"": 12, ""detour_distance_or_cost"": 775 }, { ""kiosk_id"": ""F2"", ""rider_id"": 13, ""detour_distance_or_cost"": 253 }, { ""kiosk_id"": ""F2"", ""rider_id"": 14, ""detour_distance_or_cost"": 986 }, { ""kiosk_id"": ""F2"", ""rider_id"": 15, ""detour_distance_or_cost"": 499 }, { ""kiosk_id"": ""F2"", ""rider_id"": 16, ""detour_distance_or_cost"": 707 }, { ""kiosk_id"": ""F3"", ""rider_id"": 0, ""detour_distance_or_cost"": 194 }, { ""kiosk_id"": ""F3"", ""rider_id"": 1, ""detour_distance_or_cost"": 680 }, { ""kiosk_id"": ""F3"", ""rider_id"": 2, ""detour_distance_or_cost"": 208 }, { ""kiosk_id"": ""F3"", ""rider_id"": 3, ""detour_distance_or_cost"": 368 }, { ""kiosk_id"": ""F3"", ""rider_id"": 4, ""detour_distance_or_cost"": 936 }, { ""kiosk_id"": ""F3"", ""rider_id"": 5, ""detour_distance_or_cost"": 770 }, { ""kiosk_id"": ""F3"", ""rider_id"": 6, ""detour_distance_or_cost"": 500 }, { ""kiosk_id"": ""F3"", ""rider_id"": 7, ""detour_distance_or_cost"": 255 }, { ""kiosk_id"": ""F3"", ""rider_id"": 8, ""detour_distance_or_cost"": 205 }, { ""kiosk_id"": ""F3"", ""rider_id"": 9, ""detour_distance_or_cost"": 951 }, { ""kiosk_id"": ""F3"", ""rider_id"": 10, ""detour_distance_or_cost"": 606 }, { ""kiosk_id"": ""F3"", ""rider_id"": 11, ""detour_distance_or_cost"": 837 }, { ""kiosk_id"": ""F3"", ""rider_id"": 12, ""detour_distance_or_cost"": 846 }, { ""kiosk_id"": ""F3"", ""rider_id"": 13, ""detour_distance_or_cost"": 238 }, { ""kiosk_id"": ""F3"", ""rider_id"": 14, ""detour_distance_or_cost"": 113 }, { ""kiosk_id"": ""F3"", ""rider_id"": 15, ""detour_distance_or_cost"": 24 }, { ""kiosk_id"": ""F3"", ""rider_id"": 16, ""detour_distance_or_cost"": 417 }, { ""kiosk_id"": ""F4"", ""rider_id"": 0, ""detour_distance_or_cost"": 135 }, { ""kiosk_id"": ""F4"", ""rider_id"": 1, ""detour_distance_or_cost"": 879 }, { ""kiosk_id"": ""F4"", ""rider_id"": 2, ""detour_distance_or_cost"": 233 }, { ""kiosk_id"": ""F4"", ""rider_id"": 3, ""detour_distance_or_cost"": 752 }, { ""kiosk_id"": ""F4"", ""rider_id"": 4, ""detour_distance_or_cost"": 142 }, { ""kiosk_id"": ""F4"", ""rider_id"": 5, ""detour_distance_or_cost"": 940 }, { ""kiosk_id"": ""F4"", ""rider_id"": 6, ""detour_distance_or_cost"": 437 }, { ""kiosk_id"": ""F4"", ""rider_id"": 7, ""detour_distance_or_cost"": 371 }, { ""kiosk_id"": ""F4"", ""rider_id"": 8, ""detour_distance_or_cost"": 442 }, { ""kiosk_id"": ""F4"", ""rider_id"": 9, ""detour_distance_or_cost"": 428 }, { ""kiosk_id"": ""F4"", ""rider_id"": 10, ""detour_distance_or_cost"": 218 }, { ""kiosk_id"": ""F4"", ""rider_id"": 11, ""detour_distance_or_cost"": 805 }, { ""kiosk_id"": ""F4"", ""rider_id"": 12, ""detour_distance_or_cost"": 159 }, { ""kiosk_id"": ""F4"", ""rider_id"": 13, ""detour_distance_or_cost"": 492 }, { ""kiosk_id"": ""F4"", ""rider_id"": 14, ""detour_distance_or_cost"": 151 }, { ""kiosk_id"": ""F4"", ""rider_id"": 15, ""detour_distance_or_cost"": 270 }, { ""kiosk_id"": ""F4"", ""rider_id"": 16, ""detour_distance_or_cost"": 228 }, { ""kiosk_id"": ""F5"", ""rider_id"": 0, ""detour_distance_or_cost"": 294 }, { ""kiosk_id"": ""F5"", ""rider_id"": 1, ""detour_distance_or_cost"": 994 }, { ""kiosk_id"": ""F5"", ""rider_id"": 2, ""detour_distance_or_cost"": 685 }, { ""kiosk_id"": ""F5"", ""rider_id"": 3, ""detour_distance_or_cost"": 886 }, { ""kiosk_id"": ""F5"", ""rider_id"": 4, ""detour_distance_or_cost"": 982 }, { ""kiosk_id"": ""F5"", ""rider_id"": 5, ""detour_distance_or_cost"": 293 }, { ""kiosk_id"": ""F5"", ""rider_id"": 6, ""detour_distance_or_cost"": 401 }, { ""kiosk_id"": ""F5"", ""rider_id"": 7, ""detour_distance_or_cost"": 49 }, { ""kiosk_id"": ""F5"", ""rider_id"": 8, ""detour_distance_or_cost"": 336 }, { ""kiosk_id"": ""F5"", ""rider_id"": 9, ""detour_distance_or_cost"": 774 }, { ""kiosk_id"": ""F5"", ""rider_id"": 10, ""detour_distance_or_cost"": 172 }, { ""kiosk_id"": ""F5"", ""rider_id"": 11, ""detour_distance_or_cost"": 754 }, { ""kiosk_id"": ""F5"", ""rider_id"": 12, ""detour_distance_or_cost"": 957 }, { ""kiosk_id"": ""F5"", ""rider_id"": 13, ""detour_distance_or_cost"": 833 }, { ""kiosk_id"": ""F5"", ""rider_id"": 14, ""detour_distance_or_cost"": 771 }, { ""kiosk_id"": ""F5"", ""rider_id"": 15, ""detour_distance_or_cost"": 581 }, { ""kiosk_id"": ""F5"", ""rider_id"": 16, ""detour_distance_or_cost"": 219 }, { ""kiosk_id"": ""F6"", ""rider_id"": 0, ""detour_distance_or_cost"": 775 }, { ""kiosk_id"": ""F6"", ""rider_id"": 1, ""detour_distance_or_cost"": 844 }, { ""kiosk_id"": ""F6"", ""rider_id"": 2, ""detour_distance_or_cost"": 837 }, { ""kiosk_id"": ""F6"", ""rider_id"": 3, ""detour_distance_or_cost"": 251 }, { ""kiosk_id"": ""F6"", ""rider_id"": 4, ""detour_distance_or_cost"": 699 }, { ""kiosk_id"": ""F6"", ""rider_id"": 5, ""detour_distance_or_cost"": 65 }, { ""kiosk_id"": ""F6"", ""rider_id"": 6, ""detour_distance_or_cost"": 904 }, { ""kiosk_id"": ""F6"", ""rider_id"": 7, ""detour_distance_or_cost"": 239 }, { ""kiosk_id"": ""F6"", ""rider_id"": 8, ""detour_distance_or_cost"": 463 }, { ""kiosk_id"": ""F6"", ""rider_id"": 9, ""detour_distance_or_cost"": 542 }, { ""kiosk_id"": ""F6"", ""rider_id"": 10, ""detour_distance_or_cost"": 506 }, { ""kiosk_id"": ""F6"", ""rider_id"": 11, ""detour_distance_or_cost"": 824 }, { ""kiosk_id"": ""F6"", ""rider_id"": 12, ""detour_distance_or_cost"": 458 }, { ""kiosk_id"": ""F6"", ""rider_id"": 13, ""detour_distance_or_cost"": 501 }, { ""kiosk_id"": ""F6"", ""rider_id"": 14, ""detour_distance_or_cost"": 151 }, { ""kiosk_id"": ""F6"", ""rider_id"": 15, ""detour_distance_or_cost"": 284 }, { ""kiosk_id"": ""F6"", ""rider_id"": 16, ""detour_distance_or_cost"": 376 }, { ""kiosk_id"": ""F7"", ""rider_id"": 0, ""detour_distance_or_cost"": 307 }, { ""kiosk_id"": ""F7"", ""rider_id"": 1, ""detour_distance_or_cost"": 929 }, { ""kiosk_id"": ""F7"", ""rider_id"": 2, ""detour_distance_or_cost"": 872 }, { ""kiosk_id"": ""F7"", ""rider_id"": 3, ""detour_distance_or_cost"": 930 }, { ""kiosk_id"": ""F7"", ""rider_id"": 4, ""detour_distance_or_cost"": 135 }, { ""kiosk_id"": ""F7"", ""rider_id"": 5, ""detour_distance_or_cost"": 424 }, { ""kiosk_id"": ""F7"", ""rider_id"": 6, ""detour_distance_or_cost"": 297 }, { ""kiosk_id"": ""F7"", ""rider_id"": 7, ""detour_distance_or_cost"": 985 }, { ""kiosk_id"": ""F7"", ""rider_id"": 8, ""detour_distance_or_cost"": 213 }, { ""kiosk_id"": ""F7"", ""rider_id"": 9, ""detour_distance_or_cost"": 455 }, { ""kiosk_id"": ""F7"", ""rider_id"": 10, ""detour_distance_or_cost"": 488 }, { ""kiosk_id"": ""F7"", ""rider_id"": 11, ""detour_distance_or_cost"": 237 }, { ""kiosk_id"": ""F7"", ""rider_id"": 12, ""detour_distance_or_cost"": 166 }, { ""kiosk_id"": ""F7"", ""rider_id"": 13, ""detour_distance_or_cost"": 384 }, { ""kiosk_id"": ""F7"", ""rider_id"": 14, ""detour_distance_or_cost"": 507 }, { ""kiosk_id"": ""F7"", ""rider_id"": 15, ""detour_distance_or_cost"": 629 }, { ""kiosk_id"": ""F7"", ""rider_id"": 16, ""detour_distance_or_cost"": 105 } ] } You can just send the plan back in a small JSON file like this so it's easy to check and parse. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Think of it like a simple form: ""selected"" is the list of kiosk locations you choose to build, and ""assignments"" tells, for each rider (in the same order they were listed in the input), which opened kiosk they will use. This is just the expected shape — not the actual answer — so fill in the real IDs from the instance when you submit. Please make sure to use the exact identifiers from the input — do not rename them or invent new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [9104, 6635, 4246, 6506, 2688, 2974, 2905], 'connection_costs': [[101, 705, 583, 314, 228, 364, 739, 296, 608, 812, 399, 764, 359, 637, 369, 294, 385], [773, 387, 389, 872, 808, 712, 12, 241, 582, 486, 987, 607, 775, 253, 986, 499, 707], [194, 680, 208, 368, 936, 770, 500, 255, 205, 951, 606, 837, 846, 238, 113, 24, 417], [135, 879, 233, 752, 142, 940, 437, 371, 442, 428, 218, 805, 159, 492, 151, 270, 228], [294, 994, 685, 886, 982, 293, 401, 49, 336, 774, 172, 754, 957, 833, 771, 581, 219], [775, 844, 837, 251, 699, 65, 904, 239, 463, 542, 506, 824, 458, 501, 151, 284, 376], [307, 929, 872, 930, 135, 424, 297, 985, 213, 455, 488, 237, 166, 384, 507, 629, 105]], 'objective': 10968.0}","{'open_facilities': [6], 'assignments': [6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6]}",10968.0,"{'problem_type': 'UFLP', 'num_facilities': 7, 'num_customers': 17, 'facilities': [{'id': 'F1', 'opening_cost': 9104}, {'id': 'F2', 'opening_cost': 6635}, {'id': 'F3', 'opening_cost': 4246}, {'id': 'F4', 'opening_cost': 6506}, {'id': 'F5', 'opening_cost': 2688}, {'id': 'F6', 'opening_cost': 2974}, {'id': 'F7', 'opening_cost': 2905}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 101}, {'facility': 'F1', 'customer': 1, 'cost': 705}, {'facility': 'F1', 'customer': 2, 'cost': 583}, {'facility': 'F1', 'customer': 3, 'cost': 314}, {'facility': 'F1', 'customer': 4, 'cost': 228}, {'facility': 'F1', 'customer': 5, 'cost': 364}, {'facility': 'F1', 'customer': 6, 'cost': 739}, {'facility': 'F1', 'customer': 7, 'cost': 296}, {'facility': 'F1', 'customer': 8, 'cost': 608}, {'facility': 'F1', 'customer': 9, 'cost': 812}, {'facility': 'F1', 'customer': 10, 'cost': 399}, {'facility': 'F1', 'customer': 11, 'cost': 764}, {'facility': 'F1', 'customer': 12, 'cost': 359}, {'facility': 'F1', 'customer': 13, 'cost': 637}, {'facility': 'F1', 'customer': 14, 'cost': 369}, {'facility': 'F1', 'customer': 15, 'cost': 294}, {'facility': 'F1', 'customer': 16, 'cost': 385}, {'facility': 'F2', 'customer': 0, 'cost': 773}, {'facility': 'F2', 'customer': 1, 'cost': 387}, {'facility': 'F2', 'customer': 2, 'cost': 389}, {'facility': 'F2', 'customer': 3, 'cost': 872}, {'facility': 'F2', 'customer': 4, 'cost': 808}, {'facility': 'F2', 'customer': 5, 'cost': 712}, {'facility': 'F2', 'customer': 6, 'cost': 12}, {'facility': 'F2', 'customer': 7, 'cost': 241}, {'facility': 'F2', 'customer': 8, 'cost': 582}, {'facility': 'F2', 'customer': 9, 'cost': 486}, {'facility': 'F2', 'customer': 10, 'cost': 987}, {'facility': 'F2', 'customer': 11, 'cost': 607}, {'facility': 'F2', 'customer': 12, 'cost': 775}, {'facility': 'F2', 'customer': 13, 'cost': 253}, {'facility': 'F2', 'customer': 14, 'cost': 986}, {'facility': 'F2', 'customer': 15, 'cost': 499}, {'facility': 'F2', 'customer': 16, 'cost': 707}, {'facility': 'F3', 'customer': 0, 'cost': 194}, {'facility': 'F3', 'customer': 1, 'cost': 680}, {'facility': 'F3', 'customer': 2, 'cost': 208}, {'facility': 'F3', 'customer': 3, 'cost': 368}, {'facility': 'F3', 'customer': 4, 'cost': 936}, {'facility': 'F3', 'customer': 5, 'cost': 770}, {'facility': 'F3', 'customer': 6, 'cost': 500}, {'facility': 'F3', 'customer': 7, 'cost': 255}, {'facility': 'F3', 'customer': 8, 'cost': 205}, {'facility': 'F3', 'customer': 9, 'cost': 951}, {'facility': 'F3', 'customer': 10, 'cost': 606}, {'facility': 'F3', 'customer': 11, 'cost': 837}, {'facility': 'F3', 'customer': 12, 'cost': 846}, {'facility': 'F3', 'customer': 13, 'cost': 238}, {'facility': 'F3', 'customer': 14, 'cost': 113}, {'facility': 'F3', 'customer': 15, 'cost': 24}, {'facility': 'F3', 'customer': 16, 'cost': 417}, {'facility': 'F4', 'customer': 0, 'cost': 135}, {'facility': 'F4', 'customer': 1, 'cost': 879}, {'facility': 'F4', 'customer': 2, 'cost': 233}, {'facility': 'F4', 'customer': 3, 'cost': 752}, {'facility': 'F4', 'customer': 4, 'cost': 142}, {'facility': 'F4', 'customer': 5, 'cost': 940}, {'facility': 'F4', 'customer': 6, 'cost': 437}, {'facility': 'F4', 'customer': 7, 'cost': 371}, {'facility': 'F4', 'customer': 8, 'cost': 442}, {'facility': 'F4', 'customer': 9, 'cost': 428}, {'facility': 'F4', 'customer': 10, 'cost': 218}, {'facility': 'F4', 'customer': 11, 'cost': 805}, {'facility': 'F4', 'customer': 12, 'cost': 159}, {'facility': 'F4', 'customer': 13, 'cost': 492}, {'facility': 'F4', 'customer': 14, 'cost': 151}, {'facility': 'F4', 'customer': 15, 'cost': 270}, {'facility': 'F4', 'customer': 16, 'cost': 228}, {'facility': 'F5', 'customer': 0, 'cost': 294}, {'facility': 'F5', 'customer': 1, 'cost': 994}, {'facility': 'F5', 'customer': 2, 'cost': 685}, {'facility': 'F5', 'customer': 3, 'cost': 886}, {'facility': 'F5', 'customer': 4, 'cost': 982}, {'facility': 'F5', 'customer': 5, 'cost': 293}, {'facility': 'F5', 'customer': 6, 'cost': 401}, {'facility': 'F5', 'customer': 7, 'cost': 49}, {'facility': 'F5', 'customer': 8, 'cost': 336}, {'facility': 'F5', 'customer': 9, 'cost': 774}, {'facility': 'F5', 'customer': 10, 'cost': 172}, {'facility': 'F5', 'customer': 11, 'cost': 754}, {'facility': 'F5', 'customer': 12, 'cost': 957}, {'facility': 'F5', 'customer': 13, 'cost': 833}, {'facility': 'F5', 'customer': 14, 'cost': 771}, {'facility': 'F5', 'customer': 15, 'cost': 581}, {'facility': 'F5', 'customer': 16, 'cost': 219}, {'facility': 'F6', 'customer': 0, 'cost': 775}, {'facility': 'F6', 'customer': 1, 'cost': 844}, {'facility': 'F6', 'customer': 2, 'cost': 837}, {'facility': 'F6', 'customer': 3, 'cost': 251}, {'facility': 'F6', 'customer': 4, 'cost': 699}, {'facility': 'F6', 'customer': 5, 'cost': 65}, {'facility': 'F6', 'customer': 6, 'cost': 904}, {'facility': 'F6', 'customer': 7, 'cost': 239}, {'facility': 'F6', 'customer': 8, 'cost': 463}, {'facility': 'F6', 'customer': 9, 'cost': 542}, {'facility': 'F6', 'customer': 10, 'cost': 506}, {'facility': 'F6', 'customer': 11, 'cost': 824}, {'facility': 'F6', 'customer': 12, 'cost': 458}, {'facility': 'F6', 'customer': 13, 'cost': 501}, {'facility': 'F6', 'customer': 14, 'cost': 151}, {'facility': 'F6', 'customer': 15, 'cost': 284}, {'facility': 'F6', 'customer': 16, 'cost': 376}, {'facility': 'F7', 'customer': 0, 'cost': 307}, {'facility': 'F7', 'customer': 1, 'cost': 929}, {'facility': 'F7', 'customer': 2, 'cost': 872}, {'facility': 'F7', 'customer': 3, 'cost': 930}, {'facility': 'F7', 'customer': 4, 'cost': 135}, {'facility': 'F7', 'customer': 5, 'cost': 424}, {'facility': 'F7', 'customer': 6, 'cost': 297}, {'facility': 'F7', 'customer': 7, 'cost': 985}, {'facility': 'F7', 'customer': 8, 'cost': 213}, {'facility': 'F7', 'customer': 9, 'cost': 455}, {'facility': 'F7', 'customer': 10, 'cost': 488}, {'facility': 'F7', 'customer': 11, 'cost': 237}, {'facility': 'F7', 'customer': 12, 'cost': 166}, {'facility': 'F7', 'customer': 13, 'cost': 384}, {'facility': 'F7', 'customer': 14, 'cost': 507}, {'facility': 'F7', 'customer': 15, 'cost': 629}, {'facility': 'F7', 'customer': 16, 'cost': 105}], 'objective': 10968.0}","{'selected': ['F7'], 'assignments': ['F7', 'F7', 'F7', 'F7', 'F7', 'F7', 'F7', 'F7', 'F7', 'F7', 'F7', 'F7', 'F7', 'F7', 'F7', 'F7', 'F7']}",10,json,0 UFLP,UFLP,"Someone on the relief team has to decide which supply caches to put resources into and which stocked cache each household should use. The rule is simple: each household must be assigned to one stocked cache only, and they can’t go to caches we didn’t stock. What we’re trying to do, practically, is keep the total expense down — that total is just the stocking bills for the caches we pick plus the retrieval distance or travel cost for every household, all added together. The candidate locations, costs, and household distances are shown below. There are 8 caches and 20 households in this instance. **Caches** | cache_id | stocking_cost | |---|---| | F1 | 2000 | | F2 | 2000 | | F3 | 2000 | | F4 | 2000 | | F5 | 2000 | | F6 | 2000 | | F7 | 2000 | | F8 | 2000 | **Households** | household_id | |---| | A | | B | | C | | D | | E | | F | | G | | H | | I | | J | | K | | L | | M | | N | | O | | P | | Q | | R | | S | | T | **Travel Cost** | cache_id | household_id | travel_cost | |---|---|---| | F1 | A | 335 | | F1 | B | 471 | | F1 | C | 717 | | F1 | D | 361 | | F1 | E | 160 | | F1 | F | 497 | | F1 | G | 959 | | F1 | H | 351 | | F1 | I | 235 | | F1 | J | 521 | | F1 | K | 434 | | F1 | L | 434 | | F1 | M | 831 | | F1 | N | 926 | | F1 | O | 287 | | F1 | P | 991 | | F1 | Q | 193 | | F1 | R | 897 | | F1 | S | 905 | | F1 | T | 208 | | F2 | A | 566 | | F2 | B | 706 | | F2 | C | 174 | | F2 | D | 58 | | F2 | E | 906 | | F2 | F | 406 | | F2 | G | 870 | | F2 | H | 711 | | F2 | I | 59 | | F2 | J | 432 | | F2 | K | 524 | | F2 | L | 694 | | F2 | M | 637 | | F2 | N | 578 | | F2 | O | 996 | | F2 | P | 953 | | F2 | Q | 414 | | F2 | R | 108 | | F2 | S | 695 | | F2 | T | 364 | | F3 | A | 590 | | F3 | B | 315 | | F3 | C | 530 | | F3 | D | 524 | | F3 | E | 288 | | F3 | F | 851 | | F3 | G | 917 | | F3 | H | 84 | | F3 | I | 920 | | F3 | J | 565 | | F3 | K | 189 | | F3 | L | 367 | | F3 | M | 895 | | F3 | N | 677 | | F3 | O | 292 | | F3 | P | 290 | | F3 | Q | 684 | | F3 | R | 972 | | F3 | S | 207 | | F3 | T | 846 | | F4 | A | 652 | | F4 | B | 315 | | F4 | C | 789 | | F4 | D | 392 | | F4 | E | 24 | | F4 | F | 302 | | F4 | G | 590 | | F4 | H | 631 | | F4 | I | 373 | | F4 | J | 203 | | F4 | K | 18 | | F4 | L | 796 | | F4 | M | 630 | | F4 | N | 91 | | F4 | O | 506 | | F4 | P | 916 | | F4 | Q | 278 | | F4 | R | 557 | | F4 | S | 56 | | F4 | T | 184 | | F5 | A | 796 | | F5 | B | 925 | | F5 | C | 280 | | F5 | D | 384 | | F5 | E | 367 | | F5 | F | 215 | | F5 | G | 795 | | F5 | H | 667 | | F5 | I | 633 | | F5 | J | 223 | | F5 | K | 726 | | F5 | L | 202 | | F5 | M | 322 | | F5 | N | 691 | | F5 | O | 37 | | F5 | P | 582 | | F5 | Q | 582 | | F5 | R | 920 | | F5 | S | 433 | | F5 | T | 492 | | F6 | A | 887 | | F6 | B | 625 | | F6 | C | 798 | | F6 | D | 160 | | F6 | E | 479 | | F6 | F | 266 | | F6 | G | 918 | | F6 | H | 663 | | F6 | I | 98 | | F6 | J | 772 | | F6 | K | 850 | | F6 | L | 680 | | F6 | M | 58 | | F6 | N | 111 | | F6 | O | 616 | | F6 | P | 167 | | F6 | Q | 242 | | F6 | R | 215 | | F6 | S | 307 | | F6 | T | 710 | | F7 | A | 565 | | F7 | B | 748 | | F7 | C | 180 | | F7 | D | 509 | | F7 | E | 658 | | F7 | F | 507 | | F7 | G | 468 | | F7 | H | 733 | | F7 | I | 261 | | F7 | J | 659 | | F7 | K | 578 | | F7 | L | 634 | | F7 | M | 628 | | F7 | N | 919 | | F7 | O | 997 | | F7 | P | 610 | | F7 | Q | 252 | | F7 | R | 954 | | F7 | S | 283 | | F7 | T | 332 | | F8 | A | 632 | | F8 | B | 610 | | F8 | C | 991 | | F8 | D | 414 | | F8 | E | 49 | | F8 | F | 358 | | F8 | G | 436 | | F8 | H | 150 | | F8 | I | 494 | | F8 | J | 32 | | F8 | K | 664 | | F8 | L | 533 | | F8 | M | 118 | | F8 | N | 17 | | F8 | O | 136 | | F8 | P | 45 | | F8 | Q | 791 | | F8 | R | 858 | | F8 | S | 846 | | F8 | T | 915 | If you want to hand me the plan, just follow this simple JSON shape so I can read it automatically — nothing fancy, just a small form to fill in. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Think of ""selected"" as the list of caches we decide to stock, and ""assignments"" as, for each household in the same order as the input, which stocked cache they will use. Super casual: ""selected"" = which caches we put supplies into; ""assignments"" = which stocked cache each household goes to. This JSON is just a sketch of the shape I expect in the answer — not the actual plan itself. Please use the exact identifiers from the instance input when you fill this in — no renaming and no new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000], 'connection_costs': [[335, 471, 717, 361, 160, 497, 959, 351, 235, 521, 434, 434, 831, 926, 287, 991, 193, 897, 905, 208], [566, 706, 174, 58, 906, 406, 870, 711, 59, 432, 524, 694, 637, 578, 996, 953, 414, 108, 695, 364], [590, 315, 530, 524, 288, 851, 917, 84, 920, 565, 189, 367, 895, 677, 292, 290, 684, 972, 207, 846], [652, 315, 789, 392, 24, 302, 590, 631, 373, 203, 18, 796, 630, 91, 506, 916, 278, 557, 56, 184], [796, 925, 280, 384, 367, 215, 795, 667, 633, 223, 726, 202, 322, 691, 37, 582, 582, 920, 433, 492], [887, 625, 798, 160, 479, 266, 918, 663, 98, 772, 850, 680, 58, 111, 616, 167, 242, 215, 307, 710], [565, 748, 180, 509, 658, 507, 468, 733, 261, 659, 578, 634, 628, 919, 997, 610, 252, 954, 283, 332], [632, 610, 991, 414, 49, 358, 436, 150, 494, 32, 664, 533, 118, 17, 136, 45, 791, 858, 846, 915]], 'objective': 9387.0}","{'open_facilities': [3, 7], 'assignments': [7, 3, 3, 3, 3, 3, 7, 7, 3, 7, 3, 7, 7, 7, 7, 7, 3, 3, 3, 3]}",9387.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 20, 'facilities': [{'id': 'F1', 'opening_cost': 2000}, {'id': 'F2', 'opening_cost': 2000}, {'id': 'F3', 'opening_cost': 2000}, {'id': 'F4', 'opening_cost': 2000}, {'id': 'F5', 'opening_cost': 2000}, {'id': 'F6', 'opening_cost': 2000}, {'id': 'F7', 'opening_cost': 2000}, {'id': 'F8', 'opening_cost': 2000}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}, {'id': 'P'}, {'id': 'Q'}, {'id': 'R'}, {'id': 'S'}, {'id': 'T'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 335}, {'facility': 'F1', 'customer': 'B', 'cost': 471}, {'facility': 'F1', 'customer': 'C', 'cost': 717}, {'facility': 'F1', 'customer': 'D', 'cost': 361}, {'facility': 'F1', 'customer': 'E', 'cost': 160}, {'facility': 'F1', 'customer': 'F', 'cost': 497}, {'facility': 'F1', 'customer': 'G', 'cost': 959}, {'facility': 'F1', 'customer': 'H', 'cost': 351}, {'facility': 'F1', 'customer': 'I', 'cost': 235}, {'facility': 'F1', 'customer': 'J', 'cost': 521}, {'facility': 'F1', 'customer': 'K', 'cost': 434}, {'facility': 'F1', 'customer': 'L', 'cost': 434}, {'facility': 'F1', 'customer': 'M', 'cost': 831}, {'facility': 'F1', 'customer': 'N', 'cost': 926}, {'facility': 'F1', 'customer': 'O', 'cost': 287}, {'facility': 'F1', 'customer': 'P', 'cost': 991}, {'facility': 'F1', 'customer': 'Q', 'cost': 193}, {'facility': 'F1', 'customer': 'R', 'cost': 897}, {'facility': 'F1', 'customer': 'S', 'cost': 905}, {'facility': 'F1', 'customer': 'T', 'cost': 208}, {'facility': 'F2', 'customer': 'A', 'cost': 566}, {'facility': 'F2', 'customer': 'B', 'cost': 706}, {'facility': 'F2', 'customer': 'C', 'cost': 174}, {'facility': 'F2', 'customer': 'D', 'cost': 58}, {'facility': 'F2', 'customer': 'E', 'cost': 906}, {'facility': 'F2', 'customer': 'F', 'cost': 406}, {'facility': 'F2', 'customer': 'G', 'cost': 870}, {'facility': 'F2', 'customer': 'H', 'cost': 711}, {'facility': 'F2', 'customer': 'I', 'cost': 59}, {'facility': 'F2', 'customer': 'J', 'cost': 432}, {'facility': 'F2', 'customer': 'K', 'cost': 524}, {'facility': 'F2', 'customer': 'L', 'cost': 694}, {'facility': 'F2', 'customer': 'M', 'cost': 637}, {'facility': 'F2', 'customer': 'N', 'cost': 578}, {'facility': 'F2', 'customer': 'O', 'cost': 996}, {'facility': 'F2', 'customer': 'P', 'cost': 953}, {'facility': 'F2', 'customer': 'Q', 'cost': 414}, {'facility': 'F2', 'customer': 'R', 'cost': 108}, {'facility': 'F2', 'customer': 'S', 'cost': 695}, {'facility': 'F2', 'customer': 'T', 'cost': 364}, {'facility': 'F3', 'customer': 'A', 'cost': 590}, {'facility': 'F3', 'customer': 'B', 'cost': 315}, {'facility': 'F3', 'customer': 'C', 'cost': 530}, {'facility': 'F3', 'customer': 'D', 'cost': 524}, {'facility': 'F3', 'customer': 'E', 'cost': 288}, {'facility': 'F3', 'customer': 'F', 'cost': 851}, {'facility': 'F3', 'customer': 'G', 'cost': 917}, {'facility': 'F3', 'customer': 'H', 'cost': 84}, {'facility': 'F3', 'customer': 'I', 'cost': 920}, {'facility': 'F3', 'customer': 'J', 'cost': 565}, {'facility': 'F3', 'customer': 'K', 'cost': 189}, {'facility': 'F3', 'customer': 'L', 'cost': 367}, {'facility': 'F3', 'customer': 'M', 'cost': 895}, {'facility': 'F3', 'customer': 'N', 'cost': 677}, {'facility': 'F3', 'customer': 'O', 'cost': 292}, {'facility': 'F3', 'customer': 'P', 'cost': 290}, {'facility': 'F3', 'customer': 'Q', 'cost': 684}, {'facility': 'F3', 'customer': 'R', 'cost': 972}, {'facility': 'F3', 'customer': 'S', 'cost': 207}, {'facility': 'F3', 'customer': 'T', 'cost': 846}, {'facility': 'F4', 'customer': 'A', 'cost': 652}, {'facility': 'F4', 'customer': 'B', 'cost': 315}, {'facility': 'F4', 'customer': 'C', 'cost': 789}, {'facility': 'F4', 'customer': 'D', 'cost': 392}, {'facility': 'F4', 'customer': 'E', 'cost': 24}, {'facility': 'F4', 'customer': 'F', 'cost': 302}, {'facility': 'F4', 'customer': 'G', 'cost': 590}, {'facility': 'F4', 'customer': 'H', 'cost': 631}, {'facility': 'F4', 'customer': 'I', 'cost': 373}, {'facility': 'F4', 'customer': 'J', 'cost': 203}, {'facility': 'F4', 'customer': 'K', 'cost': 18}, {'facility': 'F4', 'customer': 'L', 'cost': 796}, {'facility': 'F4', 'customer': 'M', 'cost': 630}, {'facility': 'F4', 'customer': 'N', 'cost': 91}, {'facility': 'F4', 'customer': 'O', 'cost': 506}, {'facility': 'F4', 'customer': 'P', 'cost': 916}, {'facility': 'F4', 'customer': 'Q', 'cost': 278}, {'facility': 'F4', 'customer': 'R', 'cost': 557}, {'facility': 'F4', 'customer': 'S', 'cost': 56}, {'facility': 'F4', 'customer': 'T', 'cost': 184}, {'facility': 'F5', 'customer': 'A', 'cost': 796}, {'facility': 'F5', 'customer': 'B', 'cost': 925}, {'facility': 'F5', 'customer': 'C', 'cost': 280}, {'facility': 'F5', 'customer': 'D', 'cost': 384}, {'facility': 'F5', 'customer': 'E', 'cost': 367}, {'facility': 'F5', 'customer': 'F', 'cost': 215}, {'facility': 'F5', 'customer': 'G', 'cost': 795}, {'facility': 'F5', 'customer': 'H', 'cost': 667}, {'facility': 'F5', 'customer': 'I', 'cost': 633}, {'facility': 'F5', 'customer': 'J', 'cost': 223}, {'facility': 'F5', 'customer': 'K', 'cost': 726}, {'facility': 'F5', 'customer': 'L', 'cost': 202}, {'facility': 'F5', 'customer': 'M', 'cost': 322}, {'facility': 'F5', 'customer': 'N', 'cost': 691}, {'facility': 'F5', 'customer': 'O', 'cost': 37}, {'facility': 'F5', 'customer': 'P', 'cost': 582}, {'facility': 'F5', 'customer': 'Q', 'cost': 582}, {'facility': 'F5', 'customer': 'R', 'cost': 920}, {'facility': 'F5', 'customer': 'S', 'cost': 433}, {'facility': 'F5', 'customer': 'T', 'cost': 492}, {'facility': 'F6', 'customer': 'A', 'cost': 887}, {'facility': 'F6', 'customer': 'B', 'cost': 625}, {'facility': 'F6', 'customer': 'C', 'cost': 798}, {'facility': 'F6', 'customer': 'D', 'cost': 160}, {'facility': 'F6', 'customer': 'E', 'cost': 479}, {'facility': 'F6', 'customer': 'F', 'cost': 266}, {'facility': 'F6', 'customer': 'G', 'cost': 918}, {'facility': 'F6', 'customer': 'H', 'cost': 663}, {'facility': 'F6', 'customer': 'I', 'cost': 98}, {'facility': 'F6', 'customer': 'J', 'cost': 772}, {'facility': 'F6', 'customer': 'K', 'cost': 850}, {'facility': 'F6', 'customer': 'L', 'cost': 680}, {'facility': 'F6', 'customer': 'M', 'cost': 58}, {'facility': 'F6', 'customer': 'N', 'cost': 111}, {'facility': 'F6', 'customer': 'O', 'cost': 616}, {'facility': 'F6', 'customer': 'P', 'cost': 167}, {'facility': 'F6', 'customer': 'Q', 'cost': 242}, {'facility': 'F6', 'customer': 'R', 'cost': 215}, {'facility': 'F6', 'customer': 'S', 'cost': 307}, {'facility': 'F6', 'customer': 'T', 'cost': 710}, {'facility': 'F7', 'customer': 'A', 'cost': 565}, {'facility': 'F7', 'customer': 'B', 'cost': 748}, {'facility': 'F7', 'customer': 'C', 'cost': 180}, {'facility': 'F7', 'customer': 'D', 'cost': 509}, {'facility': 'F7', 'customer': 'E', 'cost': 658}, {'facility': 'F7', 'customer': 'F', 'cost': 507}, {'facility': 'F7', 'customer': 'G', 'cost': 468}, {'facility': 'F7', 'customer': 'H', 'cost': 733}, {'facility': 'F7', 'customer': 'I', 'cost': 261}, {'facility': 'F7', 'customer': 'J', 'cost': 659}, {'facility': 'F7', 'customer': 'K', 'cost': 578}, {'facility': 'F7', 'customer': 'L', 'cost': 634}, {'facility': 'F7', 'customer': 'M', 'cost': 628}, {'facility': 'F7', 'customer': 'N', 'cost': 919}, {'facility': 'F7', 'customer': 'O', 'cost': 997}, {'facility': 'F7', 'customer': 'P', 'cost': 610}, {'facility': 'F7', 'customer': 'Q', 'cost': 252}, {'facility': 'F7', 'customer': 'R', 'cost': 954}, {'facility': 'F7', 'customer': 'S', 'cost': 283}, {'facility': 'F7', 'customer': 'T', 'cost': 332}, {'facility': 'F8', 'customer': 'A', 'cost': 632}, {'facility': 'F8', 'customer': 'B', 'cost': 610}, {'facility': 'F8', 'customer': 'C', 'cost': 991}, {'facility': 'F8', 'customer': 'D', 'cost': 414}, {'facility': 'F8', 'customer': 'E', 'cost': 49}, {'facility': 'F8', 'customer': 'F', 'cost': 358}, {'facility': 'F8', 'customer': 'G', 'cost': 436}, {'facility': 'F8', 'customer': 'H', 'cost': 150}, {'facility': 'F8', 'customer': 'I', 'cost': 494}, {'facility': 'F8', 'customer': 'J', 'cost': 32}, {'facility': 'F8', 'customer': 'K', 'cost': 664}, {'facility': 'F8', 'customer': 'L', 'cost': 533}, {'facility': 'F8', 'customer': 'M', 'cost': 118}, {'facility': 'F8', 'customer': 'N', 'cost': 17}, {'facility': 'F8', 'customer': 'O', 'cost': 136}, {'facility': 'F8', 'customer': 'P', 'cost': 45}, {'facility': 'F8', 'customer': 'Q', 'cost': 791}, {'facility': 'F8', 'customer': 'R', 'cost': 858}, {'facility': 'F8', 'customer': 'S', 'cost': 846}, {'facility': 'F8', 'customer': 'T', 'cost': 915}], 'objective': 9387.0}","{'selected': ['F4', 'F8'], 'assignments': ['F8', 'F4', 'F4', 'F4', 'F4', 'F4', 'F8', 'F8', 'F4', 'F8', 'F4', 'F8', 'F8', 'F8', 'F8', 'F8', 'F4', 'F4', 'F4', 'F4']}",11,markdown_table,names UFLP,UFLP,"At the festival gates the problem is practical: decide which vendor stalls to lease and assign every artisan to one leased stall. Leasing a stall costs money, only leased stalls can be used, and each artisan needs a single stall (no doubles, no omissions). Festival-goers will head to a single vendor, and the final tally is the rent paid for the leased stalls plus the total walking distance of all attendees to their vendor — the task is to make that tally as small as it can be. Concrete data follows below. # num_candidate_stalls=9 # num_attendees=19 # STALLS stall_id,stall_rent F1,2000 F2,2000 F3,2000 F4,2000 F5,2000 F6,2000 F7,2000 F8,2000 F9,2000 # ATTENDEES attendee_id 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 # WALKING_DISTANCES stall_id,attendee_id,walking_distance_cost F1,0,584 F1,1,99 F1,2,203 F1,3,107 F1,4,936 F1,5,128 F1,6,783 F1,7,933 F1,8,990 F1,9,321 F1,10,595 F1,11,194 F1,12,895 F1,13,665 F1,14,334 F1,15,607 F1,16,242 F1,17,465 F1,18,539 F2,0,534 F2,1,463 F2,2,801 F2,3,884 F2,4,863 F2,5,25 F2,6,819 F2,7,327 F2,8,661 F2,9,783 F2,10,7 F2,11,847 F2,12,30 F2,13,797 F2,14,39 F2,15,774 F2,16,579 F2,17,341 F2,18,852 F3,0,438 F3,1,303 F3,2,437 F3,3,170 F3,4,430 F3,5,837 F3,6,916 F3,7,188 F3,8,574 F3,9,738 F3,10,251 F3,11,556 F3,12,615 F3,13,173 F3,14,896 F3,15,660 F3,16,648 F3,17,130 F3,18,377 F4,0,976 F4,1,414 F4,2,505 F4,3,337 F4,4,881 F4,5,487 F4,6,684 F4,7,675 F4,8,103 F4,9,32 F4,10,994 F4,11,352 F4,12,200 F4,13,967 F4,14,255 F4,15,228 F4,16,634 F4,17,445 F4,18,396 F5,0,927 F5,1,181 F5,2,868 F5,3,612 F5,4,266 F5,5,273 F5,6,287 F5,7,962 F5,8,957 F5,9,592 F5,10,157 F5,11,830 F5,12,463 F5,13,637 F5,14,793 F5,15,520 F5,16,716 F5,17,981 F5,18,47 F6,0,706 F6,1,689 F6,2,209 F6,3,140 F6,4,655 F6,5,312 F6,6,235 F6,7,316 F6,8,752 F6,9,361 F6,10,551 F6,11,149 F6,12,344 F6,13,141 F6,14,998 F6,15,179 F6,16,307 F6,17,297 F6,18,878 F7,0,666 F7,1,261 F7,2,318 F7,3,231 F7,4,69 F7,5,531 F7,6,293 F7,7,245 F7,8,360 F7,9,653 F7,10,635 F7,11,417 F7,12,5 F7,13,129 F7,14,846 F7,15,220 F7,16,218 F7,17,131 F7,18,359 F8,0,33 F8,1,49 F8,2,398 F8,3,355 F8,4,987 F8,5,595 F8,6,717 F8,7,207 F8,8,831 F8,9,331 F8,10,220 F8,11,961 F8,12,602 F8,13,711 F8,14,296 F8,15,10 F8,16,717 F8,17,956 F8,18,737 F9,0,654 F9,1,536 F9,2,289 F9,3,240 F9,4,342 F9,5,147 F9,6,610 F9,7,213 F9,8,710 F9,9,62 F9,10,748 F9,11,752 F9,12,388 F9,13,76 F9,14,259 F9,15,580 F9,16,313 F9,17,220 F9,18,580 Also, just so we're on the same page, please return your choice in this little JSON layout — keeps things tidy and machine-friendly: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is the list of stalls you decide to lease. ""assignments"" is a list with one entry per artisan saying which leased stall they will use. Think of it like filling out a simple form: pick the stalls, then point each artisan to one of the picked stalls. This JSON is just the outline of the shape I expect — not the actual answer. Please make sure every identifier you put in here matches exactly the identifiers in the instance input — don't rename them and don't invent new ones. - for example: Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000], 'connection_costs': [[584, 99, 203, 107, 936, 128, 783, 933, 990, 321, 595, 194, 895, 665, 334, 607, 242, 465, 539], [534, 463, 801, 884, 863, 25, 819, 327, 661, 783, 7, 847, 30, 797, 39, 774, 579, 341, 852], [438, 303, 437, 170, 430, 837, 916, 188, 574, 738, 251, 556, 615, 173, 896, 660, 648, 130, 377], [976, 414, 505, 337, 881, 487, 684, 675, 103, 32, 994, 352, 200, 967, 255, 228, 634, 445, 396], [927, 181, 868, 612, 266, 273, 287, 962, 957, 592, 157, 830, 463, 637, 793, 520, 716, 981, 47], [706, 689, 209, 140, 655, 312, 235, 316, 752, 361, 551, 149, 344, 141, 998, 179, 307, 297, 878], [666, 261, 318, 231, 69, 531, 293, 245, 360, 653, 635, 417, 5, 129, 846, 220, 218, 131, 359], [33, 49, 398, 355, 987, 595, 717, 207, 831, 331, 220, 961, 602, 711, 296, 10, 717, 956, 737], [654, 536, 289, 240, 342, 147, 610, 213, 710, 62, 748, 752, 388, 76, 259, 580, 313, 220, 580]], 'objective': 8207.0}","{'open_facilities': [6, 7], 'assignments': [7, 7, 6, 6, 6, 6, 6, 7, 6, 7, 7, 6, 6, 6, 7, 7, 6, 6, 6]}",8207.0,"{'problem_type': 'UFLP', 'num_facilities': 9, 'num_customers': 19, 'facilities': [{'id': 'F1', 'opening_cost': 2000}, {'id': 'F2', 'opening_cost': 2000}, {'id': 'F3', 'opening_cost': 2000}, {'id': 'F4', 'opening_cost': 2000}, {'id': 'F5', 'opening_cost': 2000}, {'id': 'F6', 'opening_cost': 2000}, {'id': 'F7', 'opening_cost': 2000}, {'id': 'F8', 'opening_cost': 2000}, {'id': 'F9', 'opening_cost': 2000}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}, {'id': 18}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 584}, {'facility': 'F1', 'customer': 1, 'cost': 99}, {'facility': 'F1', 'customer': 2, 'cost': 203}, {'facility': 'F1', 'customer': 3, 'cost': 107}, {'facility': 'F1', 'customer': 4, 'cost': 936}, {'facility': 'F1', 'customer': 5, 'cost': 128}, {'facility': 'F1', 'customer': 6, 'cost': 783}, {'facility': 'F1', 'customer': 7, 'cost': 933}, {'facility': 'F1', 'customer': 8, 'cost': 990}, {'facility': 'F1', 'customer': 9, 'cost': 321}, {'facility': 'F1', 'customer': 10, 'cost': 595}, {'facility': 'F1', 'customer': 11, 'cost': 194}, {'facility': 'F1', 'customer': 12, 'cost': 895}, {'facility': 'F1', 'customer': 13, 'cost': 665}, {'facility': 'F1', 'customer': 14, 'cost': 334}, {'facility': 'F1', 'customer': 15, 'cost': 607}, {'facility': 'F1', 'customer': 16, 'cost': 242}, {'facility': 'F1', 'customer': 17, 'cost': 465}, {'facility': 'F1', 'customer': 18, 'cost': 539}, {'facility': 'F2', 'customer': 0, 'cost': 534}, {'facility': 'F2', 'customer': 1, 'cost': 463}, {'facility': 'F2', 'customer': 2, 'cost': 801}, {'facility': 'F2', 'customer': 3, 'cost': 884}, {'facility': 'F2', 'customer': 4, 'cost': 863}, {'facility': 'F2', 'customer': 5, 'cost': 25}, {'facility': 'F2', 'customer': 6, 'cost': 819}, {'facility': 'F2', 'customer': 7, 'cost': 327}, {'facility': 'F2', 'customer': 8, 'cost': 661}, {'facility': 'F2', 'customer': 9, 'cost': 783}, {'facility': 'F2', 'customer': 10, 'cost': 7}, {'facility': 'F2', 'customer': 11, 'cost': 847}, {'facility': 'F2', 'customer': 12, 'cost': 30}, {'facility': 'F2', 'customer': 13, 'cost': 797}, {'facility': 'F2', 'customer': 14, 'cost': 39}, {'facility': 'F2', 'customer': 15, 'cost': 774}, {'facility': 'F2', 'customer': 16, 'cost': 579}, {'facility': 'F2', 'customer': 17, 'cost': 341}, {'facility': 'F2', 'customer': 18, 'cost': 852}, {'facility': 'F3', 'customer': 0, 'cost': 438}, {'facility': 'F3', 'customer': 1, 'cost': 303}, {'facility': 'F3', 'customer': 2, 'cost': 437}, {'facility': 'F3', 'customer': 3, 'cost': 170}, {'facility': 'F3', 'customer': 4, 'cost': 430}, {'facility': 'F3', 'customer': 5, 'cost': 837}, {'facility': 'F3', 'customer': 6, 'cost': 916}, {'facility': 'F3', 'customer': 7, 'cost': 188}, {'facility': 'F3', 'customer': 8, 'cost': 574}, {'facility': 'F3', 'customer': 9, 'cost': 738}, {'facility': 'F3', 'customer': 10, 'cost': 251}, {'facility': 'F3', 'customer': 11, 'cost': 556}, {'facility': 'F3', 'customer': 12, 'cost': 615}, {'facility': 'F3', 'customer': 13, 'cost': 173}, {'facility': 'F3', 'customer': 14, 'cost': 896}, {'facility': 'F3', 'customer': 15, 'cost': 660}, {'facility': 'F3', 'customer': 16, 'cost': 648}, {'facility': 'F3', 'customer': 17, 'cost': 130}, {'facility': 'F3', 'customer': 18, 'cost': 377}, {'facility': 'F4', 'customer': 0, 'cost': 976}, {'facility': 'F4', 'customer': 1, 'cost': 414}, {'facility': 'F4', 'customer': 2, 'cost': 505}, {'facility': 'F4', 'customer': 3, 'cost': 337}, {'facility': 'F4', 'customer': 4, 'cost': 881}, {'facility': 'F4', 'customer': 5, 'cost': 487}, {'facility': 'F4', 'customer': 6, 'cost': 684}, {'facility': 'F4', 'customer': 7, 'cost': 675}, {'facility': 'F4', 'customer': 8, 'cost': 103}, {'facility': 'F4', 'customer': 9, 'cost': 32}, {'facility': 'F4', 'customer': 10, 'cost': 994}, {'facility': 'F4', 'customer': 11, 'cost': 352}, {'facility': 'F4', 'customer': 12, 'cost': 200}, {'facility': 'F4', 'customer': 13, 'cost': 967}, {'facility': 'F4', 'customer': 14, 'cost': 255}, {'facility': 'F4', 'customer': 15, 'cost': 228}, {'facility': 'F4', 'customer': 16, 'cost': 634}, {'facility': 'F4', 'customer': 17, 'cost': 445}, {'facility': 'F4', 'customer': 18, 'cost': 396}, {'facility': 'F5', 'customer': 0, 'cost': 927}, {'facility': 'F5', 'customer': 1, 'cost': 181}, {'facility': 'F5', 'customer': 2, 'cost': 868}, {'facility': 'F5', 'customer': 3, 'cost': 612}, {'facility': 'F5', 'customer': 4, 'cost': 266}, {'facility': 'F5', 'customer': 5, 'cost': 273}, {'facility': 'F5', 'customer': 6, 'cost': 287}, {'facility': 'F5', 'customer': 7, 'cost': 962}, {'facility': 'F5', 'customer': 8, 'cost': 957}, {'facility': 'F5', 'customer': 9, 'cost': 592}, {'facility': 'F5', 'customer': 10, 'cost': 157}, {'facility': 'F5', 'customer': 11, 'cost': 830}, {'facility': 'F5', 'customer': 12, 'cost': 463}, {'facility': 'F5', 'customer': 13, 'cost': 637}, {'facility': 'F5', 'customer': 14, 'cost': 793}, {'facility': 'F5', 'customer': 15, 'cost': 520}, {'facility': 'F5', 'customer': 16, 'cost': 716}, {'facility': 'F5', 'customer': 17, 'cost': 981}, {'facility': 'F5', 'customer': 18, 'cost': 47}, {'facility': 'F6', 'customer': 0, 'cost': 706}, {'facility': 'F6', 'customer': 1, 'cost': 689}, {'facility': 'F6', 'customer': 2, 'cost': 209}, {'facility': 'F6', 'customer': 3, 'cost': 140}, {'facility': 'F6', 'customer': 4, 'cost': 655}, {'facility': 'F6', 'customer': 5, 'cost': 312}, {'facility': 'F6', 'customer': 6, 'cost': 235}, {'facility': 'F6', 'customer': 7, 'cost': 316}, {'facility': 'F6', 'customer': 8, 'cost': 752}, {'facility': 'F6', 'customer': 9, 'cost': 361}, {'facility': 'F6', 'customer': 10, 'cost': 551}, {'facility': 'F6', 'customer': 11, 'cost': 149}, {'facility': 'F6', 'customer': 12, 'cost': 344}, {'facility': 'F6', 'customer': 13, 'cost': 141}, {'facility': 'F6', 'customer': 14, 'cost': 998}, {'facility': 'F6', 'customer': 15, 'cost': 179}, {'facility': 'F6', 'customer': 16, 'cost': 307}, {'facility': 'F6', 'customer': 17, 'cost': 297}, {'facility': 'F6', 'customer': 18, 'cost': 878}, {'facility': 'F7', 'customer': 0, 'cost': 666}, {'facility': 'F7', 'customer': 1, 'cost': 261}, {'facility': 'F7', 'customer': 2, 'cost': 318}, {'facility': 'F7', 'customer': 3, 'cost': 231}, {'facility': 'F7', 'customer': 4, 'cost': 69}, {'facility': 'F7', 'customer': 5, 'cost': 531}, {'facility': 'F7', 'customer': 6, 'cost': 293}, {'facility': 'F7', 'customer': 7, 'cost': 245}, {'facility': 'F7', 'customer': 8, 'cost': 360}, {'facility': 'F7', 'customer': 9, 'cost': 653}, {'facility': 'F7', 'customer': 10, 'cost': 635}, {'facility': 'F7', 'customer': 11, 'cost': 417}, {'facility': 'F7', 'customer': 12, 'cost': 5}, {'facility': 'F7', 'customer': 13, 'cost': 129}, {'facility': 'F7', 'customer': 14, 'cost': 846}, {'facility': 'F7', 'customer': 15, 'cost': 220}, {'facility': 'F7', 'customer': 16, 'cost': 218}, {'facility': 'F7', 'customer': 17, 'cost': 131}, {'facility': 'F7', 'customer': 18, 'cost': 359}, {'facility': 'F8', 'customer': 0, 'cost': 33}, {'facility': 'F8', 'customer': 1, 'cost': 49}, {'facility': 'F8', 'customer': 2, 'cost': 398}, {'facility': 'F8', 'customer': 3, 'cost': 355}, {'facility': 'F8', 'customer': 4, 'cost': 987}, {'facility': 'F8', 'customer': 5, 'cost': 595}, {'facility': 'F8', 'customer': 6, 'cost': 717}, {'facility': 'F8', 'customer': 7, 'cost': 207}, {'facility': 'F8', 'customer': 8, 'cost': 831}, {'facility': 'F8', 'customer': 9, 'cost': 331}, {'facility': 'F8', 'customer': 10, 'cost': 220}, {'facility': 'F8', 'customer': 11, 'cost': 961}, {'facility': 'F8', 'customer': 12, 'cost': 602}, {'facility': 'F8', 'customer': 13, 'cost': 711}, {'facility': 'F8', 'customer': 14, 'cost': 296}, {'facility': 'F8', 'customer': 15, 'cost': 10}, {'facility': 'F8', 'customer': 16, 'cost': 717}, {'facility': 'F8', 'customer': 17, 'cost': 956}, {'facility': 'F8', 'customer': 18, 'cost': 737}, {'facility': 'F9', 'customer': 0, 'cost': 654}, {'facility': 'F9', 'customer': 1, 'cost': 536}, {'facility': 'F9', 'customer': 2, 'cost': 289}, {'facility': 'F9', 'customer': 3, 'cost': 240}, {'facility': 'F9', 'customer': 4, 'cost': 342}, {'facility': 'F9', 'customer': 5, 'cost': 147}, {'facility': 'F9', 'customer': 6, 'cost': 610}, {'facility': 'F9', 'customer': 7, 'cost': 213}, {'facility': 'F9', 'customer': 8, 'cost': 710}, {'facility': 'F9', 'customer': 9, 'cost': 62}, {'facility': 'F9', 'customer': 10, 'cost': 748}, {'facility': 'F9', 'customer': 11, 'cost': 752}, {'facility': 'F9', 'customer': 12, 'cost': 388}, {'facility': 'F9', 'customer': 13, 'cost': 76}, {'facility': 'F9', 'customer': 14, 'cost': 259}, {'facility': 'F9', 'customer': 15, 'cost': 580}, {'facility': 'F9', 'customer': 16, 'cost': 313}, {'facility': 'F9', 'customer': 17, 'cost': 220}, {'facility': 'F9', 'customer': 18, 'cost': 580}], 'objective': 8207.0}","{'selected': ['F7', 'F8'], 'assignments': ['F8', 'F8', 'F7', 'F7', 'F7', 'F7', 'F7', 'F8', 'F7', 'F8', 'F8', 'F7', 'F7', 'F7', 'F8', 'F8', 'F7', 'F7', 'F7']}",12,csv,0 UFLP,UFLP,"Someone in charge needs to figure out which remote work pods to put up on campus and how to seat the freelancers. The rule is every freelancer gets assigned to one and only one of the pods that were actually installed — no double-assignments and no sending anyone to a non-existent pod. The best setup is the one that keeps the total cost down, where that total is the sum of all pod installation charges plus all freelancers’ commuting inconvenience to their assigned pod. The specific instance details follow below. # num_candidate_pods=7 # num_freelancers=17 # PODS pod_id,pod_setup_cost F1,1060 F2,1291 F3,1822 F4,1755 F5,1364 F6,1203 F7,1229 # FREELANCERS freelancer_id 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 # COMMUTE_INCONVENIENCES pod_id,freelancer_id,commute_inconvenience_cost F1,0,486 F1,1,591 F1,2,695 F1,3,676 F1,4,174 F1,5,302 F1,6,123 F1,7,6 F1,8,947 F1,9,740 F1,10,608 F1,11,944 F1,12,695 F1,13,296 F1,14,687 F1,15,497 F1,16,408 F2,0,407 F2,1,618 F2,2,512 F2,3,559 F2,4,645 F2,5,270 F2,6,403 F2,7,879 F2,8,142 F2,9,179 F2,10,816 F2,11,489 F2,12,571 F2,13,169 F2,14,858 F2,15,421 F2,16,455 F3,0,571 F3,1,68 F3,2,965 F3,3,524 F3,4,467 F3,5,867 F3,6,937 F3,7,968 F3,8,798 F3,9,595 F3,10,332 F3,11,530 F3,12,369 F3,13,131 F3,14,951 F3,15,926 F3,16,35 F4,0,223 F4,1,268 F4,2,237 F4,3,506 F4,4,340 F4,5,187 F4,6,258 F4,7,183 F4,8,278 F4,9,950 F4,10,561 F4,11,46 F4,12,27 F4,13,435 F4,14,38 F4,15,283 F4,16,507 F5,0,960 F5,1,552 F5,2,291 F5,3,60 F5,4,729 F5,5,206 F5,6,190 F5,7,822 F5,8,223 F5,9,459 F5,10,38 F5,11,128 F5,12,121 F5,13,780 F5,14,187 F5,15,748 F5,16,647 F6,0,364 F6,1,29 F6,2,458 F6,3,676 F6,4,927 F6,5,898 F6,6,231 F6,7,955 F6,8,107 F6,9,713 F6,10,848 F6,11,521 F6,12,1 F6,13,445 F6,14,32 F6,15,179 F6,16,475 F7,0,833 F7,1,357 F7,2,162 F7,3,330 F7,4,607 F7,5,524 F7,6,349 F7,7,738 F7,8,302 F7,9,365 F7,10,827 F7,11,540 F7,12,568 F7,13,959 F7,14,409 F7,15,353 F7,16,903 So, when you send the answer back, a little JSON sketch like this is perfect — just showing which pods you actually install and which pod each freelancer is sent to: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is where you list the pods you put up (one entry per pod). ""assignments"" lists, in order, the pod each freelancer uses — one entry per freelancer. Super informal: think of ""selected"" as the installations box and ""assignments"" as the seating map. This is only the shape I expect, not the final choices. Please use the exact identifiers from the instance input — do not rename them or invent new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [1060, 1291, 1822, 1755, 1364, 1203, 1229], 'connection_costs': [[486, 591, 695, 676, 174, 302, 123, 6, 947, 740, 608, 944, 695, 296, 687, 497, 408], [407, 618, 512, 559, 645, 270, 403, 879, 142, 179, 816, 489, 571, 169, 858, 421, 455], [571, 68, 965, 524, 467, 867, 937, 968, 798, 595, 332, 530, 369, 131, 951, 926, 35], [223, 268, 237, 506, 340, 187, 258, 183, 278, 950, 561, 46, 27, 435, 38, 283, 507], [960, 552, 291, 60, 729, 206, 190, 822, 223, 459, 38, 128, 121, 780, 187, 748, 647], [364, 29, 458, 676, 927, 898, 231, 955, 107, 713, 848, 521, 1, 445, 32, 179, 475], [833, 357, 162, 330, 607, 524, 349, 738, 302, 365, 827, 540, 568, 959, 409, 353, 903]], 'objective': 6528.0}","{'open_facilities': [0, 4, 5], 'assignments': [5, 5, 4, 4, 0, 4, 0, 0, 5, 4, 4, 4, 5, 0, 5, 5, 0]}",6528.0,"{'problem_type': 'UFLP', 'num_facilities': 7, 'num_customers': 17, 'facilities': [{'id': 'F1', 'opening_cost': 1060}, {'id': 'F2', 'opening_cost': 1291}, {'id': 'F3', 'opening_cost': 1822}, {'id': 'F4', 'opening_cost': 1755}, {'id': 'F5', 'opening_cost': 1364}, {'id': 'F6', 'opening_cost': 1203}, {'id': 'F7', 'opening_cost': 1229}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 486}, {'facility': 'F1', 'customer': 1, 'cost': 591}, {'facility': 'F1', 'customer': 2, 'cost': 695}, {'facility': 'F1', 'customer': 3, 'cost': 676}, {'facility': 'F1', 'customer': 4, 'cost': 174}, {'facility': 'F1', 'customer': 5, 'cost': 302}, {'facility': 'F1', 'customer': 6, 'cost': 123}, {'facility': 'F1', 'customer': 7, 'cost': 6}, {'facility': 'F1', 'customer': 8, 'cost': 947}, {'facility': 'F1', 'customer': 9, 'cost': 740}, {'facility': 'F1', 'customer': 10, 'cost': 608}, {'facility': 'F1', 'customer': 11, 'cost': 944}, {'facility': 'F1', 'customer': 12, 'cost': 695}, {'facility': 'F1', 'customer': 13, 'cost': 296}, {'facility': 'F1', 'customer': 14, 'cost': 687}, {'facility': 'F1', 'customer': 15, 'cost': 497}, {'facility': 'F1', 'customer': 16, 'cost': 408}, {'facility': 'F2', 'customer': 0, 'cost': 407}, {'facility': 'F2', 'customer': 1, 'cost': 618}, {'facility': 'F2', 'customer': 2, 'cost': 512}, {'facility': 'F2', 'customer': 3, 'cost': 559}, {'facility': 'F2', 'customer': 4, 'cost': 645}, {'facility': 'F2', 'customer': 5, 'cost': 270}, {'facility': 'F2', 'customer': 6, 'cost': 403}, {'facility': 'F2', 'customer': 7, 'cost': 879}, {'facility': 'F2', 'customer': 8, 'cost': 142}, {'facility': 'F2', 'customer': 9, 'cost': 179}, {'facility': 'F2', 'customer': 10, 'cost': 816}, {'facility': 'F2', 'customer': 11, 'cost': 489}, {'facility': 'F2', 'customer': 12, 'cost': 571}, {'facility': 'F2', 'customer': 13, 'cost': 169}, {'facility': 'F2', 'customer': 14, 'cost': 858}, {'facility': 'F2', 'customer': 15, 'cost': 421}, {'facility': 'F2', 'customer': 16, 'cost': 455}, {'facility': 'F3', 'customer': 0, 'cost': 571}, {'facility': 'F3', 'customer': 1, 'cost': 68}, {'facility': 'F3', 'customer': 2, 'cost': 965}, {'facility': 'F3', 'customer': 3, 'cost': 524}, {'facility': 'F3', 'customer': 4, 'cost': 467}, {'facility': 'F3', 'customer': 5, 'cost': 867}, {'facility': 'F3', 'customer': 6, 'cost': 937}, {'facility': 'F3', 'customer': 7, 'cost': 968}, {'facility': 'F3', 'customer': 8, 'cost': 798}, {'facility': 'F3', 'customer': 9, 'cost': 595}, {'facility': 'F3', 'customer': 10, 'cost': 332}, {'facility': 'F3', 'customer': 11, 'cost': 530}, {'facility': 'F3', 'customer': 12, 'cost': 369}, {'facility': 'F3', 'customer': 13, 'cost': 131}, {'facility': 'F3', 'customer': 14, 'cost': 951}, {'facility': 'F3', 'customer': 15, 'cost': 926}, {'facility': 'F3', 'customer': 16, 'cost': 35}, {'facility': 'F4', 'customer': 0, 'cost': 223}, {'facility': 'F4', 'customer': 1, 'cost': 268}, {'facility': 'F4', 'customer': 2, 'cost': 237}, {'facility': 'F4', 'customer': 3, 'cost': 506}, {'facility': 'F4', 'customer': 4, 'cost': 340}, {'facility': 'F4', 'customer': 5, 'cost': 187}, {'facility': 'F4', 'customer': 6, 'cost': 258}, {'facility': 'F4', 'customer': 7, 'cost': 183}, {'facility': 'F4', 'customer': 8, 'cost': 278}, {'facility': 'F4', 'customer': 9, 'cost': 950}, {'facility': 'F4', 'customer': 10, 'cost': 561}, {'facility': 'F4', 'customer': 11, 'cost': 46}, {'facility': 'F4', 'customer': 12, 'cost': 27}, {'facility': 'F4', 'customer': 13, 'cost': 435}, {'facility': 'F4', 'customer': 14, 'cost': 38}, {'facility': 'F4', 'customer': 15, 'cost': 283}, {'facility': 'F4', 'customer': 16, 'cost': 507}, {'facility': 'F5', 'customer': 0, 'cost': 960}, {'facility': 'F5', 'customer': 1, 'cost': 552}, {'facility': 'F5', 'customer': 2, 'cost': 291}, {'facility': 'F5', 'customer': 3, 'cost': 60}, {'facility': 'F5', 'customer': 4, 'cost': 729}, {'facility': 'F5', 'customer': 5, 'cost': 206}, {'facility': 'F5', 'customer': 6, 'cost': 190}, {'facility': 'F5', 'customer': 7, 'cost': 822}, {'facility': 'F5', 'customer': 8, 'cost': 223}, {'facility': 'F5', 'customer': 9, 'cost': 459}, {'facility': 'F5', 'customer': 10, 'cost': 38}, {'facility': 'F5', 'customer': 11, 'cost': 128}, {'facility': 'F5', 'customer': 12, 'cost': 121}, {'facility': 'F5', 'customer': 13, 'cost': 780}, {'facility': 'F5', 'customer': 14, 'cost': 187}, {'facility': 'F5', 'customer': 15, 'cost': 748}, {'facility': 'F5', 'customer': 16, 'cost': 647}, {'facility': 'F6', 'customer': 0, 'cost': 364}, {'facility': 'F6', 'customer': 1, 'cost': 29}, {'facility': 'F6', 'customer': 2, 'cost': 458}, {'facility': 'F6', 'customer': 3, 'cost': 676}, {'facility': 'F6', 'customer': 4, 'cost': 927}, {'facility': 'F6', 'customer': 5, 'cost': 898}, {'facility': 'F6', 'customer': 6, 'cost': 231}, {'facility': 'F6', 'customer': 7, 'cost': 955}, {'facility': 'F6', 'customer': 8, 'cost': 107}, {'facility': 'F6', 'customer': 9, 'cost': 713}, {'facility': 'F6', 'customer': 10, 'cost': 848}, {'facility': 'F6', 'customer': 11, 'cost': 521}, {'facility': 'F6', 'customer': 12, 'cost': 1}, {'facility': 'F6', 'customer': 13, 'cost': 445}, {'facility': 'F6', 'customer': 14, 'cost': 32}, {'facility': 'F6', 'customer': 15, 'cost': 179}, {'facility': 'F6', 'customer': 16, 'cost': 475}, {'facility': 'F7', 'customer': 0, 'cost': 833}, {'facility': 'F7', 'customer': 1, 'cost': 357}, {'facility': 'F7', 'customer': 2, 'cost': 162}, {'facility': 'F7', 'customer': 3, 'cost': 330}, {'facility': 'F7', 'customer': 4, 'cost': 607}, {'facility': 'F7', 'customer': 5, 'cost': 524}, {'facility': 'F7', 'customer': 6, 'cost': 349}, {'facility': 'F7', 'customer': 7, 'cost': 738}, {'facility': 'F7', 'customer': 8, 'cost': 302}, {'facility': 'F7', 'customer': 9, 'cost': 365}, {'facility': 'F7', 'customer': 10, 'cost': 827}, {'facility': 'F7', 'customer': 11, 'cost': 540}, {'facility': 'F7', 'customer': 12, 'cost': 568}, {'facility': 'F7', 'customer': 13, 'cost': 959}, {'facility': 'F7', 'customer': 14, 'cost': 409}, {'facility': 'F7', 'customer': 15, 'cost': 353}, {'facility': 'F7', 'customer': 16, 'cost': 903}], 'objective': 6528.0}","{'selected': ['F1', 'F5', 'F6'], 'assignments': ['F6', 'F6', 'F5', 'F5', 'F1', 'F5', 'F1', 'F1', 'F6', 'F5', 'F5', 'F5', 'F6', 'F1', 'F6', 'F6', 'F1']}",13,csv,0 UFLP,UFLP,"In our district the administrator must choose which temporary classroom trailers to bring in and then put every after-school student into one of the trailers that arrived. The decision is to select which trailers to bring and then assign each student to exactly one of those brought trailers (students can’t go to trailers that weren’t brought, and nobody gets left without an assignment). What makes one plan preferable is the total cost you end up with — add together the cost to bring the chosen trailers plus the travel-time cost for every student getting to their assigned trailer; the plan with the lowest combined total is best. Trailers can hold any number of students, and the concrete details will be shown below. There are 9 candidate trailers, 20 after-school students, and the trailer bringing costs 1865, 1525, 1260, 1853, 1134, 1076, 1603, 1696, 1831. Trailer F1 has a bringing cost of 1865. Trailer F2 has a bringing cost of 1525. Trailer F3 has a bringing cost of 1260. Trailer F4 has a bringing cost of 1853. Trailer F5 has a bringing cost of 1134. Trailer F6 has a bringing cost of 1076. Trailer F7 has a bringing cost of 1603. Trailer F8 has a bringing cost of 1696. Trailer F9 has a bringing cost of 1831. Student 0 incurs travel-time cost 272 to reach trailer F1. Student 1 incurs travel-time cost 225 to reach trailer F1. Student 2 incurs travel-time cost 636 to reach trailer F1. Student 3 incurs travel-time cost 558 to reach trailer F1. Student 4 incurs travel-time cost 933 to reach trailer F1. Student 5 incurs travel-time cost 444 to reach trailer F1. Student 6 incurs travel-time cost 421 to reach trailer F1. Student 7 incurs travel-time cost 470 to reach trailer F1. Student 8 incurs travel-time cost 664 to reach trailer F1. Student 9 incurs travel-time cost 447 to reach trailer F1. Student 10 incurs travel-time cost 168 to reach trailer F1. Student 11 incurs travel-time cost 616 to reach trailer F1. Student 12 incurs travel-time cost 663 to reach trailer F1. Student 13 incurs travel-time cost 822 to reach trailer F1. Student 14 incurs travel-time cost 365 to reach trailer F1. Student 15 incurs travel-time cost 886 to reach trailer F1. Student 16 incurs travel-time cost 399 to reach trailer F1. Student 17 incurs travel-time cost 610 to reach trailer F1. Student 18 incurs travel-time cost 387 to reach trailer F1. Student 19 incurs travel-time cost 879 to reach trailer F1. Student 0 incurs travel-time cost 536 to reach trailer F2. Student 1 incurs travel-time cost 74 to reach trailer F2. Student 2 incurs travel-time cost 510 to reach trailer F2. Student 3 incurs travel-time cost 386 to reach trailer F2. Student 4 incurs travel-time cost 129 to reach trailer F2. Student 5 incurs travel-time cost 595 to reach trailer F2. Student 6 incurs travel-time cost 420 to reach trailer F2. Student 7 incurs travel-time cost 764 to reach trailer F2. Student 8 incurs travel-time cost 521 to reach trailer F2. Student 9 incurs travel-time cost 456 to reach trailer F2. Student 10 incurs travel-time cost 210 to reach trailer F2. Student 11 incurs travel-time cost 688 to reach trailer F2. Student 12 incurs travel-time cost 795 to reach trailer F2. Student 13 incurs travel-time cost 291 to reach trailer F2. Student 14 incurs travel-time cost 771 to reach trailer F2. Student 15 incurs travel-time cost 468 to reach trailer F2. Student 16 incurs travel-time cost 29 to reach trailer F2. Student 17 incurs travel-time cost 516 to reach trailer F2. Student 18 incurs travel-time cost 771 to reach trailer F2. Student 19 incurs travel-time cost 285 to reach trailer F2. Student 0 incurs travel-time cost 853 to reach trailer F3. Student 1 incurs travel-time cost 260 to reach trailer F3. Student 2 incurs travel-time cost 124 to reach trailer F3. Student 3 incurs travel-time cost 123 to reach trailer F3. Student 4 incurs travel-time cost 814 to reach trailer F3. Student 5 incurs travel-time cost 118 to reach trailer F3. Student 6 incurs travel-time cost 485 to reach trailer F3. Student 7 incurs travel-time cost 22 to reach trailer F3. Student 8 incurs travel-time cost 85 to reach trailer F3. Student 9 incurs travel-time cost 220 to reach trailer F3. Student 10 incurs travel-time cost 468 to reach trailer F3. Student 11 incurs travel-time cost 879 to reach trailer F3. Student 12 incurs travel-time cost 658 to reach trailer F3. Student 13 incurs travel-time cost 450 to reach trailer F3. Student 14 incurs travel-time cost 406 to reach trailer F3. Student 15 incurs travel-time cost 89 to reach trailer F3. Student 16 incurs travel-time cost 804 to reach trailer F3. Student 17 incurs travel-time cost 192 to reach trailer F3. Student 18 incurs travel-time cost 489 to reach trailer F3. Student 19 incurs travel-time cost 919 to reach trailer F3. Student 0 incurs travel-time cost 2 to reach trailer F4. Student 1 incurs travel-time cost 399 to reach trailer F4. Student 2 incurs travel-time cost 53 to reach trailer F4. Student 3 incurs travel-time cost 522 to reach trailer F4. Student 4 incurs travel-time cost 426 to reach trailer F4. Student 5 incurs travel-time cost 875 to reach trailer F4. Student 6 incurs travel-time cost 179 to reach trailer F4. Student 7 incurs travel-time cost 23 to reach trailer F4. Student 8 incurs travel-time cost 750 to reach trailer F4. Student 9 incurs travel-time cost 904 to reach trailer F4. Student 10 incurs travel-time cost 510 to reach trailer F4. Student 11 incurs travel-time cost 777 to reach trailer F4. Student 12 incurs travel-time cost 766 to reach trailer F4. Student 13 incurs travel-time cost 410 to reach trailer F4. Student 14 incurs travel-time cost 916 to reach trailer F4. Student 15 incurs travel-time cost 716 to reach trailer F4. Student 16 incurs travel-time cost 209 to reach trailer F4. Student 17 incurs travel-time cost 358 to reach trailer F4. Student 18 incurs travel-time cost 296 to reach trailer F4. Student 19 incurs travel-time cost 686 to reach trailer F4. Student 0 incurs travel-time cost 345 to reach trailer F5. Student 1 incurs travel-time cost 738 to reach trailer F5. Student 2 incurs travel-time cost 868 to reach trailer F5. Student 3 incurs travel-time cost 843 to reach trailer F5. Student 4 incurs travel-time cost 149 to reach trailer F5. Student 5 incurs travel-time cost 660 to reach trailer F5. Student 6 incurs travel-time cost 916 to reach trailer F5. Student 7 incurs travel-time cost 210 to reach trailer F5. Student 8 incurs travel-time cost 568 to reach trailer F5. Student 9 incurs travel-time cost 72 to reach trailer F5. Student 10 incurs travel-time cost 516 to reach trailer F5. Student 11 incurs travel-time cost 790 to reach trailer F5. Student 12 incurs travel-time cost 915 to reach trailer F5. Student 13 incurs travel-time cost 835 to reach trailer F5. Student 14 incurs travel-time cost 828 to reach trailer F5. Student 15 incurs travel-time cost 293 to reach trailer F5. Student 16 incurs travel-time cost 685 to reach trailer F5. Student 17 incurs travel-time cost 874 to reach trailer F5. Student 18 incurs travel-time cost 827 to reach trailer F5. Student 19 incurs travel-time cost 158 to reach trailer F5. Student 0 incurs travel-time cost 416 to reach trailer F6. Student 1 incurs travel-time cost 955 to reach trailer F6. Student 2 incurs travel-time cost 992 to reach trailer F6. Student 3 incurs travel-time cost 378 to reach trailer F6. Student 4 incurs travel-time cost 957 to reach trailer F6. Student 5 incurs travel-time cost 265 to reach trailer F6. Student 6 incurs travel-time cost 124 to reach trailer F6. Student 7 incurs travel-time cost 638 to reach trailer F6. Student 8 incurs travel-time cost 283 to reach trailer F6. Student 9 incurs travel-time cost 320 to reach trailer F6. Student 10 incurs travel-time cost 171 to reach trailer F6. Student 11 incurs travel-time cost 198 to reach trailer F6. Student 12 incurs travel-time cost 705 to reach trailer F6. Student 13 incurs travel-time cost 149 to reach trailer F6. Student 14 incurs travel-time cost 561 to reach trailer F6. Student 15 incurs travel-time cost 151 to reach trailer F6. Student 16 incurs travel-time cost 821 to reach trailer F6. Student 17 incurs travel-time cost 451 to reach trailer F6. Student 18 incurs travel-time cost 191 to reach trailer F6. Student 19 incurs travel-time cost 644 to reach trailer F6. Student 0 incurs travel-time cost 541 to reach trailer F7. Student 1 incurs travel-time cost 212 to reach trailer F7. Student 2 incurs travel-time cost 454 to reach trailer F7. Student 3 incurs travel-time cost 629 to reach trailer F7. Student 4 incurs travel-time cost 457 to reach trailer F7. Student 5 incurs travel-time cost 112 to reach trailer F7. Student 6 incurs travel-time cost 227 to reach trailer F7. Student 7 incurs travel-time cost 283 to reach trailer F7. Student 8 incurs travel-time cost 7 to reach trailer F7. Student 9 incurs travel-time cost 333 to reach trailer F7. Student 10 incurs travel-time cost 834 to reach trailer F7. Student 11 incurs travel-time cost 580 to reach trailer F7. Student 12 incurs travel-time cost 510 to reach trailer F7. Student 13 incurs travel-time cost 14 to reach trailer F7. Student 14 incurs travel-time cost 627 to reach trailer F7. Student 15 incurs travel-time cost 182 to reach trailer F7. Student 16 incurs travel-time cost 31 to reach trailer F7. Student 17 incurs travel-time cost 453 to reach trailer F7. Student 18 incurs travel-time cost 419 to reach trailer F7. Student 19 incurs travel-time cost 597 to reach trailer F7. Student 0 incurs travel-time cost 490 to reach trailer F8. Student 1 incurs travel-time cost 283 to reach trailer F8. Student 2 incurs travel-time cost 747 to reach trailer F8. Student 3 incurs travel-time cost 702 to reach trailer F8. Student 4 incurs travel-time cost 385 to reach trailer F8. Student 5 incurs travel-time cost 159 to reach trailer F8. Student 6 incurs travel-time cost 116 to reach trailer F8. Student 7 incurs travel-time cost 75 to reach trailer F8. Student 8 incurs travel-time cost 334 to reach trailer F8. Student 9 incurs travel-time cost 484 to reach trailer F8. Student 10 incurs travel-time cost 141 to reach trailer F8. Student 11 incurs travel-time cost 754 to reach trailer F8. Student 12 incurs travel-time cost 554 to reach trailer F8. Student 13 incurs travel-time cost 284 to reach trailer F8. Student 14 incurs travel-time cost 731 to reach trailer F8. Student 15 incurs travel-time cost 973 to reach trailer F8. Student 16 incurs travel-time cost 652 to reach trailer F8. Student 17 incurs travel-time cost 438 to reach trailer F8. Student 18 incurs travel-time cost 4 to reach trailer F8. Student 19 incurs travel-time cost 773 to reach trailer F8. Student 0 incurs travel-time cost 150 to reach trailer F9. Student 1 incurs travel-time cost 138 to reach trailer F9. Student 2 incurs travel-time cost 63 to reach trailer F9. Student 3 incurs travel-time cost 635 to reach trailer F9. Student 4 incurs travel-time cost 165 to reach trailer F9. Student 5 incurs travel-time cost 552 to reach trailer F9. Student 6 incurs travel-time cost 481 to reach trailer F9. Student 7 incurs travel-time cost 762 to reach trailer F9. Student 8 incurs travel-time cost 737 to reach trailer F9. Student 9 incurs travel-time cost 284 to reach trailer F9. Student 10 incurs travel-time cost 199 to reach trailer F9. Student 11 incurs travel-time cost 824 to reach trailer F9. Student 12 incurs travel-time cost 845 to reach trailer F9. Student 13 incurs travel-time cost 985 to reach trailer F9. Student 14 incurs travel-time cost 710 to reach trailer F9. Student 15 incurs travel-time cost 201 to reach trailer F9. Student 16 incurs travel-time cost 474 to reach trailer F9. Student 17 incurs travel-time cost 616 to reach trailer F9. Student 18 incurs travel-time cost 968 to reach trailer F9. Student 19 incurs travel-time cost 80 to reach trailer F9. The administrator will use these details to choose which trailers to bring and assign every student so the combined bringing costs plus student travel-time costs is minimized. If you want to send back a plan, just use this simple JSON shape so I can read it easily — nothing fancy, just a small form that says which trailers you brought and which trailer each student goes to. { ""solution"": { ""selected"": ["""", """", ...], ""assignments"": ["""", """", ...] } } Think of ""selected"" as the list of trailers you decided to bring in, and ""assignments"" as a student-by-student list saying which of the brought trailers each student will go to (in the same student order as the instance). Super casual — it's just a sketch of the shape I expect, not the actual answer. Please make sure you use the exact identifiers from the instance input when you fill this in — don't rename them or invent new labels. Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [1865, 1525, 1260, 1853, 1134, 1076, 1603, 1696, 1831], 'connection_costs': [[272, 225, 636, 558, 933, 444, 421, 470, 664, 447, 168, 616, 663, 822, 365, 886, 399, 610, 387, 879], [536, 74, 510, 386, 129, 595, 420, 764, 521, 456, 210, 688, 795, 291, 771, 468, 29, 516, 771, 285], [853, 260, 124, 123, 814, 118, 485, 22, 85, 220, 468, 879, 658, 450, 406, 89, 804, 192, 489, 919], [2, 399, 53, 522, 426, 875, 179, 23, 750, 904, 510, 777, 766, 410, 916, 716, 209, 358, 296, 686], [345, 738, 868, 843, 149, 660, 916, 210, 568, 72, 516, 790, 915, 835, 828, 293, 685, 874, 827, 158], [416, 955, 992, 378, 957, 265, 124, 638, 283, 320, 171, 198, 705, 149, 561, 151, 821, 451, 191, 644], [541, 212, 454, 629, 457, 112, 227, 283, 7, 333, 834, 580, 510, 14, 627, 182, 31, 453, 419, 597], [490, 283, 747, 702, 385, 159, 116, 75, 334, 484, 141, 754, 554, 284, 731, 973, 652, 438, 4, 773], [150, 138, 63, 635, 165, 552, 481, 762, 737, 284, 199, 824, 845, 985, 710, 201, 474, 616, 968, 80]], 'objective': 7664.0}","{'open_facilities': [1, 2, 5], 'assignments': [5, 1, 2, 2, 1, 2, 5, 2, 2, 2, 5, 5, 2, 5, 2, 2, 1, 2, 5, 1]}",7664.0,"{'problem_type': 'UFLP', 'num_facilities': 9, 'num_customers': 20, 'facilities': [{'id': 'F1', 'opening_cost': 1865}, {'id': 'F2', 'opening_cost': 1525}, {'id': 'F3', 'opening_cost': 1260}, {'id': 'F4', 'opening_cost': 1853}, {'id': 'F5', 'opening_cost': 1134}, {'id': 'F6', 'opening_cost': 1076}, {'id': 'F7', 'opening_cost': 1603}, {'id': 'F8', 'opening_cost': 1696}, {'id': 'F9', 'opening_cost': 1831}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}, {'id': 18}, {'id': 19}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 272}, {'facility': 'F1', 'customer': 1, 'cost': 225}, {'facility': 'F1', 'customer': 2, 'cost': 636}, {'facility': 'F1', 'customer': 3, 'cost': 558}, {'facility': 'F1', 'customer': 4, 'cost': 933}, {'facility': 'F1', 'customer': 5, 'cost': 444}, {'facility': 'F1', 'customer': 6, 'cost': 421}, {'facility': 'F1', 'customer': 7, 'cost': 470}, {'facility': 'F1', 'customer': 8, 'cost': 664}, {'facility': 'F1', 'customer': 9, 'cost': 447}, {'facility': 'F1', 'customer': 10, 'cost': 168}, {'facility': 'F1', 'customer': 11, 'cost': 616}, {'facility': 'F1', 'customer': 12, 'cost': 663}, {'facility': 'F1', 'customer': 13, 'cost': 822}, {'facility': 'F1', 'customer': 14, 'cost': 365}, {'facility': 'F1', 'customer': 15, 'cost': 886}, {'facility': 'F1', 'customer': 16, 'cost': 399}, {'facility': 'F1', 'customer': 17, 'cost': 610}, {'facility': 'F1', 'customer': 18, 'cost': 387}, {'facility': 'F1', 'customer': 19, 'cost': 879}, {'facility': 'F2', 'customer': 0, 'cost': 536}, {'facility': 'F2', 'customer': 1, 'cost': 74}, {'facility': 'F2', 'customer': 2, 'cost': 510}, {'facility': 'F2', 'customer': 3, 'cost': 386}, {'facility': 'F2', 'customer': 4, 'cost': 129}, {'facility': 'F2', 'customer': 5, 'cost': 595}, {'facility': 'F2', 'customer': 6, 'cost': 420}, {'facility': 'F2', 'customer': 7, 'cost': 764}, {'facility': 'F2', 'customer': 8, 'cost': 521}, {'facility': 'F2', 'customer': 9, 'cost': 456}, {'facility': 'F2', 'customer': 10, 'cost': 210}, {'facility': 'F2', 'customer': 11, 'cost': 688}, {'facility': 'F2', 'customer': 12, 'cost': 795}, {'facility': 'F2', 'customer': 13, 'cost': 291}, {'facility': 'F2', 'customer': 14, 'cost': 771}, {'facility': 'F2', 'customer': 15, 'cost': 468}, {'facility': 'F2', 'customer': 16, 'cost': 29}, {'facility': 'F2', 'customer': 17, 'cost': 516}, {'facility': 'F2', 'customer': 18, 'cost': 771}, {'facility': 'F2', 'customer': 19, 'cost': 285}, {'facility': 'F3', 'customer': 0, 'cost': 853}, {'facility': 'F3', 'customer': 1, 'cost': 260}, {'facility': 'F3', 'customer': 2, 'cost': 124}, {'facility': 'F3', 'customer': 3, 'cost': 123}, {'facility': 'F3', 'customer': 4, 'cost': 814}, {'facility': 'F3', 'customer': 5, 'cost': 118}, {'facility': 'F3', 'customer': 6, 'cost': 485}, {'facility': 'F3', 'customer': 7, 'cost': 22}, {'facility': 'F3', 'customer': 8, 'cost': 85}, {'facility': 'F3', 'customer': 9, 'cost': 220}, {'facility': 'F3', 'customer': 10, 'cost': 468}, {'facility': 'F3', 'customer': 11, 'cost': 879}, {'facility': 'F3', 'customer': 12, 'cost': 658}, {'facility': 'F3', 'customer': 13, 'cost': 450}, {'facility': 'F3', 'customer': 14, 'cost': 406}, {'facility': 'F3', 'customer': 15, 'cost': 89}, {'facility': 'F3', 'customer': 16, 'cost': 804}, {'facility': 'F3', 'customer': 17, 'cost': 192}, {'facility': 'F3', 'customer': 18, 'cost': 489}, {'facility': 'F3', 'customer': 19, 'cost': 919}, {'facility': 'F4', 'customer': 0, 'cost': 2}, {'facility': 'F4', 'customer': 1, 'cost': 399}, {'facility': 'F4', 'customer': 2, 'cost': 53}, {'facility': 'F4', 'customer': 3, 'cost': 522}, {'facility': 'F4', 'customer': 4, 'cost': 426}, {'facility': 'F4', 'customer': 5, 'cost': 875}, {'facility': 'F4', 'customer': 6, 'cost': 179}, {'facility': 'F4', 'customer': 7, 'cost': 23}, {'facility': 'F4', 'customer': 8, 'cost': 750}, {'facility': 'F4', 'customer': 9, 'cost': 904}, {'facility': 'F4', 'customer': 10, 'cost': 510}, {'facility': 'F4', 'customer': 11, 'cost': 777}, {'facility': 'F4', 'customer': 12, 'cost': 766}, {'facility': 'F4', 'customer': 13, 'cost': 410}, {'facility': 'F4', 'customer': 14, 'cost': 916}, {'facility': 'F4', 'customer': 15, 'cost': 716}, {'facility': 'F4', 'customer': 16, 'cost': 209}, {'facility': 'F4', 'customer': 17, 'cost': 358}, {'facility': 'F4', 'customer': 18, 'cost': 296}, {'facility': 'F4', 'customer': 19, 'cost': 686}, {'facility': 'F5', 'customer': 0, 'cost': 345}, {'facility': 'F5', 'customer': 1, 'cost': 738}, {'facility': 'F5', 'customer': 2, 'cost': 868}, {'facility': 'F5', 'customer': 3, 'cost': 843}, {'facility': 'F5', 'customer': 4, 'cost': 149}, {'facility': 'F5', 'customer': 5, 'cost': 660}, {'facility': 'F5', 'customer': 6, 'cost': 916}, {'facility': 'F5', 'customer': 7, 'cost': 210}, {'facility': 'F5', 'customer': 8, 'cost': 568}, {'facility': 'F5', 'customer': 9, 'cost': 72}, {'facility': 'F5', 'customer': 10, 'cost': 516}, {'facility': 'F5', 'customer': 11, 'cost': 790}, {'facility': 'F5', 'customer': 12, 'cost': 915}, {'facility': 'F5', 'customer': 13, 'cost': 835}, {'facility': 'F5', 'customer': 14, 'cost': 828}, {'facility': 'F5', 'customer': 15, 'cost': 293}, {'facility': 'F5', 'customer': 16, 'cost': 685}, {'facility': 'F5', 'customer': 17, 'cost': 874}, {'facility': 'F5', 'customer': 18, 'cost': 827}, {'facility': 'F5', 'customer': 19, 'cost': 158}, {'facility': 'F6', 'customer': 0, 'cost': 416}, {'facility': 'F6', 'customer': 1, 'cost': 955}, {'facility': 'F6', 'customer': 2, 'cost': 992}, {'facility': 'F6', 'customer': 3, 'cost': 378}, {'facility': 'F6', 'customer': 4, 'cost': 957}, {'facility': 'F6', 'customer': 5, 'cost': 265}, {'facility': 'F6', 'customer': 6, 'cost': 124}, {'facility': 'F6', 'customer': 7, 'cost': 638}, {'facility': 'F6', 'customer': 8, 'cost': 283}, {'facility': 'F6', 'customer': 9, 'cost': 320}, {'facility': 'F6', 'customer': 10, 'cost': 171}, {'facility': 'F6', 'customer': 11, 'cost': 198}, {'facility': 'F6', 'customer': 12, 'cost': 705}, {'facility': 'F6', 'customer': 13, 'cost': 149}, {'facility': 'F6', 'customer': 14, 'cost': 561}, {'facility': 'F6', 'customer': 15, 'cost': 151}, {'facility': 'F6', 'customer': 16, 'cost': 821}, {'facility': 'F6', 'customer': 17, 'cost': 451}, {'facility': 'F6', 'customer': 18, 'cost': 191}, {'facility': 'F6', 'customer': 19, 'cost': 644}, {'facility': 'F7', 'customer': 0, 'cost': 541}, {'facility': 'F7', 'customer': 1, 'cost': 212}, {'facility': 'F7', 'customer': 2, 'cost': 454}, {'facility': 'F7', 'customer': 3, 'cost': 629}, {'facility': 'F7', 'customer': 4, 'cost': 457}, {'facility': 'F7', 'customer': 5, 'cost': 112}, {'facility': 'F7', 'customer': 6, 'cost': 227}, {'facility': 'F7', 'customer': 7, 'cost': 283}, {'facility': 'F7', 'customer': 8, 'cost': 7}, {'facility': 'F7', 'customer': 9, 'cost': 333}, {'facility': 'F7', 'customer': 10, 'cost': 834}, {'facility': 'F7', 'customer': 11, 'cost': 580}, {'facility': 'F7', 'customer': 12, 'cost': 510}, {'facility': 'F7', 'customer': 13, 'cost': 14}, {'facility': 'F7', 'customer': 14, 'cost': 627}, {'facility': 'F7', 'customer': 15, 'cost': 182}, {'facility': 'F7', 'customer': 16, 'cost': 31}, {'facility': 'F7', 'customer': 17, 'cost': 453}, {'facility': 'F7', 'customer': 18, 'cost': 419}, {'facility': 'F7', 'customer': 19, 'cost': 597}, {'facility': 'F8', 'customer': 0, 'cost': 490}, {'facility': 'F8', 'customer': 1, 'cost': 283}, {'facility': 'F8', 'customer': 2, 'cost': 747}, {'facility': 'F8', 'customer': 3, 'cost': 702}, {'facility': 'F8', 'customer': 4, 'cost': 385}, {'facility': 'F8', 'customer': 5, 'cost': 159}, {'facility': 'F8', 'customer': 6, 'cost': 116}, {'facility': 'F8', 'customer': 7, 'cost': 75}, {'facility': 'F8', 'customer': 8, 'cost': 334}, {'facility': 'F8', 'customer': 9, 'cost': 484}, {'facility': 'F8', 'customer': 10, 'cost': 141}, {'facility': 'F8', 'customer': 11, 'cost': 754}, {'facility': 'F8', 'customer': 12, 'cost': 554}, {'facility': 'F8', 'customer': 13, 'cost': 284}, {'facility': 'F8', 'customer': 14, 'cost': 731}, {'facility': 'F8', 'customer': 15, 'cost': 973}, {'facility': 'F8', 'customer': 16, 'cost': 652}, {'facility': 'F8', 'customer': 17, 'cost': 438}, {'facility': 'F8', 'customer': 18, 'cost': 4}, {'facility': 'F8', 'customer': 19, 'cost': 773}, {'facility': 'F9', 'customer': 0, 'cost': 150}, {'facility': 'F9', 'customer': 1, 'cost': 138}, {'facility': 'F9', 'customer': 2, 'cost': 63}, {'facility': 'F9', 'customer': 3, 'cost': 635}, {'facility': 'F9', 'customer': 4, 'cost': 165}, {'facility': 'F9', 'customer': 5, 'cost': 552}, {'facility': 'F9', 'customer': 6, 'cost': 481}, {'facility': 'F9', 'customer': 7, 'cost': 762}, {'facility': 'F9', 'customer': 8, 'cost': 737}, {'facility': 'F9', 'customer': 9, 'cost': 284}, {'facility': 'F9', 'customer': 10, 'cost': 199}, {'facility': 'F9', 'customer': 11, 'cost': 824}, {'facility': 'F9', 'customer': 12, 'cost': 845}, {'facility': 'F9', 'customer': 13, 'cost': 985}, {'facility': 'F9', 'customer': 14, 'cost': 710}, {'facility': 'F9', 'customer': 15, 'cost': 201}, {'facility': 'F9', 'customer': 16, 'cost': 474}, {'facility': 'F9', 'customer': 17, 'cost': 616}, {'facility': 'F9', 'customer': 18, 'cost': 968}, {'facility': 'F9', 'customer': 19, 'cost': 80}], 'objective': 7664.0}","{'selected': ['F2', 'F3', 'F6'], 'assignments': ['F6', 'F2', 'F3', 'F3', 'F2', 'F3', 'F6', 'F3', 'F3', 'F3', 'F6', 'F6', 'F3', 'F6', 'F3', 'F3', 'F2', 'F3', 'F6', 'F2']}",14,nl,0 UFLP,UFLP,"Around town the recycling squad is planning which drop-off sites to maintain and how to route every block to a single maintained site. Closed sites won’t be available, blocks can’t split their pickups, and maintained sites can serve unlimited blocks. What makes one plan better is the total sum: all the maintenance fees for the kept sites plus the distances people from each block must travel to their assigned site — the lower that combined sum, the better the plan. The specific instance details follow below. There are 7 sites and 17 blocks in this instance. **Sites** | site_id | maintenance_fee | |---|---| | F1 | 3209 | | F2 | 6501 | | F3 | 5009 | | F4 | 8830 | | F5 | 9900 | | F6 | 8012 | | F7 | 2989 | **Blocks** | block_id | |---| | 1 | | 2 | | 3 | | 4 | | 5 | | 6 | | 7 | | 8 | | 9 | | 10 | | 11 | | 12 | | 13 | | 14 | | 15 | | 16 | | 17 | **Walking Distance** | site_id | block_id | walking_distance | |---|---|---| | F1 | 1 | 926 | | F1 | 2 | 488 | | F1 | 3 | 580 | | F1 | 4 | 693 | | F1 | 5 | 180 | | F1 | 6 | 728 | | F1 | 7 | 220 | | F1 | 8 | 180 | | F1 | 9 | 324 | | F1 | 10 | 585 | | F1 | 11 | 421 | | F1 | 12 | 105 | | F1 | 13 | 21 | | F1 | 14 | 854 | | F1 | 15 | 525 | | F1 | 16 | 96 | | F1 | 17 | 496 | | F2 | 1 | 394 | | F2 | 2 | 451 | | F2 | 3 | 361 | | F2 | 4 | 518 | | F2 | 5 | 860 | | F2 | 6 | 43 | | F2 | 7 | 277 | | F2 | 8 | 526 | | F2 | 9 | 888 | | F2 | 10 | 789 | | F2 | 11 | 944 | | F2 | 12 | 145 | | F2 | 13 | 380 | | F2 | 14 | 183 | | F2 | 15 | 378 | | F2 | 16 | 507 | | F2 | 17 | 987 | | F3 | 1 | 511 | | F3 | 2 | 207 | | F3 | 3 | 797 | | F3 | 4 | 41 | | F3 | 5 | 334 | | F3 | 6 | 374 | | F3 | 7 | 844 | | F3 | 8 | 710 | | F3 | 9 | 689 | | F3 | 10 | 213 | | F3 | 11 | 171 | | F3 | 12 | 934 | | F3 | 13 | 284 | | F3 | 14 | 604 | | F3 | 15 | 139 | | F3 | 16 | 144 | | F3 | 17 | 58 | | F4 | 1 | 788 | | F4 | 2 | 181 | | F4 | 3 | 817 | | F4 | 4 | 172 | | F4 | 5 | 585 | | F4 | 6 | 539 | | F4 | 7 | 827 | | F4 | 8 | 117 | | F4 | 9 | 454 | | F4 | 10 | 91 | | F4 | 11 | 106 | | F4 | 12 | 855 | | F4 | 13 | 131 | | F4 | 14 | 851 | | F4 | 15 | 520 | | F4 | 16 | 862 | | F4 | 17 | 382 | | F5 | 1 | 460 | | F5 | 2 | 682 | | F5 | 3 | 80 | | F5 | 4 | 482 | | F5 | 5 | 162 | | F5 | 6 | 168 | | F5 | 7 | 721 | | F5 | 8 | 667 | | F5 | 9 | 356 | | F5 | 10 | 57 | | F5 | 11 | 490 | | F5 | 12 | 274 | | F5 | 13 | 132 | | F5 | 14 | 328 | | F5 | 15 | 461 | | F5 | 16 | 170 | | F5 | 17 | 47 | | F6 | 1 | 632 | | F6 | 2 | 736 | | F6 | 3 | 549 | | F6 | 4 | 171 | | F6 | 5 | 121 | | F6 | 6 | 16 | | F6 | 7 | 986 | | F6 | 8 | 224 | | F6 | 9 | 827 | | F6 | 10 | 311 | | F6 | 11 | 452 | | F6 | 12 | 330 | | F6 | 13 | 46 | | F6 | 14 | 274 | | F6 | 15 | 330 | | F6 | 16 | 731 | | F6 | 17 | 704 | | F7 | 1 | 310 | | F7 | 2 | 998 | | F7 | 3 | 834 | | F7 | 4 | 802 | | F7 | 5 | 234 | | F7 | 6 | 701 | | F7 | 7 | 257 | | F7 | 8 | 402 | | F7 | 9 | 817 | | F7 | 10 | 717 | | F7 | 11 | 341 | | F7 | 12 | 315 | | F7 | 13 | 87 | | F7 | 14 | 5 | | F7 | 15 | 822 | | F7 | 16 | 381 | | F7 | 17 | 483 | Also, when you send your plan back, please stick to this simple JSON layout so it's easy to check automatically. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Think of it like a short form: ""selected"" is the list of drop-off sites you decide to keep maintained, and ""assignments"" is, for each block in the same order as the instance, which maintained site that block will use. This JSON is just a sketch of the shape I expect — it’s not the real answer itself. Please make sure every identifier you use matches exactly what’s in the instance input — don’t rename or invent labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [3209, 6501, 5009, 8830, 9900, 8012, 2989], 'connection_costs': [[926, 488, 580, 693, 180, 728, 220, 180, 324, 585, 421, 105, 21, 854, 525, 96, 496], [394, 451, 361, 518, 860, 43, 277, 526, 888, 789, 944, 145, 380, 183, 378, 507, 987], [511, 207, 797, 41, 334, 374, 844, 710, 689, 213, 171, 934, 284, 604, 139, 144, 58], [788, 181, 817, 172, 585, 539, 827, 117, 454, 91, 106, 855, 131, 851, 520, 862, 382], [460, 682, 80, 482, 162, 168, 721, 667, 356, 57, 490, 274, 132, 328, 461, 170, 47], [632, 736, 549, 171, 121, 16, 986, 224, 827, 311, 452, 330, 46, 274, 330, 731, 704], [310, 998, 834, 802, 234, 701, 257, 402, 817, 717, 341, 315, 87, 5, 822, 381, 483]], 'objective': 10631.0}","{'open_facilities': [0], 'assignments': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}",10631.0,"{'problem_type': 'UFLP', 'num_facilities': 7, 'num_customers': 17, 'facilities': [{'id': 'F1', 'opening_cost': 3209}, {'id': 'F2', 'opening_cost': 6501}, {'id': 'F3', 'opening_cost': 5009}, {'id': 'F4', 'opening_cost': 8830}, {'id': 'F5', 'opening_cost': 9900}, {'id': 'F6', 'opening_cost': 8012}, {'id': 'F7', 'opening_cost': 2989}], 'customers': [{'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}], 'connection_costs': [{'facility': 'F1', 'customer': 1, 'cost': 926}, {'facility': 'F1', 'customer': 2, 'cost': 488}, {'facility': 'F1', 'customer': 3, 'cost': 580}, {'facility': 'F1', 'customer': 4, 'cost': 693}, {'facility': 'F1', 'customer': 5, 'cost': 180}, {'facility': 'F1', 'customer': 6, 'cost': 728}, {'facility': 'F1', 'customer': 7, 'cost': 220}, {'facility': 'F1', 'customer': 8, 'cost': 180}, {'facility': 'F1', 'customer': 9, 'cost': 324}, {'facility': 'F1', 'customer': 10, 'cost': 585}, {'facility': 'F1', 'customer': 11, 'cost': 421}, {'facility': 'F1', 'customer': 12, 'cost': 105}, {'facility': 'F1', 'customer': 13, 'cost': 21}, {'facility': 'F1', 'customer': 14, 'cost': 854}, {'facility': 'F1', 'customer': 15, 'cost': 525}, {'facility': 'F1', 'customer': 16, 'cost': 96}, {'facility': 'F1', 'customer': 17, 'cost': 496}, {'facility': 'F2', 'customer': 1, 'cost': 394}, {'facility': 'F2', 'customer': 2, 'cost': 451}, {'facility': 'F2', 'customer': 3, 'cost': 361}, {'facility': 'F2', 'customer': 4, 'cost': 518}, {'facility': 'F2', 'customer': 5, 'cost': 860}, {'facility': 'F2', 'customer': 6, 'cost': 43}, {'facility': 'F2', 'customer': 7, 'cost': 277}, {'facility': 'F2', 'customer': 8, 'cost': 526}, {'facility': 'F2', 'customer': 9, 'cost': 888}, {'facility': 'F2', 'customer': 10, 'cost': 789}, {'facility': 'F2', 'customer': 11, 'cost': 944}, {'facility': 'F2', 'customer': 12, 'cost': 145}, {'facility': 'F2', 'customer': 13, 'cost': 380}, {'facility': 'F2', 'customer': 14, 'cost': 183}, {'facility': 'F2', 'customer': 15, 'cost': 378}, {'facility': 'F2', 'customer': 16, 'cost': 507}, {'facility': 'F2', 'customer': 17, 'cost': 987}, {'facility': 'F3', 'customer': 1, 'cost': 511}, {'facility': 'F3', 'customer': 2, 'cost': 207}, {'facility': 'F3', 'customer': 3, 'cost': 797}, {'facility': 'F3', 'customer': 4, 'cost': 41}, {'facility': 'F3', 'customer': 5, 'cost': 334}, {'facility': 'F3', 'customer': 6, 'cost': 374}, {'facility': 'F3', 'customer': 7, 'cost': 844}, {'facility': 'F3', 'customer': 8, 'cost': 710}, {'facility': 'F3', 'customer': 9, 'cost': 689}, {'facility': 'F3', 'customer': 10, 'cost': 213}, {'facility': 'F3', 'customer': 11, 'cost': 171}, {'facility': 'F3', 'customer': 12, 'cost': 934}, {'facility': 'F3', 'customer': 13, 'cost': 284}, {'facility': 'F3', 'customer': 14, 'cost': 604}, {'facility': 'F3', 'customer': 15, 'cost': 139}, {'facility': 'F3', 'customer': 16, 'cost': 144}, {'facility': 'F3', 'customer': 17, 'cost': 58}, {'facility': 'F4', 'customer': 1, 'cost': 788}, {'facility': 'F4', 'customer': 2, 'cost': 181}, {'facility': 'F4', 'customer': 3, 'cost': 817}, {'facility': 'F4', 'customer': 4, 'cost': 172}, {'facility': 'F4', 'customer': 5, 'cost': 585}, {'facility': 'F4', 'customer': 6, 'cost': 539}, {'facility': 'F4', 'customer': 7, 'cost': 827}, {'facility': 'F4', 'customer': 8, 'cost': 117}, {'facility': 'F4', 'customer': 9, 'cost': 454}, {'facility': 'F4', 'customer': 10, 'cost': 91}, {'facility': 'F4', 'customer': 11, 'cost': 106}, {'facility': 'F4', 'customer': 12, 'cost': 855}, {'facility': 'F4', 'customer': 13, 'cost': 131}, {'facility': 'F4', 'customer': 14, 'cost': 851}, {'facility': 'F4', 'customer': 15, 'cost': 520}, {'facility': 'F4', 'customer': 16, 'cost': 862}, {'facility': 'F4', 'customer': 17, 'cost': 382}, {'facility': 'F5', 'customer': 1, 'cost': 460}, {'facility': 'F5', 'customer': 2, 'cost': 682}, {'facility': 'F5', 'customer': 3, 'cost': 80}, {'facility': 'F5', 'customer': 4, 'cost': 482}, {'facility': 'F5', 'customer': 5, 'cost': 162}, {'facility': 'F5', 'customer': 6, 'cost': 168}, {'facility': 'F5', 'customer': 7, 'cost': 721}, {'facility': 'F5', 'customer': 8, 'cost': 667}, {'facility': 'F5', 'customer': 9, 'cost': 356}, {'facility': 'F5', 'customer': 10, 'cost': 57}, {'facility': 'F5', 'customer': 11, 'cost': 490}, {'facility': 'F5', 'customer': 12, 'cost': 274}, {'facility': 'F5', 'customer': 13, 'cost': 132}, {'facility': 'F5', 'customer': 14, 'cost': 328}, {'facility': 'F5', 'customer': 15, 'cost': 461}, {'facility': 'F5', 'customer': 16, 'cost': 170}, {'facility': 'F5', 'customer': 17, 'cost': 47}, {'facility': 'F6', 'customer': 1, 'cost': 632}, {'facility': 'F6', 'customer': 2, 'cost': 736}, {'facility': 'F6', 'customer': 3, 'cost': 549}, {'facility': 'F6', 'customer': 4, 'cost': 171}, {'facility': 'F6', 'customer': 5, 'cost': 121}, {'facility': 'F6', 'customer': 6, 'cost': 16}, {'facility': 'F6', 'customer': 7, 'cost': 986}, {'facility': 'F6', 'customer': 8, 'cost': 224}, {'facility': 'F6', 'customer': 9, 'cost': 827}, {'facility': 'F6', 'customer': 10, 'cost': 311}, {'facility': 'F6', 'customer': 11, 'cost': 452}, {'facility': 'F6', 'customer': 12, 'cost': 330}, {'facility': 'F6', 'customer': 13, 'cost': 46}, {'facility': 'F6', 'customer': 14, 'cost': 274}, {'facility': 'F6', 'customer': 15, 'cost': 330}, {'facility': 'F6', 'customer': 16, 'cost': 731}, {'facility': 'F6', 'customer': 17, 'cost': 704}, {'facility': 'F7', 'customer': 1, 'cost': 310}, {'facility': 'F7', 'customer': 2, 'cost': 998}, {'facility': 'F7', 'customer': 3, 'cost': 834}, {'facility': 'F7', 'customer': 4, 'cost': 802}, {'facility': 'F7', 'customer': 5, 'cost': 234}, {'facility': 'F7', 'customer': 6, 'cost': 701}, {'facility': 'F7', 'customer': 7, 'cost': 257}, {'facility': 'F7', 'customer': 8, 'cost': 402}, {'facility': 'F7', 'customer': 9, 'cost': 817}, {'facility': 'F7', 'customer': 10, 'cost': 717}, {'facility': 'F7', 'customer': 11, 'cost': 341}, {'facility': 'F7', 'customer': 12, 'cost': 315}, {'facility': 'F7', 'customer': 13, 'cost': 87}, {'facility': 'F7', 'customer': 14, 'cost': 5}, {'facility': 'F7', 'customer': 15, 'cost': 822}, {'facility': 'F7', 'customer': 16, 'cost': 381}, {'facility': 'F7', 'customer': 17, 'cost': 483}], 'objective': 10631.0}","{'selected': ['F1'], 'assignments': ['F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1']}",15,markdown_table,1 UFLP,UFLP,"Someone managing the farm markets needs to pick which roadside produce stands will operate this season and assign each regular buyer to a single open stand. Better choices are those that cut the total expense, calculated by adding the operating costs for all stands left open plus the travel cost for each customer to their chosen stand. Each customer gets exactly one operating stand and nobody visits a closed one; stands aren’t capped on how many people they can serve. The exact numbers are shown below. There are 7 candidate roadside produce stands, 17 regular buyers, and the stand opening costs are 1000, 1000, 1000, 1000, 1000, 1000, 1000. Stand F1 has an opening cost of 1000. Stand F2 has an opening cost of 1000. Stand F3 has an opening cost of 1000. Stand F4 has an opening cost of 1000. Stand F5 has an opening cost of 1000. Stand F6 has an opening cost of 1000. Stand F7 has an opening cost of 1000. Buyer A would incur travel cost 767 to visit stand F1. Buyer B would incur travel cost 116 to visit stand F1. Buyer C would incur travel cost 167 to visit stand F1. Buyer D would incur travel cost 69 to visit stand F1. Buyer E would incur travel cost 382 to visit stand F1. Buyer F would incur travel cost 851 to visit stand F1. Buyer G would incur travel cost 777 to visit stand F1. Buyer H would incur travel cost 711 to visit stand F1. Buyer I would incur travel cost 50 to visit stand F1. Buyer J would incur travel cost 85 to visit stand F1. Buyer K would incur travel cost 653 to visit stand F1. Buyer L would incur travel cost 584 to visit stand F1. Buyer M would incur travel cost 188 to visit stand F1. Buyer N would incur travel cost 850 to visit stand F1. Buyer O would incur travel cost 795 to visit stand F1. Buyer P would incur travel cost 24 to visit stand F1. Buyer Q would incur travel cost 413 to visit stand F1. Buyer A would incur travel cost 61 to visit stand F2. Buyer B would incur travel cost 539 to visit stand F2. Buyer C would incur travel cost 673 to visit stand F2. Buyer D would incur travel cost 873 to visit stand F2. Buyer E would incur travel cost 954 to visit stand F2. Buyer F would incur travel cost 393 to visit stand F2. Buyer G would incur travel cost 120 to visit stand F2. Buyer H would incur travel cost 738 to visit stand F2. Buyer I would incur travel cost 720 to visit stand F2. Buyer J would incur travel cost 377 to visit stand F2. Buyer K would incur travel cost 845 to visit stand F2. Buyer L would incur travel cost 786 to visit stand F2. Buyer M would incur travel cost 656 to visit stand F2. Buyer N would incur travel cost 799 to visit stand F2. Buyer O would incur travel cost 12 to visit stand F2. Buyer P would incur travel cost 462 to visit stand F2. Buyer Q would incur travel cost 711 to visit stand F2. Buyer A would incur travel cost 100 to visit stand F3. Buyer B would incur travel cost 787 to visit stand F3. Buyer C would incur travel cost 19 to visit stand F3. Buyer D would incur travel cost 740 to visit stand F3. Buyer E would incur travel cost 1 to visit stand F3. Buyer F would incur travel cost 391 to visit stand F3. Buyer G would incur travel cost 927 to visit stand F3. Buyer H would incur travel cost 929 to visit stand F3. Buyer I would incur travel cost 819 to visit stand F3. Buyer J would incur travel cost 849 to visit stand F3. Buyer K would incur travel cost 287 to visit stand F3. Buyer L would incur travel cost 416 to visit stand F3. Buyer M would incur travel cost 742 to visit stand F3. Buyer N would incur travel cost 926 to visit stand F3. Buyer O would incur travel cost 517 to visit stand F3. Buyer P would incur travel cost 454 to visit stand F3. Buyer Q would incur travel cost 92 to visit stand F3. Buyer A would incur travel cost 683 to visit stand F4. Buyer B would incur travel cost 590 to visit stand F4. Buyer C would incur travel cost 631 to visit stand F4. Buyer D would incur travel cost 710 to visit stand F4. Buyer E would incur travel cost 504 to visit stand F4. Buyer F would incur travel cost 514 to visit stand F4. Buyer G would incur travel cost 481 to visit stand F4. Buyer H would incur travel cost 686 to visit stand F4. Buyer I would incur travel cost 892 to visit stand F4. Buyer J would incur travel cost 238 to visit stand F4. Buyer K would incur travel cost 462 to visit stand F4. Buyer L would incur travel cost 859 to visit stand F4. Buyer M would incur travel cost 889 to visit stand F4. Buyer N would incur travel cost 692 to visit stand F4. Buyer O would incur travel cost 860 to visit stand F4. Buyer P would incur travel cost 973 to visit stand F4. Buyer Q would incur travel cost 608 to visit stand F4. Buyer A would incur travel cost 840 to visit stand F5. Buyer B would incur travel cost 176 to visit stand F5. Buyer C would incur travel cost 167 to visit stand F5. Buyer D would incur travel cost 298 to visit stand F5. Buyer E would incur travel cost 132 to visit stand F5. Buyer F would incur travel cost 186 to visit stand F5. Buyer G would incur travel cost 948 to visit stand F5. Buyer H would incur travel cost 118 to visit stand F5. Buyer I would incur travel cost 320 to visit stand F5. Buyer J would incur travel cost 368 to visit stand F5. Buyer K would incur travel cost 776 to visit stand F5. Buyer L would incur travel cost 488 to visit stand F5. Buyer M would incur travel cost 193 to visit stand F5. Buyer N would incur travel cost 474 to visit stand F5. Buyer O would incur travel cost 49 to visit stand F5. Buyer P would incur travel cost 792 to visit stand F5. Buyer Q would incur travel cost 574 to visit stand F5. Buyer A would incur travel cost 664 to visit stand F6. Buyer B would incur travel cost 257 to visit stand F6. Buyer C would incur travel cost 926 to visit stand F6. Buyer D would incur travel cost 575 to visit stand F6. Buyer E would incur travel cost 139 to visit stand F6. Buyer F would incur travel cost 183 to visit stand F6. Buyer G would incur travel cost 700 to visit stand F6. Buyer H would incur travel cost 199 to visit stand F6. Buyer I would incur travel cost 790 to visit stand F6. Buyer J would incur travel cost 219 to visit stand F6. Buyer K would incur travel cost 723 to visit stand F6. Buyer L would incur travel cost 540 to visit stand F6. Buyer M would incur travel cost 696 to visit stand F6. Buyer N would incur travel cost 254 to visit stand F6. Buyer O would incur travel cost 61 to visit stand F6. Buyer P would incur travel cost 3 to visit stand F6. Buyer Q would incur travel cost 452 to visit stand F6. Buyer A would incur travel cost 217 to visit stand F7. Buyer B would incur travel cost 138 to visit stand F7. Buyer C would incur travel cost 929 to visit stand F7. Buyer D would incur travel cost 204 to visit stand F7. Buyer E would incur travel cost 873 to visit stand F7. Buyer F would incur travel cost 497 to visit stand F7. Buyer G would incur travel cost 708 to visit stand F7. Buyer H would incur travel cost 620 to visit stand F7. Buyer I would incur travel cost 957 to visit stand F7. Buyer J would incur travel cost 239 to visit stand F7. Buyer K would incur travel cost 640 to visit stand F7. Buyer L would incur travel cost 841 to visit stand F7. Buyer M would incur travel cost 535 to visit stand F7. Buyer N would incur travel cost 984 to visit stand F7. Buyer O would incur travel cost 719 to visit stand F7. Buyer P would incur travel cost 294 to visit stand F7. Buyer Q would incur travel cost 550 to visit stand F7. These numbers are for the manager to use in choosing which stands to open and how to assign buyers so the total expense (stand opening costs plus travel costs) is minimized. If you want to send me the plan in a tidy, machine-friendly way, just use this simple JSON shape below — it shows which stands to open and which open stand each buyer will go to. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is the list of stands you'll keep operating this season. ""assignments"" says, for each regular buyer (in the same order as the instance), which open stand they go to. Think of it like filling out a short form: pick the open stands, then list each buyer's chosen stand. This is just a sketch of the shape I need, not the actual filled-in answer. Please make sure to use the exact identifiers from the instance input — do not rename them or invent new ones. Valid identifiers look like plain numbers such as ""1"" or ""23"", single capital letters like ""A"" or ""B"", or a capital letter followed by digits like ""A1"" or ""X7"".","{'opening_costs': [1000, 1000, 1000, 1000, 1000, 1000, 1000], 'connection_costs': [[767, 116, 167, 69, 382, 851, 777, 711, 50, 85, 653, 584, 188, 850, 795, 24, 413], [61, 539, 673, 873, 954, 393, 120, 738, 720, 377, 845, 786, 656, 799, 12, 462, 711], [100, 787, 19, 740, 1, 391, 927, 929, 819, 849, 287, 416, 742, 926, 517, 454, 92], [683, 590, 631, 710, 504, 514, 481, 686, 892, 238, 462, 859, 889, 692, 860, 973, 608], [840, 176, 167, 298, 132, 186, 948, 118, 320, 368, 776, 488, 193, 474, 49, 792, 574], [664, 257, 926, 575, 139, 183, 700, 199, 790, 219, 723, 540, 696, 254, 61, 3, 452], [217, 138, 929, 204, 873, 497, 708, 620, 957, 239, 640, 841, 535, 984, 719, 294, 550]], 'objective': 5823.0}","{'open_facilities': [0, 2, 5], 'assignments': [2, 0, 2, 0, 2, 5, 5, 5, 0, 0, 2, 2, 0, 5, 5, 5, 2]}",5823.0,"{'problem_type': 'UFLP', 'num_facilities': 7, 'num_customers': 17, 'facilities': [{'id': 'F1', 'opening_cost': 1000}, {'id': 'F2', 'opening_cost': 1000}, {'id': 'F3', 'opening_cost': 1000}, {'id': 'F4', 'opening_cost': 1000}, {'id': 'F5', 'opening_cost': 1000}, {'id': 'F6', 'opening_cost': 1000}, {'id': 'F7', 'opening_cost': 1000}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}, {'id': 'P'}, {'id': 'Q'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 767}, {'facility': 'F1', 'customer': 'B', 'cost': 116}, {'facility': 'F1', 'customer': 'C', 'cost': 167}, {'facility': 'F1', 'customer': 'D', 'cost': 69}, {'facility': 'F1', 'customer': 'E', 'cost': 382}, {'facility': 'F1', 'customer': 'F', 'cost': 851}, {'facility': 'F1', 'customer': 'G', 'cost': 777}, {'facility': 'F1', 'customer': 'H', 'cost': 711}, {'facility': 'F1', 'customer': 'I', 'cost': 50}, {'facility': 'F1', 'customer': 'J', 'cost': 85}, {'facility': 'F1', 'customer': 'K', 'cost': 653}, {'facility': 'F1', 'customer': 'L', 'cost': 584}, {'facility': 'F1', 'customer': 'M', 'cost': 188}, {'facility': 'F1', 'customer': 'N', 'cost': 850}, {'facility': 'F1', 'customer': 'O', 'cost': 795}, {'facility': 'F1', 'customer': 'P', 'cost': 24}, {'facility': 'F1', 'customer': 'Q', 'cost': 413}, {'facility': 'F2', 'customer': 'A', 'cost': 61}, {'facility': 'F2', 'customer': 'B', 'cost': 539}, {'facility': 'F2', 'customer': 'C', 'cost': 673}, {'facility': 'F2', 'customer': 'D', 'cost': 873}, {'facility': 'F2', 'customer': 'E', 'cost': 954}, {'facility': 'F2', 'customer': 'F', 'cost': 393}, {'facility': 'F2', 'customer': 'G', 'cost': 120}, {'facility': 'F2', 'customer': 'H', 'cost': 738}, {'facility': 'F2', 'customer': 'I', 'cost': 720}, {'facility': 'F2', 'customer': 'J', 'cost': 377}, {'facility': 'F2', 'customer': 'K', 'cost': 845}, {'facility': 'F2', 'customer': 'L', 'cost': 786}, {'facility': 'F2', 'customer': 'M', 'cost': 656}, {'facility': 'F2', 'customer': 'N', 'cost': 799}, {'facility': 'F2', 'customer': 'O', 'cost': 12}, {'facility': 'F2', 'customer': 'P', 'cost': 462}, {'facility': 'F2', 'customer': 'Q', 'cost': 711}, {'facility': 'F3', 'customer': 'A', 'cost': 100}, {'facility': 'F3', 'customer': 'B', 'cost': 787}, {'facility': 'F3', 'customer': 'C', 'cost': 19}, {'facility': 'F3', 'customer': 'D', 'cost': 740}, {'facility': 'F3', 'customer': 'E', 'cost': 1}, {'facility': 'F3', 'customer': 'F', 'cost': 391}, {'facility': 'F3', 'customer': 'G', 'cost': 927}, {'facility': 'F3', 'customer': 'H', 'cost': 929}, {'facility': 'F3', 'customer': 'I', 'cost': 819}, {'facility': 'F3', 'customer': 'J', 'cost': 849}, {'facility': 'F3', 'customer': 'K', 'cost': 287}, {'facility': 'F3', 'customer': 'L', 'cost': 416}, {'facility': 'F3', 'customer': 'M', 'cost': 742}, {'facility': 'F3', 'customer': 'N', 'cost': 926}, {'facility': 'F3', 'customer': 'O', 'cost': 517}, {'facility': 'F3', 'customer': 'P', 'cost': 454}, {'facility': 'F3', 'customer': 'Q', 'cost': 92}, {'facility': 'F4', 'customer': 'A', 'cost': 683}, {'facility': 'F4', 'customer': 'B', 'cost': 590}, {'facility': 'F4', 'customer': 'C', 'cost': 631}, {'facility': 'F4', 'customer': 'D', 'cost': 710}, {'facility': 'F4', 'customer': 'E', 'cost': 504}, {'facility': 'F4', 'customer': 'F', 'cost': 514}, {'facility': 'F4', 'customer': 'G', 'cost': 481}, {'facility': 'F4', 'customer': 'H', 'cost': 686}, {'facility': 'F4', 'customer': 'I', 'cost': 892}, {'facility': 'F4', 'customer': 'J', 'cost': 238}, {'facility': 'F4', 'customer': 'K', 'cost': 462}, {'facility': 'F4', 'customer': 'L', 'cost': 859}, {'facility': 'F4', 'customer': 'M', 'cost': 889}, {'facility': 'F4', 'customer': 'N', 'cost': 692}, {'facility': 'F4', 'customer': 'O', 'cost': 860}, {'facility': 'F4', 'customer': 'P', 'cost': 973}, {'facility': 'F4', 'customer': 'Q', 'cost': 608}, {'facility': 'F5', 'customer': 'A', 'cost': 840}, {'facility': 'F5', 'customer': 'B', 'cost': 176}, {'facility': 'F5', 'customer': 'C', 'cost': 167}, {'facility': 'F5', 'customer': 'D', 'cost': 298}, {'facility': 'F5', 'customer': 'E', 'cost': 132}, {'facility': 'F5', 'customer': 'F', 'cost': 186}, {'facility': 'F5', 'customer': 'G', 'cost': 948}, {'facility': 'F5', 'customer': 'H', 'cost': 118}, {'facility': 'F5', 'customer': 'I', 'cost': 320}, {'facility': 'F5', 'customer': 'J', 'cost': 368}, {'facility': 'F5', 'customer': 'K', 'cost': 776}, {'facility': 'F5', 'customer': 'L', 'cost': 488}, {'facility': 'F5', 'customer': 'M', 'cost': 193}, {'facility': 'F5', 'customer': 'N', 'cost': 474}, {'facility': 'F5', 'customer': 'O', 'cost': 49}, {'facility': 'F5', 'customer': 'P', 'cost': 792}, {'facility': 'F5', 'customer': 'Q', 'cost': 574}, {'facility': 'F6', 'customer': 'A', 'cost': 664}, {'facility': 'F6', 'customer': 'B', 'cost': 257}, {'facility': 'F6', 'customer': 'C', 'cost': 926}, {'facility': 'F6', 'customer': 'D', 'cost': 575}, {'facility': 'F6', 'customer': 'E', 'cost': 139}, {'facility': 'F6', 'customer': 'F', 'cost': 183}, {'facility': 'F6', 'customer': 'G', 'cost': 700}, {'facility': 'F6', 'customer': 'H', 'cost': 199}, {'facility': 'F6', 'customer': 'I', 'cost': 790}, {'facility': 'F6', 'customer': 'J', 'cost': 219}, {'facility': 'F6', 'customer': 'K', 'cost': 723}, {'facility': 'F6', 'customer': 'L', 'cost': 540}, {'facility': 'F6', 'customer': 'M', 'cost': 696}, {'facility': 'F6', 'customer': 'N', 'cost': 254}, {'facility': 'F6', 'customer': 'O', 'cost': 61}, {'facility': 'F6', 'customer': 'P', 'cost': 3}, {'facility': 'F6', 'customer': 'Q', 'cost': 452}, {'facility': 'F7', 'customer': 'A', 'cost': 217}, {'facility': 'F7', 'customer': 'B', 'cost': 138}, {'facility': 'F7', 'customer': 'C', 'cost': 929}, {'facility': 'F7', 'customer': 'D', 'cost': 204}, {'facility': 'F7', 'customer': 'E', 'cost': 873}, {'facility': 'F7', 'customer': 'F', 'cost': 497}, {'facility': 'F7', 'customer': 'G', 'cost': 708}, {'facility': 'F7', 'customer': 'H', 'cost': 620}, {'facility': 'F7', 'customer': 'I', 'cost': 957}, {'facility': 'F7', 'customer': 'J', 'cost': 239}, {'facility': 'F7', 'customer': 'K', 'cost': 640}, {'facility': 'F7', 'customer': 'L', 'cost': 841}, {'facility': 'F7', 'customer': 'M', 'cost': 535}, {'facility': 'F7', 'customer': 'N', 'cost': 984}, {'facility': 'F7', 'customer': 'O', 'cost': 719}, {'facility': 'F7', 'customer': 'P', 'cost': 294}, {'facility': 'F7', 'customer': 'Q', 'cost': 550}], 'objective': 5823.0}","{'selected': ['F1', 'F3', 'F6'], 'assignments': ['F3', 'F1', 'F3', 'F1', 'F3', 'F6', 'F6', 'F6', 'F1', 'F1', 'F3', 'F3', 'F1', 'F6', 'F6', 'F6', 'F3']}",16,nl,names UFLP,UFLP,"At the conservatory the director must decide which piano practice rooms to operate and then send every musician to one of those open rooms. The smart trade-off is obvious in plain terms: keep an eye on the sum of the room upkeep bills plus the walking time for all musicians, and choose the setup with the least total. Each musician is assigned to exactly one available room — closed rooms aren’t options — and open rooms can host multiple musicians without limit. The specific room costs and walking distances are listed below. There are 6 rooms and 15 musicians in this instance. **Rooms** | room_id | room_upkeep_cost | |---|---| | F1 | 1424 | | F2 | 1555 | | F3 | 1477 | | F4 | 1444 | | F5 | 1106 | | F6 | 1690 | **Musicians** | musician_id | |---| | 0 | | 1 | | 2 | | 3 | | 4 | | 5 | | 6 | | 7 | | 8 | | 9 | | 10 | | 11 | | 12 | | 13 | | 14 | **Walking Time** | room_id | musician_id | walking_time | |---|---|---| | F1 | 0 | 665 | | F1 | 1 | 222 | | F1 | 2 | 654 | | F1 | 3 | 847 | | F1 | 4 | 128 | | F1 | 5 | 201 | | F1 | 6 | 223 | | F1 | 7 | 309 | | F1 | 8 | 85 | | F1 | 9 | 241 | | F1 | 10 | 748 | | F1 | 11 | 378 | | F1 | 12 | 399 | | F1 | 13 | 580 | | F1 | 14 | 208 | | F2 | 0 | 417 | | F2 | 1 | 295 | | F2 | 2 | 658 | | F2 | 3 | 4 | | F2 | 4 | 317 | | F2 | 5 | 899 | | F2 | 6 | 983 | | F2 | 7 | 344 | | F2 | 8 | 459 | | F2 | 9 | 0 | | F2 | 10 | 113 | | F2 | 11 | 315 | | F2 | 12 | 482 | | F2 | 13 | 446 | | F2 | 14 | 189 | | F3 | 0 | 542 | | F3 | 1 | 725 | | F3 | 2 | 511 | | F3 | 3 | 40 | | F3 | 4 | 998 | | F3 | 5 | 41 | | F3 | 6 | 738 | | F3 | 7 | 610 | | F3 | 8 | 802 | | F3 | 9 | 585 | | F3 | 10 | 106 | | F3 | 11 | 919 | | F3 | 12 | 864 | | F3 | 13 | 861 | | F3 | 14 | 262 | | F4 | 0 | 650 | | F4 | 1 | 925 | | F4 | 2 | 606 | | F4 | 3 | 780 | | F4 | 4 | 936 | | F4 | 5 | 437 | | F4 | 6 | 244 | | F4 | 7 | 72 | | F4 | 8 | 431 | | F4 | 9 | 359 | | F4 | 10 | 721 | | F4 | 11 | 341 | | F4 | 12 | 850 | | F4 | 13 | 358 | | F4 | 14 | 300 | | F5 | 0 | 917 | | F5 | 1 | 115 | | F5 | 2 | 963 | | F5 | 3 | 978 | | F5 | 4 | 705 | | F5 | 5 | 232 | | F5 | 6 | 881 | | F5 | 7 | 710 | | F5 | 8 | 514 | | F5 | 9 | 306 | | F5 | 10 | 95 | | F5 | 11 | 128 | | F5 | 12 | 972 | | F5 | 13 | 179 | | F5 | 14 | 766 | | F6 | 0 | 96 | | F6 | 1 | 467 | | F6 | 2 | 912 | | F6 | 3 | 328 | | F6 | 4 | 3 | | F6 | 5 | 571 | | F6 | 6 | 196 | | F6 | 7 | 891 | | F6 | 8 | 74 | | F6 | 9 | 633 | | F6 | 10 | 470 | | F6 | 11 | 519 | | F6 | 12 | 943 | | F6 | 13 | 272 | | F6 | 14 | 322 | You can just give the plan in a tiny JSON shape like this — it makes it easy to check which rooms get opened and where each musician is sent: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is the list of practice rooms you decide to operate. ""assignments"" lists, for every musician in order, which open room they go to. Think of it like filling out a simple form: pick the rooms you’ll run, then list each musician’s room. This is just a sketch of the shape I expect, not the actual answer. Please use the exact identifiers from the instance input — do not rename them or invent new labels. Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [1424, 1555, 1477, 1444, 1106, 1690], 'connection_costs': [[665, 222, 654, 847, 128, 201, 223, 309, 85, 241, 748, 378, 399, 580, 208], [417, 295, 658, 4, 317, 899, 983, 344, 459, 0, 113, 315, 482, 446, 189], [542, 725, 511, 40, 998, 41, 738, 610, 802, 585, 106, 919, 864, 861, 262], [650, 925, 606, 780, 936, 437, 244, 72, 431, 359, 721, 341, 850, 358, 300], [917, 115, 963, 978, 705, 232, 881, 710, 514, 306, 95, 128, 972, 179, 766], [96, 467, 912, 328, 3, 571, 196, 891, 74, 633, 470, 519, 943, 272, 322]], 'objective': 6684.0}","{'open_facilities': [0, 1], 'assignments': [1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1]}",6684.0,"{'problem_type': 'UFLP', 'num_facilities': 6, 'num_customers': 15, 'facilities': [{'id': 'F1', 'opening_cost': 1424}, {'id': 'F2', 'opening_cost': 1555}, {'id': 'F3', 'opening_cost': 1477}, {'id': 'F4', 'opening_cost': 1444}, {'id': 'F5', 'opening_cost': 1106}, {'id': 'F6', 'opening_cost': 1690}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 665}, {'facility': 'F1', 'customer': 1, 'cost': 222}, {'facility': 'F1', 'customer': 2, 'cost': 654}, {'facility': 'F1', 'customer': 3, 'cost': 847}, {'facility': 'F1', 'customer': 4, 'cost': 128}, {'facility': 'F1', 'customer': 5, 'cost': 201}, {'facility': 'F1', 'customer': 6, 'cost': 223}, {'facility': 'F1', 'customer': 7, 'cost': 309}, {'facility': 'F1', 'customer': 8, 'cost': 85}, {'facility': 'F1', 'customer': 9, 'cost': 241}, {'facility': 'F1', 'customer': 10, 'cost': 748}, {'facility': 'F1', 'customer': 11, 'cost': 378}, {'facility': 'F1', 'customer': 12, 'cost': 399}, {'facility': 'F1', 'customer': 13, 'cost': 580}, {'facility': 'F1', 'customer': 14, 'cost': 208}, {'facility': 'F2', 'customer': 0, 'cost': 417}, {'facility': 'F2', 'customer': 1, 'cost': 295}, {'facility': 'F2', 'customer': 2, 'cost': 658}, {'facility': 'F2', 'customer': 3, 'cost': 4}, {'facility': 'F2', 'customer': 4, 'cost': 317}, {'facility': 'F2', 'customer': 5, 'cost': 899}, {'facility': 'F2', 'customer': 6, 'cost': 983}, {'facility': 'F2', 'customer': 7, 'cost': 344}, {'facility': 'F2', 'customer': 8, 'cost': 459}, {'facility': 'F2', 'customer': 9, 'cost': 0}, {'facility': 'F2', 'customer': 10, 'cost': 113}, {'facility': 'F2', 'customer': 11, 'cost': 315}, {'facility': 'F2', 'customer': 12, 'cost': 482}, {'facility': 'F2', 'customer': 13, 'cost': 446}, {'facility': 'F2', 'customer': 14, 'cost': 189}, {'facility': 'F3', 'customer': 0, 'cost': 542}, {'facility': 'F3', 'customer': 1, 'cost': 725}, {'facility': 'F3', 'customer': 2, 'cost': 511}, {'facility': 'F3', 'customer': 3, 'cost': 40}, {'facility': 'F3', 'customer': 4, 'cost': 998}, {'facility': 'F3', 'customer': 5, 'cost': 41}, {'facility': 'F3', 'customer': 6, 'cost': 738}, {'facility': 'F3', 'customer': 7, 'cost': 610}, {'facility': 'F3', 'customer': 8, 'cost': 802}, {'facility': 'F3', 'customer': 9, 'cost': 585}, {'facility': 'F3', 'customer': 10, 'cost': 106}, {'facility': 'F3', 'customer': 11, 'cost': 919}, {'facility': 'F3', 'customer': 12, 'cost': 864}, {'facility': 'F3', 'customer': 13, 'cost': 861}, {'facility': 'F3', 'customer': 14, 'cost': 262}, {'facility': 'F4', 'customer': 0, 'cost': 650}, {'facility': 'F4', 'customer': 1, 'cost': 925}, {'facility': 'F4', 'customer': 2, 'cost': 606}, {'facility': 'F4', 'customer': 3, 'cost': 780}, {'facility': 'F4', 'customer': 4, 'cost': 936}, {'facility': 'F4', 'customer': 5, 'cost': 437}, {'facility': 'F4', 'customer': 6, 'cost': 244}, {'facility': 'F4', 'customer': 7, 'cost': 72}, {'facility': 'F4', 'customer': 8, 'cost': 431}, {'facility': 'F4', 'customer': 9, 'cost': 359}, {'facility': 'F4', 'customer': 10, 'cost': 721}, {'facility': 'F4', 'customer': 11, 'cost': 341}, {'facility': 'F4', 'customer': 12, 'cost': 850}, {'facility': 'F4', 'customer': 13, 'cost': 358}, {'facility': 'F4', 'customer': 14, 'cost': 300}, {'facility': 'F5', 'customer': 0, 'cost': 917}, {'facility': 'F5', 'customer': 1, 'cost': 115}, {'facility': 'F5', 'customer': 2, 'cost': 963}, {'facility': 'F5', 'customer': 3, 'cost': 978}, {'facility': 'F5', 'customer': 4, 'cost': 705}, {'facility': 'F5', 'customer': 5, 'cost': 232}, {'facility': 'F5', 'customer': 6, 'cost': 881}, {'facility': 'F5', 'customer': 7, 'cost': 710}, {'facility': 'F5', 'customer': 8, 'cost': 514}, {'facility': 'F5', 'customer': 9, 'cost': 306}, {'facility': 'F5', 'customer': 10, 'cost': 95}, {'facility': 'F5', 'customer': 11, 'cost': 128}, {'facility': 'F5', 'customer': 12, 'cost': 972}, {'facility': 'F5', 'customer': 13, 'cost': 179}, {'facility': 'F5', 'customer': 14, 'cost': 766}, {'facility': 'F6', 'customer': 0, 'cost': 96}, {'facility': 'F6', 'customer': 1, 'cost': 467}, {'facility': 'F6', 'customer': 2, 'cost': 912}, {'facility': 'F6', 'customer': 3, 'cost': 328}, {'facility': 'F6', 'customer': 4, 'cost': 3}, {'facility': 'F6', 'customer': 5, 'cost': 571}, {'facility': 'F6', 'customer': 6, 'cost': 196}, {'facility': 'F6', 'customer': 7, 'cost': 891}, {'facility': 'F6', 'customer': 8, 'cost': 74}, {'facility': 'F6', 'customer': 9, 'cost': 633}, {'facility': 'F6', 'customer': 10, 'cost': 470}, {'facility': 'F6', 'customer': 11, 'cost': 519}, {'facility': 'F6', 'customer': 12, 'cost': 943}, {'facility': 'F6', 'customer': 13, 'cost': 272}, {'facility': 'F6', 'customer': 14, 'cost': 322}], 'objective': 6684.0}","{'selected': ['F1', 'F2'], 'assignments': ['F2', 'F1', 'F1', 'F2', 'F1', 'F1', 'F1', 'F1', 'F1', 'F2', 'F2', 'F2', 'F1', 'F2', 'F2']}",17,markdown_table,0 UFLP,UFLP,"We’re organizing a citywide donation drive and need to pick which potential drop-off boxes to install and then decide which installed box each donor will go to. Each possible box costs money to place, and each donor incurs some detour to reach the box they’re assigned to, so the trick is to keep the total cost down by adding all the installation fees and every donor’s extra travel; a lower total means a better rollout. Also, every donor must be routed to one single box that’s actually been installed — no duplicates, no unassigned donors, and nobody should be told to use a box that wasn’t put out. The specific locations, costs, and donor positions are listed below. There are 7 boxs and 15 donors in this instance. **Boxs** | box_id | installation_fee | |---|---| | F1 | 2000 | | F2 | 2000 | | F3 | 2000 | | F4 | 2000 | | F5 | 2000 | | F6 | 2000 | | F7 | 2000 | **Donors** | donor_id | |---| | 1 | | 2 | | 3 | | 4 | | 5 | | 6 | | 7 | | 8 | | 9 | | 10 | | 11 | | 12 | | 13 | | 14 | | 15 | **Donor Detour Cost** | box_id | donor_id | donor_detour_cost | |---|---|---| | F1 | 1 | 28 | | F1 | 2 | 831 | | F1 | 3 | 103 | | F1 | 4 | 753 | | F1 | 5 | 800 | | F1 | 6 | 65 | | F1 | 7 | 472 | | F1 | 8 | 351 | | F1 | 9 | 766 | | F1 | 10 | 558 | | F1 | 11 | 417 | | F1 | 12 | 805 | | F1 | 13 | 676 | | F1 | 14 | 985 | | F1 | 15 | 298 | | F2 | 1 | 128 | | F2 | 2 | 428 | | F2 | 3 | 788 | | F2 | 4 | 173 | | F2 | 5 | 866 | | F2 | 6 | 416 | | F2 | 7 | 667 | | F2 | 8 | 548 | | F2 | 9 | 334 | | F2 | 10 | 366 | | F2 | 11 | 278 | | F2 | 12 | 901 | | F2 | 13 | 501 | | F2 | 14 | 842 | | F2 | 15 | 270 | | F3 | 1 | 160 | | F3 | 2 | 649 | | F3 | 3 | 681 | | F3 | 4 | 460 | | F3 | 5 | 630 | | F3 | 6 | 112 | | F3 | 7 | 212 | | F3 | 8 | 128 | | F3 | 9 | 339 | | F3 | 10 | 447 | | F3 | 11 | 480 | | F3 | 12 | 938 | | F3 | 13 | 160 | | F3 | 14 | 864 | | F3 | 15 | 222 | | F4 | 1 | 871 | | F4 | 2 | 130 | | F4 | 3 | 40 | | F4 | 4 | 959 | | F4 | 5 | 869 | | F4 | 6 | 628 | | F4 | 7 | 689 | | F4 | 8 | 156 | | F4 | 9 | 273 | | F4 | 10 | 236 | | F4 | 11 | 24 | | F4 | 12 | 420 | | F4 | 13 | 363 | | F4 | 14 | 460 | | F4 | 15 | 877 | | F5 | 1 | 545 | | F5 | 2 | 918 | | F5 | 3 | 368 | | F5 | 4 | 807 | | F5 | 5 | 546 | | F5 | 6 | 890 | | F5 | 7 | 848 | | F5 | 8 | 711 | | F5 | 9 | 118 | | F5 | 10 | 779 | | F5 | 11 | 767 | | F5 | 12 | 895 | | F5 | 13 | 252 | | F5 | 14 | 138 | | F5 | 15 | 692 | | F6 | 1 | 943 | | F6 | 2 | 205 | | F6 | 3 | 826 | | F6 | 4 | 395 | | F6 | 5 | 445 | | F6 | 6 | 184 | | F6 | 7 | 147 | | F6 | 8 | 886 | | F6 | 9 | 275 | | F6 | 10 | 792 | | F6 | 11 | 909 | | F6 | 12 | 948 | | F6 | 13 | 947 | | F6 | 14 | 794 | | F6 | 15 | 219 | | F7 | 1 | 237 | | F7 | 2 | 36 | | F7 | 3 | 673 | | F7 | 4 | 709 | | F7 | 5 | 958 | | F7 | 6 | 599 | | F7 | 7 | 442 | | F7 | 8 | 233 | | F7 | 9 | 994 | | F7 | 10 | 138 | | F7 | 11 | 906 | | F7 | 12 | 472 | | F7 | 13 | 843 | | F7 | 14 | 62 | | F7 | 15 | 747 | Oh, and one more practical thing — when you send the plan back, a tiny JSON sketch like the one below is perfect for me. It just lists which boxes we actually install and then, for each donor, which installed box they should go to. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is the list of drop-off box locations you decide to install. ""assignments"" is a list with one entry per donor saying which installed box they should use. Super casual: think of ""selected"" as the checklist of boxes we put out, and ""assignments"" as the little directions we hand each donor. This is just the expected shape — not the final plan itself. Please use the exact identifiers from the instance input when filling those lists — do not rename identifiers or invent new ones. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [2000, 2000, 2000, 2000, 2000, 2000, 2000], 'connection_costs': [[28, 831, 103, 753, 800, 65, 472, 351, 766, 558, 417, 805, 676, 985, 298], [128, 428, 788, 173, 866, 416, 667, 548, 334, 366, 278, 901, 501, 842, 270], [160, 649, 681, 460, 630, 112, 212, 128, 339, 447, 480, 938, 160, 864, 222], [871, 130, 40, 959, 869, 628, 689, 156, 273, 236, 24, 420, 363, 460, 877], [545, 918, 368, 807, 546, 890, 848, 711, 118, 779, 767, 895, 252, 138, 692], [943, 205, 826, 395, 445, 184, 147, 886, 275, 792, 909, 948, 947, 794, 219], [237, 36, 673, 709, 958, 599, 442, 233, 994, 138, 906, 472, 843, 62, 747]], 'objective': 7667.0}","{'open_facilities': [2, 3], 'assignments': [2, 3, 3, 2, 2, 2, 2, 2, 3, 3, 3, 3, 2, 3, 2]}",7667.0,"{'problem_type': 'UFLP', 'num_facilities': 7, 'num_customers': 15, 'facilities': [{'id': 'F1', 'opening_cost': 2000}, {'id': 'F2', 'opening_cost': 2000}, {'id': 'F3', 'opening_cost': 2000}, {'id': 'F4', 'opening_cost': 2000}, {'id': 'F5', 'opening_cost': 2000}, {'id': 'F6', 'opening_cost': 2000}, {'id': 'F7', 'opening_cost': 2000}], 'customers': [{'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}], 'connection_costs': [{'facility': 'F1', 'customer': 1, 'cost': 28}, {'facility': 'F1', 'customer': 2, 'cost': 831}, {'facility': 'F1', 'customer': 3, 'cost': 103}, {'facility': 'F1', 'customer': 4, 'cost': 753}, {'facility': 'F1', 'customer': 5, 'cost': 800}, {'facility': 'F1', 'customer': 6, 'cost': 65}, {'facility': 'F1', 'customer': 7, 'cost': 472}, {'facility': 'F1', 'customer': 8, 'cost': 351}, {'facility': 'F1', 'customer': 9, 'cost': 766}, {'facility': 'F1', 'customer': 10, 'cost': 558}, {'facility': 'F1', 'customer': 11, 'cost': 417}, {'facility': 'F1', 'customer': 12, 'cost': 805}, {'facility': 'F1', 'customer': 13, 'cost': 676}, {'facility': 'F1', 'customer': 14, 'cost': 985}, {'facility': 'F1', 'customer': 15, 'cost': 298}, {'facility': 'F2', 'customer': 1, 'cost': 128}, {'facility': 'F2', 'customer': 2, 'cost': 428}, {'facility': 'F2', 'customer': 3, 'cost': 788}, {'facility': 'F2', 'customer': 4, 'cost': 173}, {'facility': 'F2', 'customer': 5, 'cost': 866}, {'facility': 'F2', 'customer': 6, 'cost': 416}, {'facility': 'F2', 'customer': 7, 'cost': 667}, {'facility': 'F2', 'customer': 8, 'cost': 548}, {'facility': 'F2', 'customer': 9, 'cost': 334}, {'facility': 'F2', 'customer': 10, 'cost': 366}, {'facility': 'F2', 'customer': 11, 'cost': 278}, {'facility': 'F2', 'customer': 12, 'cost': 901}, {'facility': 'F2', 'customer': 13, 'cost': 501}, {'facility': 'F2', 'customer': 14, 'cost': 842}, {'facility': 'F2', 'customer': 15, 'cost': 270}, {'facility': 'F3', 'customer': 1, 'cost': 160}, {'facility': 'F3', 'customer': 2, 'cost': 649}, {'facility': 'F3', 'customer': 3, 'cost': 681}, {'facility': 'F3', 'customer': 4, 'cost': 460}, {'facility': 'F3', 'customer': 5, 'cost': 630}, {'facility': 'F3', 'customer': 6, 'cost': 112}, {'facility': 'F3', 'customer': 7, 'cost': 212}, {'facility': 'F3', 'customer': 8, 'cost': 128}, {'facility': 'F3', 'customer': 9, 'cost': 339}, {'facility': 'F3', 'customer': 10, 'cost': 447}, {'facility': 'F3', 'customer': 11, 'cost': 480}, {'facility': 'F3', 'customer': 12, 'cost': 938}, {'facility': 'F3', 'customer': 13, 'cost': 160}, {'facility': 'F3', 'customer': 14, 'cost': 864}, {'facility': 'F3', 'customer': 15, 'cost': 222}, {'facility': 'F4', 'customer': 1, 'cost': 871}, {'facility': 'F4', 'customer': 2, 'cost': 130}, {'facility': 'F4', 'customer': 3, 'cost': 40}, {'facility': 'F4', 'customer': 4, 'cost': 959}, {'facility': 'F4', 'customer': 5, 'cost': 869}, {'facility': 'F4', 'customer': 6, 'cost': 628}, {'facility': 'F4', 'customer': 7, 'cost': 689}, {'facility': 'F4', 'customer': 8, 'cost': 156}, {'facility': 'F4', 'customer': 9, 'cost': 273}, {'facility': 'F4', 'customer': 10, 'cost': 236}, {'facility': 'F4', 'customer': 11, 'cost': 24}, {'facility': 'F4', 'customer': 12, 'cost': 420}, {'facility': 'F4', 'customer': 13, 'cost': 363}, {'facility': 'F4', 'customer': 14, 'cost': 460}, {'facility': 'F4', 'customer': 15, 'cost': 877}, {'facility': 'F5', 'customer': 1, 'cost': 545}, {'facility': 'F5', 'customer': 2, 'cost': 918}, {'facility': 'F5', 'customer': 3, 'cost': 368}, {'facility': 'F5', 'customer': 4, 'cost': 807}, {'facility': 'F5', 'customer': 5, 'cost': 546}, {'facility': 'F5', 'customer': 6, 'cost': 890}, {'facility': 'F5', 'customer': 7, 'cost': 848}, {'facility': 'F5', 'customer': 8, 'cost': 711}, {'facility': 'F5', 'customer': 9, 'cost': 118}, {'facility': 'F5', 'customer': 10, 'cost': 779}, {'facility': 'F5', 'customer': 11, 'cost': 767}, {'facility': 'F5', 'customer': 12, 'cost': 895}, {'facility': 'F5', 'customer': 13, 'cost': 252}, {'facility': 'F5', 'customer': 14, 'cost': 138}, {'facility': 'F5', 'customer': 15, 'cost': 692}, {'facility': 'F6', 'customer': 1, 'cost': 943}, {'facility': 'F6', 'customer': 2, 'cost': 205}, {'facility': 'F6', 'customer': 3, 'cost': 826}, {'facility': 'F6', 'customer': 4, 'cost': 395}, {'facility': 'F6', 'customer': 5, 'cost': 445}, {'facility': 'F6', 'customer': 6, 'cost': 184}, {'facility': 'F6', 'customer': 7, 'cost': 147}, {'facility': 'F6', 'customer': 8, 'cost': 886}, {'facility': 'F6', 'customer': 9, 'cost': 275}, {'facility': 'F6', 'customer': 10, 'cost': 792}, {'facility': 'F6', 'customer': 11, 'cost': 909}, {'facility': 'F6', 'customer': 12, 'cost': 948}, {'facility': 'F6', 'customer': 13, 'cost': 947}, {'facility': 'F6', 'customer': 14, 'cost': 794}, {'facility': 'F6', 'customer': 15, 'cost': 219}, {'facility': 'F7', 'customer': 1, 'cost': 237}, {'facility': 'F7', 'customer': 2, 'cost': 36}, {'facility': 'F7', 'customer': 3, 'cost': 673}, {'facility': 'F7', 'customer': 4, 'cost': 709}, {'facility': 'F7', 'customer': 5, 'cost': 958}, {'facility': 'F7', 'customer': 6, 'cost': 599}, {'facility': 'F7', 'customer': 7, 'cost': 442}, {'facility': 'F7', 'customer': 8, 'cost': 233}, {'facility': 'F7', 'customer': 9, 'cost': 994}, {'facility': 'F7', 'customer': 10, 'cost': 138}, {'facility': 'F7', 'customer': 11, 'cost': 906}, {'facility': 'F7', 'customer': 12, 'cost': 472}, {'facility': 'F7', 'customer': 13, 'cost': 843}, {'facility': 'F7', 'customer': 14, 'cost': 62}, {'facility': 'F7', 'customer': 15, 'cost': 747}], 'objective': 7667.0}","{'selected': ['F3', 'F4'], 'assignments': ['F3', 'F4', 'F4', 'F3', 'F3', 'F3', 'F3', 'F3', 'F4', 'F4', 'F4', 'F4', 'F3', 'F4', 'F3']}",18,markdown_table,1 UFLP,UFLP,"Recently the social services office was tasked with picking which evening soup kitchens to fund and assigning every nearby person in need to one of the funded kitchens. The rule is clear: only funded kitchens can receive people, everyone must be sent to one and only one kitchen, and any funded kitchen can serve as many people as needed. What they want is the cheapest overall arrangement — total up the funding commitments plus each person’s travel cost to their assigned kitchen, and keep that total as low as possible. Detailed numbers and locations are shown below. There are 9 kitchens and 19 persons in this instance. **Kitchens** | kitchen_id | kitchen_funding_cost | |---|---| | F1 | 1000 | | F2 | 1000 | | F3 | 1000 | | F4 | 1000 | | F5 | 1000 | | F6 | 1000 | | F7 | 1000 | | F8 | 1000 | | F9 | 1000 | **Persons** | person_id | |---| | 0 | | 1 | | 2 | | 3 | | 4 | | 5 | | 6 | | 7 | | 8 | | 9 | | 10 | | 11 | | 12 | | 13 | | 14 | | 15 | | 16 | | 17 | | 18 | **Travel Cost** | kitchen_id | person_id | travel_cost | |---|---|---| | F1 | 0 | 984 | | F1 | 1 | 689 | | F1 | 2 | 763 | | F1 | 3 | 158 | | F1 | 4 | 409 | | F1 | 5 | 213 | | F1 | 6 | 264 | | F1 | 7 | 401 | | F1 | 8 | 370 | | F1 | 9 | 59 | | F1 | 10 | 438 | | F1 | 11 | 616 | | F1 | 12 | 53 | | F1 | 13 | 209 | | F1 | 14 | 781 | | F1 | 15 | 506 | | F1 | 16 | 326 | | F1 | 17 | 693 | | F1 | 18 | 662 | | F2 | 0 | 713 | | F2 | 1 | 813 | | F2 | 2 | 407 | | F2 | 3 | 556 | | F2 | 4 | 521 | | F2 | 5 | 315 | | F2 | 6 | 832 | | F2 | 7 | 588 | | F2 | 8 | 392 | | F2 | 9 | 809 | | F2 | 10 | 143 | | F2 | 11 | 208 | | F2 | 12 | 308 | | F2 | 13 | 803 | | F2 | 14 | 193 | | F2 | 15 | 355 | | F2 | 16 | 200 | | F2 | 17 | 38 | | F2 | 18 | 508 | | F3 | 0 | 446 | | F3 | 1 | 6 | | F3 | 2 | 996 | | F3 | 3 | 472 | | F3 | 4 | 688 | | F3 | 5 | 356 | | F3 | 6 | 302 | | F3 | 7 | 250 | | F3 | 8 | 164 | | F3 | 9 | 981 | | F3 | 10 | 488 | | F3 | 11 | 531 | | F3 | 12 | 869 | | F3 | 13 | 712 | | F3 | 14 | 386 | | F3 | 15 | 261 | | F3 | 16 | 819 | | F3 | 17 | 863 | | F3 | 18 | 113 | | F4 | 0 | 292 | | F4 | 1 | 410 | | F4 | 2 | 788 | | F4 | 3 | 724 | | F4 | 4 | 399 | | F4 | 5 | 213 | | F4 | 6 | 734 | | F4 | 7 | 637 | | F4 | 8 | 219 | | F4 | 9 | 523 | | F4 | 10 | 52 | | F4 | 11 | 285 | | F4 | 12 | 225 | | F4 | 13 | 270 | | F4 | 14 | 0 | | F4 | 15 | 799 | | F4 | 16 | 0 | | F4 | 17 | 79 | | F4 | 18 | 162 | | F5 | 0 | 467 | | F5 | 1 | 484 | | F5 | 2 | 94 | | F5 | 3 | 355 | | F5 | 4 | 684 | | F5 | 5 | 924 | | F5 | 6 | 431 | | F5 | 7 | 109 | | F5 | 8 | 994 | | F5 | 9 | 601 | | F5 | 10 | 712 | | F5 | 11 | 805 | | F5 | 12 | 994 | | F5 | 13 | 213 | | F5 | 14 | 734 | | F5 | 15 | 779 | | F5 | 16 | 574 | | F5 | 17 | 458 | | F5 | 18 | 734 | | F6 | 0 | 443 | | F6 | 1 | 588 | | F6 | 2 | 94 | | F6 | 3 | 937 | | F6 | 4 | 565 | | F6 | 5 | 264 | | F6 | 6 | 623 | | F6 | 7 | 632 | | F6 | 8 | 617 | | F6 | 9 | 287 | | F6 | 10 | 623 | | F6 | 11 | 94 | | F6 | 12 | 923 | | F6 | 13 | 162 | | F6 | 14 | 454 | | F6 | 15 | 101 | | F6 | 16 | 496 | | F6 | 17 | 163 | | F6 | 18 | 940 | | F7 | 0 | 804 | | F7 | 1 | 630 | | F7 | 2 | 835 | | F7 | 3 | 541 | | F7 | 4 | 110 | | F7 | 5 | 410 | | F7 | 6 | 17 | | F7 | 7 | 443 | | F7 | 8 | 701 | | F7 | 9 | 462 | | F7 | 10 | 883 | | F7 | 11 | 819 | | F7 | 12 | 163 | | F7 | 13 | 516 | | F7 | 14 | 973 | | F7 | 15 | 381 | | F7 | 16 | 945 | | F7 | 17 | 564 | | F7 | 18 | 534 | | F8 | 0 | 70 | | F8 | 1 | 307 | | F8 | 2 | 838 | | F8 | 3 | 200 | | F8 | 4 | 743 | | F8 | 5 | 62 | | F8 | 6 | 166 | | F8 | 7 | 40 | | F8 | 8 | 830 | | F8 | 9 | 654 | | F8 | 10 | 650 | | F8 | 11 | 954 | | F8 | 12 | 538 | | F8 | 13 | 750 | | F8 | 14 | 424 | | F8 | 15 | 182 | | F8 | 16 | 656 | | F8 | 17 | 596 | | F8 | 18 | 87 | | F9 | 0 | 883 | | F9 | 1 | 687 | | F9 | 2 | 528 | | F9 | 3 | 512 | | F9 | 4 | 614 | | F9 | 5 | 460 | | F9 | 6 | 745 | | F9 | 7 | 553 | | F9 | 8 | 582 | | F9 | 9 | 640 | | F9 | 10 | 683 | | F9 | 11 | 531 | | F9 | 12 | 999 | | F9 | 13 | 740 | | F9 | 14 | 294 | | F9 | 15 | 905 | | F9 | 16 | 78 | | F9 | 17 | 328 | | F9 | 18 | 201 | One quick thing before you go: it'd be great if you could return the final choice in a tiny JSON form so it's easy to read. Here's the relaxed shape I'm expecting — just a small sketch showing which kitchens we fund and which funded kitchen each person is sent to. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Think of it like a simple form: ""selected"" is the list of soup kitchens we decide to fund, and ""assignments"" lists, in the same order as the people in the instance, the funded kitchen each person is assigned to. This is only the expected shape — not the actual answer itself. Please make sure all identifiers are used exactly as they appear in the instance input — do not rename them or invent new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000], 'connection_costs': [[984, 689, 763, 158, 409, 213, 264, 401, 370, 59, 438, 616, 53, 209, 781, 506, 326, 693, 662], [713, 813, 407, 556, 521, 315, 832, 588, 392, 809, 143, 208, 308, 803, 193, 355, 200, 38, 508], [446, 6, 996, 472, 688, 356, 302, 250, 164, 981, 488, 531, 869, 712, 386, 261, 819, 863, 113], [292, 410, 788, 724, 399, 213, 734, 637, 219, 523, 52, 285, 225, 270, 0, 799, 0, 79, 162], [467, 484, 94, 355, 684, 924, 431, 109, 994, 601, 712, 805, 994, 213, 734, 779, 574, 458, 734], [443, 588, 94, 937, 565, 264, 623, 632, 617, 287, 623, 94, 923, 162, 454, 101, 496, 163, 940], [804, 630, 835, 541, 110, 410, 17, 443, 701, 462, 883, 819, 163, 516, 973, 381, 945, 564, 534], [70, 307, 838, 200, 743, 62, 166, 40, 830, 654, 650, 954, 538, 750, 424, 182, 656, 596, 87], [883, 687, 528, 512, 614, 460, 745, 553, 582, 640, 683, 531, 999, 740, 294, 905, 78, 328, 201]], 'objective': 5644.0}","{'open_facilities': [3, 5, 7], 'assignments': [7, 7, 5, 7, 3, 7, 7, 7, 3, 5, 3, 5, 3, 5, 3, 5, 3, 3, 7]}",5644.0,"{'problem_type': 'UFLP', 'num_facilities': 9, 'num_customers': 19, 'facilities': [{'id': 'F1', 'opening_cost': 1000}, {'id': 'F2', 'opening_cost': 1000}, {'id': 'F3', 'opening_cost': 1000}, {'id': 'F4', 'opening_cost': 1000}, {'id': 'F5', 'opening_cost': 1000}, {'id': 'F6', 'opening_cost': 1000}, {'id': 'F7', 'opening_cost': 1000}, {'id': 'F8', 'opening_cost': 1000}, {'id': 'F9', 'opening_cost': 1000}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}, {'id': 18}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 984}, {'facility': 'F1', 'customer': 1, 'cost': 689}, {'facility': 'F1', 'customer': 2, 'cost': 763}, {'facility': 'F1', 'customer': 3, 'cost': 158}, {'facility': 'F1', 'customer': 4, 'cost': 409}, {'facility': 'F1', 'customer': 5, 'cost': 213}, {'facility': 'F1', 'customer': 6, 'cost': 264}, {'facility': 'F1', 'customer': 7, 'cost': 401}, {'facility': 'F1', 'customer': 8, 'cost': 370}, {'facility': 'F1', 'customer': 9, 'cost': 59}, {'facility': 'F1', 'customer': 10, 'cost': 438}, {'facility': 'F1', 'customer': 11, 'cost': 616}, {'facility': 'F1', 'customer': 12, 'cost': 53}, {'facility': 'F1', 'customer': 13, 'cost': 209}, {'facility': 'F1', 'customer': 14, 'cost': 781}, {'facility': 'F1', 'customer': 15, 'cost': 506}, {'facility': 'F1', 'customer': 16, 'cost': 326}, {'facility': 'F1', 'customer': 17, 'cost': 693}, {'facility': 'F1', 'customer': 18, 'cost': 662}, {'facility': 'F2', 'customer': 0, 'cost': 713}, {'facility': 'F2', 'customer': 1, 'cost': 813}, {'facility': 'F2', 'customer': 2, 'cost': 407}, {'facility': 'F2', 'customer': 3, 'cost': 556}, {'facility': 'F2', 'customer': 4, 'cost': 521}, {'facility': 'F2', 'customer': 5, 'cost': 315}, {'facility': 'F2', 'customer': 6, 'cost': 832}, {'facility': 'F2', 'customer': 7, 'cost': 588}, {'facility': 'F2', 'customer': 8, 'cost': 392}, {'facility': 'F2', 'customer': 9, 'cost': 809}, {'facility': 'F2', 'customer': 10, 'cost': 143}, {'facility': 'F2', 'customer': 11, 'cost': 208}, {'facility': 'F2', 'customer': 12, 'cost': 308}, {'facility': 'F2', 'customer': 13, 'cost': 803}, {'facility': 'F2', 'customer': 14, 'cost': 193}, {'facility': 'F2', 'customer': 15, 'cost': 355}, {'facility': 'F2', 'customer': 16, 'cost': 200}, {'facility': 'F2', 'customer': 17, 'cost': 38}, {'facility': 'F2', 'customer': 18, 'cost': 508}, {'facility': 'F3', 'customer': 0, 'cost': 446}, {'facility': 'F3', 'customer': 1, 'cost': 6}, {'facility': 'F3', 'customer': 2, 'cost': 996}, {'facility': 'F3', 'customer': 3, 'cost': 472}, {'facility': 'F3', 'customer': 4, 'cost': 688}, {'facility': 'F3', 'customer': 5, 'cost': 356}, {'facility': 'F3', 'customer': 6, 'cost': 302}, {'facility': 'F3', 'customer': 7, 'cost': 250}, {'facility': 'F3', 'customer': 8, 'cost': 164}, {'facility': 'F3', 'customer': 9, 'cost': 981}, {'facility': 'F3', 'customer': 10, 'cost': 488}, {'facility': 'F3', 'customer': 11, 'cost': 531}, {'facility': 'F3', 'customer': 12, 'cost': 869}, {'facility': 'F3', 'customer': 13, 'cost': 712}, {'facility': 'F3', 'customer': 14, 'cost': 386}, {'facility': 'F3', 'customer': 15, 'cost': 261}, {'facility': 'F3', 'customer': 16, 'cost': 819}, {'facility': 'F3', 'customer': 17, 'cost': 863}, {'facility': 'F3', 'customer': 18, 'cost': 113}, {'facility': 'F4', 'customer': 0, 'cost': 292}, {'facility': 'F4', 'customer': 1, 'cost': 410}, {'facility': 'F4', 'customer': 2, 'cost': 788}, {'facility': 'F4', 'customer': 3, 'cost': 724}, {'facility': 'F4', 'customer': 4, 'cost': 399}, {'facility': 'F4', 'customer': 5, 'cost': 213}, {'facility': 'F4', 'customer': 6, 'cost': 734}, {'facility': 'F4', 'customer': 7, 'cost': 637}, {'facility': 'F4', 'customer': 8, 'cost': 219}, {'facility': 'F4', 'customer': 9, 'cost': 523}, {'facility': 'F4', 'customer': 10, 'cost': 52}, {'facility': 'F4', 'customer': 11, 'cost': 285}, {'facility': 'F4', 'customer': 12, 'cost': 225}, {'facility': 'F4', 'customer': 13, 'cost': 270}, {'facility': 'F4', 'customer': 14, 'cost': 0}, {'facility': 'F4', 'customer': 15, 'cost': 799}, {'facility': 'F4', 'customer': 16, 'cost': 0}, {'facility': 'F4', 'customer': 17, 'cost': 79}, {'facility': 'F4', 'customer': 18, 'cost': 162}, {'facility': 'F5', 'customer': 0, 'cost': 467}, {'facility': 'F5', 'customer': 1, 'cost': 484}, {'facility': 'F5', 'customer': 2, 'cost': 94}, {'facility': 'F5', 'customer': 3, 'cost': 355}, {'facility': 'F5', 'customer': 4, 'cost': 684}, {'facility': 'F5', 'customer': 5, 'cost': 924}, {'facility': 'F5', 'customer': 6, 'cost': 431}, {'facility': 'F5', 'customer': 7, 'cost': 109}, {'facility': 'F5', 'customer': 8, 'cost': 994}, {'facility': 'F5', 'customer': 9, 'cost': 601}, {'facility': 'F5', 'customer': 10, 'cost': 712}, {'facility': 'F5', 'customer': 11, 'cost': 805}, {'facility': 'F5', 'customer': 12, 'cost': 994}, {'facility': 'F5', 'customer': 13, 'cost': 213}, {'facility': 'F5', 'customer': 14, 'cost': 734}, {'facility': 'F5', 'customer': 15, 'cost': 779}, {'facility': 'F5', 'customer': 16, 'cost': 574}, {'facility': 'F5', 'customer': 17, 'cost': 458}, {'facility': 'F5', 'customer': 18, 'cost': 734}, {'facility': 'F6', 'customer': 0, 'cost': 443}, {'facility': 'F6', 'customer': 1, 'cost': 588}, {'facility': 'F6', 'customer': 2, 'cost': 94}, {'facility': 'F6', 'customer': 3, 'cost': 937}, {'facility': 'F6', 'customer': 4, 'cost': 565}, {'facility': 'F6', 'customer': 5, 'cost': 264}, {'facility': 'F6', 'customer': 6, 'cost': 623}, {'facility': 'F6', 'customer': 7, 'cost': 632}, {'facility': 'F6', 'customer': 8, 'cost': 617}, {'facility': 'F6', 'customer': 9, 'cost': 287}, {'facility': 'F6', 'customer': 10, 'cost': 623}, {'facility': 'F6', 'customer': 11, 'cost': 94}, {'facility': 'F6', 'customer': 12, 'cost': 923}, {'facility': 'F6', 'customer': 13, 'cost': 162}, {'facility': 'F6', 'customer': 14, 'cost': 454}, {'facility': 'F6', 'customer': 15, 'cost': 101}, {'facility': 'F6', 'customer': 16, 'cost': 496}, {'facility': 'F6', 'customer': 17, 'cost': 163}, {'facility': 'F6', 'customer': 18, 'cost': 940}, {'facility': 'F7', 'customer': 0, 'cost': 804}, {'facility': 'F7', 'customer': 1, 'cost': 630}, {'facility': 'F7', 'customer': 2, 'cost': 835}, {'facility': 'F7', 'customer': 3, 'cost': 541}, {'facility': 'F7', 'customer': 4, 'cost': 110}, {'facility': 'F7', 'customer': 5, 'cost': 410}, {'facility': 'F7', 'customer': 6, 'cost': 17}, {'facility': 'F7', 'customer': 7, 'cost': 443}, {'facility': 'F7', 'customer': 8, 'cost': 701}, {'facility': 'F7', 'customer': 9, 'cost': 462}, {'facility': 'F7', 'customer': 10, 'cost': 883}, {'facility': 'F7', 'customer': 11, 'cost': 819}, {'facility': 'F7', 'customer': 12, 'cost': 163}, {'facility': 'F7', 'customer': 13, 'cost': 516}, {'facility': 'F7', 'customer': 14, 'cost': 973}, {'facility': 'F7', 'customer': 15, 'cost': 381}, {'facility': 'F7', 'customer': 16, 'cost': 945}, {'facility': 'F7', 'customer': 17, 'cost': 564}, {'facility': 'F7', 'customer': 18, 'cost': 534}, {'facility': 'F8', 'customer': 0, 'cost': 70}, {'facility': 'F8', 'customer': 1, 'cost': 307}, {'facility': 'F8', 'customer': 2, 'cost': 838}, {'facility': 'F8', 'customer': 3, 'cost': 200}, {'facility': 'F8', 'customer': 4, 'cost': 743}, {'facility': 'F8', 'customer': 5, 'cost': 62}, {'facility': 'F8', 'customer': 6, 'cost': 166}, {'facility': 'F8', 'customer': 7, 'cost': 40}, {'facility': 'F8', 'customer': 8, 'cost': 830}, {'facility': 'F8', 'customer': 9, 'cost': 654}, {'facility': 'F8', 'customer': 10, 'cost': 650}, {'facility': 'F8', 'customer': 11, 'cost': 954}, {'facility': 'F8', 'customer': 12, 'cost': 538}, {'facility': 'F8', 'customer': 13, 'cost': 750}, {'facility': 'F8', 'customer': 14, 'cost': 424}, {'facility': 'F8', 'customer': 15, 'cost': 182}, {'facility': 'F8', 'customer': 16, 'cost': 656}, {'facility': 'F8', 'customer': 17, 'cost': 596}, {'facility': 'F8', 'customer': 18, 'cost': 87}, {'facility': 'F9', 'customer': 0, 'cost': 883}, {'facility': 'F9', 'customer': 1, 'cost': 687}, {'facility': 'F9', 'customer': 2, 'cost': 528}, {'facility': 'F9', 'customer': 3, 'cost': 512}, {'facility': 'F9', 'customer': 4, 'cost': 614}, {'facility': 'F9', 'customer': 5, 'cost': 460}, {'facility': 'F9', 'customer': 6, 'cost': 745}, {'facility': 'F9', 'customer': 7, 'cost': 553}, {'facility': 'F9', 'customer': 8, 'cost': 582}, {'facility': 'F9', 'customer': 9, 'cost': 640}, {'facility': 'F9', 'customer': 10, 'cost': 683}, {'facility': 'F9', 'customer': 11, 'cost': 531}, {'facility': 'F9', 'customer': 12, 'cost': 999}, {'facility': 'F9', 'customer': 13, 'cost': 740}, {'facility': 'F9', 'customer': 14, 'cost': 294}, {'facility': 'F9', 'customer': 15, 'cost': 905}, {'facility': 'F9', 'customer': 16, 'cost': 78}, {'facility': 'F9', 'customer': 17, 'cost': 328}, {'facility': 'F9', 'customer': 18, 'cost': 201}], 'objective': 5644.0}","{'selected': ['F4', 'F6', 'F8'], 'assignments': ['F8', 'F8', 'F6', 'F8', 'F4', 'F8', 'F8', 'F8', 'F4', 'F6', 'F4', 'F6', 'F4', 'F6', 'F4', 'F6', 'F4', 'F4', 'F8']}",19,markdown_table,0 UFLP,UFLP,"Someone in charge of the building’s network has to pick which of the small servers around the floor to power, then bind each device to a single powered server. Each server has a startup cost and each device-server pair has a delay cost; the winning setup is simply the one with the lowest combined total of server power costs plus all the devices’ latency penalties. Every device must be attached to exactly one turned-on server, and the real numbers and map follow below. { ""num_servers"": 7, ""num_devices"": 16, ""servers"": [ { ""server_id"": ""F1"", ""server_startup_cost"": 1530 }, { ""server_id"": ""F2"", ""server_startup_cost"": 1504 }, { ""server_id"": ""F3"", ""server_startup_cost"": 1115 }, { ""server_id"": ""F4"", ""server_startup_cost"": 1108 }, { ""server_id"": ""F5"", ""server_startup_cost"": 1433 }, { ""server_id"": ""F6"", ""server_startup_cost"": 1578 }, { ""server_id"": ""F7"", ""server_startup_cost"": 1072 } ], ""devices"": [ { ""device_id"": 1 }, { ""device_id"": 2 }, { ""device_id"": 3 }, { ""device_id"": 4 }, { ""device_id"": 5 }, { ""device_id"": 6 }, { ""device_id"": 7 }, { ""device_id"": 8 }, { ""device_id"": 9 }, { ""device_id"": 10 }, { ""device_id"": 11 }, { ""device_id"": 12 }, { ""device_id"": 13 }, { ""device_id"": 14 }, { ""device_id"": 15 }, { ""device_id"": 16 } ], ""latencys"": [ { ""server_id"": ""F1"", ""device_id"": 1, ""latency_cost"": 899 }, { ""server_id"": ""F1"", ""device_id"": 2, ""latency_cost"": 303 }, { ""server_id"": ""F1"", ""device_id"": 3, ""latency_cost"": 96 }, { ""server_id"": ""F1"", ""device_id"": 4, ""latency_cost"": 500 }, { ""server_id"": ""F1"", ""device_id"": 5, ""latency_cost"": 602 }, { ""server_id"": ""F1"", ""device_id"": 6, ""latency_cost"": 530 }, { ""server_id"": ""F1"", ""device_id"": 7, ""latency_cost"": 250 }, { ""server_id"": ""F1"", ""device_id"": 8, ""latency_cost"": 759 }, { ""server_id"": ""F1"", ""device_id"": 9, ""latency_cost"": 944 }, { ""server_id"": ""F1"", ""device_id"": 10, ""latency_cost"": 490 }, { ""server_id"": ""F1"", ""device_id"": 11, ""latency_cost"": 216 }, { ""server_id"": ""F1"", ""device_id"": 12, ""latency_cost"": 716 }, { ""server_id"": ""F1"", ""device_id"": 13, ""latency_cost"": 679 }, { ""server_id"": ""F1"", ""device_id"": 14, ""latency_cost"": 218 }, { ""server_id"": ""F1"", ""device_id"": 15, ""latency_cost"": 355 }, { ""server_id"": ""F1"", ""device_id"": 16, ""latency_cost"": 774 }, { ""server_id"": ""F2"", ""device_id"": 1, ""latency_cost"": 736 }, { ""server_id"": ""F2"", ""device_id"": 2, ""latency_cost"": 976 }, { ""server_id"": ""F2"", ""device_id"": 3, ""latency_cost"": 289 }, { ""server_id"": ""F2"", ""device_id"": 4, ""latency_cost"": 249 }, { ""server_id"": ""F2"", ""device_id"": 5, ""latency_cost"": 831 }, { ""server_id"": ""F2"", ""device_id"": 6, ""latency_cost"": 205 }, { ""server_id"": ""F2"", ""device_id"": 7, ""latency_cost"": 996 }, { ""server_id"": ""F2"", ""device_id"": 8, ""latency_cost"": 202 }, { ""server_id"": ""F2"", ""device_id"": 9, ""latency_cost"": 58 }, { ""server_id"": ""F2"", ""device_id"": 10, ""latency_cost"": 939 }, { ""server_id"": ""F2"", ""device_id"": 11, ""latency_cost"": 147 }, { ""server_id"": ""F2"", ""device_id"": 12, ""latency_cost"": 452 }, { ""server_id"": ""F2"", ""device_id"": 13, ""latency_cost"": 610 }, { ""server_id"": ""F2"", ""device_id"": 14, ""latency_cost"": 766 }, { ""server_id"": ""F2"", ""device_id"": 15, ""latency_cost"": 997 }, { ""server_id"": ""F2"", ""device_id"": 16, ""latency_cost"": 284 }, { ""server_id"": ""F3"", ""device_id"": 1, ""latency_cost"": 19 }, { ""server_id"": ""F3"", ""device_id"": 2, ""latency_cost"": 78 }, { ""server_id"": ""F3"", ""device_id"": 3, ""latency_cost"": 849 }, { ""server_id"": ""F3"", ""device_id"": 4, ""latency_cost"": 993 }, { ""server_id"": ""F3"", ""device_id"": 5, ""latency_cost"": 625 }, { ""server_id"": ""F3"", ""device_id"": 6, ""latency_cost"": 833 }, { ""server_id"": ""F3"", ""device_id"": 7, ""latency_cost"": 709 }, { ""server_id"": ""F3"", ""device_id"": 8, ""latency_cost"": 923 }, { ""server_id"": ""F3"", ""device_id"": 9, ""latency_cost"": 469 }, { ""server_id"": ""F3"", ""device_id"": 10, ""latency_cost"": 943 }, { ""server_id"": ""F3"", ""device_id"": 11, ""latency_cost"": 197 }, { ""server_id"": ""F3"", ""device_id"": 12, ""latency_cost"": 859 }, { ""server_id"": ""F3"", ""device_id"": 13, ""latency_cost"": 867 }, { ""server_id"": ""F3"", ""device_id"": 14, ""latency_cost"": 954 }, { ""server_id"": ""F3"", ""device_id"": 15, ""latency_cost"": 823 }, { ""server_id"": ""F3"", ""device_id"": 16, ""latency_cost"": 798 }, { ""server_id"": ""F4"", ""device_id"": 1, ""latency_cost"": 865 }, { ""server_id"": ""F4"", ""device_id"": 2, ""latency_cost"": 443 }, { ""server_id"": ""F4"", ""device_id"": 3, ""latency_cost"": 639 }, { ""server_id"": ""F4"", ""device_id"": 4, ""latency_cost"": 596 }, { ""server_id"": ""F4"", ""device_id"": 5, ""latency_cost"": 821 }, { ""server_id"": ""F4"", ""device_id"": 6, ""latency_cost"": 954 }, { ""server_id"": ""F4"", ""device_id"": 7, ""latency_cost"": 312 }, { ""server_id"": ""F4"", ""device_id"": 8, ""latency_cost"": 884 }, { ""server_id"": ""F4"", ""device_id"": 9, ""latency_cost"": 865 }, { ""server_id"": ""F4"", ""device_id"": 10, ""latency_cost"": 865 }, { ""server_id"": ""F4"", ""device_id"": 11, ""latency_cost"": 488 }, { ""server_id"": ""F4"", ""device_id"": 12, ""latency_cost"": 929 }, { ""server_id"": ""F4"", ""device_id"": 13, ""latency_cost"": 684 }, { ""server_id"": ""F4"", ""device_id"": 14, ""latency_cost"": 522 }, { ""server_id"": ""F4"", ""device_id"": 15, ""latency_cost"": 506 }, { ""server_id"": ""F4"", ""device_id"": 16, ""latency_cost"": 149 }, { ""server_id"": ""F5"", ""device_id"": 1, ""latency_cost"": 827 }, { ""server_id"": ""F5"", ""device_id"": 2, ""latency_cost"": 933 }, { ""server_id"": ""F5"", ""device_id"": 3, ""latency_cost"": 799 }, { ""server_id"": ""F5"", ""device_id"": 4, ""latency_cost"": 929 }, { ""server_id"": ""F5"", ""device_id"": 5, ""latency_cost"": 851 }, { ""server_id"": ""F5"", ""device_id"": 6, ""latency_cost"": 770 }, { ""server_id"": ""F5"", ""device_id"": 7, ""latency_cost"": 156 }, { ""server_id"": ""F5"", ""device_id"": 8, ""latency_cost"": 884 }, { ""server_id"": ""F5"", ""device_id"": 9, ""latency_cost"": 354 }, { ""server_id"": ""F5"", ""device_id"": 10, ""latency_cost"": 157 }, { ""server_id"": ""F5"", ""device_id"": 11, ""latency_cost"": 444 }, { ""server_id"": ""F5"", ""device_id"": 12, ""latency_cost"": 5 }, { ""server_id"": ""F5"", ""device_id"": 13, ""latency_cost"": 620 }, { ""server_id"": ""F5"", ""device_id"": 14, ""latency_cost"": 542 }, { ""server_id"": ""F5"", ""device_id"": 15, ""latency_cost"": 632 }, { ""server_id"": ""F5"", ""device_id"": 16, ""latency_cost"": 250 }, { ""server_id"": ""F6"", ""device_id"": 1, ""latency_cost"": 789 }, { ""server_id"": ""F6"", ""device_id"": 2, ""latency_cost"": 520 }, { ""server_id"": ""F6"", ""device_id"": 3, ""latency_cost"": 605 }, { ""server_id"": ""F6"", ""device_id"": 4, ""latency_cost"": 929 }, { ""server_id"": ""F6"", ""device_id"": 5, ""latency_cost"": 44 }, { ""server_id"": ""F6"", ""device_id"": 6, ""latency_cost"": 766 }, { ""server_id"": ""F6"", ""device_id"": 7, ""latency_cost"": 710 }, { ""server_id"": ""F6"", ""device_id"": 8, ""latency_cost"": 466 }, { ""server_id"": ""F6"", ""device_id"": 9, ""latency_cost"": 286 }, { ""server_id"": ""F6"", ""device_id"": 10, ""latency_cost"": 100 }, { ""server_id"": ""F6"", ""device_id"": 11, ""latency_cost"": 350 }, { ""server_id"": ""F6"", ""device_id"": 12, ""latency_cost"": 904 }, { ""server_id"": ""F6"", ""device_id"": 13, ""latency_cost"": 32 }, { ""server_id"": ""F6"", ""device_id"": 14, ""latency_cost"": 23 }, { ""server_id"": ""F6"", ""device_id"": 15, ""latency_cost"": 179 }, { ""server_id"": ""F6"", ""device_id"": 16, ""latency_cost"": 150 }, { ""server_id"": ""F7"", ""device_id"": 1, ""latency_cost"": 567 }, { ""server_id"": ""F7"", ""device_id"": 2, ""latency_cost"": 795 }, { ""server_id"": ""F7"", ""device_id"": 3, ""latency_cost"": 586 }, { ""server_id"": ""F7"", ""device_id"": 4, ""latency_cost"": 465 }, { ""server_id"": ""F7"", ""device_id"": 5, ""latency_cost"": 213 }, { ""server_id"": ""F7"", ""device_id"": 6, ""latency_cost"": 75 }, { ""server_id"": ""F7"", ""device_id"": 7, ""latency_cost"": 300 }, { ""server_id"": ""F7"", ""device_id"": 8, ""latency_cost"": 308 }, { ""server_id"": ""F7"", ""device_id"": 9, ""latency_cost"": 294 }, { ""server_id"": ""F7"", ""device_id"": 10, ""latency_cost"": 878 }, { ""server_id"": ""F7"", ""device_id"": 11, ""latency_cost"": 522 }, { ""server_id"": ""F7"", ""device_id"": 12, ""latency_cost"": 154 }, { ""server_id"": ""F7"", ""device_id"": 13, ""latency_cost"": 344 }, { ""server_id"": ""F7"", ""device_id"": 14, ""latency_cost"": 133 }, { ""server_id"": ""F7"", ""device_id"": 15, ""latency_cost"": 289 }, { ""server_id"": ""F7"", ""device_id"": 16, ""latency_cost"": 798 } ] } You can just hand me the answer in a tiny JSON form like this — nothing fancy, just which sites you flip on and then, for every device in order, which powered site it uses: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is the short list of servers (sites) you decide to power up. ""assignments"" lists, in the same order as the devices were given in the instance, the site each device is bound to. Think of it like filling out a simple form: first pick the open sites, then say where each device goes. This JSON is just the shape I need — not the real answer. Please make sure to use the exact identifiers from the instance input — don't rename or invent labels. Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [1530, 1504, 1115, 1108, 1433, 1578, 1072], 'connection_costs': [[899, 303, 96, 500, 602, 530, 250, 759, 944, 490, 216, 716, 679, 218, 355, 774], [736, 976, 289, 249, 831, 205, 996, 202, 58, 939, 147, 452, 610, 766, 997, 284], [19, 78, 849, 993, 625, 833, 709, 923, 469, 943, 197, 859, 867, 954, 823, 798], [865, 443, 639, 596, 821, 954, 312, 884, 865, 865, 488, 929, 684, 522, 506, 149], [827, 933, 799, 929, 851, 770, 156, 884, 354, 157, 444, 5, 620, 542, 632, 250], [789, 520, 605, 929, 44, 766, 710, 466, 286, 100, 350, 904, 32, 23, 179, 150], [567, 795, 586, 465, 213, 75, 300, 308, 294, 878, 522, 154, 344, 133, 289, 798]], 'objective': 6761.0}","{'open_facilities': [2, 5, 6], 'assignments': [2, 2, 6, 6, 5, 6, 6, 6, 5, 5, 2, 6, 5, 5, 5, 5]}",6761.0,"{'problem_type': 'UFLP', 'num_facilities': 7, 'num_customers': 16, 'facilities': [{'id': 'F1', 'opening_cost': 1530}, {'id': 'F2', 'opening_cost': 1504}, {'id': 'F3', 'opening_cost': 1115}, {'id': 'F4', 'opening_cost': 1108}, {'id': 'F5', 'opening_cost': 1433}, {'id': 'F6', 'opening_cost': 1578}, {'id': 'F7', 'opening_cost': 1072}], 'customers': [{'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}], 'connection_costs': [{'facility': 'F1', 'customer': 1, 'cost': 899}, {'facility': 'F1', 'customer': 2, 'cost': 303}, {'facility': 'F1', 'customer': 3, 'cost': 96}, {'facility': 'F1', 'customer': 4, 'cost': 500}, {'facility': 'F1', 'customer': 5, 'cost': 602}, {'facility': 'F1', 'customer': 6, 'cost': 530}, {'facility': 'F1', 'customer': 7, 'cost': 250}, {'facility': 'F1', 'customer': 8, 'cost': 759}, {'facility': 'F1', 'customer': 9, 'cost': 944}, {'facility': 'F1', 'customer': 10, 'cost': 490}, {'facility': 'F1', 'customer': 11, 'cost': 216}, {'facility': 'F1', 'customer': 12, 'cost': 716}, {'facility': 'F1', 'customer': 13, 'cost': 679}, {'facility': 'F1', 'customer': 14, 'cost': 218}, {'facility': 'F1', 'customer': 15, 'cost': 355}, {'facility': 'F1', 'customer': 16, 'cost': 774}, {'facility': 'F2', 'customer': 1, 'cost': 736}, {'facility': 'F2', 'customer': 2, 'cost': 976}, {'facility': 'F2', 'customer': 3, 'cost': 289}, {'facility': 'F2', 'customer': 4, 'cost': 249}, {'facility': 'F2', 'customer': 5, 'cost': 831}, {'facility': 'F2', 'customer': 6, 'cost': 205}, {'facility': 'F2', 'customer': 7, 'cost': 996}, {'facility': 'F2', 'customer': 8, 'cost': 202}, {'facility': 'F2', 'customer': 9, 'cost': 58}, {'facility': 'F2', 'customer': 10, 'cost': 939}, {'facility': 'F2', 'customer': 11, 'cost': 147}, {'facility': 'F2', 'customer': 12, 'cost': 452}, {'facility': 'F2', 'customer': 13, 'cost': 610}, {'facility': 'F2', 'customer': 14, 'cost': 766}, {'facility': 'F2', 'customer': 15, 'cost': 997}, {'facility': 'F2', 'customer': 16, 'cost': 284}, {'facility': 'F3', 'customer': 1, 'cost': 19}, {'facility': 'F3', 'customer': 2, 'cost': 78}, {'facility': 'F3', 'customer': 3, 'cost': 849}, {'facility': 'F3', 'customer': 4, 'cost': 993}, {'facility': 'F3', 'customer': 5, 'cost': 625}, {'facility': 'F3', 'customer': 6, 'cost': 833}, {'facility': 'F3', 'customer': 7, 'cost': 709}, {'facility': 'F3', 'customer': 8, 'cost': 923}, {'facility': 'F3', 'customer': 9, 'cost': 469}, {'facility': 'F3', 'customer': 10, 'cost': 943}, {'facility': 'F3', 'customer': 11, 'cost': 197}, {'facility': 'F3', 'customer': 12, 'cost': 859}, {'facility': 'F3', 'customer': 13, 'cost': 867}, {'facility': 'F3', 'customer': 14, 'cost': 954}, {'facility': 'F3', 'customer': 15, 'cost': 823}, {'facility': 'F3', 'customer': 16, 'cost': 798}, {'facility': 'F4', 'customer': 1, 'cost': 865}, {'facility': 'F4', 'customer': 2, 'cost': 443}, {'facility': 'F4', 'customer': 3, 'cost': 639}, {'facility': 'F4', 'customer': 4, 'cost': 596}, {'facility': 'F4', 'customer': 5, 'cost': 821}, {'facility': 'F4', 'customer': 6, 'cost': 954}, {'facility': 'F4', 'customer': 7, 'cost': 312}, {'facility': 'F4', 'customer': 8, 'cost': 884}, {'facility': 'F4', 'customer': 9, 'cost': 865}, {'facility': 'F4', 'customer': 10, 'cost': 865}, {'facility': 'F4', 'customer': 11, 'cost': 488}, {'facility': 'F4', 'customer': 12, 'cost': 929}, {'facility': 'F4', 'customer': 13, 'cost': 684}, {'facility': 'F4', 'customer': 14, 'cost': 522}, {'facility': 'F4', 'customer': 15, 'cost': 506}, {'facility': 'F4', 'customer': 16, 'cost': 149}, {'facility': 'F5', 'customer': 1, 'cost': 827}, {'facility': 'F5', 'customer': 2, 'cost': 933}, {'facility': 'F5', 'customer': 3, 'cost': 799}, {'facility': 'F5', 'customer': 4, 'cost': 929}, {'facility': 'F5', 'customer': 5, 'cost': 851}, {'facility': 'F5', 'customer': 6, 'cost': 770}, {'facility': 'F5', 'customer': 7, 'cost': 156}, {'facility': 'F5', 'customer': 8, 'cost': 884}, {'facility': 'F5', 'customer': 9, 'cost': 354}, {'facility': 'F5', 'customer': 10, 'cost': 157}, {'facility': 'F5', 'customer': 11, 'cost': 444}, {'facility': 'F5', 'customer': 12, 'cost': 5}, {'facility': 'F5', 'customer': 13, 'cost': 620}, {'facility': 'F5', 'customer': 14, 'cost': 542}, {'facility': 'F5', 'customer': 15, 'cost': 632}, {'facility': 'F5', 'customer': 16, 'cost': 250}, {'facility': 'F6', 'customer': 1, 'cost': 789}, {'facility': 'F6', 'customer': 2, 'cost': 520}, {'facility': 'F6', 'customer': 3, 'cost': 605}, {'facility': 'F6', 'customer': 4, 'cost': 929}, {'facility': 'F6', 'customer': 5, 'cost': 44}, {'facility': 'F6', 'customer': 6, 'cost': 766}, {'facility': 'F6', 'customer': 7, 'cost': 710}, {'facility': 'F6', 'customer': 8, 'cost': 466}, {'facility': 'F6', 'customer': 9, 'cost': 286}, {'facility': 'F6', 'customer': 10, 'cost': 100}, {'facility': 'F6', 'customer': 11, 'cost': 350}, {'facility': 'F6', 'customer': 12, 'cost': 904}, {'facility': 'F6', 'customer': 13, 'cost': 32}, {'facility': 'F6', 'customer': 14, 'cost': 23}, {'facility': 'F6', 'customer': 15, 'cost': 179}, {'facility': 'F6', 'customer': 16, 'cost': 150}, {'facility': 'F7', 'customer': 1, 'cost': 567}, {'facility': 'F7', 'customer': 2, 'cost': 795}, {'facility': 'F7', 'customer': 3, 'cost': 586}, {'facility': 'F7', 'customer': 4, 'cost': 465}, {'facility': 'F7', 'customer': 5, 'cost': 213}, {'facility': 'F7', 'customer': 6, 'cost': 75}, {'facility': 'F7', 'customer': 7, 'cost': 300}, {'facility': 'F7', 'customer': 8, 'cost': 308}, {'facility': 'F7', 'customer': 9, 'cost': 294}, {'facility': 'F7', 'customer': 10, 'cost': 878}, {'facility': 'F7', 'customer': 11, 'cost': 522}, {'facility': 'F7', 'customer': 12, 'cost': 154}, {'facility': 'F7', 'customer': 13, 'cost': 344}, {'facility': 'F7', 'customer': 14, 'cost': 133}, {'facility': 'F7', 'customer': 15, 'cost': 289}, {'facility': 'F7', 'customer': 16, 'cost': 798}], 'objective': 6761.0}","{'selected': ['F3', 'F6', 'F7'], 'assignments': ['F3', 'F3', 'F7', 'F7', 'F6', 'F7', 'F7', 'F7', 'F6', 'F6', 'F3', 'F7', 'F6', 'F6', 'F6', 'F6']}",20,json,1 UFLP,UFLP,"Out on the road the charging crew chooses which stations to fire up and which active station each customer will visit. Switching on a station costs money, and sending a customer there causes a detour cost — every customer needs exactly one station and can’t be split between stations. The smartest choice is the one that yields the lowest total bill: total activation costs plus total customer detour costs, and the scenario’s exact details are shown below. Below are the 6 candidate charging stations, the 15 customers, and the station activation costs: 6535, 7582, 8084, 2659, 7826, 6354. Station F1 costs 6535 to switch on. Station F2 costs 7582 to switch on. Station F3 costs 8084 to switch on. Station F4 costs 2659 to switch on. Station F5 costs 7826 to switch on. Station F6 costs 6354 to switch on. Customer A assigned to station F1 incurs detour 501. Customer B assigned to station F1 incurs detour 138. Customer C assigned to station F1 incurs detour 548. Customer D assigned to station F1 incurs detour 323. Customer E assigned to station F1 incurs detour 733. Customer F assigned to station F1 incurs detour 323. Customer G assigned to station F1 incurs detour 618. Customer H assigned to station F1 incurs detour 414. Customer I assigned to station F1 incurs detour 444. Customer J assigned to station F1 incurs detour 619. Customer K assigned to station F1 incurs detour 181. Customer L assigned to station F1 incurs detour 348. Customer M assigned to station F1 incurs detour 977. Customer N assigned to station F1 incurs detour 518. Customer O assigned to station F1 incurs detour 756. Customer A assigned to station F2 incurs detour 304. Customer B assigned to station F2 incurs detour 568. Customer C assigned to station F2 incurs detour 391. Customer D assigned to station F2 incurs detour 389. Customer E assigned to station F2 incurs detour 728. Customer F assigned to station F2 incurs detour 888. Customer G assigned to station F2 incurs detour 781. Customer H assigned to station F2 incurs detour 417. Customer I assigned to station F2 incurs detour 992. Customer J assigned to station F2 incurs detour 141. Customer K assigned to station F2 incurs detour 336. Customer L assigned to station F2 incurs detour 463. Customer M assigned to station F2 incurs detour 468. Customer N assigned to station F2 incurs detour 76. Customer O assigned to station F2 incurs detour 908. Customer A assigned to station F3 incurs detour 27. Customer B assigned to station F3 incurs detour 436. Customer C assigned to station F3 incurs detour 152. Customer D assigned to station F3 incurs detour 138. Customer E assigned to station F3 incurs detour 591. Customer F assigned to station F3 incurs detour 498. Customer G assigned to station F3 incurs detour 525. Customer H assigned to station F3 incurs detour 106. Customer I assigned to station F3 incurs detour 467. Customer J assigned to station F3 incurs detour 580. Customer K assigned to station F3 incurs detour 744. Customer L assigned to station F3 incurs detour 756. Customer M assigned to station F3 incurs detour 700. Customer N assigned to station F3 incurs detour 514. Customer O assigned to station F3 incurs detour 859. Customer A assigned to station F4 incurs detour 898. Customer B assigned to station F4 incurs detour 744. Customer C assigned to station F4 incurs detour 81. Customer D assigned to station F4 incurs detour 981. Customer E assigned to station F4 incurs detour 100. Customer F assigned to station F4 incurs detour 83. Customer G assigned to station F4 incurs detour 887. Customer H assigned to station F4 incurs detour 894. Customer I assigned to station F4 incurs detour 884. Customer J assigned to station F4 incurs detour 989. Customer K assigned to station F4 incurs detour 476. Customer L assigned to station F4 incurs detour 722. Customer M assigned to station F4 incurs detour 248. Customer N assigned to station F4 incurs detour 378. Customer O assigned to station F4 incurs detour 554. Customer A assigned to station F5 incurs detour 163. Customer B assigned to station F5 incurs detour 119. Customer C assigned to station F5 incurs detour 728. Customer D assigned to station F5 incurs detour 374. Customer E assigned to station F5 incurs detour 277. Customer F assigned to station F5 incurs detour 213. Customer G assigned to station F5 incurs detour 994. Customer H assigned to station F5 incurs detour 678. Customer I assigned to station F5 incurs detour 721. Customer J assigned to station F5 incurs detour 966. Customer K assigned to station F5 incurs detour 646. Customer L assigned to station F5 incurs detour 131. Customer M assigned to station F5 incurs detour 376. Customer N assigned to station F5 incurs detour 671. Customer O assigned to station F5 incurs detour 136. Customer A assigned to station F6 incurs detour 484. Customer B assigned to station F6 incurs detour 114. Customer C assigned to station F6 incurs detour 530. Customer D assigned to station F6 incurs detour 397. Customer E assigned to station F6 incurs detour 686. Customer F assigned to station F6 incurs detour 234. Customer G assigned to station F6 incurs detour 121. Customer H assigned to station F6 incurs detour 590. Customer I assigned to station F6 incurs detour 721. Customer J assigned to station F6 incurs detour 539. Customer K assigned to station F6 incurs detour 822. Customer L assigned to station F6 incurs detour 63. Customer M assigned to station F6 incurs detour 35. Customer N assigned to station F6 incurs detour 979. Customer O assigned to station F6 incurs detour 649. The crew will pick which stations to activate and which customer goes where so the total of activation plus detour costs is as low as possible. Also, to keep things tidy, please return your pick in this simple JSON shape — just a quick sketch of the form I’ll read. It should look like this: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is the list of stations the crew decides to switch on. ""assignments"" lists, for each customer in the input order, which opened station that customer will visit. Think of it like a filled-in form: which stations are active, and for each customer where they go. This JSON is just the expected shape — not the actual solution itself. And one more important note: use the exact identifiers from the instance input, do not rename them or invent new labels. Valid identifiers look like plain numbers such as ""1"" or ""23"", single capital letters like ""A"" or ""B"", or a capital letter followed by digits like ""A1"" or ""X7"".","{'opening_costs': [6535, 7582, 8084, 2659, 7826, 6354], 'connection_costs': [[501, 138, 548, 323, 733, 323, 618, 414, 444, 619, 181, 348, 977, 518, 756], [304, 568, 391, 389, 728, 888, 781, 417, 992, 141, 336, 463, 468, 76, 908], [27, 436, 152, 138, 591, 498, 525, 106, 467, 580, 744, 756, 700, 514, 859], [898, 744, 81, 981, 100, 83, 887, 894, 884, 989, 476, 722, 248, 378, 554], [163, 119, 728, 374, 277, 213, 994, 678, 721, 966, 646, 131, 376, 671, 136], [484, 114, 530, 397, 686, 234, 121, 590, 721, 539, 822, 63, 35, 979, 649]], 'objective': 11578.0}","{'open_facilities': [3], 'assignments': [3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]}",11578.0,"{'problem_type': 'UFLP', 'num_facilities': 6, 'num_customers': 15, 'facilities': [{'id': 'F1', 'opening_cost': 6535}, {'id': 'F2', 'opening_cost': 7582}, {'id': 'F3', 'opening_cost': 8084}, {'id': 'F4', 'opening_cost': 2659}, {'id': 'F5', 'opening_cost': 7826}, {'id': 'F6', 'opening_cost': 6354}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 501}, {'facility': 'F1', 'customer': 'B', 'cost': 138}, {'facility': 'F1', 'customer': 'C', 'cost': 548}, {'facility': 'F1', 'customer': 'D', 'cost': 323}, {'facility': 'F1', 'customer': 'E', 'cost': 733}, {'facility': 'F1', 'customer': 'F', 'cost': 323}, {'facility': 'F1', 'customer': 'G', 'cost': 618}, {'facility': 'F1', 'customer': 'H', 'cost': 414}, {'facility': 'F1', 'customer': 'I', 'cost': 444}, {'facility': 'F1', 'customer': 'J', 'cost': 619}, {'facility': 'F1', 'customer': 'K', 'cost': 181}, {'facility': 'F1', 'customer': 'L', 'cost': 348}, {'facility': 'F1', 'customer': 'M', 'cost': 977}, {'facility': 'F1', 'customer': 'N', 'cost': 518}, {'facility': 'F1', 'customer': 'O', 'cost': 756}, {'facility': 'F2', 'customer': 'A', 'cost': 304}, {'facility': 'F2', 'customer': 'B', 'cost': 568}, {'facility': 'F2', 'customer': 'C', 'cost': 391}, {'facility': 'F2', 'customer': 'D', 'cost': 389}, {'facility': 'F2', 'customer': 'E', 'cost': 728}, {'facility': 'F2', 'customer': 'F', 'cost': 888}, {'facility': 'F2', 'customer': 'G', 'cost': 781}, {'facility': 'F2', 'customer': 'H', 'cost': 417}, {'facility': 'F2', 'customer': 'I', 'cost': 992}, {'facility': 'F2', 'customer': 'J', 'cost': 141}, {'facility': 'F2', 'customer': 'K', 'cost': 336}, {'facility': 'F2', 'customer': 'L', 'cost': 463}, {'facility': 'F2', 'customer': 'M', 'cost': 468}, {'facility': 'F2', 'customer': 'N', 'cost': 76}, {'facility': 'F2', 'customer': 'O', 'cost': 908}, {'facility': 'F3', 'customer': 'A', 'cost': 27}, {'facility': 'F3', 'customer': 'B', 'cost': 436}, {'facility': 'F3', 'customer': 'C', 'cost': 152}, {'facility': 'F3', 'customer': 'D', 'cost': 138}, {'facility': 'F3', 'customer': 'E', 'cost': 591}, {'facility': 'F3', 'customer': 'F', 'cost': 498}, {'facility': 'F3', 'customer': 'G', 'cost': 525}, {'facility': 'F3', 'customer': 'H', 'cost': 106}, {'facility': 'F3', 'customer': 'I', 'cost': 467}, {'facility': 'F3', 'customer': 'J', 'cost': 580}, {'facility': 'F3', 'customer': 'K', 'cost': 744}, {'facility': 'F3', 'customer': 'L', 'cost': 756}, {'facility': 'F3', 'customer': 'M', 'cost': 700}, {'facility': 'F3', 'customer': 'N', 'cost': 514}, {'facility': 'F3', 'customer': 'O', 'cost': 859}, {'facility': 'F4', 'customer': 'A', 'cost': 898}, {'facility': 'F4', 'customer': 'B', 'cost': 744}, {'facility': 'F4', 'customer': 'C', 'cost': 81}, {'facility': 'F4', 'customer': 'D', 'cost': 981}, {'facility': 'F4', 'customer': 'E', 'cost': 100}, {'facility': 'F4', 'customer': 'F', 'cost': 83}, {'facility': 'F4', 'customer': 'G', 'cost': 887}, {'facility': 'F4', 'customer': 'H', 'cost': 894}, {'facility': 'F4', 'customer': 'I', 'cost': 884}, {'facility': 'F4', 'customer': 'J', 'cost': 989}, {'facility': 'F4', 'customer': 'K', 'cost': 476}, {'facility': 'F4', 'customer': 'L', 'cost': 722}, {'facility': 'F4', 'customer': 'M', 'cost': 248}, {'facility': 'F4', 'customer': 'N', 'cost': 378}, {'facility': 'F4', 'customer': 'O', 'cost': 554}, {'facility': 'F5', 'customer': 'A', 'cost': 163}, {'facility': 'F5', 'customer': 'B', 'cost': 119}, {'facility': 'F5', 'customer': 'C', 'cost': 728}, {'facility': 'F5', 'customer': 'D', 'cost': 374}, {'facility': 'F5', 'customer': 'E', 'cost': 277}, {'facility': 'F5', 'customer': 'F', 'cost': 213}, {'facility': 'F5', 'customer': 'G', 'cost': 994}, {'facility': 'F5', 'customer': 'H', 'cost': 678}, {'facility': 'F5', 'customer': 'I', 'cost': 721}, {'facility': 'F5', 'customer': 'J', 'cost': 966}, {'facility': 'F5', 'customer': 'K', 'cost': 646}, {'facility': 'F5', 'customer': 'L', 'cost': 131}, {'facility': 'F5', 'customer': 'M', 'cost': 376}, {'facility': 'F5', 'customer': 'N', 'cost': 671}, {'facility': 'F5', 'customer': 'O', 'cost': 136}, {'facility': 'F6', 'customer': 'A', 'cost': 484}, {'facility': 'F6', 'customer': 'B', 'cost': 114}, {'facility': 'F6', 'customer': 'C', 'cost': 530}, {'facility': 'F6', 'customer': 'D', 'cost': 397}, {'facility': 'F6', 'customer': 'E', 'cost': 686}, {'facility': 'F6', 'customer': 'F', 'cost': 234}, {'facility': 'F6', 'customer': 'G', 'cost': 121}, {'facility': 'F6', 'customer': 'H', 'cost': 590}, {'facility': 'F6', 'customer': 'I', 'cost': 721}, {'facility': 'F6', 'customer': 'J', 'cost': 539}, {'facility': 'F6', 'customer': 'K', 'cost': 822}, {'facility': 'F6', 'customer': 'L', 'cost': 63}, {'facility': 'F6', 'customer': 'M', 'cost': 35}, {'facility': 'F6', 'customer': 'N', 'cost': 979}, {'facility': 'F6', 'customer': 'O', 'cost': 649}], 'objective': 11578.0}","{'selected': ['F4'], 'assignments': ['F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4']}",21,nl,names UFLP,UFLP,"Someone on the school staff is lining up afternoon tutoring and has to pick which rooms to open and where each student will go. What makes one plan better than another is simple: add together the rental charges for the chosen rooms and the travel burden for each student — the plan that gives the smallest combined amount is preferred. No student can be left unassigned or split between rooms; every student goes to one offered room, and rooms don’t have hard capacity limits. The concrete details follow below. There are 8 candidate rooms to consider, 19 students to assign, and the room rental costs are 2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000. Room F1 has a rental charge of 2000 if opened for the afternoon. Room F2 has a rental charge of 2000 if opened for the afternoon. Room F3 has a rental charge of 2000 if opened for the afternoon. Room F4 has a rental charge of 2000 if opened for the afternoon. Room F5 has a rental charge of 2000 if opened for the afternoon. Room F6 has a rental charge of 2000 if opened for the afternoon. Room F7 has a rental charge of 2000 if opened for the afternoon. Room F8 has a rental charge of 2000 if opened for the afternoon. Student 0 would incur travel cost 475 to attend room F1. Student 1 would incur travel cost 212 to attend room F1. Student 2 would incur travel cost 40 to attend room F1. Student 3 would incur travel cost 420 to attend room F1. Student 4 would incur travel cost 722 to attend room F1. Student 5 would incur travel cost 530 to attend room F1. Student 6 would incur travel cost 618 to attend room F1. Student 7 would incur travel cost 141 to attend room F1. Student 8 would incur travel cost 45 to attend room F1. Student 9 would incur travel cost 356 to attend room F1. Student 10 would incur travel cost 604 to attend room F1. Student 11 would incur travel cost 733 to attend room F1. Student 12 would incur travel cost 989 to attend room F1. Student 13 would incur travel cost 450 to attend room F1. Student 14 would incur travel cost 975 to attend room F1. Student 15 would incur travel cost 633 to attend room F1. Student 16 would incur travel cost 840 to attend room F1. Student 17 would incur travel cost 915 to attend room F1. Student 18 would incur travel cost 263 to attend room F1. Student 0 would incur travel cost 116 to attend room F2. Student 1 would incur travel cost 323 to attend room F2. Student 2 would incur travel cost 403 to attend room F2. Student 3 would incur travel cost 569 to attend room F2. Student 4 would incur travel cost 597 to attend room F2. Student 5 would incur travel cost 490 to attend room F2. Student 6 would incur travel cost 415 to attend room F2. Student 7 would incur travel cost 305 to attend room F2. Student 8 would incur travel cost 743 to attend room F2. Student 9 would incur travel cost 427 to attend room F2. Student 10 would incur travel cost 244 to attend room F2. Student 11 would incur travel cost 658 to attend room F2. Student 12 would incur travel cost 238 to attend room F2. Student 13 would incur travel cost 851 to attend room F2. Student 14 would incur travel cost 173 to attend room F2. Student 15 would incur travel cost 158 to attend room F2. Student 16 would incur travel cost 101 to attend room F2. Student 17 would incur travel cost 745 to attend room F2. Student 18 would incur travel cost 447 to attend room F2. Student 0 would incur travel cost 85 to attend room F3. Student 1 would incur travel cost 300 to attend room F3. Student 2 would incur travel cost 732 to attend room F3. Student 3 would incur travel cost 291 to attend room F3. Student 4 would incur travel cost 799 to attend room F3. Student 5 would incur travel cost 952 to attend room F3. Student 6 would incur travel cost 162 to attend room F3. Student 7 would incur travel cost 850 to attend room F3. Student 8 would incur travel cost 978 to attend room F3. Student 9 would incur travel cost 57 to attend room F3. Student 10 would incur travel cost 550 to attend room F3. Student 11 would incur travel cost 218 to attend room F3. Student 12 would incur travel cost 103 to attend room F3. Student 13 would incur travel cost 57 to attend room F3. Student 14 would incur travel cost 602 to attend room F3. Student 15 would incur travel cost 172 to attend room F3. Student 16 would incur travel cost 343 to attend room F3. Student 17 would incur travel cost 433 to attend room F3. Student 18 would incur travel cost 985 to attend room F3. Student 0 would incur travel cost 819 to attend room F4. Student 1 would incur travel cost 299 to attend room F4. Student 2 would incur travel cost 299 to attend room F4. Student 3 would incur travel cost 654 to attend room F4. Student 4 would incur travel cost 751 to attend room F4. Student 5 would incur travel cost 332 to attend room F4. Student 6 would incur travel cost 595 to attend room F4. Student 7 would incur travel cost 223 to attend room F4. Student 8 would incur travel cost 938 to attend room F4. Student 9 would incur travel cost 822 to attend room F4. Student 10 would incur travel cost 797 to attend room F4. Student 11 would incur travel cost 834 to attend room F4. Student 12 would incur travel cost 90 to attend room F4. Student 13 would incur travel cost 808 to attend room F4. Student 14 would incur travel cost 342 to attend room F4. Student 15 would incur travel cost 600 to attend room F4. Student 16 would incur travel cost 220 to attend room F4. Student 17 would incur travel cost 579 to attend room F4. Student 18 would incur travel cost 327 to attend room F4. Student 0 would incur travel cost 758 to attend room F5. Student 1 would incur travel cost 384 to attend room F5. Student 2 would incur travel cost 173 to attend room F5. Student 3 would incur travel cost 198 to attend room F5. Student 4 would incur travel cost 380 to attend room F5. Student 5 would incur travel cost 667 to attend room F5. Student 6 would incur travel cost 50 to attend room F5. Student 7 would incur travel cost 794 to attend room F5. Student 8 would incur travel cost 580 to attend room F5. Student 9 would incur travel cost 633 to attend room F5. Student 10 would incur travel cost 599 to attend room F5. Student 11 would incur travel cost 891 to attend room F5. Student 12 would incur travel cost 52 to attend room F5. Student 13 would incur travel cost 500 to attend room F5. Student 14 would incur travel cost 877 to attend room F5. Student 15 would incur travel cost 582 to attend room F5. Student 16 would incur travel cost 570 to attend room F5. Student 17 would incur travel cost 188 to attend room F5. Student 18 would incur travel cost 393 to attend room F5. Student 0 would incur travel cost 163 to attend room F6. Student 1 would incur travel cost 270 to attend room F6. Student 2 would incur travel cost 10 to attend room F6. Student 3 would incur travel cost 894 to attend room F6. Student 4 would incur travel cost 65 to attend room F6. Student 5 would incur travel cost 981 to attend room F6. Student 6 would incur travel cost 103 to attend room F6. Student 7 would incur travel cost 286 to attend room F6. Student 8 would incur travel cost 525 to attend room F6. Student 9 would incur travel cost 968 to attend room F6. Student 10 would incur travel cost 760 to attend room F6. Student 11 would incur travel cost 235 to attend room F6. Student 12 would incur travel cost 835 to attend room F6. Student 13 would incur travel cost 721 to attend room F6. Student 14 would incur travel cost 136 to attend room F6. Student 15 would incur travel cost 531 to attend room F6. Student 16 would incur travel cost 357 to attend room F6. Student 17 would incur travel cost 192 to attend room F6. Student 18 would incur travel cost 427 to attend room F6. Student 0 would incur travel cost 991 to attend room F7. Student 1 would incur travel cost 831 to attend room F7. Student 2 would incur travel cost 315 to attend room F7. Student 3 would incur travel cost 990 to attend room F7. Student 4 would incur travel cost 913 to attend room F7. Student 5 would incur travel cost 934 to attend room F7. Student 6 would incur travel cost 155 to attend room F7. Student 7 would incur travel cost 476 to attend room F7. Student 8 would incur travel cost 868 to attend room F7. Student 9 would incur travel cost 987 to attend room F7. Student 10 would incur travel cost 329 to attend room F7. Student 11 would incur travel cost 165 to attend room F7. Student 12 would incur travel cost 42 to attend room F7. Student 13 would incur travel cost 621 to attend room F7. Student 14 would incur travel cost 183 to attend room F7. Student 15 would incur travel cost 862 to attend room F7. Student 16 would incur travel cost 13 to attend room F7. Student 17 would incur travel cost 320 to attend room F7. Student 18 would incur travel cost 175 to attend room F7. Student 0 would incur travel cost 918 to attend room F8. Student 1 would incur travel cost 377 to attend room F8. Student 2 would incur travel cost 753 to attend room F8. Student 3 would incur travel cost 964 to attend room F8. Student 4 would incur travel cost 970 to attend room F8. Student 5 would incur travel cost 908 to attend room F8. Student 6 would incur travel cost 12 to attend room F8. Student 7 would incur travel cost 278 to attend room F8. Student 8 would incur travel cost 522 to attend room F8. Student 9 would incur travel cost 684 to attend room F8. Student 10 would incur travel cost 669 to attend room F8. Student 11 would incur travel cost 670 to attend room F8. Student 12 would incur travel cost 176 to attend room F8. Student 13 would incur travel cost 385 to attend room F8. Student 14 would incur travel cost 187 to attend room F8. Student 15 would incur travel cost 946 to attend room F8. Student 16 would incur travel cost 887 to attend room F8. Student 17 would incur travel cost 307 to attend room F8. Student 18 would incur travel cost 328 to attend room F8. Use these details to pick which rooms to open and where each student goes so the combined rental and travel cost is minimized. If you want to hand me the plan, a small JSON sketch is easiest — something that lists which rooms you open and, for each student, which opened room they go to. Here’s the shape I expect: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is just the list of room IDs you decide to open (the rental charges will be counted for those). ""assignments"" gives one entry per student showing the room they’ll attend — so the first entry is the room for the first student, the second for the second student, and so on. Easy, no extra fields needed. This is just a sketch of the expected shape, not the actual answer — fill it in with the real IDs from the instance input. Please use the exact identifiers from the instance input — do not rename them or invent new labels. For example: Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000], 'connection_costs': [[475, 212, 40, 420, 722, 530, 618, 141, 45, 356, 604, 733, 989, 450, 975, 633, 840, 915, 263], [116, 323, 403, 569, 597, 490, 415, 305, 743, 427, 244, 658, 238, 851, 173, 158, 101, 745, 447], [85, 300, 732, 291, 799, 952, 162, 850, 978, 57, 550, 218, 103, 57, 602, 172, 343, 433, 985], [819, 299, 299, 654, 751, 332, 595, 223, 938, 822, 797, 834, 90, 808, 342, 600, 220, 579, 327], [758, 384, 173, 198, 380, 667, 50, 794, 580, 633, 599, 891, 52, 500, 877, 582, 570, 188, 393], [163, 270, 10, 894, 65, 981, 103, 286, 525, 968, 760, 235, 835, 721, 136, 531, 357, 192, 427], [991, 831, 315, 990, 913, 934, 155, 476, 868, 987, 329, 165, 42, 621, 183, 862, 13, 320, 175], [918, 377, 753, 964, 970, 908, 12, 278, 522, 684, 669, 670, 176, 385, 187, 946, 887, 307, 328]], 'objective': 8842.0}","{'open_facilities': [2, 5], 'assignments': [2, 5, 5, 2, 5, 2, 5, 5, 5, 2, 2, 2, 2, 2, 5, 2, 2, 5, 5]}",8842.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 19, 'facilities': [{'id': 'F1', 'opening_cost': 2000}, {'id': 'F2', 'opening_cost': 2000}, {'id': 'F3', 'opening_cost': 2000}, {'id': 'F4', 'opening_cost': 2000}, {'id': 'F5', 'opening_cost': 2000}, {'id': 'F6', 'opening_cost': 2000}, {'id': 'F7', 'opening_cost': 2000}, {'id': 'F8', 'opening_cost': 2000}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}, {'id': 18}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 475}, {'facility': 'F1', 'customer': 1, 'cost': 212}, {'facility': 'F1', 'customer': 2, 'cost': 40}, {'facility': 'F1', 'customer': 3, 'cost': 420}, {'facility': 'F1', 'customer': 4, 'cost': 722}, {'facility': 'F1', 'customer': 5, 'cost': 530}, {'facility': 'F1', 'customer': 6, 'cost': 618}, {'facility': 'F1', 'customer': 7, 'cost': 141}, {'facility': 'F1', 'customer': 8, 'cost': 45}, {'facility': 'F1', 'customer': 9, 'cost': 356}, {'facility': 'F1', 'customer': 10, 'cost': 604}, {'facility': 'F1', 'customer': 11, 'cost': 733}, {'facility': 'F1', 'customer': 12, 'cost': 989}, {'facility': 'F1', 'customer': 13, 'cost': 450}, {'facility': 'F1', 'customer': 14, 'cost': 975}, {'facility': 'F1', 'customer': 15, 'cost': 633}, {'facility': 'F1', 'customer': 16, 'cost': 840}, {'facility': 'F1', 'customer': 17, 'cost': 915}, {'facility': 'F1', 'customer': 18, 'cost': 263}, {'facility': 'F2', 'customer': 0, 'cost': 116}, {'facility': 'F2', 'customer': 1, 'cost': 323}, {'facility': 'F2', 'customer': 2, 'cost': 403}, {'facility': 'F2', 'customer': 3, 'cost': 569}, {'facility': 'F2', 'customer': 4, 'cost': 597}, {'facility': 'F2', 'customer': 5, 'cost': 490}, {'facility': 'F2', 'customer': 6, 'cost': 415}, {'facility': 'F2', 'customer': 7, 'cost': 305}, {'facility': 'F2', 'customer': 8, 'cost': 743}, {'facility': 'F2', 'customer': 9, 'cost': 427}, {'facility': 'F2', 'customer': 10, 'cost': 244}, {'facility': 'F2', 'customer': 11, 'cost': 658}, {'facility': 'F2', 'customer': 12, 'cost': 238}, {'facility': 'F2', 'customer': 13, 'cost': 851}, {'facility': 'F2', 'customer': 14, 'cost': 173}, {'facility': 'F2', 'customer': 15, 'cost': 158}, {'facility': 'F2', 'customer': 16, 'cost': 101}, {'facility': 'F2', 'customer': 17, 'cost': 745}, {'facility': 'F2', 'customer': 18, 'cost': 447}, {'facility': 'F3', 'customer': 0, 'cost': 85}, {'facility': 'F3', 'customer': 1, 'cost': 300}, {'facility': 'F3', 'customer': 2, 'cost': 732}, {'facility': 'F3', 'customer': 3, 'cost': 291}, {'facility': 'F3', 'customer': 4, 'cost': 799}, {'facility': 'F3', 'customer': 5, 'cost': 952}, {'facility': 'F3', 'customer': 6, 'cost': 162}, {'facility': 'F3', 'customer': 7, 'cost': 850}, {'facility': 'F3', 'customer': 8, 'cost': 978}, {'facility': 'F3', 'customer': 9, 'cost': 57}, {'facility': 'F3', 'customer': 10, 'cost': 550}, {'facility': 'F3', 'customer': 11, 'cost': 218}, {'facility': 'F3', 'customer': 12, 'cost': 103}, {'facility': 'F3', 'customer': 13, 'cost': 57}, {'facility': 'F3', 'customer': 14, 'cost': 602}, {'facility': 'F3', 'customer': 15, 'cost': 172}, {'facility': 'F3', 'customer': 16, 'cost': 343}, {'facility': 'F3', 'customer': 17, 'cost': 433}, {'facility': 'F3', 'customer': 18, 'cost': 985}, {'facility': 'F4', 'customer': 0, 'cost': 819}, {'facility': 'F4', 'customer': 1, 'cost': 299}, {'facility': 'F4', 'customer': 2, 'cost': 299}, {'facility': 'F4', 'customer': 3, 'cost': 654}, {'facility': 'F4', 'customer': 4, 'cost': 751}, {'facility': 'F4', 'customer': 5, 'cost': 332}, {'facility': 'F4', 'customer': 6, 'cost': 595}, {'facility': 'F4', 'customer': 7, 'cost': 223}, {'facility': 'F4', 'customer': 8, 'cost': 938}, {'facility': 'F4', 'customer': 9, 'cost': 822}, {'facility': 'F4', 'customer': 10, 'cost': 797}, {'facility': 'F4', 'customer': 11, 'cost': 834}, {'facility': 'F4', 'customer': 12, 'cost': 90}, {'facility': 'F4', 'customer': 13, 'cost': 808}, {'facility': 'F4', 'customer': 14, 'cost': 342}, {'facility': 'F4', 'customer': 15, 'cost': 600}, {'facility': 'F4', 'customer': 16, 'cost': 220}, {'facility': 'F4', 'customer': 17, 'cost': 579}, {'facility': 'F4', 'customer': 18, 'cost': 327}, {'facility': 'F5', 'customer': 0, 'cost': 758}, {'facility': 'F5', 'customer': 1, 'cost': 384}, {'facility': 'F5', 'customer': 2, 'cost': 173}, {'facility': 'F5', 'customer': 3, 'cost': 198}, {'facility': 'F5', 'customer': 4, 'cost': 380}, {'facility': 'F5', 'customer': 5, 'cost': 667}, {'facility': 'F5', 'customer': 6, 'cost': 50}, {'facility': 'F5', 'customer': 7, 'cost': 794}, {'facility': 'F5', 'customer': 8, 'cost': 580}, {'facility': 'F5', 'customer': 9, 'cost': 633}, {'facility': 'F5', 'customer': 10, 'cost': 599}, {'facility': 'F5', 'customer': 11, 'cost': 891}, {'facility': 'F5', 'customer': 12, 'cost': 52}, {'facility': 'F5', 'customer': 13, 'cost': 500}, {'facility': 'F5', 'customer': 14, 'cost': 877}, {'facility': 'F5', 'customer': 15, 'cost': 582}, {'facility': 'F5', 'customer': 16, 'cost': 570}, {'facility': 'F5', 'customer': 17, 'cost': 188}, {'facility': 'F5', 'customer': 18, 'cost': 393}, {'facility': 'F6', 'customer': 0, 'cost': 163}, {'facility': 'F6', 'customer': 1, 'cost': 270}, {'facility': 'F6', 'customer': 2, 'cost': 10}, {'facility': 'F6', 'customer': 3, 'cost': 894}, {'facility': 'F6', 'customer': 4, 'cost': 65}, {'facility': 'F6', 'customer': 5, 'cost': 981}, {'facility': 'F6', 'customer': 6, 'cost': 103}, {'facility': 'F6', 'customer': 7, 'cost': 286}, {'facility': 'F6', 'customer': 8, 'cost': 525}, {'facility': 'F6', 'customer': 9, 'cost': 968}, {'facility': 'F6', 'customer': 10, 'cost': 760}, {'facility': 'F6', 'customer': 11, 'cost': 235}, {'facility': 'F6', 'customer': 12, 'cost': 835}, {'facility': 'F6', 'customer': 13, 'cost': 721}, {'facility': 'F6', 'customer': 14, 'cost': 136}, {'facility': 'F6', 'customer': 15, 'cost': 531}, {'facility': 'F6', 'customer': 16, 'cost': 357}, {'facility': 'F6', 'customer': 17, 'cost': 192}, {'facility': 'F6', 'customer': 18, 'cost': 427}, {'facility': 'F7', 'customer': 0, 'cost': 991}, {'facility': 'F7', 'customer': 1, 'cost': 831}, {'facility': 'F7', 'customer': 2, 'cost': 315}, {'facility': 'F7', 'customer': 3, 'cost': 990}, {'facility': 'F7', 'customer': 4, 'cost': 913}, {'facility': 'F7', 'customer': 5, 'cost': 934}, {'facility': 'F7', 'customer': 6, 'cost': 155}, {'facility': 'F7', 'customer': 7, 'cost': 476}, {'facility': 'F7', 'customer': 8, 'cost': 868}, {'facility': 'F7', 'customer': 9, 'cost': 987}, {'facility': 'F7', 'customer': 10, 'cost': 329}, {'facility': 'F7', 'customer': 11, 'cost': 165}, {'facility': 'F7', 'customer': 12, 'cost': 42}, {'facility': 'F7', 'customer': 13, 'cost': 621}, {'facility': 'F7', 'customer': 14, 'cost': 183}, {'facility': 'F7', 'customer': 15, 'cost': 862}, {'facility': 'F7', 'customer': 16, 'cost': 13}, {'facility': 'F7', 'customer': 17, 'cost': 320}, {'facility': 'F7', 'customer': 18, 'cost': 175}, {'facility': 'F8', 'customer': 0, 'cost': 918}, {'facility': 'F8', 'customer': 1, 'cost': 377}, {'facility': 'F8', 'customer': 2, 'cost': 753}, {'facility': 'F8', 'customer': 3, 'cost': 964}, {'facility': 'F8', 'customer': 4, 'cost': 970}, {'facility': 'F8', 'customer': 5, 'cost': 908}, {'facility': 'F8', 'customer': 6, 'cost': 12}, {'facility': 'F8', 'customer': 7, 'cost': 278}, {'facility': 'F8', 'customer': 8, 'cost': 522}, {'facility': 'F8', 'customer': 9, 'cost': 684}, {'facility': 'F8', 'customer': 10, 'cost': 669}, {'facility': 'F8', 'customer': 11, 'cost': 670}, {'facility': 'F8', 'customer': 12, 'cost': 176}, {'facility': 'F8', 'customer': 13, 'cost': 385}, {'facility': 'F8', 'customer': 14, 'cost': 187}, {'facility': 'F8', 'customer': 15, 'cost': 946}, {'facility': 'F8', 'customer': 16, 'cost': 887}, {'facility': 'F8', 'customer': 17, 'cost': 307}, {'facility': 'F8', 'customer': 18, 'cost': 328}], 'objective': 8842.0}","{'selected': ['F3', 'F6'], 'assignments': ['F3', 'F6', 'F6', 'F3', 'F6', 'F3', 'F6', 'F6', 'F6', 'F3', 'F3', 'F3', 'F3', 'F3', 'F6', 'F3', 'F3', 'F6', 'F6']}",22,nl,0 UFLP,UFLP,"Many people rely on the bookmobile, and the outreach team must pick from a list of possible stops, each with its own price to operate. Patrons are scattered around, so once stops are chosen each patron needs to be assigned to exactly one of those running stops. The smart choice is the one that minimizes the total cost — the running costs for chosen stops plus the combined travel distance of everyone — calculated by simply adding those two parts together. No patron can be assigned to more than one stop or be left out, and assignments only count if the stop is actually running. The specifics are shown below. There are 9 candidate stops, 20 patrons to assign, and the stop operating costs are 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000. Stop F1 has an operating cost of 1000. Stop F2 has an operating cost of 1000. Stop F3 has an operating cost of 1000. Stop F4 has an operating cost of 1000. Stop F5 has an operating cost of 1000. Stop F6 has an operating cost of 1000. Stop F7 has an operating cost of 1000. Stop F8 has an operating cost of 1000. Stop F9 has an operating cost of 1000. Patron 0 would incur a travel distance cost of 526 to use stop F1. Patron 1 would incur a travel distance cost of 458 to use stop F1. Patron 2 would incur a travel distance cost of 743 to use stop F1. Patron 3 would incur a travel distance cost of 668 to use stop F1. Patron 4 would incur a travel distance cost of 113 to use stop F1. Patron 5 would incur a travel distance cost of 604 to use stop F1. Patron 6 would incur a travel distance cost of 971 to use stop F1. Patron 7 would incur a travel distance cost of 282 to use stop F1. Patron 8 would incur a travel distance cost of 886 to use stop F1. Patron 9 would incur a travel distance cost of 503 to use stop F1. Patron 10 would incur a travel distance cost of 314 to use stop F1. Patron 11 would incur a travel distance cost of 136 to use stop F1. Patron 12 would incur a travel distance cost of 902 to use stop F1. Patron 13 would incur a travel distance cost of 677 to use stop F1. Patron 14 would incur a travel distance cost of 642 to use stop F1. Patron 15 would incur a travel distance cost of 274 to use stop F1. Patron 16 would incur a travel distance cost of 523 to use stop F1. Patron 17 would incur a travel distance cost of 740 to use stop F1. Patron 18 would incur a travel distance cost of 154 to use stop F1. Patron 19 would incur a travel distance cost of 195 to use stop F1. Patron 0 would incur a travel distance cost of 59 to use stop F2. Patron 1 would incur a travel distance cost of 744 to use stop F2. Patron 2 would incur a travel distance cost of 787 to use stop F2. Patron 3 would incur a travel distance cost of 9 to use stop F2. Patron 4 would incur a travel distance cost of 740 to use stop F2. Patron 5 would incur a travel distance cost of 670 to use stop F2. Patron 6 would incur a travel distance cost of 654 to use stop F2. Patron 7 would incur a travel distance cost of 834 to use stop F2. Patron 8 would incur a travel distance cost of 939 to use stop F2. Patron 9 would incur a travel distance cost of 64 to use stop F2. Patron 10 would incur a travel distance cost of 102 to use stop F2. Patron 11 would incur a travel distance cost of 163 to use stop F2. Patron 12 would incur a travel distance cost of 774 to use stop F2. Patron 13 would incur a travel distance cost of 852 to use stop F2. Patron 14 would incur a travel distance cost of 128 to use stop F2. Patron 15 would incur a travel distance cost of 341 to use stop F2. Patron 16 would incur a travel distance cost of 803 to use stop F2. Patron 17 would incur a travel distance cost of 876 to use stop F2. Patron 18 would incur a travel distance cost of 131 to use stop F2. Patron 19 would incur a travel distance cost of 523 to use stop F2. Patron 0 would incur a travel distance cost of 882 to use stop F3. Patron 1 would incur a travel distance cost of 299 to use stop F3. Patron 2 would incur a travel distance cost of 945 to use stop F3. Patron 3 would incur a travel distance cost of 813 to use stop F3. Patron 4 would incur a travel distance cost of 629 to use stop F3. Patron 5 would incur a travel distance cost of 221 to use stop F3. Patron 6 would incur a travel distance cost of 791 to use stop F3. Patron 7 would incur a travel distance cost of 316 to use stop F3. Patron 8 would incur a travel distance cost of 499 to use stop F3. Patron 9 would incur a travel distance cost of 697 to use stop F3. Patron 10 would incur a travel distance cost of 127 to use stop F3. Patron 11 would incur a travel distance cost of 652 to use stop F3. Patron 12 would incur a travel distance cost of 407 to use stop F3. Patron 13 would incur a travel distance cost of 135 to use stop F3. Patron 14 would incur a travel distance cost of 356 to use stop F3. Patron 15 would incur a travel distance cost of 709 to use stop F3. Patron 16 would incur a travel distance cost of 345 to use stop F3. Patron 17 would incur a travel distance cost of 399 to use stop F3. Patron 18 would incur a travel distance cost of 482 to use stop F3. Patron 19 would incur a travel distance cost of 650 to use stop F3. Patron 0 would incur a travel distance cost of 446 to use stop F4. Patron 1 would incur a travel distance cost of 752 to use stop F4. Patron 2 would incur a travel distance cost of 421 to use stop F4. Patron 3 would incur a travel distance cost of 472 to use stop F4. Patron 4 would incur a travel distance cost of 817 to use stop F4. Patron 5 would incur a travel distance cost of 897 to use stop F4. Patron 6 would incur a travel distance cost of 867 to use stop F4. Patron 7 would incur a travel distance cost of 250 to use stop F4. Patron 8 would incur a travel distance cost of 770 to use stop F4. Patron 9 would incur a travel distance cost of 527 to use stop F4. Patron 10 would incur a travel distance cost of 73 to use stop F4. Patron 11 would incur a travel distance cost of 553 to use stop F4. Patron 12 would incur a travel distance cost of 531 to use stop F4. Patron 13 would incur a travel distance cost of 237 to use stop F4. Patron 14 would incur a travel distance cost of 761 to use stop F4. Patron 15 would incur a travel distance cost of 920 to use stop F4. Patron 16 would incur a travel distance cost of 113 to use stop F4. Patron 17 would incur a travel distance cost of 218 to use stop F4. Patron 18 would incur a travel distance cost of 727 to use stop F4. Patron 19 would incur a travel distance cost of 473 to use stop F4. Patron 0 would incur a travel distance cost of 54 to use stop F5. Patron 1 would incur a travel distance cost of 708 to use stop F5. Patron 2 would incur a travel distance cost of 836 to use stop F5. Patron 3 would incur a travel distance cost of 85 to use stop F5. Patron 4 would incur a travel distance cost of 456 to use stop F5. Patron 5 would incur a travel distance cost of 110 to use stop F5. Patron 6 would incur a travel distance cost of 691 to use stop F5. Patron 7 would incur a travel distance cost of 201 to use stop F5. Patron 8 would incur a travel distance cost of 968 to use stop F5. Patron 9 would incur a travel distance cost of 143 to use stop F5. Patron 10 would incur a travel distance cost of 315 to use stop F5. Patron 11 would incur a travel distance cost of 756 to use stop F5. Patron 12 would incur a travel distance cost of 13 to use stop F5. Patron 13 would incur a travel distance cost of 215 to use stop F5. Patron 14 would incur a travel distance cost of 783 to use stop F5. Patron 15 would incur a travel distance cost of 437 to use stop F5. Patron 16 would incur a travel distance cost of 745 to use stop F5. Patron 17 would incur a travel distance cost of 8 to use stop F5. Patron 18 would incur a travel distance cost of 633 to use stop F5. Patron 19 would incur a travel distance cost of 809 to use stop F5. Patron 0 would incur a travel distance cost of 887 to use stop F6. Patron 1 would incur a travel distance cost of 42 to use stop F6. Patron 2 would incur a travel distance cost of 445 to use stop F6. Patron 3 would incur a travel distance cost of 851 to use stop F6. Patron 4 would incur a travel distance cost of 660 to use stop F6. Patron 5 would incur a travel distance cost of 660 to use stop F6. Patron 6 would incur a travel distance cost of 858 to use stop F6. Patron 7 would incur a travel distance cost of 173 to use stop F6. Patron 8 would incur a travel distance cost of 759 to use stop F6. Patron 9 would incur a travel distance cost of 579 to use stop F6. Patron 10 would incur a travel distance cost of 382 to use stop F6. Patron 11 would incur a travel distance cost of 898 to use stop F6. Patron 12 would incur a travel distance cost of 8 to use stop F6. Patron 13 would incur a travel distance cost of 599 to use stop F6. Patron 14 would incur a travel distance cost of 525 to use stop F6. Patron 15 would incur a travel distance cost of 138 to use stop F6. Patron 16 would incur a travel distance cost of 67 to use stop F6. Patron 17 would incur a travel distance cost of 644 to use stop F6. Patron 18 would incur a travel distance cost of 104 to use stop F6. Patron 19 would incur a travel distance cost of 159 to use stop F6. Patron 0 would incur a travel distance cost of 850 to use stop F7. Patron 1 would incur a travel distance cost of 784 to use stop F7. Patron 2 would incur a travel distance cost of 480 to use stop F7. Patron 3 would incur a travel distance cost of 471 to use stop F7. Patron 4 would incur a travel distance cost of 828 to use stop F7. Patron 5 would incur a travel distance cost of 22 to use stop F7. Patron 6 would incur a travel distance cost of 679 to use stop F7. Patron 7 would incur a travel distance cost of 96 to use stop F7. Patron 8 would incur a travel distance cost of 685 to use stop F7. Patron 9 would incur a travel distance cost of 214 to use stop F7. Patron 10 would incur a travel distance cost of 78 to use stop F7. Patron 11 would incur a travel distance cost of 46 to use stop F7. Patron 12 would incur a travel distance cost of 863 to use stop F7. Patron 13 would incur a travel distance cost of 273 to use stop F7. Patron 14 would incur a travel distance cost of 854 to use stop F7. Patron 15 would incur a travel distance cost of 332 to use stop F7. Patron 16 would incur a travel distance cost of 844 to use stop F7. Patron 17 would incur a travel distance cost of 672 to use stop F7. Patron 18 would incur a travel distance cost of 647 to use stop F7. Patron 19 would incur a travel distance cost of 779 to use stop F7. Patron 0 would incur a travel distance cost of 673 to use stop F8. Patron 1 would incur a travel distance cost of 210 to use stop F8. Patron 2 would incur a travel distance cost of 268 to use stop F8. Patron 3 would incur a travel distance cost of 209 to use stop F8. Patron 4 would incur a travel distance cost of 132 to use stop F8. Patron 5 would incur a travel distance cost of 948 to use stop F8. Patron 6 would incur a travel distance cost of 361 to use stop F8. Patron 7 would incur a travel distance cost of 665 to use stop F8. Patron 8 would incur a travel distance cost of 125 to use stop F8. Patron 9 would incur a travel distance cost of 193 to use stop F8. Patron 10 would incur a travel distance cost of 285 to use stop F8. Patron 11 would incur a travel distance cost of 348 to use stop F8. Patron 12 would incur a travel distance cost of 538 to use stop F8. Patron 13 would incur a travel distance cost of 429 to use stop F8. Patron 14 would incur a travel distance cost of 304 to use stop F8. Patron 15 would incur a travel distance cost of 825 to use stop F8. Patron 16 would incur a travel distance cost of 197 to use stop F8. Patron 17 would incur a travel distance cost of 209 to use stop F8. Patron 18 would incur a travel distance cost of 867 to use stop F8. Patron 19 would incur a travel distance cost of 574 to use stop F8. Patron 0 would incur a travel distance cost of 883 to use stop F9. Patron 1 would incur a travel distance cost of 572 to use stop F9. Patron 2 would incur a travel distance cost of 689 to use stop F9. Patron 3 would incur a travel distance cost of 512 to use stop F9. Patron 4 would incur a travel distance cost of 873 to use stop F9. Patron 5 would incur a travel distance cost of 708 to use stop F9. Patron 6 would incur a travel distance cost of 832 to use stop F9. Patron 7 would incur a travel distance cost of 553 to use stop F9. Patron 8 would incur a travel distance cost of 922 to use stop F9. Patron 9 would incur a travel distance cost of 535 to use stop F9. Patron 10 would incur a travel distance cost of 991 to use stop F9. Patron 11 would incur a travel distance cost of 810 to use stop F9. Patron 12 would incur a travel distance cost of 531 to use stop F9. Patron 13 would incur a travel distance cost of 351 to use stop F9. Patron 14 would incur a travel distance cost of 522 to use stop F9. Patron 15 would incur a travel distance cost of 653 to use stop F9. Patron 16 would incur a travel distance cost of 570 to use stop F9. Patron 17 would incur a travel distance cost of 282 to use stop F9. Patron 18 would incur a travel distance cost of 459 to use stop F9. Patron 19 would incur a travel distance cost of 550 to use stop F9. These entries specify the candidate stops and patron travel costs so the outreach team can choose stops and assign patrons to minimize total operating plus travel cost. When you reply, just stick to this simple JSON layout so it's easy to parse and check. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is where you list the stops you decide to run (the ones you pay to operate). ""assignments"" is a list, in the same order as the patrons in the instance, saying which running stop each patron will use. Think of it like filling out a form: pick the stops, then say for each patron which stop they're going to. This JSON is just a sketch of the shape I need — not the final answer itself. Please be careful: use the exact identifiers from the instance input, do not rename them or invent new labels. Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000], 'connection_costs': [[526, 458, 743, 668, 113, 604, 971, 282, 886, 503, 314, 136, 902, 677, 642, 274, 523, 740, 154, 195], [59, 744, 787, 9, 740, 670, 654, 834, 939, 64, 102, 163, 774, 852, 128, 341, 803, 876, 131, 523], [882, 299, 945, 813, 629, 221, 791, 316, 499, 697, 127, 652, 407, 135, 356, 709, 345, 399, 482, 650], [446, 752, 421, 472, 817, 897, 867, 250, 770, 527, 73, 553, 531, 237, 761, 920, 113, 218, 727, 473], [54, 708, 836, 85, 456, 110, 691, 201, 968, 143, 315, 756, 13, 215, 783, 437, 745, 8, 633, 809], [887, 42, 445, 851, 660, 660, 858, 173, 759, 579, 382, 898, 8, 599, 525, 138, 67, 644, 104, 159], [850, 784, 480, 471, 828, 22, 679, 96, 685, 214, 78, 46, 863, 273, 854, 332, 844, 672, 647, 779], [673, 210, 268, 209, 132, 948, 361, 665, 125, 193, 285, 348, 538, 429, 304, 825, 197, 209, 867, 574], [883, 572, 689, 512, 873, 708, 832, 553, 922, 535, 991, 810, 531, 351, 522, 653, 570, 282, 459, 550]], 'objective': 6129.0}","{'open_facilities': [4, 5, 7], 'assignments': [4, 5, 7, 4, 7, 4, 7, 5, 7, 4, 7, 7, 5, 4, 7, 5, 5, 4, 5, 5]}",6129.0,"{'problem_type': 'UFLP', 'num_facilities': 9, 'num_customers': 20, 'facilities': [{'id': 'F1', 'opening_cost': 1000}, {'id': 'F2', 'opening_cost': 1000}, {'id': 'F3', 'opening_cost': 1000}, {'id': 'F4', 'opening_cost': 1000}, {'id': 'F5', 'opening_cost': 1000}, {'id': 'F6', 'opening_cost': 1000}, {'id': 'F7', 'opening_cost': 1000}, {'id': 'F8', 'opening_cost': 1000}, {'id': 'F9', 'opening_cost': 1000}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}, {'id': 18}, {'id': 19}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 526}, {'facility': 'F1', 'customer': 1, 'cost': 458}, {'facility': 'F1', 'customer': 2, 'cost': 743}, {'facility': 'F1', 'customer': 3, 'cost': 668}, {'facility': 'F1', 'customer': 4, 'cost': 113}, {'facility': 'F1', 'customer': 5, 'cost': 604}, {'facility': 'F1', 'customer': 6, 'cost': 971}, {'facility': 'F1', 'customer': 7, 'cost': 282}, {'facility': 'F1', 'customer': 8, 'cost': 886}, {'facility': 'F1', 'customer': 9, 'cost': 503}, {'facility': 'F1', 'customer': 10, 'cost': 314}, {'facility': 'F1', 'customer': 11, 'cost': 136}, {'facility': 'F1', 'customer': 12, 'cost': 902}, {'facility': 'F1', 'customer': 13, 'cost': 677}, {'facility': 'F1', 'customer': 14, 'cost': 642}, {'facility': 'F1', 'customer': 15, 'cost': 274}, {'facility': 'F1', 'customer': 16, 'cost': 523}, {'facility': 'F1', 'customer': 17, 'cost': 740}, {'facility': 'F1', 'customer': 18, 'cost': 154}, {'facility': 'F1', 'customer': 19, 'cost': 195}, {'facility': 'F2', 'customer': 0, 'cost': 59}, {'facility': 'F2', 'customer': 1, 'cost': 744}, {'facility': 'F2', 'customer': 2, 'cost': 787}, {'facility': 'F2', 'customer': 3, 'cost': 9}, {'facility': 'F2', 'customer': 4, 'cost': 740}, {'facility': 'F2', 'customer': 5, 'cost': 670}, {'facility': 'F2', 'customer': 6, 'cost': 654}, {'facility': 'F2', 'customer': 7, 'cost': 834}, {'facility': 'F2', 'customer': 8, 'cost': 939}, {'facility': 'F2', 'customer': 9, 'cost': 64}, {'facility': 'F2', 'customer': 10, 'cost': 102}, {'facility': 'F2', 'customer': 11, 'cost': 163}, {'facility': 'F2', 'customer': 12, 'cost': 774}, {'facility': 'F2', 'customer': 13, 'cost': 852}, {'facility': 'F2', 'customer': 14, 'cost': 128}, {'facility': 'F2', 'customer': 15, 'cost': 341}, {'facility': 'F2', 'customer': 16, 'cost': 803}, {'facility': 'F2', 'customer': 17, 'cost': 876}, {'facility': 'F2', 'customer': 18, 'cost': 131}, {'facility': 'F2', 'customer': 19, 'cost': 523}, {'facility': 'F3', 'customer': 0, 'cost': 882}, {'facility': 'F3', 'customer': 1, 'cost': 299}, {'facility': 'F3', 'customer': 2, 'cost': 945}, {'facility': 'F3', 'customer': 3, 'cost': 813}, {'facility': 'F3', 'customer': 4, 'cost': 629}, {'facility': 'F3', 'customer': 5, 'cost': 221}, {'facility': 'F3', 'customer': 6, 'cost': 791}, {'facility': 'F3', 'customer': 7, 'cost': 316}, {'facility': 'F3', 'customer': 8, 'cost': 499}, {'facility': 'F3', 'customer': 9, 'cost': 697}, {'facility': 'F3', 'customer': 10, 'cost': 127}, {'facility': 'F3', 'customer': 11, 'cost': 652}, {'facility': 'F3', 'customer': 12, 'cost': 407}, {'facility': 'F3', 'customer': 13, 'cost': 135}, {'facility': 'F3', 'customer': 14, 'cost': 356}, {'facility': 'F3', 'customer': 15, 'cost': 709}, {'facility': 'F3', 'customer': 16, 'cost': 345}, {'facility': 'F3', 'customer': 17, 'cost': 399}, {'facility': 'F3', 'customer': 18, 'cost': 482}, {'facility': 'F3', 'customer': 19, 'cost': 650}, {'facility': 'F4', 'customer': 0, 'cost': 446}, {'facility': 'F4', 'customer': 1, 'cost': 752}, {'facility': 'F4', 'customer': 2, 'cost': 421}, {'facility': 'F4', 'customer': 3, 'cost': 472}, {'facility': 'F4', 'customer': 4, 'cost': 817}, {'facility': 'F4', 'customer': 5, 'cost': 897}, {'facility': 'F4', 'customer': 6, 'cost': 867}, {'facility': 'F4', 'customer': 7, 'cost': 250}, {'facility': 'F4', 'customer': 8, 'cost': 770}, {'facility': 'F4', 'customer': 9, 'cost': 527}, {'facility': 'F4', 'customer': 10, 'cost': 73}, {'facility': 'F4', 'customer': 11, 'cost': 553}, {'facility': 'F4', 'customer': 12, 'cost': 531}, {'facility': 'F4', 'customer': 13, 'cost': 237}, {'facility': 'F4', 'customer': 14, 'cost': 761}, {'facility': 'F4', 'customer': 15, 'cost': 920}, {'facility': 'F4', 'customer': 16, 'cost': 113}, {'facility': 'F4', 'customer': 17, 'cost': 218}, {'facility': 'F4', 'customer': 18, 'cost': 727}, {'facility': 'F4', 'customer': 19, 'cost': 473}, {'facility': 'F5', 'customer': 0, 'cost': 54}, {'facility': 'F5', 'customer': 1, 'cost': 708}, {'facility': 'F5', 'customer': 2, 'cost': 836}, {'facility': 'F5', 'customer': 3, 'cost': 85}, {'facility': 'F5', 'customer': 4, 'cost': 456}, {'facility': 'F5', 'customer': 5, 'cost': 110}, {'facility': 'F5', 'customer': 6, 'cost': 691}, {'facility': 'F5', 'customer': 7, 'cost': 201}, {'facility': 'F5', 'customer': 8, 'cost': 968}, {'facility': 'F5', 'customer': 9, 'cost': 143}, {'facility': 'F5', 'customer': 10, 'cost': 315}, {'facility': 'F5', 'customer': 11, 'cost': 756}, {'facility': 'F5', 'customer': 12, 'cost': 13}, {'facility': 'F5', 'customer': 13, 'cost': 215}, {'facility': 'F5', 'customer': 14, 'cost': 783}, {'facility': 'F5', 'customer': 15, 'cost': 437}, {'facility': 'F5', 'customer': 16, 'cost': 745}, {'facility': 'F5', 'customer': 17, 'cost': 8}, {'facility': 'F5', 'customer': 18, 'cost': 633}, {'facility': 'F5', 'customer': 19, 'cost': 809}, {'facility': 'F6', 'customer': 0, 'cost': 887}, {'facility': 'F6', 'customer': 1, 'cost': 42}, {'facility': 'F6', 'customer': 2, 'cost': 445}, {'facility': 'F6', 'customer': 3, 'cost': 851}, {'facility': 'F6', 'customer': 4, 'cost': 660}, {'facility': 'F6', 'customer': 5, 'cost': 660}, {'facility': 'F6', 'customer': 6, 'cost': 858}, {'facility': 'F6', 'customer': 7, 'cost': 173}, {'facility': 'F6', 'customer': 8, 'cost': 759}, {'facility': 'F6', 'customer': 9, 'cost': 579}, {'facility': 'F6', 'customer': 10, 'cost': 382}, {'facility': 'F6', 'customer': 11, 'cost': 898}, {'facility': 'F6', 'customer': 12, 'cost': 8}, {'facility': 'F6', 'customer': 13, 'cost': 599}, {'facility': 'F6', 'customer': 14, 'cost': 525}, {'facility': 'F6', 'customer': 15, 'cost': 138}, {'facility': 'F6', 'customer': 16, 'cost': 67}, {'facility': 'F6', 'customer': 17, 'cost': 644}, {'facility': 'F6', 'customer': 18, 'cost': 104}, {'facility': 'F6', 'customer': 19, 'cost': 159}, {'facility': 'F7', 'customer': 0, 'cost': 850}, {'facility': 'F7', 'customer': 1, 'cost': 784}, {'facility': 'F7', 'customer': 2, 'cost': 480}, {'facility': 'F7', 'customer': 3, 'cost': 471}, {'facility': 'F7', 'customer': 4, 'cost': 828}, {'facility': 'F7', 'customer': 5, 'cost': 22}, {'facility': 'F7', 'customer': 6, 'cost': 679}, {'facility': 'F7', 'customer': 7, 'cost': 96}, {'facility': 'F7', 'customer': 8, 'cost': 685}, {'facility': 'F7', 'customer': 9, 'cost': 214}, {'facility': 'F7', 'customer': 10, 'cost': 78}, {'facility': 'F7', 'customer': 11, 'cost': 46}, {'facility': 'F7', 'customer': 12, 'cost': 863}, {'facility': 'F7', 'customer': 13, 'cost': 273}, {'facility': 'F7', 'customer': 14, 'cost': 854}, {'facility': 'F7', 'customer': 15, 'cost': 332}, {'facility': 'F7', 'customer': 16, 'cost': 844}, {'facility': 'F7', 'customer': 17, 'cost': 672}, {'facility': 'F7', 'customer': 18, 'cost': 647}, {'facility': 'F7', 'customer': 19, 'cost': 779}, {'facility': 'F8', 'customer': 0, 'cost': 673}, {'facility': 'F8', 'customer': 1, 'cost': 210}, {'facility': 'F8', 'customer': 2, 'cost': 268}, {'facility': 'F8', 'customer': 3, 'cost': 209}, {'facility': 'F8', 'customer': 4, 'cost': 132}, {'facility': 'F8', 'customer': 5, 'cost': 948}, {'facility': 'F8', 'customer': 6, 'cost': 361}, {'facility': 'F8', 'customer': 7, 'cost': 665}, {'facility': 'F8', 'customer': 8, 'cost': 125}, {'facility': 'F8', 'customer': 9, 'cost': 193}, {'facility': 'F8', 'customer': 10, 'cost': 285}, {'facility': 'F8', 'customer': 11, 'cost': 348}, {'facility': 'F8', 'customer': 12, 'cost': 538}, {'facility': 'F8', 'customer': 13, 'cost': 429}, {'facility': 'F8', 'customer': 14, 'cost': 304}, {'facility': 'F8', 'customer': 15, 'cost': 825}, {'facility': 'F8', 'customer': 16, 'cost': 197}, {'facility': 'F8', 'customer': 17, 'cost': 209}, {'facility': 'F8', 'customer': 18, 'cost': 867}, {'facility': 'F8', 'customer': 19, 'cost': 574}, {'facility': 'F9', 'customer': 0, 'cost': 883}, {'facility': 'F9', 'customer': 1, 'cost': 572}, {'facility': 'F9', 'customer': 2, 'cost': 689}, {'facility': 'F9', 'customer': 3, 'cost': 512}, {'facility': 'F9', 'customer': 4, 'cost': 873}, {'facility': 'F9', 'customer': 5, 'cost': 708}, {'facility': 'F9', 'customer': 6, 'cost': 832}, {'facility': 'F9', 'customer': 7, 'cost': 553}, {'facility': 'F9', 'customer': 8, 'cost': 922}, {'facility': 'F9', 'customer': 9, 'cost': 535}, {'facility': 'F9', 'customer': 10, 'cost': 991}, {'facility': 'F9', 'customer': 11, 'cost': 810}, {'facility': 'F9', 'customer': 12, 'cost': 531}, {'facility': 'F9', 'customer': 13, 'cost': 351}, {'facility': 'F9', 'customer': 14, 'cost': 522}, {'facility': 'F9', 'customer': 15, 'cost': 653}, {'facility': 'F9', 'customer': 16, 'cost': 570}, {'facility': 'F9', 'customer': 17, 'cost': 282}, {'facility': 'F9', 'customer': 18, 'cost': 459}, {'facility': 'F9', 'customer': 19, 'cost': 550}], 'objective': 6129.0}","{'selected': ['F5', 'F6', 'F8'], 'assignments': ['F5', 'F6', 'F8', 'F5', 'F8', 'F5', 'F8', 'F6', 'F8', 'F5', 'F8', 'F8', 'F6', 'F5', 'F8', 'F6', 'F6', 'F5', 'F6', 'F6']}",23,nl,0 UFLP,UFLP,"Many people don’t realize how much goes into choosing which distribution points to run for a farmers market network and how to route vendors there. Each candidate point has a cost to bring online, and each vendor has a cost to haul goods to whichever point they use. The goal is to keep the overall expense as small as possible — the total is simply the combined cost of the points we decide to run plus all vendors’ hauling costs — and every vendor must be sent to exactly one running point, with no duplicates or omissions. The concrete numbers appear below. There are 8 distribution points and 20 vendors in this instance. **Distribution Points** | distribution_point_id | setup_cost | |---|---| | F1 | 1000 | | F2 | 1000 | | F3 | 1000 | | F4 | 1000 | | F5 | 1000 | | F6 | 1000 | | F7 | 1000 | | F8 | 1000 | **Vendors** | vendor_id | |---| | A | | B | | C | | D | | E | | F | | G | | H | | I | | J | | K | | L | | M | | N | | O | | P | | Q | | R | | S | | T | **Hauling Cost** | distribution_point_id | vendor_id | hauling_cost | |---|---|---| | F1 | A | 172 | | F1 | B | 948 | | F1 | C | 877 | | F1 | D | 314 | | F1 | E | 386 | | F1 | F | 276 | | F1 | G | 124 | | F1 | H | 739 | | F1 | I | 28 | | F1 | J | 595 | | F1 | K | 191 | | F1 | L | 123 | | F1 | M | 306 | | F1 | N | 657 | | F1 | O | 293 | | F1 | P | 44 | | F1 | Q | 177 | | F1 | R | 403 | | F1 | S | 856 | | F1 | T | 472 | | F2 | A | 862 | | F2 | B | 115 | | F2 | C | 654 | | F2 | D | 944 | | F2 | E | 320 | | F2 | F | 209 | | F2 | G | 929 | | F2 | H | 393 | | F2 | I | 360 | | F2 | J | 361 | | F2 | K | 961 | | F2 | L | 6 | | F2 | M | 324 | | F2 | N | 895 | | F2 | O | 724 | | F2 | P | 100 | | F2 | Q | 799 | | F2 | R | 676 | | F2 | S | 949 | | F2 | T | 485 | | F3 | A | 224 | | F3 | B | 169 | | F3 | C | 600 | | F3 | D | 50 | | F3 | E | 567 | | F3 | F | 260 | | F3 | G | 932 | | F3 | H | 635 | | F3 | I | 940 | | F3 | J | 688 | | F3 | K | 826 | | F3 | L | 816 | | F3 | M | 747 | | F3 | N | 550 | | F3 | O | 971 | | F3 | P | 229 | | F3 | Q | 952 | | F3 | R | 612 | | F3 | S | 826 | | F3 | T | 163 | | F4 | A | 735 | | F4 | B | 937 | | F4 | C | 239 | | F4 | D | 584 | | F4 | E | 117 | | F4 | F | 231 | | F4 | G | 665 | | F4 | H | 855 | | F4 | I | 579 | | F4 | J | 604 | | F4 | K | 926 | | F4 | L | 675 | | F4 | M | 670 | | F4 | N | 576 | | F4 | O | 139 | | F4 | P | 448 | | F4 | Q | 553 | | F4 | R | 780 | | F4 | S | 190 | | F4 | T | 622 | | F5 | A | 7 | | F5 | B | 96 | | F5 | C | 86 | | F5 | D | 315 | | F5 | E | 788 | | F5 | F | 102 | | F5 | G | 446 | | F5 | H | 648 | | F5 | I | 56 | | F5 | J | 803 | | F5 | K | 990 | | F5 | L | 329 | | F5 | M | 79 | | F5 | N | 695 | | F5 | O | 40 | | F5 | P | 287 | | F5 | Q | 655 | | F5 | R | 649 | | F5 | S | 23 | | F5 | T | 14 | | F6 | A | 263 | | F6 | B | 538 | | F6 | C | 416 | | F6 | D | 770 | | F6 | E | 870 | | F6 | F | 436 | | F6 | G | 804 | | F6 | H | 632 | | F6 | I | 723 | | F6 | J | 915 | | F6 | K | 171 | | F6 | L | 181 | | F6 | M | 484 | | F6 | N | 660 | | F6 | O | 94 | | F6 | P | 382 | | F6 | Q | 475 | | F6 | R | 648 | | F6 | S | 373 | | F6 | T | 487 | | F7 | A | 60 | | F7 | B | 866 | | F7 | C | 21 | | F7 | D | 641 | | F7 | E | 738 | | F7 | F | 233 | | F7 | G | 562 | | F7 | H | 704 | | F7 | I | 755 | | F7 | J | 487 | | F7 | K | 303 | | F7 | L | 439 | | F7 | M | 193 | | F7 | N | 472 | | F7 | O | 763 | | F7 | P | 511 | | F7 | Q | 865 | | F7 | R | 586 | | F7 | S | 406 | | F7 | T | 755 | | F8 | A | 238 | | F8 | B | 955 | | F8 | C | 21 | | F8 | D | 406 | | F8 | E | 210 | | F8 | F | 385 | | F8 | G | 19 | | F8 | H | 484 | | F8 | I | 262 | | F8 | J | 724 | | F8 | K | 521 | | F8 | L | 74 | | F8 | M | 998 | | F8 | N | 748 | | F8 | O | 56 | | F8 | P | 527 | | F8 | Q | 886 | | F8 | R | 708 | | F8 | S | 813 | | F8 | T | 862 | Also, I’ll keep my reply in a simple JSON layout so it’s easy to fill in — here’s the shape I expect you to follow: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is the list of market points you decide to run (put the exact identifiers from the instance there). ""assignments"" is a list, one entry per vendor in the same order as the instance, showing which open point that vendor goes to. It’s just a quick form-like sketch of the expected shape, not the real answer. Please use the exact identifiers from the instance input — don’t rename them or invent new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000], 'connection_costs': [[172, 948, 877, 314, 386, 276, 124, 739, 28, 595, 191, 123, 306, 657, 293, 44, 177, 403, 856, 472], [862, 115, 654, 944, 320, 209, 929, 393, 360, 361, 961, 6, 324, 895, 724, 100, 799, 676, 949, 485], [224, 169, 600, 50, 567, 260, 932, 635, 940, 688, 826, 816, 747, 550, 971, 229, 952, 612, 826, 163], [735, 937, 239, 584, 117, 231, 665, 855, 579, 604, 926, 675, 670, 576, 139, 448, 553, 780, 190, 622], [7, 96, 86, 315, 788, 102, 446, 648, 56, 803, 990, 329, 79, 695, 40, 287, 655, 649, 23, 14], [263, 538, 416, 770, 870, 436, 804, 632, 723, 915, 171, 181, 484, 660, 94, 382, 475, 648, 373, 487], [60, 866, 21, 641, 738, 233, 562, 704, 755, 487, 303, 439, 193, 472, 763, 511, 865, 586, 406, 755], [238, 955, 21, 406, 210, 385, 19, 484, 262, 724, 521, 74, 998, 748, 56, 527, 886, 708, 813, 862]], 'objective': 6137.0}","{'open_facilities': [0, 4], 'assignments': [4, 4, 4, 0, 0, 4, 0, 4, 0, 0, 0, 0, 4, 0, 4, 0, 0, 0, 4, 4]}",6137.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 20, 'facilities': [{'id': 'F1', 'opening_cost': 1000}, {'id': 'F2', 'opening_cost': 1000}, {'id': 'F3', 'opening_cost': 1000}, {'id': 'F4', 'opening_cost': 1000}, {'id': 'F5', 'opening_cost': 1000}, {'id': 'F6', 'opening_cost': 1000}, {'id': 'F7', 'opening_cost': 1000}, {'id': 'F8', 'opening_cost': 1000}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}, {'id': 'P'}, {'id': 'Q'}, {'id': 'R'}, {'id': 'S'}, {'id': 'T'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 172}, {'facility': 'F1', 'customer': 'B', 'cost': 948}, {'facility': 'F1', 'customer': 'C', 'cost': 877}, {'facility': 'F1', 'customer': 'D', 'cost': 314}, {'facility': 'F1', 'customer': 'E', 'cost': 386}, {'facility': 'F1', 'customer': 'F', 'cost': 276}, {'facility': 'F1', 'customer': 'G', 'cost': 124}, {'facility': 'F1', 'customer': 'H', 'cost': 739}, {'facility': 'F1', 'customer': 'I', 'cost': 28}, {'facility': 'F1', 'customer': 'J', 'cost': 595}, {'facility': 'F1', 'customer': 'K', 'cost': 191}, {'facility': 'F1', 'customer': 'L', 'cost': 123}, {'facility': 'F1', 'customer': 'M', 'cost': 306}, {'facility': 'F1', 'customer': 'N', 'cost': 657}, {'facility': 'F1', 'customer': 'O', 'cost': 293}, {'facility': 'F1', 'customer': 'P', 'cost': 44}, {'facility': 'F1', 'customer': 'Q', 'cost': 177}, {'facility': 'F1', 'customer': 'R', 'cost': 403}, {'facility': 'F1', 'customer': 'S', 'cost': 856}, {'facility': 'F1', 'customer': 'T', 'cost': 472}, {'facility': 'F2', 'customer': 'A', 'cost': 862}, {'facility': 'F2', 'customer': 'B', 'cost': 115}, {'facility': 'F2', 'customer': 'C', 'cost': 654}, {'facility': 'F2', 'customer': 'D', 'cost': 944}, {'facility': 'F2', 'customer': 'E', 'cost': 320}, {'facility': 'F2', 'customer': 'F', 'cost': 209}, {'facility': 'F2', 'customer': 'G', 'cost': 929}, {'facility': 'F2', 'customer': 'H', 'cost': 393}, {'facility': 'F2', 'customer': 'I', 'cost': 360}, {'facility': 'F2', 'customer': 'J', 'cost': 361}, {'facility': 'F2', 'customer': 'K', 'cost': 961}, {'facility': 'F2', 'customer': 'L', 'cost': 6}, {'facility': 'F2', 'customer': 'M', 'cost': 324}, {'facility': 'F2', 'customer': 'N', 'cost': 895}, {'facility': 'F2', 'customer': 'O', 'cost': 724}, {'facility': 'F2', 'customer': 'P', 'cost': 100}, {'facility': 'F2', 'customer': 'Q', 'cost': 799}, {'facility': 'F2', 'customer': 'R', 'cost': 676}, {'facility': 'F2', 'customer': 'S', 'cost': 949}, {'facility': 'F2', 'customer': 'T', 'cost': 485}, {'facility': 'F3', 'customer': 'A', 'cost': 224}, {'facility': 'F3', 'customer': 'B', 'cost': 169}, {'facility': 'F3', 'customer': 'C', 'cost': 600}, {'facility': 'F3', 'customer': 'D', 'cost': 50}, {'facility': 'F3', 'customer': 'E', 'cost': 567}, {'facility': 'F3', 'customer': 'F', 'cost': 260}, {'facility': 'F3', 'customer': 'G', 'cost': 932}, {'facility': 'F3', 'customer': 'H', 'cost': 635}, {'facility': 'F3', 'customer': 'I', 'cost': 940}, {'facility': 'F3', 'customer': 'J', 'cost': 688}, {'facility': 'F3', 'customer': 'K', 'cost': 826}, {'facility': 'F3', 'customer': 'L', 'cost': 816}, {'facility': 'F3', 'customer': 'M', 'cost': 747}, {'facility': 'F3', 'customer': 'N', 'cost': 550}, {'facility': 'F3', 'customer': 'O', 'cost': 971}, {'facility': 'F3', 'customer': 'P', 'cost': 229}, {'facility': 'F3', 'customer': 'Q', 'cost': 952}, {'facility': 'F3', 'customer': 'R', 'cost': 612}, {'facility': 'F3', 'customer': 'S', 'cost': 826}, {'facility': 'F3', 'customer': 'T', 'cost': 163}, {'facility': 'F4', 'customer': 'A', 'cost': 735}, {'facility': 'F4', 'customer': 'B', 'cost': 937}, {'facility': 'F4', 'customer': 'C', 'cost': 239}, {'facility': 'F4', 'customer': 'D', 'cost': 584}, {'facility': 'F4', 'customer': 'E', 'cost': 117}, {'facility': 'F4', 'customer': 'F', 'cost': 231}, {'facility': 'F4', 'customer': 'G', 'cost': 665}, {'facility': 'F4', 'customer': 'H', 'cost': 855}, {'facility': 'F4', 'customer': 'I', 'cost': 579}, {'facility': 'F4', 'customer': 'J', 'cost': 604}, {'facility': 'F4', 'customer': 'K', 'cost': 926}, {'facility': 'F4', 'customer': 'L', 'cost': 675}, {'facility': 'F4', 'customer': 'M', 'cost': 670}, {'facility': 'F4', 'customer': 'N', 'cost': 576}, {'facility': 'F4', 'customer': 'O', 'cost': 139}, {'facility': 'F4', 'customer': 'P', 'cost': 448}, {'facility': 'F4', 'customer': 'Q', 'cost': 553}, {'facility': 'F4', 'customer': 'R', 'cost': 780}, {'facility': 'F4', 'customer': 'S', 'cost': 190}, {'facility': 'F4', 'customer': 'T', 'cost': 622}, {'facility': 'F5', 'customer': 'A', 'cost': 7}, {'facility': 'F5', 'customer': 'B', 'cost': 96}, {'facility': 'F5', 'customer': 'C', 'cost': 86}, {'facility': 'F5', 'customer': 'D', 'cost': 315}, {'facility': 'F5', 'customer': 'E', 'cost': 788}, {'facility': 'F5', 'customer': 'F', 'cost': 102}, {'facility': 'F5', 'customer': 'G', 'cost': 446}, {'facility': 'F5', 'customer': 'H', 'cost': 648}, {'facility': 'F5', 'customer': 'I', 'cost': 56}, {'facility': 'F5', 'customer': 'J', 'cost': 803}, {'facility': 'F5', 'customer': 'K', 'cost': 990}, {'facility': 'F5', 'customer': 'L', 'cost': 329}, {'facility': 'F5', 'customer': 'M', 'cost': 79}, {'facility': 'F5', 'customer': 'N', 'cost': 695}, {'facility': 'F5', 'customer': 'O', 'cost': 40}, {'facility': 'F5', 'customer': 'P', 'cost': 287}, {'facility': 'F5', 'customer': 'Q', 'cost': 655}, {'facility': 'F5', 'customer': 'R', 'cost': 649}, {'facility': 'F5', 'customer': 'S', 'cost': 23}, {'facility': 'F5', 'customer': 'T', 'cost': 14}, {'facility': 'F6', 'customer': 'A', 'cost': 263}, {'facility': 'F6', 'customer': 'B', 'cost': 538}, {'facility': 'F6', 'customer': 'C', 'cost': 416}, {'facility': 'F6', 'customer': 'D', 'cost': 770}, {'facility': 'F6', 'customer': 'E', 'cost': 870}, {'facility': 'F6', 'customer': 'F', 'cost': 436}, {'facility': 'F6', 'customer': 'G', 'cost': 804}, {'facility': 'F6', 'customer': 'H', 'cost': 632}, {'facility': 'F6', 'customer': 'I', 'cost': 723}, {'facility': 'F6', 'customer': 'J', 'cost': 915}, {'facility': 'F6', 'customer': 'K', 'cost': 171}, {'facility': 'F6', 'customer': 'L', 'cost': 181}, {'facility': 'F6', 'customer': 'M', 'cost': 484}, {'facility': 'F6', 'customer': 'N', 'cost': 660}, {'facility': 'F6', 'customer': 'O', 'cost': 94}, {'facility': 'F6', 'customer': 'P', 'cost': 382}, {'facility': 'F6', 'customer': 'Q', 'cost': 475}, {'facility': 'F6', 'customer': 'R', 'cost': 648}, {'facility': 'F6', 'customer': 'S', 'cost': 373}, {'facility': 'F6', 'customer': 'T', 'cost': 487}, {'facility': 'F7', 'customer': 'A', 'cost': 60}, {'facility': 'F7', 'customer': 'B', 'cost': 866}, {'facility': 'F7', 'customer': 'C', 'cost': 21}, {'facility': 'F7', 'customer': 'D', 'cost': 641}, {'facility': 'F7', 'customer': 'E', 'cost': 738}, {'facility': 'F7', 'customer': 'F', 'cost': 233}, {'facility': 'F7', 'customer': 'G', 'cost': 562}, {'facility': 'F7', 'customer': 'H', 'cost': 704}, {'facility': 'F7', 'customer': 'I', 'cost': 755}, {'facility': 'F7', 'customer': 'J', 'cost': 487}, {'facility': 'F7', 'customer': 'K', 'cost': 303}, {'facility': 'F7', 'customer': 'L', 'cost': 439}, {'facility': 'F7', 'customer': 'M', 'cost': 193}, {'facility': 'F7', 'customer': 'N', 'cost': 472}, {'facility': 'F7', 'customer': 'O', 'cost': 763}, {'facility': 'F7', 'customer': 'P', 'cost': 511}, {'facility': 'F7', 'customer': 'Q', 'cost': 865}, {'facility': 'F7', 'customer': 'R', 'cost': 586}, {'facility': 'F7', 'customer': 'S', 'cost': 406}, {'facility': 'F7', 'customer': 'T', 'cost': 755}, {'facility': 'F8', 'customer': 'A', 'cost': 238}, {'facility': 'F8', 'customer': 'B', 'cost': 955}, {'facility': 'F8', 'customer': 'C', 'cost': 21}, {'facility': 'F8', 'customer': 'D', 'cost': 406}, {'facility': 'F8', 'customer': 'E', 'cost': 210}, {'facility': 'F8', 'customer': 'F', 'cost': 385}, {'facility': 'F8', 'customer': 'G', 'cost': 19}, {'facility': 'F8', 'customer': 'H', 'cost': 484}, {'facility': 'F8', 'customer': 'I', 'cost': 262}, {'facility': 'F8', 'customer': 'J', 'cost': 724}, {'facility': 'F8', 'customer': 'K', 'cost': 521}, {'facility': 'F8', 'customer': 'L', 'cost': 74}, {'facility': 'F8', 'customer': 'M', 'cost': 998}, {'facility': 'F8', 'customer': 'N', 'cost': 748}, {'facility': 'F8', 'customer': 'O', 'cost': 56}, {'facility': 'F8', 'customer': 'P', 'cost': 527}, {'facility': 'F8', 'customer': 'Q', 'cost': 886}, {'facility': 'F8', 'customer': 'R', 'cost': 708}, {'facility': 'F8', 'customer': 'S', 'cost': 813}, {'facility': 'F8', 'customer': 'T', 'cost': 862}], 'objective': 6137.0}","{'selected': ['F1', 'F5'], 'assignments': ['F5', 'F5', 'F5', 'F1', 'F1', 'F5', 'F1', 'F5', 'F1', 'F1', 'F1', 'F1', 'F5', 'F1', 'F5', 'F1', 'F1', 'F1', 'F5', 'F5']}",24,markdown_table,names UFLP,UFLP,"Backstage it’s being decided which candidate info tables to put people at and how to route each festivalgoer to a single staffed table so the combined hit — staffing fees plus everyone’s walking burden — is as small as possible. To measure a plan, total the staffing costs for the tables that are opened and then add every visitor’s walk cost based on which table they’re sent to. No one can be left unassigned or sent to an unstaffed table, and any staffed table can serve any number of visitors. The specific details and numbers are listed below. # num_candidate_booths=7 # num_attendees=17 # BOOTHS booth_id,staffing_fee F1,1000 F2,1000 F3,1000 F4,1000 F5,1000 F6,1000 F7,1000 # ATTENDEES attendee_id 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 # WALKINGS booth_id,attendee_id,walking_cost F1,1,993 F1,2,990 F1,3,508 F1,4,292 F1,5,93 F1,6,309 F1,7,997 F1,8,808 F1,9,146 F1,10,441 F1,11,920 F1,12,793 F1,13,226 F1,14,813 F1,15,626 F1,16,959 F1,17,179 F2,1,707 F2,2,396 F2,3,685 F2,4,908 F2,5,595 F2,6,717 F2,7,13 F2,8,7 F2,9,733 F2,10,383 F2,11,7 F2,12,858 F2,13,935 F2,14,985 F2,15,840 F2,16,910 F2,17,558 F3,1,94 F3,2,61 F3,3,621 F3,4,109 F3,5,918 F3,6,559 F3,7,389 F3,8,841 F3,9,393 F3,10,307 F3,11,120 F3,12,54 F3,13,885 F3,14,675 F3,15,786 F3,16,999 F3,17,462 F4,1,400 F4,2,403 F4,3,192 F4,4,609 F4,5,166 F4,6,114 F4,7,618 F4,8,958 F4,9,866 F4,10,725 F4,11,891 F4,12,573 F4,13,947 F4,14,136 F4,15,777 F4,16,228 F4,17,661 F5,1,480 F5,2,130 F5,3,163 F5,4,219 F5,5,453 F5,6,632 F5,7,852 F5,8,341 F5,9,795 F5,10,163 F5,11,22 F5,12,518 F5,13,845 F5,14,389 F5,15,125 F5,16,852 F5,17,907 F6,1,359 F6,2,683 F6,3,630 F6,4,469 F6,5,852 F6,6,269 F6,7,437 F6,8,509 F6,9,514 F6,10,410 F6,11,481 F6,12,865 F6,13,635 F6,14,802 F6,15,859 F6,16,516 F6,17,973 F7,1,129 F7,2,586 F7,3,880 F7,4,110 F7,5,470 F7,6,30 F7,7,745 F7,8,437 F7,9,712 F7,10,905 F7,11,781 F7,12,875 F7,13,410 F7,14,179 F7,15,103 F7,16,283 F7,17,952 Quick heads-up: when you send back your plan, use this little JSON layout so I can read it reliably. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is where you list which info tables you're opening, and ""assignments"" is a list that, for each festivalgoer in the order they appear in the instance, says which opened table they get sent to. Think of it as a simple form: open these tables, and these people go to those tables. This JSON is just the expected shape — a sketch of how your answer should be formatted, not the actual choices. All identifiers in your actual answer must match the instance input exactly — do not rename them or invent new labels. For example: Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [1000, 1000, 1000, 1000, 1000, 1000, 1000], 'connection_costs': [[993, 990, 508, 292, 93, 309, 997, 808, 146, 441, 920, 793, 226, 813, 626, 959, 179], [707, 396, 685, 908, 595, 717, 13, 7, 733, 383, 7, 858, 935, 985, 840, 910, 558], [94, 61, 621, 109, 918, 559, 389, 841, 393, 307, 120, 54, 885, 675, 786, 999, 462], [400, 403, 192, 609, 166, 114, 618, 958, 866, 725, 891, 573, 947, 136, 777, 228, 661], [480, 130, 163, 219, 453, 632, 852, 341, 795, 163, 22, 518, 845, 389, 125, 852, 907], [359, 683, 630, 469, 852, 269, 437, 509, 514, 410, 481, 865, 635, 802, 859, 516, 973], [129, 586, 880, 110, 470, 30, 745, 437, 712, 905, 781, 875, 410, 179, 103, 283, 952]], 'objective': 6318.0}","{'open_facilities': [0, 2, 6], 'assignments': [2, 2, 0, 2, 0, 6, 2, 6, 0, 2, 2, 2, 0, 6, 6, 6, 0]}",6318.0,"{'problem_type': 'UFLP', 'num_facilities': 7, 'num_customers': 17, 'facilities': [{'id': 'F1', 'opening_cost': 1000}, {'id': 'F2', 'opening_cost': 1000}, {'id': 'F3', 'opening_cost': 1000}, {'id': 'F4', 'opening_cost': 1000}, {'id': 'F5', 'opening_cost': 1000}, {'id': 'F6', 'opening_cost': 1000}, {'id': 'F7', 'opening_cost': 1000}], 'customers': [{'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}], 'connection_costs': [{'facility': 'F1', 'customer': 1, 'cost': 993}, {'facility': 'F1', 'customer': 2, 'cost': 990}, {'facility': 'F1', 'customer': 3, 'cost': 508}, {'facility': 'F1', 'customer': 4, 'cost': 292}, {'facility': 'F1', 'customer': 5, 'cost': 93}, {'facility': 'F1', 'customer': 6, 'cost': 309}, {'facility': 'F1', 'customer': 7, 'cost': 997}, {'facility': 'F1', 'customer': 8, 'cost': 808}, {'facility': 'F1', 'customer': 9, 'cost': 146}, {'facility': 'F1', 'customer': 10, 'cost': 441}, {'facility': 'F1', 'customer': 11, 'cost': 920}, {'facility': 'F1', 'customer': 12, 'cost': 793}, {'facility': 'F1', 'customer': 13, 'cost': 226}, {'facility': 'F1', 'customer': 14, 'cost': 813}, {'facility': 'F1', 'customer': 15, 'cost': 626}, {'facility': 'F1', 'customer': 16, 'cost': 959}, {'facility': 'F1', 'customer': 17, 'cost': 179}, {'facility': 'F2', 'customer': 1, 'cost': 707}, {'facility': 'F2', 'customer': 2, 'cost': 396}, {'facility': 'F2', 'customer': 3, 'cost': 685}, {'facility': 'F2', 'customer': 4, 'cost': 908}, {'facility': 'F2', 'customer': 5, 'cost': 595}, {'facility': 'F2', 'customer': 6, 'cost': 717}, {'facility': 'F2', 'customer': 7, 'cost': 13}, {'facility': 'F2', 'customer': 8, 'cost': 7}, {'facility': 'F2', 'customer': 9, 'cost': 733}, {'facility': 'F2', 'customer': 10, 'cost': 383}, {'facility': 'F2', 'customer': 11, 'cost': 7}, {'facility': 'F2', 'customer': 12, 'cost': 858}, {'facility': 'F2', 'customer': 13, 'cost': 935}, {'facility': 'F2', 'customer': 14, 'cost': 985}, {'facility': 'F2', 'customer': 15, 'cost': 840}, {'facility': 'F2', 'customer': 16, 'cost': 910}, {'facility': 'F2', 'customer': 17, 'cost': 558}, {'facility': 'F3', 'customer': 1, 'cost': 94}, {'facility': 'F3', 'customer': 2, 'cost': 61}, {'facility': 'F3', 'customer': 3, 'cost': 621}, {'facility': 'F3', 'customer': 4, 'cost': 109}, {'facility': 'F3', 'customer': 5, 'cost': 918}, {'facility': 'F3', 'customer': 6, 'cost': 559}, {'facility': 'F3', 'customer': 7, 'cost': 389}, {'facility': 'F3', 'customer': 8, 'cost': 841}, {'facility': 'F3', 'customer': 9, 'cost': 393}, {'facility': 'F3', 'customer': 10, 'cost': 307}, {'facility': 'F3', 'customer': 11, 'cost': 120}, {'facility': 'F3', 'customer': 12, 'cost': 54}, {'facility': 'F3', 'customer': 13, 'cost': 885}, {'facility': 'F3', 'customer': 14, 'cost': 675}, {'facility': 'F3', 'customer': 15, 'cost': 786}, {'facility': 'F3', 'customer': 16, 'cost': 999}, {'facility': 'F3', 'customer': 17, 'cost': 462}, {'facility': 'F4', 'customer': 1, 'cost': 400}, {'facility': 'F4', 'customer': 2, 'cost': 403}, {'facility': 'F4', 'customer': 3, 'cost': 192}, {'facility': 'F4', 'customer': 4, 'cost': 609}, {'facility': 'F4', 'customer': 5, 'cost': 166}, {'facility': 'F4', 'customer': 6, 'cost': 114}, {'facility': 'F4', 'customer': 7, 'cost': 618}, {'facility': 'F4', 'customer': 8, 'cost': 958}, {'facility': 'F4', 'customer': 9, 'cost': 866}, {'facility': 'F4', 'customer': 10, 'cost': 725}, {'facility': 'F4', 'customer': 11, 'cost': 891}, {'facility': 'F4', 'customer': 12, 'cost': 573}, {'facility': 'F4', 'customer': 13, 'cost': 947}, {'facility': 'F4', 'customer': 14, 'cost': 136}, {'facility': 'F4', 'customer': 15, 'cost': 777}, {'facility': 'F4', 'customer': 16, 'cost': 228}, {'facility': 'F4', 'customer': 17, 'cost': 661}, {'facility': 'F5', 'customer': 1, 'cost': 480}, {'facility': 'F5', 'customer': 2, 'cost': 130}, {'facility': 'F5', 'customer': 3, 'cost': 163}, {'facility': 'F5', 'customer': 4, 'cost': 219}, {'facility': 'F5', 'customer': 5, 'cost': 453}, {'facility': 'F5', 'customer': 6, 'cost': 632}, {'facility': 'F5', 'customer': 7, 'cost': 852}, {'facility': 'F5', 'customer': 8, 'cost': 341}, {'facility': 'F5', 'customer': 9, 'cost': 795}, {'facility': 'F5', 'customer': 10, 'cost': 163}, {'facility': 'F5', 'customer': 11, 'cost': 22}, {'facility': 'F5', 'customer': 12, 'cost': 518}, {'facility': 'F5', 'customer': 13, 'cost': 845}, {'facility': 'F5', 'customer': 14, 'cost': 389}, {'facility': 'F5', 'customer': 15, 'cost': 125}, {'facility': 'F5', 'customer': 16, 'cost': 852}, {'facility': 'F5', 'customer': 17, 'cost': 907}, {'facility': 'F6', 'customer': 1, 'cost': 359}, {'facility': 'F6', 'customer': 2, 'cost': 683}, {'facility': 'F6', 'customer': 3, 'cost': 630}, {'facility': 'F6', 'customer': 4, 'cost': 469}, {'facility': 'F6', 'customer': 5, 'cost': 852}, {'facility': 'F6', 'customer': 6, 'cost': 269}, {'facility': 'F6', 'customer': 7, 'cost': 437}, {'facility': 'F6', 'customer': 8, 'cost': 509}, {'facility': 'F6', 'customer': 9, 'cost': 514}, {'facility': 'F6', 'customer': 10, 'cost': 410}, {'facility': 'F6', 'customer': 11, 'cost': 481}, {'facility': 'F6', 'customer': 12, 'cost': 865}, {'facility': 'F6', 'customer': 13, 'cost': 635}, {'facility': 'F6', 'customer': 14, 'cost': 802}, {'facility': 'F6', 'customer': 15, 'cost': 859}, {'facility': 'F6', 'customer': 16, 'cost': 516}, {'facility': 'F6', 'customer': 17, 'cost': 973}, {'facility': 'F7', 'customer': 1, 'cost': 129}, {'facility': 'F7', 'customer': 2, 'cost': 586}, {'facility': 'F7', 'customer': 3, 'cost': 880}, {'facility': 'F7', 'customer': 4, 'cost': 110}, {'facility': 'F7', 'customer': 5, 'cost': 470}, {'facility': 'F7', 'customer': 6, 'cost': 30}, {'facility': 'F7', 'customer': 7, 'cost': 745}, {'facility': 'F7', 'customer': 8, 'cost': 437}, {'facility': 'F7', 'customer': 9, 'cost': 712}, {'facility': 'F7', 'customer': 10, 'cost': 905}, {'facility': 'F7', 'customer': 11, 'cost': 781}, {'facility': 'F7', 'customer': 12, 'cost': 875}, {'facility': 'F7', 'customer': 13, 'cost': 410}, {'facility': 'F7', 'customer': 14, 'cost': 179}, {'facility': 'F7', 'customer': 15, 'cost': 103}, {'facility': 'F7', 'customer': 16, 'cost': 283}, {'facility': 'F7', 'customer': 17, 'cost': 952}], 'objective': 6318.0}","{'selected': ['F1', 'F3', 'F7'], 'assignments': ['F3', 'F3', 'F1', 'F3', 'F1', 'F7', 'F3', 'F7', 'F1', 'F3', 'F3', 'F3', 'F1', 'F7', 'F7', 'F7', 'F1']}",25,csv,1 UFLP,UFLP,"Someone running a neighborhood parcel service is weighing which depots to switch on and which depot should handle each delivery. Each depot has a startup cost and each delivery carries a cost depending on the chosen depot, so decisions are judged by the total spend: depot startup costs plus the sum of all delivery costs. Every single delivery needs to be tied to one opened depot and not more. The full list of depots, costs, and deliveries appears below. { ""num_depots"": 8, ""num_deliveries"": 17, ""depots"": [ { ""depot_id"": ""F1"", ""depot_startup_cost"": 2000 }, { ""depot_id"": ""F2"", ""depot_startup_cost"": 2000 }, { ""depot_id"": ""F3"", ""depot_startup_cost"": 2000 }, { ""depot_id"": ""F4"", ""depot_startup_cost"": 2000 }, { ""depot_id"": ""F5"", ""depot_startup_cost"": 2000 }, { ""depot_id"": ""F6"", ""depot_startup_cost"": 2000 }, { ""depot_id"": ""F7"", ""depot_startup_cost"": 2000 }, { ""depot_id"": ""F8"", ""depot_startup_cost"": 2000 } ], ""deliverys"": [ { ""depot_id"": ""F1"", ""delivery_id"": ""A"", ""delivery_cost"": 807 }, { ""depot_id"": ""F1"", ""delivery_id"": ""B"", ""delivery_cost"": 985 }, { ""depot_id"": ""F1"", ""delivery_id"": ""C"", ""delivery_cost"": 20 }, { ""depot_id"": ""F1"", ""delivery_id"": ""D"", ""delivery_cost"": 227 }, { ""depot_id"": ""F1"", ""delivery_id"": ""E"", ""delivery_cost"": 68 }, { ""depot_id"": ""F1"", ""delivery_id"": ""F"", ""delivery_cost"": 471 }, { ""depot_id"": ""F1"", ""delivery_id"": ""G"", ""delivery_cost"": 464 }, { ""depot_id"": ""F1"", ""delivery_id"": ""H"", ""delivery_cost"": 279 }, { ""depot_id"": ""F1"", ""delivery_id"": ""I"", ""delivery_cost"": 332 }, { ""depot_id"": ""F1"", ""delivery_id"": ""J"", ""delivery_cost"": 874 }, { ""depot_id"": ""F1"", ""delivery_id"": ""K"", ""delivery_cost"": 480 }, { ""depot_id"": ""F1"", ""delivery_id"": ""L"", ""delivery_cost"": 710 }, { ""depot_id"": ""F1"", ""delivery_id"": ""M"", ""delivery_cost"": 527 }, { ""depot_id"": ""F1"", ""delivery_id"": ""N"", ""delivery_cost"": 841 }, { ""depot_id"": ""F1"", ""delivery_id"": ""O"", ""delivery_cost"": 424 }, { ""depot_id"": ""F1"", ""delivery_id"": ""P"", ""delivery_cost"": 14 }, { ""depot_id"": ""F1"", ""delivery_id"": ""Q"", ""delivery_cost"": 543 }, { ""depot_id"": ""F2"", ""delivery_id"": ""A"", ""delivery_cost"": 872 }, { ""depot_id"": ""F2"", ""delivery_id"": ""B"", ""delivery_cost"": 435 }, { ""depot_id"": ""F2"", ""delivery_id"": ""C"", ""delivery_cost"": 724 }, { ""depot_id"": ""F2"", ""delivery_id"": ""D"", ""delivery_cost"": 389 }, { ""depot_id"": ""F2"", ""delivery_id"": ""E"", ""delivery_cost"": 10 }, { ""depot_id"": ""F2"", ""delivery_id"": ""F"", ""delivery_cost"": 693 }, { ""depot_id"": ""F2"", ""delivery_id"": ""G"", ""delivery_cost"": 834 }, { ""depot_id"": ""F2"", ""delivery_id"": ""H"", ""delivery_cost"": 487 }, { ""depot_id"": ""F2"", ""delivery_id"": ""I"", ""delivery_cost"": 37 }, { ""depot_id"": ""F2"", ""delivery_id"": ""J"", ""delivery_cost"": 336 }, { ""depot_id"": ""F2"", ""delivery_id"": ""K"", ""delivery_cost"": 66 }, { ""depot_id"": ""F2"", ""delivery_id"": ""L"", ""delivery_cost"": 754 }, { ""depot_id"": ""F2"", ""delivery_id"": ""M"", ""delivery_cost"": 470 }, { ""depot_id"": ""F2"", ""delivery_id"": ""N"", ""delivery_cost"": 714 }, { ""depot_id"": ""F2"", ""delivery_id"": ""O"", ""delivery_cost"": 731 }, { ""depot_id"": ""F2"", ""delivery_id"": ""P"", ""delivery_cost"": 940 }, { ""depot_id"": ""F2"", ""delivery_id"": ""Q"", ""delivery_cost"": 976 }, { ""depot_id"": ""F3"", ""delivery_id"": ""A"", ""delivery_cost"": 285 }, { ""depot_id"": ""F3"", ""delivery_id"": ""B"", ""delivery_cost"": 317 }, { ""depot_id"": ""F3"", ""delivery_id"": ""C"", ""delivery_cost"": 903 }, { ""depot_id"": ""F3"", ""delivery_id"": ""D"", ""delivery_cost"": 509 }, { ""depot_id"": ""F3"", ""delivery_id"": ""E"", ""delivery_cost"": 639 }, { ""depot_id"": ""F3"", ""delivery_id"": ""F"", ""delivery_cost"": 136 }, { ""depot_id"": ""F3"", ""delivery_id"": ""G"", ""delivery_cost"": 149 }, { ""depot_id"": ""F3"", ""delivery_id"": ""H"", ""delivery_cost"": 192 }, { ""depot_id"": ""F3"", ""delivery_id"": ""I"", ""delivery_cost"": 488 }, { ""depot_id"": ""F3"", ""delivery_id"": ""J"", ""delivery_cost"": 817 }, { ""depot_id"": ""F3"", ""delivery_id"": ""K"", ""delivery_cost"": 679 }, { ""depot_id"": ""F3"", ""delivery_id"": ""L"", ""delivery_cost"": 746 }, { ""depot_id"": ""F3"", ""delivery_id"": ""M"", ""delivery_cost"": 351 }, { ""depot_id"": ""F3"", ""delivery_id"": ""N"", ""delivery_cost"": 888 }, { ""depot_id"": ""F3"", ""delivery_id"": ""O"", ""delivery_cost"": 612 }, { ""depot_id"": ""F3"", ""delivery_id"": ""P"", ""delivery_cost"": 77 }, { ""depot_id"": ""F3"", ""delivery_id"": ""Q"", ""delivery_cost"": 116 }, { ""depot_id"": ""F4"", ""delivery_id"": ""A"", ""delivery_cost"": 575 }, { ""depot_id"": ""F4"", ""delivery_id"": ""B"", ""delivery_cost"": 968 }, { ""depot_id"": ""F4"", ""delivery_id"": ""C"", ""delivery_cost"": 689 }, { ""depot_id"": ""F4"", ""delivery_id"": ""D"", ""delivery_cost"": 209 }, { ""depot_id"": ""F4"", ""delivery_id"": ""E"", ""delivery_cost"": 661 }, { ""depot_id"": ""F4"", ""delivery_id"": ""F"", ""delivery_cost"": 241 }, { ""depot_id"": ""F4"", ""delivery_id"": ""G"", ""delivery_cost"": 1000 }, { ""depot_id"": ""F4"", ""delivery_id"": ""H"", ""delivery_cost"": 688 }, { ""depot_id"": ""F4"", ""delivery_id"": ""I"", ""delivery_cost"": 361 }, { ""depot_id"": ""F4"", ""delivery_id"": ""J"", ""delivery_cost"": 263 }, { ""depot_id"": ""F4"", ""delivery_id"": ""K"", ""delivery_cost"": 206 }, { ""depot_id"": ""F4"", ""delivery_id"": ""L"", ""delivery_cost"": 218 }, { ""depot_id"": ""F4"", ""delivery_id"": ""M"", ""delivery_cost"": 127 }, { ""depot_id"": ""F4"", ""delivery_id"": ""N"", ""delivery_cost"": 769 }, { ""depot_id"": ""F4"", ""delivery_id"": ""O"", ""delivery_cost"": 149 }, { ""depot_id"": ""F4"", ""delivery_id"": ""P"", ""delivery_cost"": 791 }, { ""depot_id"": ""F4"", ""delivery_id"": ""Q"", ""delivery_cost"": 207 }, { ""depot_id"": ""F5"", ""delivery_id"": ""A"", ""delivery_cost"": 682 }, { ""depot_id"": ""F5"", ""delivery_id"": ""B"", ""delivery_cost"": 391 }, { ""depot_id"": ""F5"", ""delivery_id"": ""C"", ""delivery_cost"": 35 }, { ""depot_id"": ""F5"", ""delivery_id"": ""D"", ""delivery_cost"": 630 }, { ""depot_id"": ""F5"", ""delivery_id"": ""E"", ""delivery_cost"": 752 }, { ""depot_id"": ""F5"", ""delivery_id"": ""F"", ""delivery_cost"": 455 }, { ""depot_id"": ""F5"", ""delivery_id"": ""G"", ""delivery_cost"": 767 }, { ""depot_id"": ""F5"", ""delivery_id"": ""H"", ""delivery_cost"": 352 }, { ""depot_id"": ""F5"", ""delivery_id"": ""I"", ""delivery_cost"": 942 }, { ""depot_id"": ""F5"", ""delivery_id"": ""J"", ""delivery_cost"": 533 }, { ""depot_id"": ""F5"", ""delivery_id"": ""K"", ""delivery_cost"": 428 }, { ""depot_id"": ""F5"", ""delivery_id"": ""L"", ""delivery_cost"": 789 }, { ""depot_id"": ""F5"", ""delivery_id"": ""M"", ""delivery_cost"": 366 }, { ""depot_id"": ""F5"", ""delivery_id"": ""N"", ""delivery_cost"": 799 }, { ""depot_id"": ""F5"", ""delivery_id"": ""O"", ""delivery_cost"": 561 }, { ""depot_id"": ""F5"", ""delivery_id"": ""P"", ""delivery_cost"": 833 }, { ""depot_id"": ""F5"", ""delivery_id"": ""Q"", ""delivery_cost"": 645 }, { ""depot_id"": ""F6"", ""delivery_id"": ""A"", ""delivery_cost"": 766 }, { ""depot_id"": ""F6"", ""delivery_id"": ""B"", ""delivery_cost"": 323 }, { ""depot_id"": ""F6"", ""delivery_id"": ""C"", ""delivery_cost"": 730 }, { ""depot_id"": ""F6"", ""delivery_id"": ""D"", ""delivery_cost"": 851 }, { ""depot_id"": ""F6"", ""delivery_id"": ""E"", ""delivery_cost"": 420 }, { ""depot_id"": ""F6"", ""delivery_id"": ""F"", ""delivery_cost"": 583 }, { ""depot_id"": ""F6"", ""delivery_id"": ""G"", ""delivery_cost"": 660 }, { ""depot_id"": ""F6"", ""delivery_id"": ""H"", ""delivery_cost"": 29 }, { ""depot_id"": ""F6"", ""delivery_id"": ""I"", ""delivery_cost"": 214 }, { ""depot_id"": ""F6"", ""delivery_id"": ""J"", ""delivery_cost"": 538 }, { ""depot_id"": ""F6"", ""delivery_id"": ""K"", ""delivery_cost"": 54 }, { ""depot_id"": ""F6"", ""delivery_id"": ""L"", ""delivery_cost"": 777 }, { ""depot_id"": ""F6"", ""delivery_id"": ""M"", ""delivery_cost"": 626 }, { ""depot_id"": ""F6"", ""delivery_id"": ""N"", ""delivery_cost"": 465 }, { ""depot_id"": ""F6"", ""delivery_id"": ""O"", ""delivery_cost"": 644 }, { ""depot_id"": ""F6"", ""delivery_id"": ""P"", ""delivery_cost"": 857 }, { ""depot_id"": ""F6"", ""delivery_id"": ""Q"", ""delivery_cost"": 244 }, { ""depot_id"": ""F7"", ""delivery_id"": ""A"", ""delivery_cost"": 924 }, { ""depot_id"": ""F7"", ""delivery_id"": ""B"", ""delivery_cost"": 475 }, { ""depot_id"": ""F7"", ""delivery_id"": ""C"", ""delivery_cost"": 536 }, { ""depot_id"": ""F7"", ""delivery_id"": ""D"", ""delivery_cost"": 289 }, { ""depot_id"": ""F7"", ""delivery_id"": ""E"", ""delivery_cost"": 844 }, { ""depot_id"": ""F7"", ""delivery_id"": ""F"", ""delivery_cost"": 75 }, { ""depot_id"": ""F7"", ""delivery_id"": ""G"", ""delivery_cost"": 697 }, { ""depot_id"": ""F7"", ""delivery_id"": ""H"", ""delivery_cost"": 393 }, { ""depot_id"": ""F7"", ""delivery_id"": ""I"", ""delivery_cost"": 62 }, { ""depot_id"": ""F7"", ""delivery_id"": ""J"", ""delivery_cost"": 506 }, { ""depot_id"": ""F7"", ""delivery_id"": ""K"", ""delivery_cost"": 181 }, { ""depot_id"": ""F7"", ""delivery_id"": ""L"", ""delivery_cost"": 245 }, { ""depot_id"": ""F7"", ""delivery_id"": ""M"", ""delivery_cost"": 347 }, { ""depot_id"": ""F7"", ""delivery_id"": ""N"", ""delivery_cost"": 466 }, { ""depot_id"": ""F7"", ""delivery_id"": ""O"", ""delivery_cost"": 752 }, { ""depot_id"": ""F7"", ""delivery_id"": ""P"", ""delivery_cost"": 808 }, { ""depot_id"": ""F7"", ""delivery_id"": ""Q"", ""delivery_cost"": 880 }, { ""depot_id"": ""F8"", ""delivery_id"": ""A"", ""delivery_cost"": 610 }, { ""depot_id"": ""F8"", ""delivery_id"": ""B"", ""delivery_cost"": 147 }, { ""depot_id"": ""F8"", ""delivery_id"": ""C"", ""delivery_cost"": 572 }, { ""depot_id"": ""F8"", ""delivery_id"": ""D"", ""delivery_cost"": 124 }, { ""depot_id"": ""F8"", ""delivery_id"": ""E"", ""delivery_cost"": 687 }, { ""depot_id"": ""F8"", ""delivery_id"": ""F"", ""delivery_cost"": 802 }, { ""depot_id"": ""F8"", ""delivery_id"": ""G"", ""delivery_cost"": 542 }, { ""depot_id"": ""F8"", ""delivery_id"": ""H"", ""delivery_cost"": 112 }, { ""depot_id"": ""F8"", ""delivery_id"": ""I"", ""delivery_cost"": 931 }, { ""depot_id"": ""F8"", ""delivery_id"": ""J"", ""delivery_cost"": 569 }, { ""depot_id"": ""F8"", ""delivery_id"": ""K"", ""delivery_cost"": 683 }, { ""depot_id"": ""F8"", ""delivery_id"": ""L"", ""delivery_cost"": 601 }, { ""depot_id"": ""F8"", ""delivery_id"": ""M"", ""delivery_cost"": 973 }, { ""depot_id"": ""F8"", ""delivery_id"": ""N"", ""delivery_cost"": 816 }, { ""depot_id"": ""F8"", ""delivery_id"": ""O"", ""delivery_cost"": 838 }, { ""depot_id"": ""F8"", ""delivery_id"": ""P"", ""delivery_cost"": 10 }, { ""depot_id"": ""F8"", ""delivery_id"": ""Q"", ""delivery_cost"": 348 } ] } You can just send back the choices in a tiny JSON snippet like this: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Think of ""selected"" as the list of depots you decide to switch on, and ""assignments"" as, for each delivery in order, which opened depot will handle it. Super casual sketch — not the final picks, just the shape I need. Please make sure you use the exact depot and delivery identifiers from the instance input — don't rename them or invent new labels. Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000], 'connection_costs': [[807, 985, 20, 227, 68, 471, 464, 279, 332, 874, 480, 710, 527, 841, 424, 14, 543], [872, 435, 724, 389, 10, 693, 834, 487, 37, 336, 66, 754, 470, 714, 731, 940, 976], [285, 317, 903, 509, 639, 136, 149, 192, 488, 817, 679, 746, 351, 888, 612, 77, 116], [575, 968, 689, 209, 661, 241, 1000, 688, 361, 263, 206, 218, 127, 769, 149, 791, 207], [682, 391, 35, 630, 752, 455, 767, 352, 942, 533, 428, 789, 366, 799, 561, 833, 645], [766, 323, 730, 851, 420, 583, 660, 29, 214, 538, 54, 777, 626, 465, 644, 857, 244], [924, 475, 536, 289, 844, 75, 697, 393, 62, 506, 181, 245, 347, 466, 752, 808, 880], [610, 147, 572, 124, 687, 802, 542, 112, 931, 569, 683, 601, 973, 816, 838, 10, 348]], 'objective': 8902.0}","{'open_facilities': [2, 3], 'assignments': [2, 2, 3, 3, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 2, 2]}",8902.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 17, 'facilities': [{'id': 'F1', 'opening_cost': 2000}, {'id': 'F2', 'opening_cost': 2000}, {'id': 'F3', 'opening_cost': 2000}, {'id': 'F4', 'opening_cost': 2000}, {'id': 'F5', 'opening_cost': 2000}, {'id': 'F6', 'opening_cost': 2000}, {'id': 'F7', 'opening_cost': 2000}, {'id': 'F8', 'opening_cost': 2000}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}, {'id': 'P'}, {'id': 'Q'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 807}, {'facility': 'F1', 'customer': 'B', 'cost': 985}, {'facility': 'F1', 'customer': 'C', 'cost': 20}, {'facility': 'F1', 'customer': 'D', 'cost': 227}, {'facility': 'F1', 'customer': 'E', 'cost': 68}, {'facility': 'F1', 'customer': 'F', 'cost': 471}, {'facility': 'F1', 'customer': 'G', 'cost': 464}, {'facility': 'F1', 'customer': 'H', 'cost': 279}, {'facility': 'F1', 'customer': 'I', 'cost': 332}, {'facility': 'F1', 'customer': 'J', 'cost': 874}, {'facility': 'F1', 'customer': 'K', 'cost': 480}, {'facility': 'F1', 'customer': 'L', 'cost': 710}, {'facility': 'F1', 'customer': 'M', 'cost': 527}, {'facility': 'F1', 'customer': 'N', 'cost': 841}, {'facility': 'F1', 'customer': 'O', 'cost': 424}, {'facility': 'F1', 'customer': 'P', 'cost': 14}, {'facility': 'F1', 'customer': 'Q', 'cost': 543}, {'facility': 'F2', 'customer': 'A', 'cost': 872}, {'facility': 'F2', 'customer': 'B', 'cost': 435}, {'facility': 'F2', 'customer': 'C', 'cost': 724}, {'facility': 'F2', 'customer': 'D', 'cost': 389}, {'facility': 'F2', 'customer': 'E', 'cost': 10}, {'facility': 'F2', 'customer': 'F', 'cost': 693}, {'facility': 'F2', 'customer': 'G', 'cost': 834}, {'facility': 'F2', 'customer': 'H', 'cost': 487}, {'facility': 'F2', 'customer': 'I', 'cost': 37}, {'facility': 'F2', 'customer': 'J', 'cost': 336}, {'facility': 'F2', 'customer': 'K', 'cost': 66}, {'facility': 'F2', 'customer': 'L', 'cost': 754}, {'facility': 'F2', 'customer': 'M', 'cost': 470}, {'facility': 'F2', 'customer': 'N', 'cost': 714}, {'facility': 'F2', 'customer': 'O', 'cost': 731}, {'facility': 'F2', 'customer': 'P', 'cost': 940}, {'facility': 'F2', 'customer': 'Q', 'cost': 976}, {'facility': 'F3', 'customer': 'A', 'cost': 285}, {'facility': 'F3', 'customer': 'B', 'cost': 317}, {'facility': 'F3', 'customer': 'C', 'cost': 903}, {'facility': 'F3', 'customer': 'D', 'cost': 509}, {'facility': 'F3', 'customer': 'E', 'cost': 639}, {'facility': 'F3', 'customer': 'F', 'cost': 136}, {'facility': 'F3', 'customer': 'G', 'cost': 149}, {'facility': 'F3', 'customer': 'H', 'cost': 192}, {'facility': 'F3', 'customer': 'I', 'cost': 488}, {'facility': 'F3', 'customer': 'J', 'cost': 817}, {'facility': 'F3', 'customer': 'K', 'cost': 679}, {'facility': 'F3', 'customer': 'L', 'cost': 746}, {'facility': 'F3', 'customer': 'M', 'cost': 351}, {'facility': 'F3', 'customer': 'N', 'cost': 888}, {'facility': 'F3', 'customer': 'O', 'cost': 612}, {'facility': 'F3', 'customer': 'P', 'cost': 77}, {'facility': 'F3', 'customer': 'Q', 'cost': 116}, {'facility': 'F4', 'customer': 'A', 'cost': 575}, {'facility': 'F4', 'customer': 'B', 'cost': 968}, {'facility': 'F4', 'customer': 'C', 'cost': 689}, {'facility': 'F4', 'customer': 'D', 'cost': 209}, {'facility': 'F4', 'customer': 'E', 'cost': 661}, {'facility': 'F4', 'customer': 'F', 'cost': 241}, {'facility': 'F4', 'customer': 'G', 'cost': 1000}, {'facility': 'F4', 'customer': 'H', 'cost': 688}, {'facility': 'F4', 'customer': 'I', 'cost': 361}, {'facility': 'F4', 'customer': 'J', 'cost': 263}, {'facility': 'F4', 'customer': 'K', 'cost': 206}, {'facility': 'F4', 'customer': 'L', 'cost': 218}, {'facility': 'F4', 'customer': 'M', 'cost': 127}, {'facility': 'F4', 'customer': 'N', 'cost': 769}, {'facility': 'F4', 'customer': 'O', 'cost': 149}, {'facility': 'F4', 'customer': 'P', 'cost': 791}, {'facility': 'F4', 'customer': 'Q', 'cost': 207}, {'facility': 'F5', 'customer': 'A', 'cost': 682}, {'facility': 'F5', 'customer': 'B', 'cost': 391}, {'facility': 'F5', 'customer': 'C', 'cost': 35}, {'facility': 'F5', 'customer': 'D', 'cost': 630}, {'facility': 'F5', 'customer': 'E', 'cost': 752}, {'facility': 'F5', 'customer': 'F', 'cost': 455}, {'facility': 'F5', 'customer': 'G', 'cost': 767}, {'facility': 'F5', 'customer': 'H', 'cost': 352}, {'facility': 'F5', 'customer': 'I', 'cost': 942}, {'facility': 'F5', 'customer': 'J', 'cost': 533}, {'facility': 'F5', 'customer': 'K', 'cost': 428}, {'facility': 'F5', 'customer': 'L', 'cost': 789}, {'facility': 'F5', 'customer': 'M', 'cost': 366}, {'facility': 'F5', 'customer': 'N', 'cost': 799}, {'facility': 'F5', 'customer': 'O', 'cost': 561}, {'facility': 'F5', 'customer': 'P', 'cost': 833}, {'facility': 'F5', 'customer': 'Q', 'cost': 645}, {'facility': 'F6', 'customer': 'A', 'cost': 766}, {'facility': 'F6', 'customer': 'B', 'cost': 323}, {'facility': 'F6', 'customer': 'C', 'cost': 730}, {'facility': 'F6', 'customer': 'D', 'cost': 851}, {'facility': 'F6', 'customer': 'E', 'cost': 420}, {'facility': 'F6', 'customer': 'F', 'cost': 583}, {'facility': 'F6', 'customer': 'G', 'cost': 660}, {'facility': 'F6', 'customer': 'H', 'cost': 29}, {'facility': 'F6', 'customer': 'I', 'cost': 214}, {'facility': 'F6', 'customer': 'J', 'cost': 538}, {'facility': 'F6', 'customer': 'K', 'cost': 54}, {'facility': 'F6', 'customer': 'L', 'cost': 777}, {'facility': 'F6', 'customer': 'M', 'cost': 626}, {'facility': 'F6', 'customer': 'N', 'cost': 465}, {'facility': 'F6', 'customer': 'O', 'cost': 644}, {'facility': 'F6', 'customer': 'P', 'cost': 857}, {'facility': 'F6', 'customer': 'Q', 'cost': 244}, {'facility': 'F7', 'customer': 'A', 'cost': 924}, {'facility': 'F7', 'customer': 'B', 'cost': 475}, {'facility': 'F7', 'customer': 'C', 'cost': 536}, {'facility': 'F7', 'customer': 'D', 'cost': 289}, {'facility': 'F7', 'customer': 'E', 'cost': 844}, {'facility': 'F7', 'customer': 'F', 'cost': 75}, {'facility': 'F7', 'customer': 'G', 'cost': 697}, {'facility': 'F7', 'customer': 'H', 'cost': 393}, {'facility': 'F7', 'customer': 'I', 'cost': 62}, {'facility': 'F7', 'customer': 'J', 'cost': 506}, {'facility': 'F7', 'customer': 'K', 'cost': 181}, {'facility': 'F7', 'customer': 'L', 'cost': 245}, {'facility': 'F7', 'customer': 'M', 'cost': 347}, {'facility': 'F7', 'customer': 'N', 'cost': 466}, {'facility': 'F7', 'customer': 'O', 'cost': 752}, {'facility': 'F7', 'customer': 'P', 'cost': 808}, {'facility': 'F7', 'customer': 'Q', 'cost': 880}, {'facility': 'F8', 'customer': 'A', 'cost': 610}, {'facility': 'F8', 'customer': 'B', 'cost': 147}, {'facility': 'F8', 'customer': 'C', 'cost': 572}, {'facility': 'F8', 'customer': 'D', 'cost': 124}, {'facility': 'F8', 'customer': 'E', 'cost': 687}, {'facility': 'F8', 'customer': 'F', 'cost': 802}, {'facility': 'F8', 'customer': 'G', 'cost': 542}, {'facility': 'F8', 'customer': 'H', 'cost': 112}, {'facility': 'F8', 'customer': 'I', 'cost': 931}, {'facility': 'F8', 'customer': 'J', 'cost': 569}, {'facility': 'F8', 'customer': 'K', 'cost': 683}, {'facility': 'F8', 'customer': 'L', 'cost': 601}, {'facility': 'F8', 'customer': 'M', 'cost': 973}, {'facility': 'F8', 'customer': 'N', 'cost': 816}, {'facility': 'F8', 'customer': 'O', 'cost': 838}, {'facility': 'F8', 'customer': 'P', 'cost': 10}, {'facility': 'F8', 'customer': 'Q', 'cost': 348}], 'objective': 8902.0}","{'selected': ['F3', 'F4'], 'assignments': ['F3', 'F3', 'F4', 'F4', 'F3', 'F3', 'F3', 'F3', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F3', 'F3']}",26,json,names UFLP,UFLP,"There’s a community project to roll out lending lockers for a local tool library so people can pick up items at convenient spots. The job is to pick which lockers to install and then attach every borrower to exactly one of the installed lockers — nobody should be missing or duplicated in the sign-up list. Effectiveness is judged by the sum of two things: the cost of installing the chosen lockers plus the sum of each borrower’s effort to fetch their tools; the lower that combined sum, the better the plan. The specific locker locations, installation costs, and borrower list will be shown below. { ""num_lockers"": 6, ""num_borrowers"": 15, ""lockers"": [ { ""locker_id"": ""F1"", ""installation_cost"": 2000 }, { ""locker_id"": ""F2"", ""installation_cost"": 2000 }, { ""locker_id"": ""F3"", ""installation_cost"": 2000 }, { ""locker_id"": ""F4"", ""installation_cost"": 2000 }, { ""locker_id"": ""F5"", ""installation_cost"": 2000 }, { ""locker_id"": ""F6"", ""installation_cost"": 2000 } ], ""borrowers"": [ { ""borrower_id"": ""A"" }, { ""borrower_id"": ""B"" }, { ""borrower_id"": ""C"" }, { ""borrower_id"": ""D"" }, { ""borrower_id"": ""E"" }, { ""borrower_id"": ""F"" }, { ""borrower_id"": ""G"" }, { ""borrower_id"": ""H"" }, { ""borrower_id"": ""I"" }, { ""borrower_id"": ""J"" }, { ""borrower_id"": ""K"" }, { ""borrower_id"": ""L"" }, { ""borrower_id"": ""M"" }, { ""borrower_id"": ""N"" }, { ""borrower_id"": ""O"" } ], ""retrieval_efforts"": [ { ""locker_id"": ""F1"", ""borrower_id"": ""A"", ""retrieval_effort"": 722 }, { ""locker_id"": ""F1"", ""borrower_id"": ""B"", ""retrieval_effort"": 744 }, { ""locker_id"": ""F1"", ""borrower_id"": ""C"", ""retrieval_effort"": 600 }, { ""locker_id"": ""F1"", ""borrower_id"": ""D"", ""retrieval_effort"": 701 }, { ""locker_id"": ""F1"", ""borrower_id"": ""E"", ""retrieval_effort"": 36 }, { ""locker_id"": ""F1"", ""borrower_id"": ""F"", ""retrieval_effort"": 201 }, { ""locker_id"": ""F1"", ""borrower_id"": ""G"", ""retrieval_effort"": 690 }, { ""locker_id"": ""F1"", ""borrower_id"": ""H"", ""retrieval_effort"": 618 }, { ""locker_id"": ""F1"", ""borrower_id"": ""I"", ""retrieval_effort"": 986 }, { ""locker_id"": ""F1"", ""borrower_id"": ""J"", ""retrieval_effort"": 365 }, { ""locker_id"": ""F1"", ""borrower_id"": ""K"", ""retrieval_effort"": 499 }, { ""locker_id"": ""F1"", ""borrower_id"": ""L"", ""retrieval_effort"": 525 }, { ""locker_id"": ""F1"", ""borrower_id"": ""M"", ""retrieval_effort"": 140 }, { ""locker_id"": ""F1"", ""borrower_id"": ""N"", ""retrieval_effort"": 207 }, { ""locker_id"": ""F1"", ""borrower_id"": ""O"", ""retrieval_effort"": 862 }, { ""locker_id"": ""F2"", ""borrower_id"": ""A"", ""retrieval_effort"": 839 }, { ""locker_id"": ""F2"", ""borrower_id"": ""B"", ""retrieval_effort"": 871 }, { ""locker_id"": ""F2"", ""borrower_id"": ""C"", ""retrieval_effort"": 189 }, { ""locker_id"": ""F2"", ""borrower_id"": ""D"", ""retrieval_effort"": 504 }, { ""locker_id"": ""F2"", ""borrower_id"": ""E"", ""retrieval_effort"": 566 }, { ""locker_id"": ""F2"", ""borrower_id"": ""F"", ""retrieval_effort"": 232 }, { ""locker_id"": ""F2"", ""borrower_id"": ""G"", ""retrieval_effort"": 740 }, { ""locker_id"": ""F2"", ""borrower_id"": ""H"", ""retrieval_effort"": 409 }, { ""locker_id"": ""F2"", ""borrower_id"": ""I"", ""retrieval_effort"": 278 }, { ""locker_id"": ""F2"", ""borrower_id"": ""J"", ""retrieval_effort"": 59 }, { ""locker_id"": ""F2"", ""borrower_id"": ""K"", ""retrieval_effort"": 326 }, { ""locker_id"": ""F2"", ""borrower_id"": ""L"", ""retrieval_effort"": 707 }, { ""locker_id"": ""F2"", ""borrower_id"": ""M"", ""retrieval_effort"": 2 }, { ""locker_id"": ""F2"", ""borrower_id"": ""N"", ""retrieval_effort"": 228 }, { ""locker_id"": ""F2"", ""borrower_id"": ""O"", ""retrieval_effort"": 610 }, { ""locker_id"": ""F3"", ""borrower_id"": ""A"", ""retrieval_effort"": 625 }, { ""locker_id"": ""F3"", ""borrower_id"": ""B"", ""retrieval_effort"": 127 }, { ""locker_id"": ""F3"", ""borrower_id"": ""C"", ""retrieval_effort"": 721 }, { ""locker_id"": ""F3"", ""borrower_id"": ""D"", ""retrieval_effort"": 300 }, { ""locker_id"": ""F3"", ""borrower_id"": ""E"", ""retrieval_effort"": 458 }, { ""locker_id"": ""F3"", ""borrower_id"": ""F"", ""retrieval_effort"": 328 }, { ""locker_id"": ""F3"", ""borrower_id"": ""G"", ""retrieval_effort"": 942 }, { ""locker_id"": ""F3"", ""borrower_id"": ""H"", ""retrieval_effort"": 138 }, { ""locker_id"": ""F3"", ""borrower_id"": ""I"", ""retrieval_effort"": 716 }, { ""locker_id"": ""F3"", ""borrower_id"": ""J"", ""retrieval_effort"": 602 }, { ""locker_id"": ""F3"", ""borrower_id"": ""K"", ""retrieval_effort"": 538 }, { ""locker_id"": ""F3"", ""borrower_id"": ""L"", ""retrieval_effort"": 372 }, { ""locker_id"": ""F3"", ""borrower_id"": ""M"", ""retrieval_effort"": 651 }, { ""locker_id"": ""F3"", ""borrower_id"": ""N"", ""retrieval_effort"": 622 }, { ""locker_id"": ""F3"", ""borrower_id"": ""O"", ""retrieval_effort"": 42 }, { ""locker_id"": ""F4"", ""borrower_id"": ""A"", ""retrieval_effort"": 781 }, { ""locker_id"": ""F4"", ""borrower_id"": ""B"", ""retrieval_effort"": 355 }, { ""locker_id"": ""F4"", ""borrower_id"": ""C"", ""retrieval_effort"": 936 }, { ""locker_id"": ""F4"", ""borrower_id"": ""D"", ""retrieval_effort"": 980 }, { ""locker_id"": ""F4"", ""borrower_id"": ""E"", ""retrieval_effort"": 959 }, { ""locker_id"": ""F4"", ""borrower_id"": ""F"", ""retrieval_effort"": 476 }, { ""locker_id"": ""F4"", ""borrower_id"": ""G"", ""retrieval_effort"": 788 }, { ""locker_id"": ""F4"", ""borrower_id"": ""H"", ""retrieval_effort"": 792 }, { ""locker_id"": ""F4"", ""borrower_id"": ""I"", ""retrieval_effort"": 806 }, { ""locker_id"": ""F4"", ""borrower_id"": ""J"", ""retrieval_effort"": 930 }, { ""locker_id"": ""F4"", ""borrower_id"": ""K"", ""retrieval_effort"": 699 }, { ""locker_id"": ""F4"", ""borrower_id"": ""L"", ""retrieval_effort"": 998 }, { ""locker_id"": ""F4"", ""borrower_id"": ""M"", ""retrieval_effort"": 762 }, { ""locker_id"": ""F4"", ""borrower_id"": ""N"", ""retrieval_effort"": 880 }, { ""locker_id"": ""F4"", ""borrower_id"": ""O"", ""retrieval_effort"": 295 }, { ""locker_id"": ""F5"", ""borrower_id"": ""A"", ""retrieval_effort"": 317 }, { ""locker_id"": ""F5"", ""borrower_id"": ""B"", ""retrieval_effort"": 646 }, { ""locker_id"": ""F5"", ""borrower_id"": ""C"", ""retrieval_effort"": 813 }, { ""locker_id"": ""F5"", ""borrower_id"": ""D"", ""retrieval_effort"": 607 }, { ""locker_id"": ""F5"", ""borrower_id"": ""E"", ""retrieval_effort"": 325 }, { ""locker_id"": ""F5"", ""borrower_id"": ""F"", ""retrieval_effort"": 428 }, { ""locker_id"": ""F5"", ""borrower_id"": ""G"", ""retrieval_effort"": 18 }, { ""locker_id"": ""F5"", ""borrower_id"": ""H"", ""retrieval_effort"": 157 }, { ""locker_id"": ""F5"", ""borrower_id"": ""I"", ""retrieval_effort"": 832 }, { ""locker_id"": ""F5"", ""borrower_id"": ""J"", ""retrieval_effort"": 20 }, { ""locker_id"": ""F5"", ""borrower_id"": ""K"", ""retrieval_effort"": 310 }, { ""locker_id"": ""F5"", ""borrower_id"": ""L"", ""retrieval_effort"": 214 }, { ""locker_id"": ""F5"", ""borrower_id"": ""M"", ""retrieval_effort"": 714 }, { ""locker_id"": ""F5"", ""borrower_id"": ""N"", ""retrieval_effort"": 312 }, { ""locker_id"": ""F5"", ""borrower_id"": ""O"", ""retrieval_effort"": 54 }, { ""locker_id"": ""F6"", ""borrower_id"": ""A"", ""retrieval_effort"": 767 }, { ""locker_id"": ""F6"", ""borrower_id"": ""B"", ""retrieval_effort"": 665 }, { ""locker_id"": ""F6"", ""borrower_id"": ""C"", ""retrieval_effort"": 225 }, { ""locker_id"": ""F6"", ""borrower_id"": ""D"", ""retrieval_effort"": 94 }, { ""locker_id"": ""F6"", ""borrower_id"": ""E"", ""retrieval_effort"": 806 }, { ""locker_id"": ""F6"", ""borrower_id"": ""F"", ""retrieval_effort"": 530 }, { ""locker_id"": ""F6"", ""borrower_id"": ""G"", ""retrieval_effort"": 290 }, { ""locker_id"": ""F6"", ""borrower_id"": ""H"", ""retrieval_effort"": 726 }, { ""locker_id"": ""F6"", ""borrower_id"": ""I"", ""retrieval_effort"": 989 }, { ""locker_id"": ""F6"", ""borrower_id"": ""J"", ""retrieval_effort"": 822 }, { ""locker_id"": ""F6"", ""borrower_id"": ""K"", ""retrieval_effort"": 525 }, { ""locker_id"": ""F6"", ""borrower_id"": ""L"", ""retrieval_effort"": 565 }, { ""locker_id"": ""F6"", ""borrower_id"": ""M"", ""retrieval_effort"": 850 }, { ""locker_id"": ""F6"", ""borrower_id"": ""N"", ""retrieval_effort"": 447 }, { ""locker_id"": ""F6"", ""borrower_id"": ""O"", ""retrieval_effort"": 187 } ] } I’ll send the plan back in a simple JSON layout so it’s easy to read and use. It will follow this shape: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is where I’ll list which locker sites we decide to install. ""assignments"" is a list, in borrower order, saying which opened site each borrower is attached to. Think of it as a short form — a sketch of the shape I’ll fill with the actual choices. Please make sure to use the exact identifiers from the instance input — do not rename them or invent new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [2000, 2000, 2000, 2000, 2000, 2000], 'connection_costs': [[722, 744, 600, 701, 36, 201, 690, 618, 986, 365, 499, 525, 140, 207, 862], [839, 871, 189, 504, 566, 232, 740, 409, 278, 59, 326, 707, 2, 228, 610], [625, 127, 721, 300, 458, 328, 942, 138, 716, 602, 538, 372, 651, 622, 42], [781, 355, 936, 980, 959, 476, 788, 792, 806, 930, 699, 998, 762, 880, 295], [317, 646, 813, 607, 325, 428, 18, 157, 832, 20, 310, 214, 714, 312, 54], [767, 665, 225, 94, 806, 530, 290, 726, 989, 822, 525, 565, 850, 447, 187]], 'objective': 7494.0}","{'open_facilities': [1, 4], 'assignments': [4, 4, 1, 1, 4, 1, 4, 4, 1, 4, 4, 4, 1, 1, 4]}",7494.0,"{'problem_type': 'UFLP', 'num_facilities': 6, 'num_customers': 15, 'facilities': [{'id': 'F1', 'opening_cost': 2000}, {'id': 'F2', 'opening_cost': 2000}, {'id': 'F3', 'opening_cost': 2000}, {'id': 'F4', 'opening_cost': 2000}, {'id': 'F5', 'opening_cost': 2000}, {'id': 'F6', 'opening_cost': 2000}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 722}, {'facility': 'F1', 'customer': 'B', 'cost': 744}, {'facility': 'F1', 'customer': 'C', 'cost': 600}, {'facility': 'F1', 'customer': 'D', 'cost': 701}, {'facility': 'F1', 'customer': 'E', 'cost': 36}, {'facility': 'F1', 'customer': 'F', 'cost': 201}, {'facility': 'F1', 'customer': 'G', 'cost': 690}, {'facility': 'F1', 'customer': 'H', 'cost': 618}, {'facility': 'F1', 'customer': 'I', 'cost': 986}, {'facility': 'F1', 'customer': 'J', 'cost': 365}, {'facility': 'F1', 'customer': 'K', 'cost': 499}, {'facility': 'F1', 'customer': 'L', 'cost': 525}, {'facility': 'F1', 'customer': 'M', 'cost': 140}, {'facility': 'F1', 'customer': 'N', 'cost': 207}, {'facility': 'F1', 'customer': 'O', 'cost': 862}, {'facility': 'F2', 'customer': 'A', 'cost': 839}, {'facility': 'F2', 'customer': 'B', 'cost': 871}, {'facility': 'F2', 'customer': 'C', 'cost': 189}, {'facility': 'F2', 'customer': 'D', 'cost': 504}, {'facility': 'F2', 'customer': 'E', 'cost': 566}, {'facility': 'F2', 'customer': 'F', 'cost': 232}, {'facility': 'F2', 'customer': 'G', 'cost': 740}, {'facility': 'F2', 'customer': 'H', 'cost': 409}, {'facility': 'F2', 'customer': 'I', 'cost': 278}, {'facility': 'F2', 'customer': 'J', 'cost': 59}, {'facility': 'F2', 'customer': 'K', 'cost': 326}, {'facility': 'F2', 'customer': 'L', 'cost': 707}, {'facility': 'F2', 'customer': 'M', 'cost': 2}, {'facility': 'F2', 'customer': 'N', 'cost': 228}, {'facility': 'F2', 'customer': 'O', 'cost': 610}, {'facility': 'F3', 'customer': 'A', 'cost': 625}, {'facility': 'F3', 'customer': 'B', 'cost': 127}, {'facility': 'F3', 'customer': 'C', 'cost': 721}, {'facility': 'F3', 'customer': 'D', 'cost': 300}, {'facility': 'F3', 'customer': 'E', 'cost': 458}, {'facility': 'F3', 'customer': 'F', 'cost': 328}, {'facility': 'F3', 'customer': 'G', 'cost': 942}, {'facility': 'F3', 'customer': 'H', 'cost': 138}, {'facility': 'F3', 'customer': 'I', 'cost': 716}, {'facility': 'F3', 'customer': 'J', 'cost': 602}, {'facility': 'F3', 'customer': 'K', 'cost': 538}, {'facility': 'F3', 'customer': 'L', 'cost': 372}, {'facility': 'F3', 'customer': 'M', 'cost': 651}, {'facility': 'F3', 'customer': 'N', 'cost': 622}, {'facility': 'F3', 'customer': 'O', 'cost': 42}, {'facility': 'F4', 'customer': 'A', 'cost': 781}, {'facility': 'F4', 'customer': 'B', 'cost': 355}, {'facility': 'F4', 'customer': 'C', 'cost': 936}, {'facility': 'F4', 'customer': 'D', 'cost': 980}, {'facility': 'F4', 'customer': 'E', 'cost': 959}, {'facility': 'F4', 'customer': 'F', 'cost': 476}, {'facility': 'F4', 'customer': 'G', 'cost': 788}, {'facility': 'F4', 'customer': 'H', 'cost': 792}, {'facility': 'F4', 'customer': 'I', 'cost': 806}, {'facility': 'F4', 'customer': 'J', 'cost': 930}, {'facility': 'F4', 'customer': 'K', 'cost': 699}, {'facility': 'F4', 'customer': 'L', 'cost': 998}, {'facility': 'F4', 'customer': 'M', 'cost': 762}, {'facility': 'F4', 'customer': 'N', 'cost': 880}, {'facility': 'F4', 'customer': 'O', 'cost': 295}, {'facility': 'F5', 'customer': 'A', 'cost': 317}, {'facility': 'F5', 'customer': 'B', 'cost': 646}, {'facility': 'F5', 'customer': 'C', 'cost': 813}, {'facility': 'F5', 'customer': 'D', 'cost': 607}, {'facility': 'F5', 'customer': 'E', 'cost': 325}, {'facility': 'F5', 'customer': 'F', 'cost': 428}, {'facility': 'F5', 'customer': 'G', 'cost': 18}, {'facility': 'F5', 'customer': 'H', 'cost': 157}, {'facility': 'F5', 'customer': 'I', 'cost': 832}, {'facility': 'F5', 'customer': 'J', 'cost': 20}, {'facility': 'F5', 'customer': 'K', 'cost': 310}, {'facility': 'F5', 'customer': 'L', 'cost': 214}, {'facility': 'F5', 'customer': 'M', 'cost': 714}, {'facility': 'F5', 'customer': 'N', 'cost': 312}, {'facility': 'F5', 'customer': 'O', 'cost': 54}, {'facility': 'F6', 'customer': 'A', 'cost': 767}, {'facility': 'F6', 'customer': 'B', 'cost': 665}, {'facility': 'F6', 'customer': 'C', 'cost': 225}, {'facility': 'F6', 'customer': 'D', 'cost': 94}, {'facility': 'F6', 'customer': 'E', 'cost': 806}, {'facility': 'F6', 'customer': 'F', 'cost': 530}, {'facility': 'F6', 'customer': 'G', 'cost': 290}, {'facility': 'F6', 'customer': 'H', 'cost': 726}, {'facility': 'F6', 'customer': 'I', 'cost': 989}, {'facility': 'F6', 'customer': 'J', 'cost': 822}, {'facility': 'F6', 'customer': 'K', 'cost': 525}, {'facility': 'F6', 'customer': 'L', 'cost': 565}, {'facility': 'F6', 'customer': 'M', 'cost': 850}, {'facility': 'F6', 'customer': 'N', 'cost': 447}, {'facility': 'F6', 'customer': 'O', 'cost': 187}], 'objective': 7494.0}","{'selected': ['F2', 'F5'], 'assignments': ['F5', 'F5', 'F2', 'F2', 'F5', 'F2', 'F5', 'F5', 'F2', 'F5', 'F5', 'F5', 'F2', 'F2', 'F5']}",27,json,names UFLP,UFLP,"Recently the county asked us to choose which vaccination sites to operate and to assign each resident to a single chosen site. The winning setup is the one with the smallest total cost — that total comes from the sum of the sites’ operating costs we use plus the travel cost for each resident to their assigned spot. Make sure everyone has one assigned site and no one is assigned twice; the concrete figures are shown below. { ""num_vaccination_sites"": 6, ""num_residents"": 16, ""sites"": [ { ""site_id"": ""F1"", ""operating_cost"": 2000 }, { ""site_id"": ""F2"", ""operating_cost"": 2000 }, { ""site_id"": ""F3"", ""operating_cost"": 2000 }, { ""site_id"": ""F4"", ""operating_cost"": 2000 }, { ""site_id"": ""F5"", ""operating_cost"": 2000 }, { ""site_id"": ""F6"", ""operating_cost"": 2000 } ], ""residents"": [ { ""resident_id"": 1 }, { ""resident_id"": 2 }, { ""resident_id"": 3 }, { ""resident_id"": 4 }, { ""resident_id"": 5 }, { ""resident_id"": 6 }, { ""resident_id"": 7 }, { ""resident_id"": 8 }, { ""resident_id"": 9 }, { ""resident_id"": 10 }, { ""resident_id"": 11 }, { ""resident_id"": 12 }, { ""resident_id"": 13 }, { ""resident_id"": 14 }, { ""resident_id"": 15 }, { ""resident_id"": 16 } ], ""travels"": [ { ""site_id"": ""F1"", ""resident_id"": 1, ""travel_cost"": 286 }, { ""site_id"": ""F1"", ""resident_id"": 2, ""travel_cost"": 765 }, { ""site_id"": ""F1"", ""resident_id"": 3, ""travel_cost"": 429 }, { ""site_id"": ""F1"", ""resident_id"": 4, ""travel_cost"": 190 }, { ""site_id"": ""F1"", ""resident_id"": 5, ""travel_cost"": 742 }, { ""site_id"": ""F1"", ""resident_id"": 6, ""travel_cost"": 648 }, { ""site_id"": ""F1"", ""resident_id"": 7, ""travel_cost"": 647 }, { ""site_id"": ""F1"", ""resident_id"": 8, ""travel_cost"": 806 }, { ""site_id"": ""F1"", ""resident_id"": 9, ""travel_cost"": 351 }, { ""site_id"": ""F1"", ""resident_id"": 10, ""travel_cost"": 610 }, { ""site_id"": ""F1"", ""resident_id"": 11, ""travel_cost"": 904 }, { ""site_id"": ""F1"", ""resident_id"": 12, ""travel_cost"": 805 }, { ""site_id"": ""F1"", ""resident_id"": 13, ""travel_cost"": 81 }, { ""site_id"": ""F1"", ""resident_id"": 14, ""travel_cost"": 662 }, { ""site_id"": ""F1"", ""resident_id"": 15, ""travel_cost"": 934 }, { ""site_id"": ""F1"", ""resident_id"": 16, ""travel_cost"": 398 }, { ""site_id"": ""F2"", ""resident_id"": 1, ""travel_cost"": 288 }, { ""site_id"": ""F2"", ""resident_id"": 2, ""travel_cost"": 446 }, { ""site_id"": ""F2"", ""resident_id"": 3, ""travel_cost"": 410 }, { ""site_id"": ""F2"", ""resident_id"": 4, ""travel_cost"": 213 }, { ""site_id"": ""F2"", ""resident_id"": 5, ""travel_cost"": 623 }, { ""site_id"": ""F2"", ""resident_id"": 6, ""travel_cost"": 362 }, { ""site_id"": ""F2"", ""resident_id"": 7, ""travel_cost"": 980 }, { ""site_id"": ""F2"", ""resident_id"": 8, ""travel_cost"": 97 }, { ""site_id"": ""F2"", ""resident_id"": 9, ""travel_cost"": 969 }, { ""site_id"": ""F2"", ""resident_id"": 10, ""travel_cost"": 603 }, { ""site_id"": ""F2"", ""resident_id"": 11, ""travel_cost"": 864 }, { ""site_id"": ""F2"", ""resident_id"": 12, ""travel_cost"": 967 }, { ""site_id"": ""F2"", ""resident_id"": 13, ""travel_cost"": 275 }, { ""site_id"": ""F2"", ""resident_id"": 14, ""travel_cost"": 711 }, { ""site_id"": ""F2"", ""resident_id"": 15, ""travel_cost"": 576 }, { ""site_id"": ""F2"", ""resident_id"": 16, ""travel_cost"": 920 }, { ""site_id"": ""F3"", ""resident_id"": 1, ""travel_cost"": 529 }, { ""site_id"": ""F3"", ""resident_id"": 2, ""travel_cost"": 690 }, { ""site_id"": ""F3"", ""resident_id"": 3, ""travel_cost"": 319 }, { ""site_id"": ""F3"", ""resident_id"": 4, ""travel_cost"": 281 }, { ""site_id"": ""F3"", ""resident_id"": 5, ""travel_cost"": 606 }, { ""site_id"": ""F3"", ""resident_id"": 6, ""travel_cost"": 82 }, { ""site_id"": ""F3"", ""resident_id"": 7, ""travel_cost"": 845 }, { ""site_id"": ""F3"", ""resident_id"": 8, ""travel_cost"": 253 }, { ""site_id"": ""F3"", ""resident_id"": 9, ""travel_cost"": 934 }, { ""site_id"": ""F3"", ""resident_id"": 10, ""travel_cost"": 874 }, { ""site_id"": ""F3"", ""resident_id"": 11, ""travel_cost"": 499 }, { ""site_id"": ""F3"", ""resident_id"": 12, ""travel_cost"": 477 }, { ""site_id"": ""F3"", ""resident_id"": 13, ""travel_cost"": 85 }, { ""site_id"": ""F3"", ""resident_id"": 14, ""travel_cost"": 177 }, { ""site_id"": ""F3"", ""resident_id"": 15, ""travel_cost"": 271 }, { ""site_id"": ""F3"", ""resident_id"": 16, ""travel_cost"": 751 }, { ""site_id"": ""F4"", ""resident_id"": 1, ""travel_cost"": 108 }, { ""site_id"": ""F4"", ""resident_id"": 2, ""travel_cost"": 341 }, { ""site_id"": ""F4"", ""resident_id"": 3, ""travel_cost"": 375 }, { ""site_id"": ""F4"", ""resident_id"": 4, ""travel_cost"": 38 }, { ""site_id"": ""F4"", ""resident_id"": 5, ""travel_cost"": 513 }, { ""site_id"": ""F4"", ""resident_id"": 6, ""travel_cost"": 554 }, { ""site_id"": ""F4"", ""resident_id"": 7, ""travel_cost"": 505 }, { ""site_id"": ""F4"", ""resident_id"": 8, ""travel_cost"": 498 }, { ""site_id"": ""F4"", ""resident_id"": 9, ""travel_cost"": 854 }, { ""site_id"": ""F4"", ""resident_id"": 10, ""travel_cost"": 816 }, { ""site_id"": ""F4"", ""resident_id"": 11, ""travel_cost"": 628 }, { ""site_id"": ""F4"", ""resident_id"": 12, ""travel_cost"": 864 }, { ""site_id"": ""F4"", ""resident_id"": 13, ""travel_cost"": 978 }, { ""site_id"": ""F4"", ""resident_id"": 14, ""travel_cost"": 718 }, { ""site_id"": ""F4"", ""resident_id"": 15, ""travel_cost"": 870 }, { ""site_id"": ""F4"", ""resident_id"": 16, ""travel_cost"": 620 }, { ""site_id"": ""F5"", ""resident_id"": 1, ""travel_cost"": 605 }, { ""site_id"": ""F5"", ""resident_id"": 2, ""travel_cost"": 491 }, { ""site_id"": ""F5"", ""resident_id"": 3, ""travel_cost"": 627 }, { ""site_id"": ""F5"", ""resident_id"": 4, ""travel_cost"": 208 }, { ""site_id"": ""F5"", ""resident_id"": 5, ""travel_cost"": 462 }, { ""site_id"": ""F5"", ""resident_id"": 6, ""travel_cost"": 218 }, { ""site_id"": ""F5"", ""resident_id"": 7, ""travel_cost"": 798 }, { ""site_id"": ""F5"", ""resident_id"": 8, ""travel_cost"": 396 }, { ""site_id"": ""F5"", ""resident_id"": 9, ""travel_cost"": 861 }, { ""site_id"": ""F5"", ""resident_id"": 10, ""travel_cost"": 7 }, { ""site_id"": ""F5"", ""resident_id"": 11, ""travel_cost"": 588 }, { ""site_id"": ""F5"", ""resident_id"": 12, ""travel_cost"": 947 }, { ""site_id"": ""F5"", ""resident_id"": 13, ""travel_cost"": 253 }, { ""site_id"": ""F5"", ""resident_id"": 14, ""travel_cost"": 774 }, { ""site_id"": ""F5"", ""resident_id"": 15, ""travel_cost"": 548 }, { ""site_id"": ""F5"", ""resident_id"": 16, ""travel_cost"": 701 }, { ""site_id"": ""F6"", ""resident_id"": 1, ""travel_cost"": 455 }, { ""site_id"": ""F6"", ""resident_id"": 2, ""travel_cost"": 471 }, { ""site_id"": ""F6"", ""resident_id"": 3, ""travel_cost"": 482 }, { ""site_id"": ""F6"", ""resident_id"": 4, ""travel_cost"": 995 }, { ""site_id"": ""F6"", ""resident_id"": 5, ""travel_cost"": 395 }, { ""site_id"": ""F6"", ""resident_id"": 6, ""travel_cost"": 465 }, { ""site_id"": ""F6"", ""resident_id"": 7, ""travel_cost"": 185 }, { ""site_id"": ""F6"", ""resident_id"": 8, ""travel_cost"": 780 }, { ""site_id"": ""F6"", ""resident_id"": 9, ""travel_cost"": 211 }, { ""site_id"": ""F6"", ""resident_id"": 10, ""travel_cost"": 644 }, { ""site_id"": ""F6"", ""resident_id"": 11, ""travel_cost"": 77 }, { ""site_id"": ""F6"", ""resident_id"": 12, ""travel_cost"": 607 }, { ""site_id"": ""F6"", ""resident_id"": 13, ""travel_cost"": 969 }, { ""site_id"": ""F6"", ""resident_id"": 14, ""travel_cost"": 61 }, { ""site_id"": ""F6"", ""resident_id"": 15, ""travel_cost"": 73 }, { ""site_id"": ""F6"", ""resident_id"": 16, ""travel_cost"": 279 } ] } Just send back your answer in this little JSON shape so I can read it programmatically — nothing fancy, just the keys below. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is where you list the vaccination sites you choose to operate. ""assignments"" is a list, in the same order as the residents in the instance, saying which chosen site each resident will go to. Think of it like filling out a simple form: which sites are open, and which site each person is assigned to. This JSON is just a sketch of the expected shape — please return the actual choices and assignments when you answer. All identifiers must be used exactly as they appear in the instance input — no renaming and no new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [2000, 2000, 2000, 2000, 2000, 2000], 'connection_costs': [[286, 765, 429, 190, 742, 648, 647, 806, 351, 610, 904, 805, 81, 662, 934, 398], [288, 446, 410, 213, 623, 362, 980, 97, 969, 603, 864, 967, 275, 711, 576, 920], [529, 690, 319, 281, 606, 82, 845, 253, 934, 874, 499, 477, 85, 177, 271, 751], [108, 341, 375, 38, 513, 554, 505, 498, 854, 816, 628, 864, 978, 718, 870, 620], [605, 491, 627, 208, 462, 218, 798, 396, 861, 7, 588, 947, 253, 774, 548, 701], [455, 471, 482, 995, 395, 465, 185, 780, 211, 644, 77, 607, 969, 61, 73, 279]], 'objective': 8348.0}","{'open_facilities': [2, 5], 'assignments': [5, 5, 2, 2, 5, 2, 5, 2, 5, 5, 5, 2, 2, 5, 5, 5]}",8348.0,"{'problem_type': 'UFLP', 'num_facilities': 6, 'num_customers': 16, 'facilities': [{'id': 'F1', 'opening_cost': 2000}, {'id': 'F2', 'opening_cost': 2000}, {'id': 'F3', 'opening_cost': 2000}, {'id': 'F4', 'opening_cost': 2000}, {'id': 'F5', 'opening_cost': 2000}, {'id': 'F6', 'opening_cost': 2000}], 'customers': [{'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}], 'connection_costs': [{'facility': 'F1', 'customer': 1, 'cost': 286}, {'facility': 'F1', 'customer': 2, 'cost': 765}, {'facility': 'F1', 'customer': 3, 'cost': 429}, {'facility': 'F1', 'customer': 4, 'cost': 190}, {'facility': 'F1', 'customer': 5, 'cost': 742}, {'facility': 'F1', 'customer': 6, 'cost': 648}, {'facility': 'F1', 'customer': 7, 'cost': 647}, {'facility': 'F1', 'customer': 8, 'cost': 806}, {'facility': 'F1', 'customer': 9, 'cost': 351}, {'facility': 'F1', 'customer': 10, 'cost': 610}, {'facility': 'F1', 'customer': 11, 'cost': 904}, {'facility': 'F1', 'customer': 12, 'cost': 805}, {'facility': 'F1', 'customer': 13, 'cost': 81}, {'facility': 'F1', 'customer': 14, 'cost': 662}, {'facility': 'F1', 'customer': 15, 'cost': 934}, {'facility': 'F1', 'customer': 16, 'cost': 398}, {'facility': 'F2', 'customer': 1, 'cost': 288}, {'facility': 'F2', 'customer': 2, 'cost': 446}, {'facility': 'F2', 'customer': 3, 'cost': 410}, {'facility': 'F2', 'customer': 4, 'cost': 213}, {'facility': 'F2', 'customer': 5, 'cost': 623}, {'facility': 'F2', 'customer': 6, 'cost': 362}, {'facility': 'F2', 'customer': 7, 'cost': 980}, {'facility': 'F2', 'customer': 8, 'cost': 97}, {'facility': 'F2', 'customer': 9, 'cost': 969}, {'facility': 'F2', 'customer': 10, 'cost': 603}, {'facility': 'F2', 'customer': 11, 'cost': 864}, {'facility': 'F2', 'customer': 12, 'cost': 967}, {'facility': 'F2', 'customer': 13, 'cost': 275}, {'facility': 'F2', 'customer': 14, 'cost': 711}, {'facility': 'F2', 'customer': 15, 'cost': 576}, {'facility': 'F2', 'customer': 16, 'cost': 920}, {'facility': 'F3', 'customer': 1, 'cost': 529}, {'facility': 'F3', 'customer': 2, 'cost': 690}, {'facility': 'F3', 'customer': 3, 'cost': 319}, {'facility': 'F3', 'customer': 4, 'cost': 281}, {'facility': 'F3', 'customer': 5, 'cost': 606}, {'facility': 'F3', 'customer': 6, 'cost': 82}, {'facility': 'F3', 'customer': 7, 'cost': 845}, {'facility': 'F3', 'customer': 8, 'cost': 253}, {'facility': 'F3', 'customer': 9, 'cost': 934}, {'facility': 'F3', 'customer': 10, 'cost': 874}, {'facility': 'F3', 'customer': 11, 'cost': 499}, {'facility': 'F3', 'customer': 12, 'cost': 477}, {'facility': 'F3', 'customer': 13, 'cost': 85}, {'facility': 'F3', 'customer': 14, 'cost': 177}, {'facility': 'F3', 'customer': 15, 'cost': 271}, {'facility': 'F3', 'customer': 16, 'cost': 751}, {'facility': 'F4', 'customer': 1, 'cost': 108}, {'facility': 'F4', 'customer': 2, 'cost': 341}, {'facility': 'F4', 'customer': 3, 'cost': 375}, {'facility': 'F4', 'customer': 4, 'cost': 38}, {'facility': 'F4', 'customer': 5, 'cost': 513}, {'facility': 'F4', 'customer': 6, 'cost': 554}, {'facility': 'F4', 'customer': 7, 'cost': 505}, {'facility': 'F4', 'customer': 8, 'cost': 498}, {'facility': 'F4', 'customer': 9, 'cost': 854}, {'facility': 'F4', 'customer': 10, 'cost': 816}, {'facility': 'F4', 'customer': 11, 'cost': 628}, {'facility': 'F4', 'customer': 12, 'cost': 864}, {'facility': 'F4', 'customer': 13, 'cost': 978}, {'facility': 'F4', 'customer': 14, 'cost': 718}, {'facility': 'F4', 'customer': 15, 'cost': 870}, {'facility': 'F4', 'customer': 16, 'cost': 620}, {'facility': 'F5', 'customer': 1, 'cost': 605}, {'facility': 'F5', 'customer': 2, 'cost': 491}, {'facility': 'F5', 'customer': 3, 'cost': 627}, {'facility': 'F5', 'customer': 4, 'cost': 208}, {'facility': 'F5', 'customer': 5, 'cost': 462}, {'facility': 'F5', 'customer': 6, 'cost': 218}, {'facility': 'F5', 'customer': 7, 'cost': 798}, {'facility': 'F5', 'customer': 8, 'cost': 396}, {'facility': 'F5', 'customer': 9, 'cost': 861}, {'facility': 'F5', 'customer': 10, 'cost': 7}, {'facility': 'F5', 'customer': 11, 'cost': 588}, {'facility': 'F5', 'customer': 12, 'cost': 947}, {'facility': 'F5', 'customer': 13, 'cost': 253}, {'facility': 'F5', 'customer': 14, 'cost': 774}, {'facility': 'F5', 'customer': 15, 'cost': 548}, {'facility': 'F5', 'customer': 16, 'cost': 701}, {'facility': 'F6', 'customer': 1, 'cost': 455}, {'facility': 'F6', 'customer': 2, 'cost': 471}, {'facility': 'F6', 'customer': 3, 'cost': 482}, {'facility': 'F6', 'customer': 4, 'cost': 995}, {'facility': 'F6', 'customer': 5, 'cost': 395}, {'facility': 'F6', 'customer': 6, 'cost': 465}, {'facility': 'F6', 'customer': 7, 'cost': 185}, {'facility': 'F6', 'customer': 8, 'cost': 780}, {'facility': 'F6', 'customer': 9, 'cost': 211}, {'facility': 'F6', 'customer': 10, 'cost': 644}, {'facility': 'F6', 'customer': 11, 'cost': 77}, {'facility': 'F6', 'customer': 12, 'cost': 607}, {'facility': 'F6', 'customer': 13, 'cost': 969}, {'facility': 'F6', 'customer': 14, 'cost': 61}, {'facility': 'F6', 'customer': 15, 'cost': 73}, {'facility': 'F6', 'customer': 16, 'cost': 279}], 'objective': 8348.0}","{'selected': ['F3', 'F6'], 'assignments': ['F6', 'F6', 'F3', 'F3', 'F6', 'F3', 'F6', 'F3', 'F6', 'F6', 'F6', 'F3', 'F3', 'F6', 'F6', 'F6']}",28,json,1 UFLP,UFLP,"I run a fleet of mobile pet groomers and have to pick which pop-up grooming tents to put up around town and then send every client to one of those tents. The trick is that each tent costs money to set up, and every client has a travel or pickup cost to get to the tent they use, so the better plan is the one that keeps the overall bill as low as possible — add up the setup fees for the tents that are put up plus the travel/pickup cost for every client. Each client has to be assigned to exactly one of the tents we actually set up (no one gets skipped and nobody goes to two places), and tents can handle as many pets as needed. The concrete details are shown below. # num_candidate_tents=8 # num_clients=19 # TENTS tent_id,tent_setup_cost F1,2000 F2,2000 F3,2000 F4,2000 F5,2000 F6,2000 F7,2000 F8,2000 # CLIENTS client_id 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 # CLIENT_TRAVELS tent_id,client_id,client_travel_cost F1,0,848 F1,1,323 F1,2,4 F1,3,631 F1,4,989 F1,5,863 F1,6,183 F1,7,468 F1,8,990 F1,9,618 F1,10,767 F1,11,60 F1,12,534 F1,13,522 F1,14,792 F1,15,292 F1,16,251 F1,17,243 F1,18,275 F2,0,988 F2,1,561 F2,2,317 F2,3,728 F2,4,584 F2,5,438 F2,6,423 F2,7,564 F2,8,369 F2,9,104 F2,10,139 F2,11,230 F2,12,396 F2,13,664 F2,14,470 F2,15,177 F2,16,63 F2,17,511 F2,18,43 F3,0,80 F3,1,124 F3,2,266 F3,3,508 F3,4,865 F3,5,86 F3,6,616 F3,7,201 F3,8,44 F3,9,310 F3,10,962 F3,11,769 F3,12,100 F3,13,662 F3,14,515 F3,15,935 F3,16,631 F3,17,468 F3,18,371 F4,0,926 F4,1,817 F4,2,798 F4,3,497 F4,4,151 F4,5,387 F4,6,356 F4,7,278 F4,8,894 F4,9,284 F4,10,967 F4,11,104 F4,12,201 F4,13,785 F4,14,484 F4,15,737 F4,16,144 F4,17,873 F4,18,844 F5,0,12 F5,1,696 F5,2,443 F5,3,812 F5,4,436 F5,5,278 F5,6,672 F5,7,517 F5,8,825 F5,9,514 F5,10,937 F5,11,217 F5,12,284 F5,13,613 F5,14,14 F5,15,278 F5,16,115 F5,17,737 F5,18,127 F6,0,564 F6,1,811 F6,2,950 F6,3,823 F6,4,200 F6,5,954 F6,6,537 F6,7,415 F6,8,224 F6,9,715 F6,10,54 F6,11,271 F6,12,195 F6,13,1 F6,14,751 F6,15,1 F6,16,976 F6,17,966 F6,18,481 F7,0,681 F7,1,194 F7,2,78 F7,3,68 F7,4,421 F7,5,677 F7,6,837 F7,7,618 F7,8,645 F7,9,158 F7,10,787 F7,11,57 F7,12,276 F7,13,34 F7,14,56 F7,15,244 F7,16,372 F7,17,891 F7,18,820 F8,0,53 F8,1,275 F8,2,433 F8,3,730 F8,4,415 F8,5,771 F8,6,88 F8,7,553 F8,8,442 F8,9,32 F8,10,235 F8,11,24 F8,12,449 F8,13,773 F8,14,498 F8,15,892 F8,16,343 F8,17,463 F8,18,762 Also, just so everything comes back to me in a predictable shape, please put the plan in this little JSON layout when you reply — just the same structure, nice and simple: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is where you list the tents you decide to set up. ""assignments"" is a client-by-client list (in the same order as the input) saying which opened tent each client will go to. Think of it like filling out a short form: which tents are up, and for every client which tent they use. This JSON is just a sketch of the expected shape — not the actual answer itself. Please make sure to use the exact identifiers from the instance input when you fill this in — don't rename them or invent new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000], 'connection_costs': [[848, 323, 4, 631, 989, 863, 183, 468, 990, 618, 767, 60, 534, 522, 792, 292, 251, 243, 275], [988, 561, 317, 728, 584, 438, 423, 564, 369, 104, 139, 230, 396, 664, 470, 177, 63, 511, 43], [80, 124, 266, 508, 865, 86, 616, 201, 44, 310, 962, 769, 100, 662, 515, 935, 631, 468, 371], [926, 817, 798, 497, 151, 387, 356, 278, 894, 284, 967, 104, 201, 785, 484, 737, 144, 873, 844], [12, 696, 443, 812, 436, 278, 672, 517, 825, 514, 937, 217, 284, 613, 14, 278, 115, 737, 127], [564, 811, 950, 823, 200, 954, 537, 415, 224, 715, 54, 271, 195, 1, 751, 1, 976, 966, 481], [681, 194, 78, 68, 421, 677, 837, 618, 645, 158, 787, 57, 276, 34, 56, 244, 372, 891, 820], [53, 275, 433, 730, 415, 771, 88, 553, 442, 32, 235, 24, 449, 773, 498, 892, 343, 463, 762]], 'objective': 8365.0}","{'open_facilities': [2, 6], 'assignments': [2, 2, 6, 6, 6, 2, 2, 2, 2, 6, 6, 6, 2, 6, 6, 6, 6, 2, 2]}",8365.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 19, 'facilities': [{'id': 'F1', 'opening_cost': 2000}, {'id': 'F2', 'opening_cost': 2000}, {'id': 'F3', 'opening_cost': 2000}, {'id': 'F4', 'opening_cost': 2000}, {'id': 'F5', 'opening_cost': 2000}, {'id': 'F6', 'opening_cost': 2000}, {'id': 'F7', 'opening_cost': 2000}, {'id': 'F8', 'opening_cost': 2000}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}, {'id': 18}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 848}, {'facility': 'F1', 'customer': 1, 'cost': 323}, {'facility': 'F1', 'customer': 2, 'cost': 4}, {'facility': 'F1', 'customer': 3, 'cost': 631}, {'facility': 'F1', 'customer': 4, 'cost': 989}, {'facility': 'F1', 'customer': 5, 'cost': 863}, {'facility': 'F1', 'customer': 6, 'cost': 183}, {'facility': 'F1', 'customer': 7, 'cost': 468}, {'facility': 'F1', 'customer': 8, 'cost': 990}, {'facility': 'F1', 'customer': 9, 'cost': 618}, {'facility': 'F1', 'customer': 10, 'cost': 767}, {'facility': 'F1', 'customer': 11, 'cost': 60}, {'facility': 'F1', 'customer': 12, 'cost': 534}, {'facility': 'F1', 'customer': 13, 'cost': 522}, {'facility': 'F1', 'customer': 14, 'cost': 792}, {'facility': 'F1', 'customer': 15, 'cost': 292}, {'facility': 'F1', 'customer': 16, 'cost': 251}, {'facility': 'F1', 'customer': 17, 'cost': 243}, {'facility': 'F1', 'customer': 18, 'cost': 275}, {'facility': 'F2', 'customer': 0, 'cost': 988}, {'facility': 'F2', 'customer': 1, 'cost': 561}, {'facility': 'F2', 'customer': 2, 'cost': 317}, {'facility': 'F2', 'customer': 3, 'cost': 728}, {'facility': 'F2', 'customer': 4, 'cost': 584}, {'facility': 'F2', 'customer': 5, 'cost': 438}, {'facility': 'F2', 'customer': 6, 'cost': 423}, {'facility': 'F2', 'customer': 7, 'cost': 564}, {'facility': 'F2', 'customer': 8, 'cost': 369}, {'facility': 'F2', 'customer': 9, 'cost': 104}, {'facility': 'F2', 'customer': 10, 'cost': 139}, {'facility': 'F2', 'customer': 11, 'cost': 230}, {'facility': 'F2', 'customer': 12, 'cost': 396}, {'facility': 'F2', 'customer': 13, 'cost': 664}, {'facility': 'F2', 'customer': 14, 'cost': 470}, {'facility': 'F2', 'customer': 15, 'cost': 177}, {'facility': 'F2', 'customer': 16, 'cost': 63}, {'facility': 'F2', 'customer': 17, 'cost': 511}, {'facility': 'F2', 'customer': 18, 'cost': 43}, {'facility': 'F3', 'customer': 0, 'cost': 80}, {'facility': 'F3', 'customer': 1, 'cost': 124}, {'facility': 'F3', 'customer': 2, 'cost': 266}, {'facility': 'F3', 'customer': 3, 'cost': 508}, {'facility': 'F3', 'customer': 4, 'cost': 865}, {'facility': 'F3', 'customer': 5, 'cost': 86}, {'facility': 'F3', 'customer': 6, 'cost': 616}, {'facility': 'F3', 'customer': 7, 'cost': 201}, {'facility': 'F3', 'customer': 8, 'cost': 44}, {'facility': 'F3', 'customer': 9, 'cost': 310}, {'facility': 'F3', 'customer': 10, 'cost': 962}, {'facility': 'F3', 'customer': 11, 'cost': 769}, {'facility': 'F3', 'customer': 12, 'cost': 100}, {'facility': 'F3', 'customer': 13, 'cost': 662}, {'facility': 'F3', 'customer': 14, 'cost': 515}, {'facility': 'F3', 'customer': 15, 'cost': 935}, {'facility': 'F3', 'customer': 16, 'cost': 631}, {'facility': 'F3', 'customer': 17, 'cost': 468}, {'facility': 'F3', 'customer': 18, 'cost': 371}, {'facility': 'F4', 'customer': 0, 'cost': 926}, {'facility': 'F4', 'customer': 1, 'cost': 817}, {'facility': 'F4', 'customer': 2, 'cost': 798}, {'facility': 'F4', 'customer': 3, 'cost': 497}, {'facility': 'F4', 'customer': 4, 'cost': 151}, {'facility': 'F4', 'customer': 5, 'cost': 387}, {'facility': 'F4', 'customer': 6, 'cost': 356}, {'facility': 'F4', 'customer': 7, 'cost': 278}, {'facility': 'F4', 'customer': 8, 'cost': 894}, {'facility': 'F4', 'customer': 9, 'cost': 284}, {'facility': 'F4', 'customer': 10, 'cost': 967}, {'facility': 'F4', 'customer': 11, 'cost': 104}, {'facility': 'F4', 'customer': 12, 'cost': 201}, {'facility': 'F4', 'customer': 13, 'cost': 785}, {'facility': 'F4', 'customer': 14, 'cost': 484}, {'facility': 'F4', 'customer': 15, 'cost': 737}, {'facility': 'F4', 'customer': 16, 'cost': 144}, {'facility': 'F4', 'customer': 17, 'cost': 873}, {'facility': 'F4', 'customer': 18, 'cost': 844}, {'facility': 'F5', 'customer': 0, 'cost': 12}, {'facility': 'F5', 'customer': 1, 'cost': 696}, {'facility': 'F5', 'customer': 2, 'cost': 443}, {'facility': 'F5', 'customer': 3, 'cost': 812}, {'facility': 'F5', 'customer': 4, 'cost': 436}, {'facility': 'F5', 'customer': 5, 'cost': 278}, {'facility': 'F5', 'customer': 6, 'cost': 672}, {'facility': 'F5', 'customer': 7, 'cost': 517}, {'facility': 'F5', 'customer': 8, 'cost': 825}, {'facility': 'F5', 'customer': 9, 'cost': 514}, {'facility': 'F5', 'customer': 10, 'cost': 937}, {'facility': 'F5', 'customer': 11, 'cost': 217}, {'facility': 'F5', 'customer': 12, 'cost': 284}, {'facility': 'F5', 'customer': 13, 'cost': 613}, {'facility': 'F5', 'customer': 14, 'cost': 14}, {'facility': 'F5', 'customer': 15, 'cost': 278}, {'facility': 'F5', 'customer': 16, 'cost': 115}, {'facility': 'F5', 'customer': 17, 'cost': 737}, {'facility': 'F5', 'customer': 18, 'cost': 127}, {'facility': 'F6', 'customer': 0, 'cost': 564}, {'facility': 'F6', 'customer': 1, 'cost': 811}, {'facility': 'F6', 'customer': 2, 'cost': 950}, {'facility': 'F6', 'customer': 3, 'cost': 823}, {'facility': 'F6', 'customer': 4, 'cost': 200}, {'facility': 'F6', 'customer': 5, 'cost': 954}, {'facility': 'F6', 'customer': 6, 'cost': 537}, {'facility': 'F6', 'customer': 7, 'cost': 415}, {'facility': 'F6', 'customer': 8, 'cost': 224}, {'facility': 'F6', 'customer': 9, 'cost': 715}, {'facility': 'F6', 'customer': 10, 'cost': 54}, {'facility': 'F6', 'customer': 11, 'cost': 271}, {'facility': 'F6', 'customer': 12, 'cost': 195}, {'facility': 'F6', 'customer': 13, 'cost': 1}, {'facility': 'F6', 'customer': 14, 'cost': 751}, {'facility': 'F6', 'customer': 15, 'cost': 1}, {'facility': 'F6', 'customer': 16, 'cost': 976}, {'facility': 'F6', 'customer': 17, 'cost': 966}, {'facility': 'F6', 'customer': 18, 'cost': 481}, {'facility': 'F7', 'customer': 0, 'cost': 681}, {'facility': 'F7', 'customer': 1, 'cost': 194}, {'facility': 'F7', 'customer': 2, 'cost': 78}, {'facility': 'F7', 'customer': 3, 'cost': 68}, {'facility': 'F7', 'customer': 4, 'cost': 421}, {'facility': 'F7', 'customer': 5, 'cost': 677}, {'facility': 'F7', 'customer': 6, 'cost': 837}, {'facility': 'F7', 'customer': 7, 'cost': 618}, {'facility': 'F7', 'customer': 8, 'cost': 645}, {'facility': 'F7', 'customer': 9, 'cost': 158}, {'facility': 'F7', 'customer': 10, 'cost': 787}, {'facility': 'F7', 'customer': 11, 'cost': 57}, {'facility': 'F7', 'customer': 12, 'cost': 276}, {'facility': 'F7', 'customer': 13, 'cost': 34}, {'facility': 'F7', 'customer': 14, 'cost': 56}, {'facility': 'F7', 'customer': 15, 'cost': 244}, {'facility': 'F7', 'customer': 16, 'cost': 372}, {'facility': 'F7', 'customer': 17, 'cost': 891}, {'facility': 'F7', 'customer': 18, 'cost': 820}, {'facility': 'F8', 'customer': 0, 'cost': 53}, {'facility': 'F8', 'customer': 1, 'cost': 275}, {'facility': 'F8', 'customer': 2, 'cost': 433}, {'facility': 'F8', 'customer': 3, 'cost': 730}, {'facility': 'F8', 'customer': 4, 'cost': 415}, {'facility': 'F8', 'customer': 5, 'cost': 771}, {'facility': 'F8', 'customer': 6, 'cost': 88}, {'facility': 'F8', 'customer': 7, 'cost': 553}, {'facility': 'F8', 'customer': 8, 'cost': 442}, {'facility': 'F8', 'customer': 9, 'cost': 32}, {'facility': 'F8', 'customer': 10, 'cost': 235}, {'facility': 'F8', 'customer': 11, 'cost': 24}, {'facility': 'F8', 'customer': 12, 'cost': 449}, {'facility': 'F8', 'customer': 13, 'cost': 773}, {'facility': 'F8', 'customer': 14, 'cost': 498}, {'facility': 'F8', 'customer': 15, 'cost': 892}, {'facility': 'F8', 'customer': 16, 'cost': 343}, {'facility': 'F8', 'customer': 17, 'cost': 463}, {'facility': 'F8', 'customer': 18, 'cost': 762}], 'objective': 8365.0}","{'selected': ['F3', 'F7'], 'assignments': ['F3', 'F3', 'F7', 'F7', 'F7', 'F3', 'F3', 'F3', 'F3', 'F7', 'F7', 'F7', 'F3', 'F7', 'F7', 'F7', 'F7', 'F3', 'F3']}",29,csv,0 UFLP,UFLP,"I’m looking after the city’s waste dropoff network and need to choose which pickup sites to keep open and which to close. Each site kept costs money to maintain, and every household has some effort or travel distance to get to whichever site they use. A good plan is simply one that costs less overall: add up the upkeep costs for the sites that stay open plus the travel burden for every household to its assigned site, and keep that total as small as possible. Every household has to be assigned to exactly one of the sites that are kept open — nobody can be left without a dropoff or sent to a closed one. The exact list of sites, their maintenance fees, and household travel numbers are shown below. There are 9 dropoff sites and 20 households in this instance. **Dropoff Sites** | dropoff_site_id | site_maintenance_cost | |---|---| | F1 | 3128 | | F2 | 3881 | | F3 | 7348 | | F4 | 9202 | | F5 | 7407 | | F6 | 1043 | | F7 | 7632 | | F8 | 1199 | | F9 | 2240 | **Households** | household_id | |---| | 0 | | 1 | | 2 | | 3 | | 4 | | 5 | | 6 | | 7 | | 8 | | 9 | | 10 | | 11 | | 12 | | 13 | | 14 | | 15 | | 16 | | 17 | | 18 | | 19 | **Household Travel Cost** | dropoff_site_id | household_id | household_travel_cost | |---|---|---| | F1 | 0 | 870 | | F1 | 1 | 203 | | F1 | 2 | 691 | | F1 | 3 | 322 | | F1 | 4 | 930 | | F1 | 5 | 515 | | F1 | 6 | 228 | | F1 | 7 | 455 | | F1 | 8 | 252 | | F1 | 9 | 660 | | F1 | 10 | 752 | | F1 | 11 | 834 | | F1 | 12 | 859 | | F1 | 13 | 559 | | F1 | 14 | 982 | | F1 | 15 | 33 | | F1 | 16 | 438 | | F1 | 17 | 694 | | F1 | 18 | 157 | | F1 | 19 | 511 | | F2 | 0 | 55 | | F2 | 1 | 364 | | F2 | 2 | 197 | | F2 | 3 | 635 | | F2 | 4 | 360 | | F2 | 5 | 363 | | F2 | 6 | 261 | | F2 | 7 | 81 | | F2 | 8 | 361 | | F2 | 9 | 957 | | F2 | 10 | 527 | | F2 | 11 | 236 | | F2 | 12 | 422 | | F2 | 13 | 744 | | F2 | 14 | 288 | | F2 | 15 | 179 | | F2 | 16 | 501 | | F2 | 17 | 717 | | F2 | 18 | 682 | | F2 | 19 | 267 | | F3 | 0 | 614 | | F3 | 1 | 388 | | F3 | 2 | 313 | | F3 | 3 | 362 | | F3 | 4 | 980 | | F3 | 5 | 747 | | F3 | 6 | 351 | | F3 | 7 | 48 | | F3 | 8 | 505 | | F3 | 9 | 596 | | F3 | 10 | 397 | | F3 | 11 | 839 | | F3 | 12 | 935 | | F3 | 13 | 675 | | F3 | 14 | 59 | | F3 | 15 | 302 | | F3 | 16 | 681 | | F3 | 17 | 242 | | F3 | 18 | 368 | | F3 | 19 | 169 | | F4 | 0 | 294 | | F4 | 1 | 706 | | F4 | 2 | 22 | | F4 | 3 | 941 | | F4 | 4 | 549 | | F4 | 5 | 961 | | F4 | 6 | 461 | | F4 | 7 | 532 | | F4 | 8 | 718 | | F4 | 9 | 428 | | F4 | 10 | 27 | | F4 | 11 | 530 | | F4 | 12 | 802 | | F4 | 13 | 874 | | F4 | 14 | 654 | | F4 | 15 | 40 | | F4 | 16 | 42 | | F4 | 17 | 647 | | F4 | 18 | 719 | | F4 | 19 | 926 | | F5 | 0 | 705 | | F5 | 1 | 771 | | F5 | 2 | 854 | | F5 | 3 | 539 | | F5 | 4 | 8 | | F5 | 5 | 730 | | F5 | 6 | 78 | | F5 | 7 | 993 | | F5 | 8 | 954 | | F5 | 9 | 448 | | F5 | 10 | 560 | | F5 | 11 | 995 | | F5 | 12 | 989 | | F5 | 13 | 280 | | F5 | 14 | 977 | | F5 | 15 | 85 | | F5 | 16 | 892 | | F5 | 17 | 419 | | F5 | 18 | 101 | | F5 | 19 | 94 | | F6 | 0 | 745 | | F6 | 1 | 780 | | F6 | 2 | 708 | | F6 | 3 | 130 | | F6 | 4 | 176 | | F6 | 5 | 595 | | F6 | 6 | 277 | | F6 | 7 | 706 | | F6 | 8 | 567 | | F6 | 9 | 458 | | F6 | 10 | 52 | | F6 | 11 | 898 | | F6 | 12 | 279 | | F6 | 13 | 865 | | F6 | 14 | 290 | | F6 | 15 | 608 | | F6 | 16 | 371 | | F6 | 17 | 449 | | F6 | 18 | 543 | | F6 | 19 | 370 | | F7 | 0 | 380 | | F7 | 1 | 606 | | F7 | 2 | 496 | | F7 | 3 | 925 | | F7 | 4 | 863 | | F7 | 5 | 229 | | F7 | 6 | 462 | | F7 | 7 | 162 | | F7 | 8 | 186 | | F7 | 9 | 308 | | F7 | 10 | 206 | | F7 | 11 | 319 | | F7 | 12 | 648 | | F7 | 13 | 806 | | F7 | 14 | 65 | | F7 | 15 | 720 | | F7 | 16 | 764 | | F7 | 17 | 828 | | F7 | 18 | 632 | | F7 | 19 | 561 | | F8 | 0 | 271 | | F8 | 1 | 957 | | F8 | 2 | 714 | | F8 | 3 | 639 | | F8 | 4 | 175 | | F8 | 5 | 350 | | F8 | 6 | 691 | | F8 | 7 | 640 | | F8 | 8 | 377 | | F8 | 9 | 476 | | F8 | 10 | 383 | | F8 | 11 | 43 | | F8 | 12 | 636 | | F8 | 13 | 704 | | F8 | 14 | 155 | | F8 | 15 | 165 | | F8 | 16 | 881 | | F8 | 17 | 883 | | F8 | 18 | 172 | | F8 | 19 | 450 | | F9 | 0 | 165 | | F9 | 1 | 398 | | F9 | 2 | 32 | | F9 | 3 | 757 | | F9 | 4 | 887 | | F9 | 5 | 101 | | F9 | 6 | 944 | | F9 | 7 | 610 | | F9 | 8 | 20 | | F9 | 9 | 332 | | F9 | 10 | 906 | | F9 | 11 | 790 | | F9 | 12 | 217 | | F9 | 13 | 390 | | F9 | 14 | 239 | | F9 | 15 | 913 | | F9 | 16 | 513 | | F9 | 17 | 599 | | F9 | 18 | 120 | | F9 | 19 | 749 | I’ll show the shape I want the answer in so it’s easy to read and plug into whatever tool you’re using. Keep the layout exactly like this: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is the list of pickup sites you’ll keep open. ""assignments"" lists, for each household in the same order as the input, which open site that household uses. This is just a sketch of the expected shape — not the real solution. Please make sure all identifiers come straight from the instance and are not changed or invented. No renaming or new labels — use them exactly as given. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [3128, 3881, 7348, 9202, 7407, 1043, 7632, 1199, 2240], 'connection_costs': [[870, 203, 691, 322, 930, 515, 228, 455, 252, 660, 752, 834, 859, 559, 982, 33, 438, 694, 157, 511], [55, 364, 197, 635, 360, 363, 261, 81, 361, 957, 527, 236, 422, 744, 288, 179, 501, 717, 682, 267], [614, 388, 313, 362, 980, 747, 351, 48, 505, 596, 397, 839, 935, 675, 59, 302, 681, 242, 368, 169], [294, 706, 22, 941, 549, 961, 461, 532, 718, 428, 27, 530, 802, 874, 654, 40, 42, 647, 719, 926], [705, 771, 854, 539, 8, 730, 78, 993, 954, 448, 560, 995, 989, 280, 977, 85, 892, 419, 101, 94], [745, 780, 708, 130, 176, 595, 277, 706, 567, 458, 52, 898, 279, 865, 290, 608, 371, 449, 543, 370], [380, 606, 496, 925, 863, 229, 462, 162, 186, 308, 206, 319, 648, 806, 65, 720, 764, 828, 632, 561], [271, 957, 714, 639, 175, 350, 691, 640, 377, 476, 383, 43, 636, 704, 155, 165, 881, 883, 172, 450], [165, 398, 32, 757, 887, 101, 944, 610, 20, 332, 906, 790, 217, 390, 239, 913, 513, 599, 120, 749]], 'objective': 9054.0}","{'open_facilities': [5, 7, 8], 'assignments': [8, 8, 8, 5, 7, 8, 5, 8, 8, 8, 5, 7, 8, 8, 7, 7, 5, 5, 8, 5]}",9054.0,"{'problem_type': 'UFLP', 'num_facilities': 9, 'num_customers': 20, 'facilities': [{'id': 'F1', 'opening_cost': 3128}, {'id': 'F2', 'opening_cost': 3881}, {'id': 'F3', 'opening_cost': 7348}, {'id': 'F4', 'opening_cost': 9202}, {'id': 'F5', 'opening_cost': 7407}, {'id': 'F6', 'opening_cost': 1043}, {'id': 'F7', 'opening_cost': 7632}, {'id': 'F8', 'opening_cost': 1199}, {'id': 'F9', 'opening_cost': 2240}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}, {'id': 18}, {'id': 19}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 870}, {'facility': 'F1', 'customer': 1, 'cost': 203}, {'facility': 'F1', 'customer': 2, 'cost': 691}, {'facility': 'F1', 'customer': 3, 'cost': 322}, {'facility': 'F1', 'customer': 4, 'cost': 930}, {'facility': 'F1', 'customer': 5, 'cost': 515}, {'facility': 'F1', 'customer': 6, 'cost': 228}, {'facility': 'F1', 'customer': 7, 'cost': 455}, {'facility': 'F1', 'customer': 8, 'cost': 252}, {'facility': 'F1', 'customer': 9, 'cost': 660}, {'facility': 'F1', 'customer': 10, 'cost': 752}, {'facility': 'F1', 'customer': 11, 'cost': 834}, {'facility': 'F1', 'customer': 12, 'cost': 859}, {'facility': 'F1', 'customer': 13, 'cost': 559}, {'facility': 'F1', 'customer': 14, 'cost': 982}, {'facility': 'F1', 'customer': 15, 'cost': 33}, {'facility': 'F1', 'customer': 16, 'cost': 438}, {'facility': 'F1', 'customer': 17, 'cost': 694}, {'facility': 'F1', 'customer': 18, 'cost': 157}, {'facility': 'F1', 'customer': 19, 'cost': 511}, {'facility': 'F2', 'customer': 0, 'cost': 55}, {'facility': 'F2', 'customer': 1, 'cost': 364}, {'facility': 'F2', 'customer': 2, 'cost': 197}, {'facility': 'F2', 'customer': 3, 'cost': 635}, {'facility': 'F2', 'customer': 4, 'cost': 360}, {'facility': 'F2', 'customer': 5, 'cost': 363}, {'facility': 'F2', 'customer': 6, 'cost': 261}, {'facility': 'F2', 'customer': 7, 'cost': 81}, {'facility': 'F2', 'customer': 8, 'cost': 361}, {'facility': 'F2', 'customer': 9, 'cost': 957}, {'facility': 'F2', 'customer': 10, 'cost': 527}, {'facility': 'F2', 'customer': 11, 'cost': 236}, {'facility': 'F2', 'customer': 12, 'cost': 422}, {'facility': 'F2', 'customer': 13, 'cost': 744}, {'facility': 'F2', 'customer': 14, 'cost': 288}, {'facility': 'F2', 'customer': 15, 'cost': 179}, {'facility': 'F2', 'customer': 16, 'cost': 501}, {'facility': 'F2', 'customer': 17, 'cost': 717}, {'facility': 'F2', 'customer': 18, 'cost': 682}, {'facility': 'F2', 'customer': 19, 'cost': 267}, {'facility': 'F3', 'customer': 0, 'cost': 614}, {'facility': 'F3', 'customer': 1, 'cost': 388}, {'facility': 'F3', 'customer': 2, 'cost': 313}, {'facility': 'F3', 'customer': 3, 'cost': 362}, {'facility': 'F3', 'customer': 4, 'cost': 980}, {'facility': 'F3', 'customer': 5, 'cost': 747}, {'facility': 'F3', 'customer': 6, 'cost': 351}, {'facility': 'F3', 'customer': 7, 'cost': 48}, {'facility': 'F3', 'customer': 8, 'cost': 505}, {'facility': 'F3', 'customer': 9, 'cost': 596}, {'facility': 'F3', 'customer': 10, 'cost': 397}, {'facility': 'F3', 'customer': 11, 'cost': 839}, {'facility': 'F3', 'customer': 12, 'cost': 935}, {'facility': 'F3', 'customer': 13, 'cost': 675}, {'facility': 'F3', 'customer': 14, 'cost': 59}, {'facility': 'F3', 'customer': 15, 'cost': 302}, {'facility': 'F3', 'customer': 16, 'cost': 681}, {'facility': 'F3', 'customer': 17, 'cost': 242}, {'facility': 'F3', 'customer': 18, 'cost': 368}, {'facility': 'F3', 'customer': 19, 'cost': 169}, {'facility': 'F4', 'customer': 0, 'cost': 294}, {'facility': 'F4', 'customer': 1, 'cost': 706}, {'facility': 'F4', 'customer': 2, 'cost': 22}, {'facility': 'F4', 'customer': 3, 'cost': 941}, {'facility': 'F4', 'customer': 4, 'cost': 549}, {'facility': 'F4', 'customer': 5, 'cost': 961}, {'facility': 'F4', 'customer': 6, 'cost': 461}, {'facility': 'F4', 'customer': 7, 'cost': 532}, {'facility': 'F4', 'customer': 8, 'cost': 718}, {'facility': 'F4', 'customer': 9, 'cost': 428}, {'facility': 'F4', 'customer': 10, 'cost': 27}, {'facility': 'F4', 'customer': 11, 'cost': 530}, {'facility': 'F4', 'customer': 12, 'cost': 802}, {'facility': 'F4', 'customer': 13, 'cost': 874}, {'facility': 'F4', 'customer': 14, 'cost': 654}, {'facility': 'F4', 'customer': 15, 'cost': 40}, {'facility': 'F4', 'customer': 16, 'cost': 42}, {'facility': 'F4', 'customer': 17, 'cost': 647}, {'facility': 'F4', 'customer': 18, 'cost': 719}, {'facility': 'F4', 'customer': 19, 'cost': 926}, {'facility': 'F5', 'customer': 0, 'cost': 705}, {'facility': 'F5', 'customer': 1, 'cost': 771}, {'facility': 'F5', 'customer': 2, 'cost': 854}, {'facility': 'F5', 'customer': 3, 'cost': 539}, {'facility': 'F5', 'customer': 4, 'cost': 8}, {'facility': 'F5', 'customer': 5, 'cost': 730}, {'facility': 'F5', 'customer': 6, 'cost': 78}, {'facility': 'F5', 'customer': 7, 'cost': 993}, {'facility': 'F5', 'customer': 8, 'cost': 954}, {'facility': 'F5', 'customer': 9, 'cost': 448}, {'facility': 'F5', 'customer': 10, 'cost': 560}, {'facility': 'F5', 'customer': 11, 'cost': 995}, {'facility': 'F5', 'customer': 12, 'cost': 989}, {'facility': 'F5', 'customer': 13, 'cost': 280}, {'facility': 'F5', 'customer': 14, 'cost': 977}, {'facility': 'F5', 'customer': 15, 'cost': 85}, {'facility': 'F5', 'customer': 16, 'cost': 892}, {'facility': 'F5', 'customer': 17, 'cost': 419}, {'facility': 'F5', 'customer': 18, 'cost': 101}, {'facility': 'F5', 'customer': 19, 'cost': 94}, {'facility': 'F6', 'customer': 0, 'cost': 745}, {'facility': 'F6', 'customer': 1, 'cost': 780}, {'facility': 'F6', 'customer': 2, 'cost': 708}, {'facility': 'F6', 'customer': 3, 'cost': 130}, {'facility': 'F6', 'customer': 4, 'cost': 176}, {'facility': 'F6', 'customer': 5, 'cost': 595}, {'facility': 'F6', 'customer': 6, 'cost': 277}, {'facility': 'F6', 'customer': 7, 'cost': 706}, {'facility': 'F6', 'customer': 8, 'cost': 567}, {'facility': 'F6', 'customer': 9, 'cost': 458}, {'facility': 'F6', 'customer': 10, 'cost': 52}, {'facility': 'F6', 'customer': 11, 'cost': 898}, {'facility': 'F6', 'customer': 12, 'cost': 279}, {'facility': 'F6', 'customer': 13, 'cost': 865}, {'facility': 'F6', 'customer': 14, 'cost': 290}, {'facility': 'F6', 'customer': 15, 'cost': 608}, {'facility': 'F6', 'customer': 16, 'cost': 371}, {'facility': 'F6', 'customer': 17, 'cost': 449}, {'facility': 'F6', 'customer': 18, 'cost': 543}, {'facility': 'F6', 'customer': 19, 'cost': 370}, {'facility': 'F7', 'customer': 0, 'cost': 380}, {'facility': 'F7', 'customer': 1, 'cost': 606}, {'facility': 'F7', 'customer': 2, 'cost': 496}, {'facility': 'F7', 'customer': 3, 'cost': 925}, {'facility': 'F7', 'customer': 4, 'cost': 863}, {'facility': 'F7', 'customer': 5, 'cost': 229}, {'facility': 'F7', 'customer': 6, 'cost': 462}, {'facility': 'F7', 'customer': 7, 'cost': 162}, {'facility': 'F7', 'customer': 8, 'cost': 186}, {'facility': 'F7', 'customer': 9, 'cost': 308}, {'facility': 'F7', 'customer': 10, 'cost': 206}, {'facility': 'F7', 'customer': 11, 'cost': 319}, {'facility': 'F7', 'customer': 12, 'cost': 648}, {'facility': 'F7', 'customer': 13, 'cost': 806}, {'facility': 'F7', 'customer': 14, 'cost': 65}, {'facility': 'F7', 'customer': 15, 'cost': 720}, {'facility': 'F7', 'customer': 16, 'cost': 764}, {'facility': 'F7', 'customer': 17, 'cost': 828}, {'facility': 'F7', 'customer': 18, 'cost': 632}, {'facility': 'F7', 'customer': 19, 'cost': 561}, {'facility': 'F8', 'customer': 0, 'cost': 271}, {'facility': 'F8', 'customer': 1, 'cost': 957}, {'facility': 'F8', 'customer': 2, 'cost': 714}, {'facility': 'F8', 'customer': 3, 'cost': 639}, {'facility': 'F8', 'customer': 4, 'cost': 175}, {'facility': 'F8', 'customer': 5, 'cost': 350}, {'facility': 'F8', 'customer': 6, 'cost': 691}, {'facility': 'F8', 'customer': 7, 'cost': 640}, {'facility': 'F8', 'customer': 8, 'cost': 377}, {'facility': 'F8', 'customer': 9, 'cost': 476}, {'facility': 'F8', 'customer': 10, 'cost': 383}, {'facility': 'F8', 'customer': 11, 'cost': 43}, {'facility': 'F8', 'customer': 12, 'cost': 636}, {'facility': 'F8', 'customer': 13, 'cost': 704}, {'facility': 'F8', 'customer': 14, 'cost': 155}, {'facility': 'F8', 'customer': 15, 'cost': 165}, {'facility': 'F8', 'customer': 16, 'cost': 881}, {'facility': 'F8', 'customer': 17, 'cost': 883}, {'facility': 'F8', 'customer': 18, 'cost': 172}, {'facility': 'F8', 'customer': 19, 'cost': 450}, {'facility': 'F9', 'customer': 0, 'cost': 165}, {'facility': 'F9', 'customer': 1, 'cost': 398}, {'facility': 'F9', 'customer': 2, 'cost': 32}, {'facility': 'F9', 'customer': 3, 'cost': 757}, {'facility': 'F9', 'customer': 4, 'cost': 887}, {'facility': 'F9', 'customer': 5, 'cost': 101}, {'facility': 'F9', 'customer': 6, 'cost': 944}, {'facility': 'F9', 'customer': 7, 'cost': 610}, {'facility': 'F9', 'customer': 8, 'cost': 20}, {'facility': 'F9', 'customer': 9, 'cost': 332}, {'facility': 'F9', 'customer': 10, 'cost': 906}, {'facility': 'F9', 'customer': 11, 'cost': 790}, {'facility': 'F9', 'customer': 12, 'cost': 217}, {'facility': 'F9', 'customer': 13, 'cost': 390}, {'facility': 'F9', 'customer': 14, 'cost': 239}, {'facility': 'F9', 'customer': 15, 'cost': 913}, {'facility': 'F9', 'customer': 16, 'cost': 513}, {'facility': 'F9', 'customer': 17, 'cost': 599}, {'facility': 'F9', 'customer': 18, 'cost': 120}, {'facility': 'F9', 'customer': 19, 'cost': 749}], 'objective': 9054.0}","{'selected': ['F6', 'F8', 'F9'], 'assignments': ['F9', 'F9', 'F9', 'F6', 'F8', 'F9', 'F6', 'F9', 'F9', 'F9', 'F6', 'F8', 'F9', 'F9', 'F8', 'F8', 'F6', 'F6', 'F9', 'F6']}",30,markdown_table,0 UFLP,UFLP,"Many people assumed the answer was “turn on everything,” but the ops crew knew better: only some nodes should be enabled, and each user should be assigned to one enabled node. Switching on a node costs money, and each user routed pays a latency cost — the overall amount to watch is the sum of those activation fees plus the users’ latency costs, so a plan that lowers that sum wins. Each user needs a single assigned active node (no doubling up or leaving anyone out), and capacity isn’t a constraint. The specifics are given below. { ""total_edge_nodes"": 7, ""total_users"": 16, ""nodes"": [ { ""node_id"": ""F1"", ""node_activation_cost"": 2000 }, { ""node_id"": ""F2"", ""node_activation_cost"": 2000 }, { ""node_id"": ""F3"", ""node_activation_cost"": 2000 }, { ""node_id"": ""F4"", ""node_activation_cost"": 2000 }, { ""node_id"": ""F5"", ""node_activation_cost"": 2000 }, { ""node_id"": ""F6"", ""node_activation_cost"": 2000 }, { ""node_id"": ""F7"", ""node_activation_cost"": 2000 } ], ""users"": [ { ""user_id"": 0 }, { ""user_id"": 1 }, { ""user_id"": 2 }, { ""user_id"": 3 }, { ""user_id"": 4 }, { ""user_id"": 5 }, { ""user_id"": 6 }, { ""user_id"": 7 }, { ""user_id"": 8 }, { ""user_id"": 9 }, { ""user_id"": 10 }, { ""user_id"": 11 }, { ""user_id"": 12 }, { ""user_id"": 13 }, { ""user_id"": 14 }, { ""user_id"": 15 } ], ""latencys"": [ { ""node_id"": ""F1"", ""user_id"": 0, ""latency_cost"": 388 }, { ""node_id"": ""F1"", ""user_id"": 1, ""latency_cost"": 339 }, { ""node_id"": ""F1"", ""user_id"": 2, ""latency_cost"": 325 }, { ""node_id"": ""F1"", ""user_id"": 3, ""latency_cost"": 370 }, { ""node_id"": ""F1"", ""user_id"": 4, ""latency_cost"": 559 }, { ""node_id"": ""F1"", ""user_id"": 5, ""latency_cost"": 148 }, { ""node_id"": ""F1"", ""user_id"": 6, ""latency_cost"": 513 }, { ""node_id"": ""F1"", ""user_id"": 7, ""latency_cost"": 181 }, { ""node_id"": ""F1"", ""user_id"": 8, ""latency_cost"": 219 }, { ""node_id"": ""F1"", ""user_id"": 9, ""latency_cost"": 783 }, { ""node_id"": ""F1"", ""user_id"": 10, ""latency_cost"": 28 }, { ""node_id"": ""F1"", ""user_id"": 11, ""latency_cost"": 401 }, { ""node_id"": ""F1"", ""user_id"": 12, ""latency_cost"": 323 }, { ""node_id"": ""F1"", ""user_id"": 13, ""latency_cost"": 107 }, { ""node_id"": ""F1"", ""user_id"": 14, ""latency_cost"": 406 }, { ""node_id"": ""F1"", ""user_id"": 15, ""latency_cost"": 3 }, { ""node_id"": ""F2"", ""user_id"": 0, ""latency_cost"": 902 }, { ""node_id"": ""F2"", ""user_id"": 1, ""latency_cost"": 224 }, { ""node_id"": ""F2"", ""user_id"": 2, ""latency_cost"": 313 }, { ""node_id"": ""F2"", ""user_id"": 3, ""latency_cost"": 481 }, { ""node_id"": ""F2"", ""user_id"": 4, ""latency_cost"": 682 }, { ""node_id"": ""F2"", ""user_id"": 5, ""latency_cost"": 744 }, { ""node_id"": ""F2"", ""user_id"": 6, ""latency_cost"": 838 }, { ""node_id"": ""F2"", ""user_id"": 7, ""latency_cost"": 816 }, { ""node_id"": ""F2"", ""user_id"": 8, ""latency_cost"": 172 }, { ""node_id"": ""F2"", ""user_id"": 9, ""latency_cost"": 924 }, { ""node_id"": ""F2"", ""user_id"": 10, ""latency_cost"": 730 }, { ""node_id"": ""F2"", ""user_id"": 11, ""latency_cost"": 651 }, { ""node_id"": ""F2"", ""user_id"": 12, ""latency_cost"": 499 }, { ""node_id"": ""F2"", ""user_id"": 13, ""latency_cost"": 819 }, { ""node_id"": ""F2"", ""user_id"": 14, ""latency_cost"": 752 }, { ""node_id"": ""F2"", ""user_id"": 15, ""latency_cost"": 231 }, { ""node_id"": ""F3"", ""user_id"": 0, ""latency_cost"": 633 }, { ""node_id"": ""F3"", ""user_id"": 1, ""latency_cost"": 842 }, { ""node_id"": ""F3"", ""user_id"": 2, ""latency_cost"": 742 }, { ""node_id"": ""F3"", ""user_id"": 3, ""latency_cost"": 930 }, { ""node_id"": ""F3"", ""user_id"": 4, ""latency_cost"": 634 }, { ""node_id"": ""F3"", ""user_id"": 5, ""latency_cost"": 366 }, { ""node_id"": ""F3"", ""user_id"": 6, ""latency_cost"": 382 }, { ""node_id"": ""F3"", ""user_id"": 7, ""latency_cost"": 246 }, { ""node_id"": ""F3"", ""user_id"": 8, ""latency_cost"": 619 }, { ""node_id"": ""F3"", ""user_id"": 9, ""latency_cost"": 763 }, { ""node_id"": ""F3"", ""user_id"": 10, ""latency_cost"": 892 }, { ""node_id"": ""F3"", ""user_id"": 11, ""latency_cost"": 202 }, { ""node_id"": ""F3"", ""user_id"": 12, ""latency_cost"": 780 }, { ""node_id"": ""F3"", ""user_id"": 13, ""latency_cost"": 571 }, { ""node_id"": ""F3"", ""user_id"": 14, ""latency_cost"": 57 }, { ""node_id"": ""F3"", ""user_id"": 15, ""latency_cost"": 859 }, { ""node_id"": ""F4"", ""user_id"": 0, ""latency_cost"": 761 }, { ""node_id"": ""F4"", ""user_id"": 1, ""latency_cost"": 860 }, { ""node_id"": ""F4"", ""user_id"": 2, ""latency_cost"": 50 }, { ""node_id"": ""F4"", ""user_id"": 3, ""latency_cost"": 334 }, { ""node_id"": ""F4"", ""user_id"": 4, ""latency_cost"": 539 }, { ""node_id"": ""F4"", ""user_id"": 5, ""latency_cost"": 149 }, { ""node_id"": ""F4"", ""user_id"": 6, ""latency_cost"": 618 }, { ""node_id"": ""F4"", ""user_id"": 7, ""latency_cost"": 936 }, { ""node_id"": ""F4"", ""user_id"": 8, ""latency_cost"": 378 }, { ""node_id"": ""F4"", ""user_id"": 9, ""latency_cost"": 783 }, { ""node_id"": ""F4"", ""user_id"": 10, ""latency_cost"": 760 }, { ""node_id"": ""F4"", ""user_id"": 11, ""latency_cost"": 19 }, { ""node_id"": ""F4"", ""user_id"": 12, ""latency_cost"": 359 }, { ""node_id"": ""F4"", ""user_id"": 13, ""latency_cost"": 968 }, { ""node_id"": ""F4"", ""user_id"": 14, ""latency_cost"": 16 }, { ""node_id"": ""F4"", ""user_id"": 15, ""latency_cost"": 589 }, { ""node_id"": ""F5"", ""user_id"": 0, ""latency_cost"": 704 }, { ""node_id"": ""F5"", ""user_id"": 1, ""latency_cost"": 369 }, { ""node_id"": ""F5"", ""user_id"": 2, ""latency_cost"": 855 }, { ""node_id"": ""F5"", ""user_id"": 3, ""latency_cost"": 608 }, { ""node_id"": ""F5"", ""user_id"": 4, ""latency_cost"": 989 }, { ""node_id"": ""F5"", ""user_id"": 5, ""latency_cost"": 697 }, { ""node_id"": ""F5"", ""user_id"": 6, ""latency_cost"": 941 }, { ""node_id"": ""F5"", ""user_id"": 7, ""latency_cost"": 4 }, { ""node_id"": ""F5"", ""user_id"": 8, ""latency_cost"": 716 }, { ""node_id"": ""F5"", ""user_id"": 9, ""latency_cost"": 574 }, { ""node_id"": ""F5"", ""user_id"": 10, ""latency_cost"": 407 }, { ""node_id"": ""F5"", ""user_id"": 11, ""latency_cost"": 193 }, { ""node_id"": ""F5"", ""user_id"": 12, ""latency_cost"": 286 }, { ""node_id"": ""F5"", ""user_id"": 13, ""latency_cost"": 341 }, { ""node_id"": ""F5"", ""user_id"": 14, ""latency_cost"": 23 }, { ""node_id"": ""F5"", ""user_id"": 15, ""latency_cost"": 795 }, { ""node_id"": ""F6"", ""user_id"": 0, ""latency_cost"": 65 }, { ""node_id"": ""F6"", ""user_id"": 1, ""latency_cost"": 461 }, { ""node_id"": ""F6"", ""user_id"": 2, ""latency_cost"": 153 }, { ""node_id"": ""F6"", ""user_id"": 3, ""latency_cost"": 744 }, { ""node_id"": ""F6"", ""user_id"": 4, ""latency_cost"": 565 }, { ""node_id"": ""F6"", ""user_id"": 5, ""latency_cost"": 128 }, { ""node_id"": ""F6"", ""user_id"": 6, ""latency_cost"": 953 }, { ""node_id"": ""F6"", ""user_id"": 7, ""latency_cost"": 503 }, { ""node_id"": ""F6"", ""user_id"": 8, ""latency_cost"": 61 }, { ""node_id"": ""F6"", ""user_id"": 9, ""latency_cost"": 209 }, { ""node_id"": ""F6"", ""user_id"": 10, ""latency_cost"": 924 }, { ""node_id"": ""F6"", ""user_id"": 11, ""latency_cost"": 869 }, { ""node_id"": ""F6"", ""user_id"": 12, ""latency_cost"": 107 }, { ""node_id"": ""F6"", ""user_id"": 13, ""latency_cost"": 44 }, { ""node_id"": ""F6"", ""user_id"": 14, ""latency_cost"": 707 }, { ""node_id"": ""F6"", ""user_id"": 15, ""latency_cost"": 557 }, { ""node_id"": ""F7"", ""user_id"": 0, ""latency_cost"": 316 }, { ""node_id"": ""F7"", ""user_id"": 1, ""latency_cost"": 772 }, { ""node_id"": ""F7"", ""user_id"": 2, ""latency_cost"": 576 }, { ""node_id"": ""F7"", ""user_id"": 3, ""latency_cost"": 562 }, { ""node_id"": ""F7"", ""user_id"": 4, ""latency_cost"": 471 }, { ""node_id"": ""F7"", ""user_id"": 5, ""latency_cost"": 223 }, { ""node_id"": ""F7"", ""user_id"": 6, ""latency_cost"": 329 }, { ""node_id"": ""F7"", ""user_id"": 7, ""latency_cost"": 990 }, { ""node_id"": ""F7"", ""user_id"": 8, ""latency_cost"": 564 }, { ""node_id"": ""F7"", ""user_id"": 9, ""latency_cost"": 988 }, { ""node_id"": ""F7"", ""user_id"": 10, ""latency_cost"": 762 }, { ""node_id"": ""F7"", ""user_id"": 11, ""latency_cost"": 564 }, { ""node_id"": ""F7"", ""user_id"": 12, ""latency_cost"": 379 }, { ""node_id"": ""F7"", ""user_id"": 13, ""latency_cost"": 900 }, { ""node_id"": ""F7"", ""user_id"": 14, ""latency_cost"": 108 }, { ""node_id"": ""F7"", ""user_id"": 15, ""latency_cost"": 862 } ] } If you want to reply with the plan, please stick to this simple JSON shape so it's easy to parse — just a tiny sketch of which nodes you turn on and who goes where. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is the list of nodes you switch on (the activation fees you pay). ""assignments"" is a per-user list — for each user in the same order as the input, put the one active node they're routed to. Think of it like filling out a short form: which nodes are enabled, and then, for each user, which enabled node they use. This JSON is just the expected shape — not the actual answer. Please make sure to use the identifiers exactly as they appear in the instance input — do not rename them or invent new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [2000, 2000, 2000, 2000, 2000, 2000, 2000], 'connection_costs': [[388, 339, 325, 370, 559, 148, 513, 181, 219, 783, 28, 401, 323, 107, 406, 3], [902, 224, 313, 481, 682, 744, 838, 816, 172, 924, 730, 651, 499, 819, 752, 231], [633, 842, 742, 930, 634, 366, 382, 246, 619, 763, 892, 202, 780, 571, 57, 859], [761, 860, 50, 334, 539, 149, 618, 936, 378, 783, 760, 19, 359, 968, 16, 589], [704, 369, 855, 608, 989, 697, 941, 4, 716, 574, 407, 193, 286, 341, 23, 795], [65, 461, 153, 744, 565, 128, 953, 503, 61, 209, 924, 869, 107, 44, 707, 557], [316, 772, 576, 562, 471, 223, 329, 990, 564, 988, 762, 564, 379, 900, 108, 862]], 'objective': 7093.0}","{'open_facilities': [0], 'assignments': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}",7093.0,"{'problem_type': 'UFLP', 'num_facilities': 7, 'num_customers': 16, 'facilities': [{'id': 'F1', 'opening_cost': 2000}, {'id': 'F2', 'opening_cost': 2000}, {'id': 'F3', 'opening_cost': 2000}, {'id': 'F4', 'opening_cost': 2000}, {'id': 'F5', 'opening_cost': 2000}, {'id': 'F6', 'opening_cost': 2000}, {'id': 'F7', 'opening_cost': 2000}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 388}, {'facility': 'F1', 'customer': 1, 'cost': 339}, {'facility': 'F1', 'customer': 2, 'cost': 325}, {'facility': 'F1', 'customer': 3, 'cost': 370}, {'facility': 'F1', 'customer': 4, 'cost': 559}, {'facility': 'F1', 'customer': 5, 'cost': 148}, {'facility': 'F1', 'customer': 6, 'cost': 513}, {'facility': 'F1', 'customer': 7, 'cost': 181}, {'facility': 'F1', 'customer': 8, 'cost': 219}, {'facility': 'F1', 'customer': 9, 'cost': 783}, {'facility': 'F1', 'customer': 10, 'cost': 28}, {'facility': 'F1', 'customer': 11, 'cost': 401}, {'facility': 'F1', 'customer': 12, 'cost': 323}, {'facility': 'F1', 'customer': 13, 'cost': 107}, {'facility': 'F1', 'customer': 14, 'cost': 406}, {'facility': 'F1', 'customer': 15, 'cost': 3}, {'facility': 'F2', 'customer': 0, 'cost': 902}, {'facility': 'F2', 'customer': 1, 'cost': 224}, {'facility': 'F2', 'customer': 2, 'cost': 313}, {'facility': 'F2', 'customer': 3, 'cost': 481}, {'facility': 'F2', 'customer': 4, 'cost': 682}, {'facility': 'F2', 'customer': 5, 'cost': 744}, {'facility': 'F2', 'customer': 6, 'cost': 838}, {'facility': 'F2', 'customer': 7, 'cost': 816}, {'facility': 'F2', 'customer': 8, 'cost': 172}, {'facility': 'F2', 'customer': 9, 'cost': 924}, {'facility': 'F2', 'customer': 10, 'cost': 730}, {'facility': 'F2', 'customer': 11, 'cost': 651}, {'facility': 'F2', 'customer': 12, 'cost': 499}, {'facility': 'F2', 'customer': 13, 'cost': 819}, {'facility': 'F2', 'customer': 14, 'cost': 752}, {'facility': 'F2', 'customer': 15, 'cost': 231}, {'facility': 'F3', 'customer': 0, 'cost': 633}, {'facility': 'F3', 'customer': 1, 'cost': 842}, {'facility': 'F3', 'customer': 2, 'cost': 742}, {'facility': 'F3', 'customer': 3, 'cost': 930}, {'facility': 'F3', 'customer': 4, 'cost': 634}, {'facility': 'F3', 'customer': 5, 'cost': 366}, {'facility': 'F3', 'customer': 6, 'cost': 382}, {'facility': 'F3', 'customer': 7, 'cost': 246}, {'facility': 'F3', 'customer': 8, 'cost': 619}, {'facility': 'F3', 'customer': 9, 'cost': 763}, {'facility': 'F3', 'customer': 10, 'cost': 892}, {'facility': 'F3', 'customer': 11, 'cost': 202}, {'facility': 'F3', 'customer': 12, 'cost': 780}, {'facility': 'F3', 'customer': 13, 'cost': 571}, {'facility': 'F3', 'customer': 14, 'cost': 57}, {'facility': 'F3', 'customer': 15, 'cost': 859}, {'facility': 'F4', 'customer': 0, 'cost': 761}, {'facility': 'F4', 'customer': 1, 'cost': 860}, {'facility': 'F4', 'customer': 2, 'cost': 50}, {'facility': 'F4', 'customer': 3, 'cost': 334}, {'facility': 'F4', 'customer': 4, 'cost': 539}, {'facility': 'F4', 'customer': 5, 'cost': 149}, {'facility': 'F4', 'customer': 6, 'cost': 618}, {'facility': 'F4', 'customer': 7, 'cost': 936}, {'facility': 'F4', 'customer': 8, 'cost': 378}, {'facility': 'F4', 'customer': 9, 'cost': 783}, {'facility': 'F4', 'customer': 10, 'cost': 760}, {'facility': 'F4', 'customer': 11, 'cost': 19}, {'facility': 'F4', 'customer': 12, 'cost': 359}, {'facility': 'F4', 'customer': 13, 'cost': 968}, {'facility': 'F4', 'customer': 14, 'cost': 16}, {'facility': 'F4', 'customer': 15, 'cost': 589}, {'facility': 'F5', 'customer': 0, 'cost': 704}, {'facility': 'F5', 'customer': 1, 'cost': 369}, {'facility': 'F5', 'customer': 2, 'cost': 855}, {'facility': 'F5', 'customer': 3, 'cost': 608}, {'facility': 'F5', 'customer': 4, 'cost': 989}, {'facility': 'F5', 'customer': 5, 'cost': 697}, {'facility': 'F5', 'customer': 6, 'cost': 941}, {'facility': 'F5', 'customer': 7, 'cost': 4}, {'facility': 'F5', 'customer': 8, 'cost': 716}, {'facility': 'F5', 'customer': 9, 'cost': 574}, {'facility': 'F5', 'customer': 10, 'cost': 407}, {'facility': 'F5', 'customer': 11, 'cost': 193}, {'facility': 'F5', 'customer': 12, 'cost': 286}, {'facility': 'F5', 'customer': 13, 'cost': 341}, {'facility': 'F5', 'customer': 14, 'cost': 23}, {'facility': 'F5', 'customer': 15, 'cost': 795}, {'facility': 'F6', 'customer': 0, 'cost': 65}, {'facility': 'F6', 'customer': 1, 'cost': 461}, {'facility': 'F6', 'customer': 2, 'cost': 153}, {'facility': 'F6', 'customer': 3, 'cost': 744}, {'facility': 'F6', 'customer': 4, 'cost': 565}, {'facility': 'F6', 'customer': 5, 'cost': 128}, {'facility': 'F6', 'customer': 6, 'cost': 953}, {'facility': 'F6', 'customer': 7, 'cost': 503}, {'facility': 'F6', 'customer': 8, 'cost': 61}, {'facility': 'F6', 'customer': 9, 'cost': 209}, {'facility': 'F6', 'customer': 10, 'cost': 924}, {'facility': 'F6', 'customer': 11, 'cost': 869}, {'facility': 'F6', 'customer': 12, 'cost': 107}, {'facility': 'F6', 'customer': 13, 'cost': 44}, {'facility': 'F6', 'customer': 14, 'cost': 707}, {'facility': 'F6', 'customer': 15, 'cost': 557}, {'facility': 'F7', 'customer': 0, 'cost': 316}, {'facility': 'F7', 'customer': 1, 'cost': 772}, {'facility': 'F7', 'customer': 2, 'cost': 576}, {'facility': 'F7', 'customer': 3, 'cost': 562}, {'facility': 'F7', 'customer': 4, 'cost': 471}, {'facility': 'F7', 'customer': 5, 'cost': 223}, {'facility': 'F7', 'customer': 6, 'cost': 329}, {'facility': 'F7', 'customer': 7, 'cost': 990}, {'facility': 'F7', 'customer': 8, 'cost': 564}, {'facility': 'F7', 'customer': 9, 'cost': 988}, {'facility': 'F7', 'customer': 10, 'cost': 762}, {'facility': 'F7', 'customer': 11, 'cost': 564}, {'facility': 'F7', 'customer': 12, 'cost': 379}, {'facility': 'F7', 'customer': 13, 'cost': 900}, {'facility': 'F7', 'customer': 14, 'cost': 108}, {'facility': 'F7', 'customer': 15, 'cost': 862}], 'objective': 7093.0}","{'selected': ['F1'], 'assignments': ['F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1']}",31,json,0 UFLP,UFLP,"Many people depend on our local meal pickup program, and part of running it is choosing which kitchens to turn on and deciding a single kitchen for each recipient. Turning on a kitchen costs a set amount, and getting a meal from that kitchen to a person has its own cost — the grand total is the sum of the kitchens we open plus all the individual pickup/delivery charges. Every recipient must be paired with one open kitchen (no doubles, no omissions), and open kitchens can take unlimited orders. The concrete numbers and options are listed below. # total_kitchens=8 # total_recipients=16 # KITCHENS kitchen_id,kitchen_opening_cost F1,1000 F2,1000 F3,1000 F4,1000 F5,1000 F6,1000 F7,1000 F8,1000 # RECIPIENTS recipient_id A B C D E F G H I J K L M N O P # PICKUP_DELIVERYS kitchen_id,recipient_id,pickup_delivery_cost F1,A,794 F1,B,787 F1,C,433 F1,D,69 F1,E,356 F1,F,400 F1,G,979 F1,H,288 F1,I,337 F1,J,468 F1,K,85 F1,L,301 F1,M,538 F1,N,503 F1,O,960 F1,P,914 F2,A,596 F2,B,996 F2,C,932 F2,D,875 F2,E,298 F2,F,688 F2,G,356 F2,H,132 F2,I,778 F2,J,250 F2,K,116 F2,L,79 F2,M,869 F2,N,63 F2,O,89 F2,P,798 F3,A,648 F3,B,997 F3,C,758 F3,D,856 F3,E,422 F3,F,833 F3,G,54 F3,H,70 F3,I,817 F3,J,162 F3,K,764 F3,L,609 F3,M,599 F3,N,950 F3,O,135 F3,P,470 F4,A,797 F4,B,94 F4,C,659 F4,D,912 F4,E,246 F4,F,684 F4,G,924 F4,H,196 F4,I,208 F4,J,109 F4,K,693 F4,L,862 F4,M,994 F4,N,623 F4,O,378 F4,P,661 F5,A,425 F5,B,717 F5,C,690 F5,D,498 F5,E,165 F5,F,284 F5,G,104 F5,H,200 F5,I,920 F5,J,325 F5,K,621 F5,L,133 F5,M,155 F5,N,603 F5,O,280 F5,P,432 F6,A,882 F6,B,996 F6,C,972 F6,D,298 F6,E,5 F6,F,486 F6,G,554 F6,H,274 F6,I,101 F6,J,665 F6,K,368 F6,L,117 F6,M,92 F6,N,461 F6,O,163 F6,P,524 F7,A,319 F7,B,838 F7,C,42 F7,D,280 F7,E,498 F7,F,743 F7,G,62 F7,H,984 F7,I,745 F7,J,40 F7,K,497 F7,L,342 F7,M,538 F7,N,257 F7,O,687 F7,P,579 F8,A,16 F8,B,528 F8,C,80 F8,D,204 F8,E,408 F8,F,614 F8,G,460 F8,H,864 F8,I,966 F8,J,553 F8,K,239 F8,L,875 F8,M,999 F8,N,615 F8,O,758 F8,P,239 If you prefer a neat, copy-pastable format for the result, I'll use a tiny JSON sketch like this so it's easy to read and check: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is where I'll list the kitchens we decide to turn on. ""assignments"" is a list, one entry per recipient in the same order as the instance, showing which open kitchen each person will use. This is just the shape I’ll follow — not the final choices. Please use the exact identifiers from the instance input for every entry — don't rename them or invent new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000], 'connection_costs': [[794, 787, 433, 69, 356, 400, 979, 288, 337, 468, 85, 301, 538, 503, 960, 914], [596, 996, 932, 875, 298, 688, 356, 132, 778, 250, 116, 79, 869, 63, 89, 798], [648, 997, 758, 856, 422, 833, 54, 70, 817, 162, 764, 609, 599, 950, 135, 470], [797, 94, 659, 912, 246, 684, 924, 196, 208, 109, 693, 862, 994, 623, 378, 661], [425, 717, 690, 498, 165, 284, 104, 200, 920, 325, 621, 133, 155, 603, 280, 432], [882, 996, 972, 298, 5, 486, 554, 274, 101, 665, 368, 117, 92, 461, 163, 524], [319, 838, 42, 280, 498, 743, 62, 984, 745, 40, 497, 342, 538, 257, 687, 579], [16, 528, 80, 204, 408, 614, 460, 864, 966, 553, 239, 875, 999, 615, 758, 239]], 'objective': 5836.0}","{'open_facilities': [1, 5, 7], 'assignments': [7, 7, 7, 7, 5, 5, 1, 1, 5, 1, 1, 1, 5, 1, 1, 7]}",5836.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 16, 'facilities': [{'id': 'F1', 'opening_cost': 1000}, {'id': 'F2', 'opening_cost': 1000}, {'id': 'F3', 'opening_cost': 1000}, {'id': 'F4', 'opening_cost': 1000}, {'id': 'F5', 'opening_cost': 1000}, {'id': 'F6', 'opening_cost': 1000}, {'id': 'F7', 'opening_cost': 1000}, {'id': 'F8', 'opening_cost': 1000}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}, {'id': 'P'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 794}, {'facility': 'F1', 'customer': 'B', 'cost': 787}, {'facility': 'F1', 'customer': 'C', 'cost': 433}, {'facility': 'F1', 'customer': 'D', 'cost': 69}, {'facility': 'F1', 'customer': 'E', 'cost': 356}, {'facility': 'F1', 'customer': 'F', 'cost': 400}, {'facility': 'F1', 'customer': 'G', 'cost': 979}, {'facility': 'F1', 'customer': 'H', 'cost': 288}, {'facility': 'F1', 'customer': 'I', 'cost': 337}, {'facility': 'F1', 'customer': 'J', 'cost': 468}, {'facility': 'F1', 'customer': 'K', 'cost': 85}, {'facility': 'F1', 'customer': 'L', 'cost': 301}, {'facility': 'F1', 'customer': 'M', 'cost': 538}, {'facility': 'F1', 'customer': 'N', 'cost': 503}, {'facility': 'F1', 'customer': 'O', 'cost': 960}, {'facility': 'F1', 'customer': 'P', 'cost': 914}, {'facility': 'F2', 'customer': 'A', 'cost': 596}, {'facility': 'F2', 'customer': 'B', 'cost': 996}, {'facility': 'F2', 'customer': 'C', 'cost': 932}, {'facility': 'F2', 'customer': 'D', 'cost': 875}, {'facility': 'F2', 'customer': 'E', 'cost': 298}, {'facility': 'F2', 'customer': 'F', 'cost': 688}, {'facility': 'F2', 'customer': 'G', 'cost': 356}, {'facility': 'F2', 'customer': 'H', 'cost': 132}, {'facility': 'F2', 'customer': 'I', 'cost': 778}, {'facility': 'F2', 'customer': 'J', 'cost': 250}, {'facility': 'F2', 'customer': 'K', 'cost': 116}, {'facility': 'F2', 'customer': 'L', 'cost': 79}, {'facility': 'F2', 'customer': 'M', 'cost': 869}, {'facility': 'F2', 'customer': 'N', 'cost': 63}, {'facility': 'F2', 'customer': 'O', 'cost': 89}, {'facility': 'F2', 'customer': 'P', 'cost': 798}, {'facility': 'F3', 'customer': 'A', 'cost': 648}, {'facility': 'F3', 'customer': 'B', 'cost': 997}, {'facility': 'F3', 'customer': 'C', 'cost': 758}, {'facility': 'F3', 'customer': 'D', 'cost': 856}, {'facility': 'F3', 'customer': 'E', 'cost': 422}, {'facility': 'F3', 'customer': 'F', 'cost': 833}, {'facility': 'F3', 'customer': 'G', 'cost': 54}, {'facility': 'F3', 'customer': 'H', 'cost': 70}, {'facility': 'F3', 'customer': 'I', 'cost': 817}, {'facility': 'F3', 'customer': 'J', 'cost': 162}, {'facility': 'F3', 'customer': 'K', 'cost': 764}, {'facility': 'F3', 'customer': 'L', 'cost': 609}, {'facility': 'F3', 'customer': 'M', 'cost': 599}, {'facility': 'F3', 'customer': 'N', 'cost': 950}, {'facility': 'F3', 'customer': 'O', 'cost': 135}, {'facility': 'F3', 'customer': 'P', 'cost': 470}, {'facility': 'F4', 'customer': 'A', 'cost': 797}, {'facility': 'F4', 'customer': 'B', 'cost': 94}, {'facility': 'F4', 'customer': 'C', 'cost': 659}, {'facility': 'F4', 'customer': 'D', 'cost': 912}, {'facility': 'F4', 'customer': 'E', 'cost': 246}, {'facility': 'F4', 'customer': 'F', 'cost': 684}, {'facility': 'F4', 'customer': 'G', 'cost': 924}, {'facility': 'F4', 'customer': 'H', 'cost': 196}, {'facility': 'F4', 'customer': 'I', 'cost': 208}, {'facility': 'F4', 'customer': 'J', 'cost': 109}, {'facility': 'F4', 'customer': 'K', 'cost': 693}, {'facility': 'F4', 'customer': 'L', 'cost': 862}, {'facility': 'F4', 'customer': 'M', 'cost': 994}, {'facility': 'F4', 'customer': 'N', 'cost': 623}, {'facility': 'F4', 'customer': 'O', 'cost': 378}, {'facility': 'F4', 'customer': 'P', 'cost': 661}, {'facility': 'F5', 'customer': 'A', 'cost': 425}, {'facility': 'F5', 'customer': 'B', 'cost': 717}, {'facility': 'F5', 'customer': 'C', 'cost': 690}, {'facility': 'F5', 'customer': 'D', 'cost': 498}, {'facility': 'F5', 'customer': 'E', 'cost': 165}, {'facility': 'F5', 'customer': 'F', 'cost': 284}, {'facility': 'F5', 'customer': 'G', 'cost': 104}, {'facility': 'F5', 'customer': 'H', 'cost': 200}, {'facility': 'F5', 'customer': 'I', 'cost': 920}, {'facility': 'F5', 'customer': 'J', 'cost': 325}, {'facility': 'F5', 'customer': 'K', 'cost': 621}, {'facility': 'F5', 'customer': 'L', 'cost': 133}, {'facility': 'F5', 'customer': 'M', 'cost': 155}, {'facility': 'F5', 'customer': 'N', 'cost': 603}, {'facility': 'F5', 'customer': 'O', 'cost': 280}, {'facility': 'F5', 'customer': 'P', 'cost': 432}, {'facility': 'F6', 'customer': 'A', 'cost': 882}, {'facility': 'F6', 'customer': 'B', 'cost': 996}, {'facility': 'F6', 'customer': 'C', 'cost': 972}, {'facility': 'F6', 'customer': 'D', 'cost': 298}, {'facility': 'F6', 'customer': 'E', 'cost': 5}, {'facility': 'F6', 'customer': 'F', 'cost': 486}, {'facility': 'F6', 'customer': 'G', 'cost': 554}, {'facility': 'F6', 'customer': 'H', 'cost': 274}, {'facility': 'F6', 'customer': 'I', 'cost': 101}, {'facility': 'F6', 'customer': 'J', 'cost': 665}, {'facility': 'F6', 'customer': 'K', 'cost': 368}, {'facility': 'F6', 'customer': 'L', 'cost': 117}, {'facility': 'F6', 'customer': 'M', 'cost': 92}, {'facility': 'F6', 'customer': 'N', 'cost': 461}, {'facility': 'F6', 'customer': 'O', 'cost': 163}, {'facility': 'F6', 'customer': 'P', 'cost': 524}, {'facility': 'F7', 'customer': 'A', 'cost': 319}, {'facility': 'F7', 'customer': 'B', 'cost': 838}, {'facility': 'F7', 'customer': 'C', 'cost': 42}, {'facility': 'F7', 'customer': 'D', 'cost': 280}, {'facility': 'F7', 'customer': 'E', 'cost': 498}, {'facility': 'F7', 'customer': 'F', 'cost': 743}, {'facility': 'F7', 'customer': 'G', 'cost': 62}, {'facility': 'F7', 'customer': 'H', 'cost': 984}, {'facility': 'F7', 'customer': 'I', 'cost': 745}, {'facility': 'F7', 'customer': 'J', 'cost': 40}, {'facility': 'F7', 'customer': 'K', 'cost': 497}, {'facility': 'F7', 'customer': 'L', 'cost': 342}, {'facility': 'F7', 'customer': 'M', 'cost': 538}, {'facility': 'F7', 'customer': 'N', 'cost': 257}, {'facility': 'F7', 'customer': 'O', 'cost': 687}, {'facility': 'F7', 'customer': 'P', 'cost': 579}, {'facility': 'F8', 'customer': 'A', 'cost': 16}, {'facility': 'F8', 'customer': 'B', 'cost': 528}, {'facility': 'F8', 'customer': 'C', 'cost': 80}, {'facility': 'F8', 'customer': 'D', 'cost': 204}, {'facility': 'F8', 'customer': 'E', 'cost': 408}, {'facility': 'F8', 'customer': 'F', 'cost': 614}, {'facility': 'F8', 'customer': 'G', 'cost': 460}, {'facility': 'F8', 'customer': 'H', 'cost': 864}, {'facility': 'F8', 'customer': 'I', 'cost': 966}, {'facility': 'F8', 'customer': 'J', 'cost': 553}, {'facility': 'F8', 'customer': 'K', 'cost': 239}, {'facility': 'F8', 'customer': 'L', 'cost': 875}, {'facility': 'F8', 'customer': 'M', 'cost': 999}, {'facility': 'F8', 'customer': 'N', 'cost': 615}, {'facility': 'F8', 'customer': 'O', 'cost': 758}, {'facility': 'F8', 'customer': 'P', 'cost': 239}], 'objective': 5836.0}","{'selected': ['F2', 'F6', 'F8'], 'assignments': ['F8', 'F8', 'F8', 'F8', 'F6', 'F6', 'F2', 'F2', 'F6', 'F2', 'F2', 'F2', 'F6', 'F2', 'F2', 'F8']}",32,csv,names UFLP,UFLP,"Someone on the events crew has to map out which pop-up booths get rented and then tie each customer group to a single one of those booths. Each group must end up at exactly one open booth (no leftovers, no multiple assignments), and booths can host as many groups as needed. The deciding factor is total cost: take the fees for the booths that are opened and add the travel/service cost for every group to its assigned booth — the configuration with the smallest total is the one to pick. The precise details are shown below. { ""num_booths"": 9, ""num_customer_groups"": 19, ""booths"": [ { ""booth_id"": ""F1"", ""booth_rental_fee"": 7433 }, { ""booth_id"": ""F2"", ""booth_rental_fee"": 2501 }, { ""booth_id"": ""F3"", ""booth_rental_fee"": 3751 }, { ""booth_id"": ""F4"", ""booth_rental_fee"": 7764 }, { ""booth_id"": ""F5"", ""booth_rental_fee"": 4583 }, { ""booth_id"": ""F6"", ""booth_rental_fee"": 7729 }, { ""booth_id"": ""F7"", ""booth_rental_fee"": 3889 }, { ""booth_id"": ""F8"", ""booth_rental_fee"": 9155 }, { ""booth_id"": ""F9"", ""booth_rental_fee"": 7670 } ], ""groups"": [ { ""group_id"": 0 }, { ""group_id"": 1 }, { ""group_id"": 2 }, { ""group_id"": 3 }, { ""group_id"": 4 }, { ""group_id"": 5 }, { ""group_id"": 6 }, { ""group_id"": 7 }, { ""group_id"": 8 }, { ""group_id"": 9 }, { ""group_id"": 10 }, { ""group_id"": 11 }, { ""group_id"": 12 }, { ""group_id"": 13 }, { ""group_id"": 14 }, { ""group_id"": 15 }, { ""group_id"": 16 }, { ""group_id"": 17 }, { ""group_id"": 18 } ], ""group_travel_services"": [ { ""booth_id"": ""F1"", ""group_id"": 0, ""group_travel_service_cost"": 923 }, { ""booth_id"": ""F1"", ""group_id"": 1, ""group_travel_service_cost"": 468 }, { ""booth_id"": ""F1"", ""group_id"": 2, ""group_travel_service_cost"": 439 }, { ""booth_id"": ""F1"", ""group_id"": 3, ""group_travel_service_cost"": 989 }, { ""booth_id"": ""F1"", ""group_id"": 4, ""group_travel_service_cost"": 678 }, { ""booth_id"": ""F1"", ""group_id"": 5, ""group_travel_service_cost"": 111 }, { ""booth_id"": ""F1"", ""group_id"": 6, ""group_travel_service_cost"": 812 }, { ""booth_id"": ""F1"", ""group_id"": 7, ""group_travel_service_cost"": 375 }, { ""booth_id"": ""F1"", ""group_id"": 8, ""group_travel_service_cost"": 267 }, { ""booth_id"": ""F1"", ""group_id"": 9, ""group_travel_service_cost"": 254 }, { ""booth_id"": ""F1"", ""group_id"": 10, ""group_travel_service_cost"": 869 }, { ""booth_id"": ""F1"", ""group_id"": 11, ""group_travel_service_cost"": 234 }, { ""booth_id"": ""F1"", ""group_id"": 12, ""group_travel_service_cost"": 638 }, { ""booth_id"": ""F1"", ""group_id"": 13, ""group_travel_service_cost"": 679 }, { ""booth_id"": ""F1"", ""group_id"": 14, ""group_travel_service_cost"": 163 }, { ""booth_id"": ""F1"", ""group_id"": 15, ""group_travel_service_cost"": 531 }, { ""booth_id"": ""F1"", ""group_id"": 16, ""group_travel_service_cost"": 839 }, { ""booth_id"": ""F1"", ""group_id"": 17, ""group_travel_service_cost"": 69 }, { ""booth_id"": ""F1"", ""group_id"": 18, ""group_travel_service_cost"": 59 }, { ""booth_id"": ""F2"", ""group_id"": 0, ""group_travel_service_cost"": 449 }, { ""booth_id"": ""F2"", ""group_id"": 1, ""group_travel_service_cost"": 420 }, { ""booth_id"": ""F2"", ""group_id"": 2, ""group_travel_service_cost"": 429 }, { ""booth_id"": ""F2"", ""group_id"": 3, ""group_travel_service_cost"": 174 }, { ""booth_id"": ""F2"", ""group_id"": 4, ""group_travel_service_cost"": 140 }, { ""booth_id"": ""F2"", ""group_id"": 5, ""group_travel_service_cost"": 356 }, { ""booth_id"": ""F2"", ""group_id"": 6, ""group_travel_service_cost"": 37 }, { ""booth_id"": ""F2"", ""group_id"": 7, ""group_travel_service_cost"": 268 }, { ""booth_id"": ""F2"", ""group_id"": 8, ""group_travel_service_cost"": 934 }, { ""booth_id"": ""F2"", ""group_id"": 9, ""group_travel_service_cost"": 566 }, { ""booth_id"": ""F2"", ""group_id"": 10, ""group_travel_service_cost"": 85 }, { ""booth_id"": ""F2"", ""group_id"": 11, ""group_travel_service_cost"": 368 }, { ""booth_id"": ""F2"", ""group_id"": 12, ""group_travel_service_cost"": 365 }, { ""booth_id"": ""F2"", ""group_id"": 13, ""group_travel_service_cost"": 799 }, { ""booth_id"": ""F2"", ""group_id"": 14, ""group_travel_service_cost"": 829 }, { ""booth_id"": ""F2"", ""group_id"": 15, ""group_travel_service_cost"": 32 }, { ""booth_id"": ""F2"", ""group_id"": 16, ""group_travel_service_cost"": 231 }, { ""booth_id"": ""F2"", ""group_id"": 17, ""group_travel_service_cost"": 869 }, { ""booth_id"": ""F2"", ""group_id"": 18, ""group_travel_service_cost"": 327 }, { ""booth_id"": ""F3"", ""group_id"": 0, ""group_travel_service_cost"": 266 }, { ""booth_id"": ""F3"", ""group_id"": 1, ""group_travel_service_cost"": 560 }, { ""booth_id"": ""F3"", ""group_id"": 2, ""group_travel_service_cost"": 203 }, { ""booth_id"": ""F3"", ""group_id"": 3, ""group_travel_service_cost"": 888 }, { ""booth_id"": ""F3"", ""group_id"": 4, ""group_travel_service_cost"": 85 }, { ""booth_id"": ""F3"", ""group_id"": 5, ""group_travel_service_cost"": 560 }, { ""booth_id"": ""F3"", ""group_id"": 6, ""group_travel_service_cost"": 425 }, { ""booth_id"": ""F3"", ""group_id"": 7, ""group_travel_service_cost"": 787 }, { ""booth_id"": ""F3"", ""group_id"": 8, ""group_travel_service_cost"": 348 }, { ""booth_id"": ""F3"", ""group_id"": 9, ""group_travel_service_cost"": 609 }, { ""booth_id"": ""F3"", ""group_id"": 10, ""group_travel_service_cost"": 101 }, { ""booth_id"": ""F3"", ""group_id"": 11, ""group_travel_service_cost"": 995 }, { ""booth_id"": ""F3"", ""group_id"": 12, ""group_travel_service_cost"": 461 }, { ""booth_id"": ""F3"", ""group_id"": 13, ""group_travel_service_cost"": 904 }, { ""booth_id"": ""F3"", ""group_id"": 14, ""group_travel_service_cost"": 373 }, { ""booth_id"": ""F3"", ""group_id"": 15, ""group_travel_service_cost"": 579 }, { ""booth_id"": ""F3"", ""group_id"": 16, ""group_travel_service_cost"": 819 }, { ""booth_id"": ""F3"", ""group_id"": 17, ""group_travel_service_cost"": 525 }, { ""booth_id"": ""F3"", ""group_id"": 18, ""group_travel_service_cost"": 560 }, { ""booth_id"": ""F4"", ""group_id"": 0, ""group_travel_service_cost"": 103 }, { ""booth_id"": ""F4"", ""group_id"": 1, ""group_travel_service_cost"": 290 }, { ""booth_id"": ""F4"", ""group_id"": 2, ""group_travel_service_cost"": 890 }, { ""booth_id"": ""F4"", ""group_id"": 3, ""group_travel_service_cost"": 666 }, { ""booth_id"": ""F4"", ""group_id"": 4, ""group_travel_service_cost"": 855 }, { ""booth_id"": ""F4"", ""group_id"": 5, ""group_travel_service_cost"": 634 }, { ""booth_id"": ""F4"", ""group_id"": 6, ""group_travel_service_cost"": 375 }, { ""booth_id"": ""F4"", ""group_id"": 7, ""group_travel_service_cost"": 911 }, { ""booth_id"": ""F4"", ""group_id"": 8, ""group_travel_service_cost"": 421 }, { ""booth_id"": ""F4"", ""group_id"": 9, ""group_travel_service_cost"": 665 }, { ""booth_id"": ""F4"", ""group_id"": 10, ""group_travel_service_cost"": 564 }, { ""booth_id"": ""F4"", ""group_id"": 11, ""group_travel_service_cost"": 564 }, { ""booth_id"": ""F4"", ""group_id"": 12, ""group_travel_service_cost"": 90 }, { ""booth_id"": ""F4"", ""group_id"": 13, ""group_travel_service_cost"": 89 }, { ""booth_id"": ""F4"", ""group_id"": 14, ""group_travel_service_cost"": 280 }, { ""booth_id"": ""F4"", ""group_id"": 15, ""group_travel_service_cost"": 449 }, { ""booth_id"": ""F4"", ""group_id"": 16, ""group_travel_service_cost"": 129 }, { ""booth_id"": ""F4"", ""group_id"": 17, ""group_travel_service_cost"": 213 }, { ""booth_id"": ""F4"", ""group_id"": 18, ""group_travel_service_cost"": 738 }, { ""booth_id"": ""F5"", ""group_id"": 0, ""group_travel_service_cost"": 99 }, { ""booth_id"": ""F5"", ""group_id"": 1, ""group_travel_service_cost"": 540 }, { ""booth_id"": ""F5"", ""group_id"": 2, ""group_travel_service_cost"": 447 }, { ""booth_id"": ""F5"", ""group_id"": 3, ""group_travel_service_cost"": 439 }, { ""booth_id"": ""F5"", ""group_id"": 4, ""group_travel_service_cost"": 218 }, { ""booth_id"": ""F5"", ""group_id"": 5, ""group_travel_service_cost"": 298 }, { ""booth_id"": ""F5"", ""group_id"": 6, ""group_travel_service_cost"": 778 }, { ""booth_id"": ""F5"", ""group_id"": 7, ""group_travel_service_cost"": 389 }, { ""booth_id"": ""F5"", ""group_id"": 8, ""group_travel_service_cost"": 141 }, { ""booth_id"": ""F5"", ""group_id"": 9, ""group_travel_service_cost"": 918 }, { ""booth_id"": ""F5"", ""group_id"": 10, ""group_travel_service_cost"": 479 }, { ""booth_id"": ""F5"", ""group_id"": 11, ""group_travel_service_cost"": 404 }, { ""booth_id"": ""F5"", ""group_id"": 12, ""group_travel_service_cost"": 933 }, { ""booth_id"": ""F5"", ""group_id"": 13, ""group_travel_service_cost"": 74 }, { ""booth_id"": ""F5"", ""group_id"": 14, ""group_travel_service_cost"": 914 }, { ""booth_id"": ""F5"", ""group_id"": 15, ""group_travel_service_cost"": 875 }, { ""booth_id"": ""F5"", ""group_id"": 16, ""group_travel_service_cost"": 802 }, { ""booth_id"": ""F5"", ""group_id"": 17, ""group_travel_service_cost"": 582 }, { ""booth_id"": ""F5"", ""group_id"": 18, ""group_travel_service_cost"": 73 }, { ""booth_id"": ""F6"", ""group_id"": 0, ""group_travel_service_cost"": 804 }, { ""booth_id"": ""F6"", ""group_id"": 1, ""group_travel_service_cost"": 81 }, { ""booth_id"": ""F6"", ""group_id"": 2, ""group_travel_service_cost"": 538 }, { ""booth_id"": ""F6"", ""group_id"": 3, ""group_travel_service_cost"": 145 }, { ""booth_id"": ""F6"", ""group_id"": 4, ""group_travel_service_cost"": 733 }, { ""booth_id"": ""F6"", ""group_id"": 5, ""group_travel_service_cost"": 199 }, { ""booth_id"": ""F6"", ""group_id"": 6, ""group_travel_service_cost"": 18 }, { ""booth_id"": ""F6"", ""group_id"": 7, ""group_travel_service_cost"": 785 }, { ""booth_id"": ""F6"", ""group_id"": 8, ""group_travel_service_cost"": 663 }, { ""booth_id"": ""F6"", ""group_id"": 9, ""group_travel_service_cost"": 343 }, { ""booth_id"": ""F6"", ""group_id"": 10, ""group_travel_service_cost"": 494 }, { ""booth_id"": ""F6"", ""group_id"": 11, ""group_travel_service_cost"": 158 }, { ""booth_id"": ""F6"", ""group_id"": 12, ""group_travel_service_cost"": 54 }, { ""booth_id"": ""F6"", ""group_id"": 13, ""group_travel_service_cost"": 896 }, { ""booth_id"": ""F6"", ""group_id"": 14, ""group_travel_service_cost"": 152 }, { ""booth_id"": ""F6"", ""group_id"": 15, ""group_travel_service_cost"": 738 }, { ""booth_id"": ""F6"", ""group_id"": 16, ""group_travel_service_cost"": 204 }, { ""booth_id"": ""F6"", ""group_id"": 17, ""group_travel_service_cost"": 709 }, { ""booth_id"": ""F6"", ""group_id"": 18, ""group_travel_service_cost"": 232 }, { ""booth_id"": ""F7"", ""group_id"": 0, ""group_travel_service_cost"": 222 }, { ""booth_id"": ""F7"", ""group_id"": 1, ""group_travel_service_cost"": 164 }, { ""booth_id"": ""F7"", ""group_id"": 2, ""group_travel_service_cost"": 565 }, { ""booth_id"": ""F7"", ""group_id"": 3, ""group_travel_service_cost"": 622 }, { ""booth_id"": ""F7"", ""group_id"": 4, ""group_travel_service_cost"": 50 }, { ""booth_id"": ""F7"", ""group_id"": 5, ""group_travel_service_cost"": 314 }, { ""booth_id"": ""F7"", ""group_id"": 6, ""group_travel_service_cost"": 479 }, { ""booth_id"": ""F7"", ""group_id"": 7, ""group_travel_service_cost"": 571 }, { ""booth_id"": ""F7"", ""group_id"": 8, ""group_travel_service_cost"": 102 }, { ""booth_id"": ""F7"", ""group_id"": 9, ""group_travel_service_cost"": 901 }, { ""booth_id"": ""F7"", ""group_id"": 10, ""group_travel_service_cost"": 977 }, { ""booth_id"": ""F7"", ""group_id"": 11, ""group_travel_service_cost"": 428 }, { ""booth_id"": ""F7"", ""group_id"": 12, ""group_travel_service_cost"": 343 }, { ""booth_id"": ""F7"", ""group_id"": 13, ""group_travel_service_cost"": 837 }, { ""booth_id"": ""F7"", ""group_id"": 14, ""group_travel_service_cost"": 164 }, { ""booth_id"": ""F7"", ""group_id"": 15, ""group_travel_service_cost"": 384 }, { ""booth_id"": ""F7"", ""group_id"": 16, ""group_travel_service_cost"": 386 }, { ""booth_id"": ""F7"", ""group_id"": 17, ""group_travel_service_cost"": 594 }, { ""booth_id"": ""F7"", ""group_id"": 18, ""group_travel_service_cost"": 953 }, { ""booth_id"": ""F8"", ""group_id"": 0, ""group_travel_service_cost"": 650 }, { ""booth_id"": ""F8"", ""group_id"": 1, ""group_travel_service_cost"": 150 }, { ""booth_id"": ""F8"", ""group_id"": 2, ""group_travel_service_cost"": 648 }, { ""booth_id"": ""F8"", ""group_id"": 3, ""group_travel_service_cost"": 200 }, { ""booth_id"": ""F8"", ""group_id"": 4, ""group_travel_service_cost"": 718 }, { ""booth_id"": ""F8"", ""group_id"": 5, ""group_travel_service_cost"": 973 }, { ""booth_id"": ""F8"", ""group_id"": 6, ""group_travel_service_cost"": 401 }, { ""booth_id"": ""F8"", ""group_id"": 7, ""group_travel_service_cost"": 198 }, { ""booth_id"": ""F8"", ""group_id"": 8, ""group_travel_service_cost"": 449 }, { ""booth_id"": ""F8"", ""group_id"": 9, ""group_travel_service_cost"": 324 }, { ""booth_id"": ""F8"", ""group_id"": 10, ""group_travel_service_cost"": 396 }, { ""booth_id"": ""F8"", ""group_id"": 11, ""group_travel_service_cost"": 254 }, { ""booth_id"": ""F8"", ""group_id"": 12, ""group_travel_service_cost"": 926 }, { ""booth_id"": ""F8"", ""group_id"": 13, ""group_travel_service_cost"": 307 }, { ""booth_id"": ""F8"", ""group_id"": 14, ""group_travel_service_cost"": 796 }, { ""booth_id"": ""F8"", ""group_id"": 15, ""group_travel_service_cost"": 352 }, { ""booth_id"": ""F8"", ""group_id"": 16, ""group_travel_service_cost"": 332 }, { ""booth_id"": ""F8"", ""group_id"": 17, ""group_travel_service_cost"": 876 }, { ""booth_id"": ""F8"", ""group_id"": 18, ""group_travel_service_cost"": 25 }, { ""booth_id"": ""F9"", ""group_id"": 0, ""group_travel_service_cost"": 415 }, { ""booth_id"": ""F9"", ""group_id"": 1, ""group_travel_service_cost"": 540 }, { ""booth_id"": ""F9"", ""group_id"": 2, ""group_travel_service_cost"": 457 }, { ""booth_id"": ""F9"", ""group_id"": 3, ""group_travel_service_cost"": 534 }, { ""booth_id"": ""F9"", ""group_id"": 4, ""group_travel_service_cost"": 715 }, { ""booth_id"": ""F9"", ""group_id"": 5, ""group_travel_service_cost"": 443 }, { ""booth_id"": ""F9"", ""group_id"": 6, ""group_travel_service_cost"": 564 }, { ""booth_id"": ""F9"", ""group_id"": 7, ""group_travel_service_cost"": 431 }, { ""booth_id"": ""F9"", ""group_id"": 8, ""group_travel_service_cost"": 187 }, { ""booth_id"": ""F9"", ""group_id"": 9, ""group_travel_service_cost"": 431 }, { ""booth_id"": ""F9"", ""group_id"": 10, ""group_travel_service_cost"": 25 }, { ""booth_id"": ""F9"", ""group_id"": 11, ""group_travel_service_cost"": 852 }, { ""booth_id"": ""F9"", ""group_id"": 12, ""group_travel_service_cost"": 733 }, { ""booth_id"": ""F9"", ""group_id"": 13, ""group_travel_service_cost"": 245 }, { ""booth_id"": ""F9"", ""group_id"": 14, ""group_travel_service_cost"": 313 }, { ""booth_id"": ""F9"", ""group_id"": 15, ""group_travel_service_cost"": 654 }, { ""booth_id"": ""F9"", ""group_id"": 16, ""group_travel_service_cost"": 716 }, { ""booth_id"": ""F9"", ""group_id"": 17, ""group_travel_service_cost"": 749 }, { ""booth_id"": ""F9"", ""group_id"": 18, ""group_travel_service_cost"": 232 } ] } When you answer, just return the picks in a tiny JSON blob like the one below so it's easy to parse — nothing fancy, just the two lists we need. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Think of ""selected"" as the booths we decide to rent, and ""assignments"" as a simple one-entry-per-group list saying which rented booth each group goes to. Super casual: selected = which booths are open, assignments = which open booth each group is tied to. This JSON is just a sketch of the shape I want back — not the real answer. Also, please use the exact identifiers from the instance input with no renaming and no new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [7433, 2501, 3751, 7764, 4583, 7729, 3889, 9155, 7670], 'connection_costs': [[923, 468, 439, 989, 678, 111, 812, 375, 267, 254, 869, 234, 638, 679, 163, 531, 839, 69, 59], [449, 420, 429, 174, 140, 356, 37, 268, 934, 566, 85, 368, 365, 799, 829, 32, 231, 869, 327], [266, 560, 203, 888, 85, 560, 425, 787, 348, 609, 101, 995, 461, 904, 373, 579, 819, 525, 560], [103, 290, 890, 666, 855, 634, 375, 911, 421, 665, 564, 564, 90, 89, 280, 449, 129, 213, 738], [99, 540, 447, 439, 218, 298, 778, 389, 141, 918, 479, 404, 933, 74, 914, 875, 802, 582, 73], [804, 81, 538, 145, 733, 199, 18, 785, 663, 343, 494, 158, 54, 896, 152, 738, 204, 709, 232], [222, 164, 565, 622, 50, 314, 479, 571, 102, 901, 977, 428, 343, 837, 164, 384, 386, 594, 953], [650, 150, 648, 200, 718, 973, 401, 198, 449, 324, 396, 254, 926, 307, 796, 352, 332, 876, 25], [415, 540, 457, 534, 715, 443, 564, 431, 187, 431, 25, 852, 733, 245, 313, 654, 716, 749, 232]], 'objective': 10179.0}","{'open_facilities': [1], 'assignments': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]}",10179.0,"{'problem_type': 'UFLP', 'num_facilities': 9, 'num_customers': 19, 'facilities': [{'id': 'F1', 'opening_cost': 7433}, {'id': 'F2', 'opening_cost': 2501}, {'id': 'F3', 'opening_cost': 3751}, {'id': 'F4', 'opening_cost': 7764}, {'id': 'F5', 'opening_cost': 4583}, {'id': 'F6', 'opening_cost': 7729}, {'id': 'F7', 'opening_cost': 3889}, {'id': 'F8', 'opening_cost': 9155}, {'id': 'F9', 'opening_cost': 7670}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}, {'id': 18}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 923}, {'facility': 'F1', 'customer': 1, 'cost': 468}, {'facility': 'F1', 'customer': 2, 'cost': 439}, {'facility': 'F1', 'customer': 3, 'cost': 989}, {'facility': 'F1', 'customer': 4, 'cost': 678}, {'facility': 'F1', 'customer': 5, 'cost': 111}, {'facility': 'F1', 'customer': 6, 'cost': 812}, {'facility': 'F1', 'customer': 7, 'cost': 375}, {'facility': 'F1', 'customer': 8, 'cost': 267}, {'facility': 'F1', 'customer': 9, 'cost': 254}, {'facility': 'F1', 'customer': 10, 'cost': 869}, {'facility': 'F1', 'customer': 11, 'cost': 234}, {'facility': 'F1', 'customer': 12, 'cost': 638}, {'facility': 'F1', 'customer': 13, 'cost': 679}, {'facility': 'F1', 'customer': 14, 'cost': 163}, {'facility': 'F1', 'customer': 15, 'cost': 531}, {'facility': 'F1', 'customer': 16, 'cost': 839}, {'facility': 'F1', 'customer': 17, 'cost': 69}, {'facility': 'F1', 'customer': 18, 'cost': 59}, {'facility': 'F2', 'customer': 0, 'cost': 449}, {'facility': 'F2', 'customer': 1, 'cost': 420}, {'facility': 'F2', 'customer': 2, 'cost': 429}, {'facility': 'F2', 'customer': 3, 'cost': 174}, {'facility': 'F2', 'customer': 4, 'cost': 140}, {'facility': 'F2', 'customer': 5, 'cost': 356}, {'facility': 'F2', 'customer': 6, 'cost': 37}, {'facility': 'F2', 'customer': 7, 'cost': 268}, {'facility': 'F2', 'customer': 8, 'cost': 934}, {'facility': 'F2', 'customer': 9, 'cost': 566}, {'facility': 'F2', 'customer': 10, 'cost': 85}, {'facility': 'F2', 'customer': 11, 'cost': 368}, {'facility': 'F2', 'customer': 12, 'cost': 365}, {'facility': 'F2', 'customer': 13, 'cost': 799}, {'facility': 'F2', 'customer': 14, 'cost': 829}, {'facility': 'F2', 'customer': 15, 'cost': 32}, {'facility': 'F2', 'customer': 16, 'cost': 231}, {'facility': 'F2', 'customer': 17, 'cost': 869}, {'facility': 'F2', 'customer': 18, 'cost': 327}, {'facility': 'F3', 'customer': 0, 'cost': 266}, {'facility': 'F3', 'customer': 1, 'cost': 560}, {'facility': 'F3', 'customer': 2, 'cost': 203}, {'facility': 'F3', 'customer': 3, 'cost': 888}, {'facility': 'F3', 'customer': 4, 'cost': 85}, {'facility': 'F3', 'customer': 5, 'cost': 560}, {'facility': 'F3', 'customer': 6, 'cost': 425}, {'facility': 'F3', 'customer': 7, 'cost': 787}, {'facility': 'F3', 'customer': 8, 'cost': 348}, {'facility': 'F3', 'customer': 9, 'cost': 609}, {'facility': 'F3', 'customer': 10, 'cost': 101}, {'facility': 'F3', 'customer': 11, 'cost': 995}, {'facility': 'F3', 'customer': 12, 'cost': 461}, {'facility': 'F3', 'customer': 13, 'cost': 904}, {'facility': 'F3', 'customer': 14, 'cost': 373}, {'facility': 'F3', 'customer': 15, 'cost': 579}, {'facility': 'F3', 'customer': 16, 'cost': 819}, {'facility': 'F3', 'customer': 17, 'cost': 525}, {'facility': 'F3', 'customer': 18, 'cost': 560}, {'facility': 'F4', 'customer': 0, 'cost': 103}, {'facility': 'F4', 'customer': 1, 'cost': 290}, {'facility': 'F4', 'customer': 2, 'cost': 890}, {'facility': 'F4', 'customer': 3, 'cost': 666}, {'facility': 'F4', 'customer': 4, 'cost': 855}, {'facility': 'F4', 'customer': 5, 'cost': 634}, {'facility': 'F4', 'customer': 6, 'cost': 375}, {'facility': 'F4', 'customer': 7, 'cost': 911}, {'facility': 'F4', 'customer': 8, 'cost': 421}, {'facility': 'F4', 'customer': 9, 'cost': 665}, {'facility': 'F4', 'customer': 10, 'cost': 564}, {'facility': 'F4', 'customer': 11, 'cost': 564}, {'facility': 'F4', 'customer': 12, 'cost': 90}, {'facility': 'F4', 'customer': 13, 'cost': 89}, {'facility': 'F4', 'customer': 14, 'cost': 280}, {'facility': 'F4', 'customer': 15, 'cost': 449}, {'facility': 'F4', 'customer': 16, 'cost': 129}, {'facility': 'F4', 'customer': 17, 'cost': 213}, {'facility': 'F4', 'customer': 18, 'cost': 738}, {'facility': 'F5', 'customer': 0, 'cost': 99}, {'facility': 'F5', 'customer': 1, 'cost': 540}, {'facility': 'F5', 'customer': 2, 'cost': 447}, {'facility': 'F5', 'customer': 3, 'cost': 439}, {'facility': 'F5', 'customer': 4, 'cost': 218}, {'facility': 'F5', 'customer': 5, 'cost': 298}, {'facility': 'F5', 'customer': 6, 'cost': 778}, {'facility': 'F5', 'customer': 7, 'cost': 389}, {'facility': 'F5', 'customer': 8, 'cost': 141}, {'facility': 'F5', 'customer': 9, 'cost': 918}, {'facility': 'F5', 'customer': 10, 'cost': 479}, {'facility': 'F5', 'customer': 11, 'cost': 404}, {'facility': 'F5', 'customer': 12, 'cost': 933}, {'facility': 'F5', 'customer': 13, 'cost': 74}, {'facility': 'F5', 'customer': 14, 'cost': 914}, {'facility': 'F5', 'customer': 15, 'cost': 875}, {'facility': 'F5', 'customer': 16, 'cost': 802}, {'facility': 'F5', 'customer': 17, 'cost': 582}, {'facility': 'F5', 'customer': 18, 'cost': 73}, {'facility': 'F6', 'customer': 0, 'cost': 804}, {'facility': 'F6', 'customer': 1, 'cost': 81}, {'facility': 'F6', 'customer': 2, 'cost': 538}, {'facility': 'F6', 'customer': 3, 'cost': 145}, {'facility': 'F6', 'customer': 4, 'cost': 733}, {'facility': 'F6', 'customer': 5, 'cost': 199}, {'facility': 'F6', 'customer': 6, 'cost': 18}, {'facility': 'F6', 'customer': 7, 'cost': 785}, {'facility': 'F6', 'customer': 8, 'cost': 663}, {'facility': 'F6', 'customer': 9, 'cost': 343}, {'facility': 'F6', 'customer': 10, 'cost': 494}, {'facility': 'F6', 'customer': 11, 'cost': 158}, {'facility': 'F6', 'customer': 12, 'cost': 54}, {'facility': 'F6', 'customer': 13, 'cost': 896}, {'facility': 'F6', 'customer': 14, 'cost': 152}, {'facility': 'F6', 'customer': 15, 'cost': 738}, {'facility': 'F6', 'customer': 16, 'cost': 204}, {'facility': 'F6', 'customer': 17, 'cost': 709}, {'facility': 'F6', 'customer': 18, 'cost': 232}, {'facility': 'F7', 'customer': 0, 'cost': 222}, {'facility': 'F7', 'customer': 1, 'cost': 164}, {'facility': 'F7', 'customer': 2, 'cost': 565}, {'facility': 'F7', 'customer': 3, 'cost': 622}, {'facility': 'F7', 'customer': 4, 'cost': 50}, {'facility': 'F7', 'customer': 5, 'cost': 314}, {'facility': 'F7', 'customer': 6, 'cost': 479}, {'facility': 'F7', 'customer': 7, 'cost': 571}, {'facility': 'F7', 'customer': 8, 'cost': 102}, {'facility': 'F7', 'customer': 9, 'cost': 901}, {'facility': 'F7', 'customer': 10, 'cost': 977}, {'facility': 'F7', 'customer': 11, 'cost': 428}, {'facility': 'F7', 'customer': 12, 'cost': 343}, {'facility': 'F7', 'customer': 13, 'cost': 837}, {'facility': 'F7', 'customer': 14, 'cost': 164}, {'facility': 'F7', 'customer': 15, 'cost': 384}, {'facility': 'F7', 'customer': 16, 'cost': 386}, {'facility': 'F7', 'customer': 17, 'cost': 594}, {'facility': 'F7', 'customer': 18, 'cost': 953}, {'facility': 'F8', 'customer': 0, 'cost': 650}, {'facility': 'F8', 'customer': 1, 'cost': 150}, {'facility': 'F8', 'customer': 2, 'cost': 648}, {'facility': 'F8', 'customer': 3, 'cost': 200}, {'facility': 'F8', 'customer': 4, 'cost': 718}, {'facility': 'F8', 'customer': 5, 'cost': 973}, {'facility': 'F8', 'customer': 6, 'cost': 401}, {'facility': 'F8', 'customer': 7, 'cost': 198}, {'facility': 'F8', 'customer': 8, 'cost': 449}, {'facility': 'F8', 'customer': 9, 'cost': 324}, {'facility': 'F8', 'customer': 10, 'cost': 396}, {'facility': 'F8', 'customer': 11, 'cost': 254}, {'facility': 'F8', 'customer': 12, 'cost': 926}, {'facility': 'F8', 'customer': 13, 'cost': 307}, {'facility': 'F8', 'customer': 14, 'cost': 796}, {'facility': 'F8', 'customer': 15, 'cost': 352}, {'facility': 'F8', 'customer': 16, 'cost': 332}, {'facility': 'F8', 'customer': 17, 'cost': 876}, {'facility': 'F8', 'customer': 18, 'cost': 25}, {'facility': 'F9', 'customer': 0, 'cost': 415}, {'facility': 'F9', 'customer': 1, 'cost': 540}, {'facility': 'F9', 'customer': 2, 'cost': 457}, {'facility': 'F9', 'customer': 3, 'cost': 534}, {'facility': 'F9', 'customer': 4, 'cost': 715}, {'facility': 'F9', 'customer': 5, 'cost': 443}, {'facility': 'F9', 'customer': 6, 'cost': 564}, {'facility': 'F9', 'customer': 7, 'cost': 431}, {'facility': 'F9', 'customer': 8, 'cost': 187}, {'facility': 'F9', 'customer': 9, 'cost': 431}, {'facility': 'F9', 'customer': 10, 'cost': 25}, {'facility': 'F9', 'customer': 11, 'cost': 852}, {'facility': 'F9', 'customer': 12, 'cost': 733}, {'facility': 'F9', 'customer': 13, 'cost': 245}, {'facility': 'F9', 'customer': 14, 'cost': 313}, {'facility': 'F9', 'customer': 15, 'cost': 654}, {'facility': 'F9', 'customer': 16, 'cost': 716}, {'facility': 'F9', 'customer': 17, 'cost': 749}, {'facility': 'F9', 'customer': 18, 'cost': 232}], 'objective': 10179.0}","{'selected': ['F2'], 'assignments': ['F2', 'F2', 'F2', 'F2', 'F2', 'F2', 'F2', 'F2', 'F2', 'F2', 'F2', 'F2', 'F2', 'F2', 'F2', 'F2', 'F2', 'F2', 'F2']}",33,json,0 UFLP,UFLP,"Recently the bike-share folks have been mapping out which docks to open and which dock every rider should be linked to. There’s a cost to open any dock and a separate inconvenience score for each rider depending on which opened dock they use, so the winning plan is simply the one with the smallest combined cost: the total of all dock-opening fees plus the total of all riders’ access costs. Nobody can be left without a registered dock or assigned to a dock that wasn’t opened, and docks don’t have limits on how many riders they can handle. The concrete details are shown below. { ""num_stations"": 8, ""num_riders"": 16, ""stations"": [ { ""station_id"": ""F1"", ""station_opening_fee"": 1896 }, { ""station_id"": ""F2"", ""station_opening_fee"": 1965 }, { ""station_id"": ""F3"", ""station_opening_fee"": 1681 }, { ""station_id"": ""F4"", ""station_opening_fee"": 1160 }, { ""station_id"": ""F5"", ""station_opening_fee"": 1833 }, { ""station_id"": ""F6"", ""station_opening_fee"": 1562 }, { ""station_id"": ""F7"", ""station_opening_fee"": 1224 }, { ""station_id"": ""F8"", ""station_opening_fee"": 1594 } ], ""riders"": [ { ""rider_id"": 0 }, { ""rider_id"": 1 }, { ""rider_id"": 2 }, { ""rider_id"": 3 }, { ""rider_id"": 4 }, { ""rider_id"": 5 }, { ""rider_id"": 6 }, { ""rider_id"": 7 }, { ""rider_id"": 8 }, { ""rider_id"": 9 }, { ""rider_id"": 10 }, { ""rider_id"": 11 }, { ""rider_id"": 12 }, { ""rider_id"": 13 }, { ""rider_id"": 14 }, { ""rider_id"": 15 } ], ""access_inconveniences"": [ { ""station_id"": ""F1"", ""rider_id"": 0, ""access_inconvenience"": 390 }, { ""station_id"": ""F1"", ""rider_id"": 1, ""access_inconvenience"": 352 }, { ""station_id"": ""F1"", ""rider_id"": 2, ""access_inconvenience"": 891 }, { ""station_id"": ""F1"", ""rider_id"": 3, ""access_inconvenience"": 472 }, { ""station_id"": ""F1"", ""rider_id"": 4, ""access_inconvenience"": 148 }, { ""station_id"": ""F1"", ""rider_id"": 5, ""access_inconvenience"": 213 }, { ""station_id"": ""F1"", ""rider_id"": 6, ""access_inconvenience"": 321 }, { ""station_id"": ""F1"", ""rider_id"": 7, ""access_inconvenience"": 908 }, { ""station_id"": ""F1"", ""rider_id"": 8, ""access_inconvenience"": 261 }, { ""station_id"": ""F1"", ""rider_id"": 9, ""access_inconvenience"": 128 }, { ""station_id"": ""F1"", ""rider_id"": 10, ""access_inconvenience"": 685 }, { ""station_id"": ""F1"", ""rider_id"": 11, ""access_inconvenience"": 572 }, { ""station_id"": ""F1"", ""rider_id"": 12, ""access_inconvenience"": 162 }, { ""station_id"": ""F1"", ""rider_id"": 13, ""access_inconvenience"": 151 }, { ""station_id"": ""F1"", ""rider_id"": 14, ""access_inconvenience"": 429 }, { ""station_id"": ""F1"", ""rider_id"": 15, ""access_inconvenience"": 359 }, { ""station_id"": ""F2"", ""rider_id"": 0, ""access_inconvenience"": 923 }, { ""station_id"": ""F2"", ""rider_id"": 1, ""access_inconvenience"": 930 }, { ""station_id"": ""F2"", ""rider_id"": 2, ""access_inconvenience"": 371 }, { ""station_id"": ""F2"", ""rider_id"": 3, ""access_inconvenience"": 320 }, { ""station_id"": ""F2"", ""rider_id"": 4, ""access_inconvenience"": 634 }, { ""station_id"": ""F2"", ""rider_id"": 5, ""access_inconvenience"": 547 }, { ""station_id"": ""F2"", ""rider_id"": 6, ""access_inconvenience"": 919 }, { ""station_id"": ""F2"", ""rider_id"": 7, ""access_inconvenience"": 296 }, { ""station_id"": ""F2"", ""rider_id"": 8, ""access_inconvenience"": 819 }, { ""station_id"": ""F2"", ""rider_id"": 9, ""access_inconvenience"": 526 }, { ""station_id"": ""F2"", ""rider_id"": 10, ""access_inconvenience"": 134 }, { ""station_id"": ""F2"", ""rider_id"": 11, ""access_inconvenience"": 494 }, { ""station_id"": ""F2"", ""rider_id"": 12, ""access_inconvenience"": 551 }, { ""station_id"": ""F2"", ""rider_id"": 13, ""access_inconvenience"": 657 }, { ""station_id"": ""F2"", ""rider_id"": 14, ""access_inconvenience"": 810 }, { ""station_id"": ""F2"", ""rider_id"": 15, ""access_inconvenience"": 8 }, { ""station_id"": ""F3"", ""rider_id"": 0, ""access_inconvenience"": 990 }, { ""station_id"": ""F3"", ""rider_id"": 1, ""access_inconvenience"": 247 }, { ""station_id"": ""F3"", ""rider_id"": 2, ""access_inconvenience"": 100 }, { ""station_id"": ""F3"", ""rider_id"": 3, ""access_inconvenience"": 469 }, { ""station_id"": ""F3"", ""rider_id"": 4, ""access_inconvenience"": 990 }, { ""station_id"": ""F3"", ""rider_id"": 5, ""access_inconvenience"": 792 }, { ""station_id"": ""F3"", ""rider_id"": 6, ""access_inconvenience"": 760 }, { ""station_id"": ""F3"", ""rider_id"": 7, ""access_inconvenience"": 10 }, { ""station_id"": ""F3"", ""rider_id"": 8, ""access_inconvenience"": 868 }, { ""station_id"": ""F3"", ""rider_id"": 9, ""access_inconvenience"": 839 }, { ""station_id"": ""F3"", ""rider_id"": 10, ""access_inconvenience"": 814 }, { ""station_id"": ""F3"", ""rider_id"": 11, ""access_inconvenience"": 670 }, { ""station_id"": ""F3"", ""rider_id"": 12, ""access_inconvenience"": 589 }, { ""station_id"": ""F3"", ""rider_id"": 13, ""access_inconvenience"": 819 }, { ""station_id"": ""F3"", ""rider_id"": 14, ""access_inconvenience"": 191 }, { ""station_id"": ""F3"", ""rider_id"": 15, ""access_inconvenience"": 398 }, { ""station_id"": ""F4"", ""rider_id"": 0, ""access_inconvenience"": 707 }, { ""station_id"": ""F4"", ""rider_id"": 1, ""access_inconvenience"": 993 }, { ""station_id"": ""F4"", ""rider_id"": 2, ""access_inconvenience"": 544 }, { ""station_id"": ""F4"", ""rider_id"": 3, ""access_inconvenience"": 23 }, { ""station_id"": ""F4"", ""rider_id"": 4, ""access_inconvenience"": 27 }, { ""station_id"": ""F4"", ""rider_id"": 5, ""access_inconvenience"": 608 }, { ""station_id"": ""F4"", ""rider_id"": 6, ""access_inconvenience"": 338 }, { ""station_id"": ""F4"", ""rider_id"": 7, ""access_inconvenience"": 344 }, { ""station_id"": ""F4"", ""rider_id"": 8, ""access_inconvenience"": 167 }, { ""station_id"": ""F4"", ""rider_id"": 9, ""access_inconvenience"": 66 }, { ""station_id"": ""F4"", ""rider_id"": 10, ""access_inconvenience"": 225 }, { ""station_id"": ""F4"", ""rider_id"": 11, ""access_inconvenience"": 483 }, { ""station_id"": ""F4"", ""rider_id"": 12, ""access_inconvenience"": 724 }, { ""station_id"": ""F4"", ""rider_id"": 13, ""access_inconvenience"": 344 }, { ""station_id"": ""F4"", ""rider_id"": 14, ""access_inconvenience"": 63 }, { ""station_id"": ""F4"", ""rider_id"": 15, ""access_inconvenience"": 339 }, { ""station_id"": ""F5"", ""rider_id"": 0, ""access_inconvenience"": 413 }, { ""station_id"": ""F5"", ""rider_id"": 1, ""access_inconvenience"": 140 }, { ""station_id"": ""F5"", ""rider_id"": 2, ""access_inconvenience"": 227 }, { ""station_id"": ""F5"", ""rider_id"": 3, ""access_inconvenience"": 394 }, { ""station_id"": ""F5"", ""rider_id"": 4, ""access_inconvenience"": 932 }, { ""station_id"": ""F5"", ""rider_id"": 5, ""access_inconvenience"": 658 }, { ""station_id"": ""F5"", ""rider_id"": 6, ""access_inconvenience"": 845 }, { ""station_id"": ""F5"", ""rider_id"": 7, ""access_inconvenience"": 339 }, { ""station_id"": ""F5"", ""rider_id"": 8, ""access_inconvenience"": 246 }, { ""station_id"": ""F5"", ""rider_id"": 9, ""access_inconvenience"": 709 }, { ""station_id"": ""F5"", ""rider_id"": 10, ""access_inconvenience"": 497 }, { ""station_id"": ""F5"", ""rider_id"": 11, ""access_inconvenience"": 909 }, { ""station_id"": ""F5"", ""rider_id"": 12, ""access_inconvenience"": 827 }, { ""station_id"": ""F5"", ""rider_id"": 13, ""access_inconvenience"": 481 }, { ""station_id"": ""F5"", ""rider_id"": 14, ""access_inconvenience"": 780 }, { ""station_id"": ""F5"", ""rider_id"": 15, ""access_inconvenience"": 506 }, { ""station_id"": ""F6"", ""rider_id"": 0, ""access_inconvenience"": 946 }, { ""station_id"": ""F6"", ""rider_id"": 1, ""access_inconvenience"": 875 }, { ""station_id"": ""F6"", ""rider_id"": 2, ""access_inconvenience"": 844 }, { ""station_id"": ""F6"", ""rider_id"": 3, ""access_inconvenience"": 384 }, { ""station_id"": ""F6"", ""rider_id"": 4, ""access_inconvenience"": 722 }, { ""station_id"": ""F6"", ""rider_id"": 5, ""access_inconvenience"": 31 }, { ""station_id"": ""F6"", ""rider_id"": 6, ""access_inconvenience"": 208 }, { ""station_id"": ""F6"", ""rider_id"": 7, ""access_inconvenience"": 184 }, { ""station_id"": ""F6"", ""rider_id"": 8, ""access_inconvenience"": 246 }, { ""station_id"": ""F6"", ""rider_id"": 9, ""access_inconvenience"": 814 }, { ""station_id"": ""F6"", ""rider_id"": 10, ""access_inconvenience"": 354 }, { ""station_id"": ""F6"", ""rider_id"": 11, ""access_inconvenience"": 666 }, { ""station_id"": ""F6"", ""rider_id"": 12, ""access_inconvenience"": 343 }, { ""station_id"": ""F6"", ""rider_id"": 13, ""access_inconvenience"": 486 }, { ""station_id"": ""F6"", ""rider_id"": 14, ""access_inconvenience"": 474 }, { ""station_id"": ""F6"", ""rider_id"": 15, ""access_inconvenience"": 972 }, { ""station_id"": ""F7"", ""rider_id"": 0, ""access_inconvenience"": 543 }, { ""station_id"": ""F7"", ""rider_id"": 1, ""access_inconvenience"": 783 }, { ""station_id"": ""F7"", ""rider_id"": 2, ""access_inconvenience"": 756 }, { ""station_id"": ""F7"", ""rider_id"": 3, ""access_inconvenience"": 468 }, { ""station_id"": ""F7"", ""rider_id"": 4, ""access_inconvenience"": 232 }, { ""station_id"": ""F7"", ""rider_id"": 5, ""access_inconvenience"": 521 }, { ""station_id"": ""F7"", ""rider_id"": 6, ""access_inconvenience"": 685 }, { ""station_id"": ""F7"", ""rider_id"": 7, ""access_inconvenience"": 931 }, { ""station_id"": ""F7"", ""rider_id"": 8, ""access_inconvenience"": 141 }, { ""station_id"": ""F7"", ""rider_id"": 9, ""access_inconvenience"": 754 }, { ""station_id"": ""F7"", ""rider_id"": 10, ""access_inconvenience"": 837 }, { ""station_id"": ""F7"", ""rider_id"": 11, ""access_inconvenience"": 145 }, { ""station_id"": ""F7"", ""rider_id"": 12, ""access_inconvenience"": 519 }, { ""station_id"": ""F7"", ""rider_id"": 13, ""access_inconvenience"": 100 }, { ""station_id"": ""F7"", ""rider_id"": 14, ""access_inconvenience"": 408 }, { ""station_id"": ""F7"", ""rider_id"": 15, ""access_inconvenience"": 405 }, { ""station_id"": ""F8"", ""rider_id"": 0, ""access_inconvenience"": 394 }, { ""station_id"": ""F8"", ""rider_id"": 1, ""access_inconvenience"": 644 }, { ""station_id"": ""F8"", ""rider_id"": 2, ""access_inconvenience"": 762 }, { ""station_id"": ""F8"", ""rider_id"": 3, ""access_inconvenience"": 911 }, { ""station_id"": ""F8"", ""rider_id"": 4, ""access_inconvenience"": 719 }, { ""station_id"": ""F8"", ""rider_id"": 5, ""access_inconvenience"": 907 }, { ""station_id"": ""F8"", ""rider_id"": 6, ""access_inconvenience"": 483 }, { ""station_id"": ""F8"", ""rider_id"": 7, ""access_inconvenience"": 11 }, { ""station_id"": ""F8"", ""rider_id"": 8, ""access_inconvenience"": 717 }, { ""station_id"": ""F8"", ""rider_id"": 9, ""access_inconvenience"": 874 }, { ""station_id"": ""F8"", ""rider_id"": 10, ""access_inconvenience"": 554 }, { ""station_id"": ""F8"", ""rider_id"": 11, ""access_inconvenience"": 429 }, { ""station_id"": ""F8"", ""rider_id"": 12, ""access_inconvenience"": 289 }, { ""station_id"": ""F8"", ""rider_id"": 13, ""access_inconvenience"": 53 }, { ""station_id"": ""F8"", ""rider_id"": 14, ""access_inconvenience"": 809 }, { ""station_id"": ""F8"", ""rider_id"": 15, ""access_inconvenience"": 915 } ] } Oh, and when you send the plan back, just use this simple JSON shape so I can read it easily: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is where you list the docks you choose to open. ""assignments"" is a parallel list (one entry per rider, in the same order as the input) saying which opened dock each rider is linked to. Think of it like filling out a form: which docks are active, and who goes to which one. This is just a sketch of the expected shape, not the actual answer—I'll need the real identifiers from the instance to produce a concrete plan. Please make sure you use the identifiers exactly as they appear in the input — no renaming and no new labels. For example: Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [1896, 1965, 1681, 1160, 1833, 1562, 1224, 1594], 'connection_costs': [[390, 352, 891, 472, 148, 213, 321, 908, 261, 128, 685, 572, 162, 151, 429, 359], [923, 930, 371, 320, 634, 547, 919, 296, 819, 526, 134, 494, 551, 657, 810, 8], [990, 247, 100, 469, 990, 792, 760, 10, 868, 839, 814, 670, 589, 819, 191, 398], [707, 993, 544, 23, 27, 608, 338, 344, 167, 66, 225, 483, 724, 344, 63, 339], [413, 140, 227, 394, 932, 658, 845, 339, 246, 709, 497, 909, 827, 481, 780, 506], [946, 875, 844, 384, 722, 31, 208, 184, 246, 814, 354, 666, 343, 486, 474, 972], [543, 783, 756, 468, 232, 521, 685, 931, 141, 754, 837, 145, 519, 100, 408, 405], [394, 644, 762, 911, 719, 907, 483, 11, 717, 874, 554, 429, 289, 53, 809, 915]], 'objective': 6926.0}","{'open_facilities': [0, 3], 'assignments': [0, 0, 3, 3, 3, 0, 0, 3, 3, 3, 3, 3, 0, 0, 3, 3]}",6926.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 16, 'facilities': [{'id': 'F1', 'opening_cost': 1896}, {'id': 'F2', 'opening_cost': 1965}, {'id': 'F3', 'opening_cost': 1681}, {'id': 'F4', 'opening_cost': 1160}, {'id': 'F5', 'opening_cost': 1833}, {'id': 'F6', 'opening_cost': 1562}, {'id': 'F7', 'opening_cost': 1224}, {'id': 'F8', 'opening_cost': 1594}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 390}, {'facility': 'F1', 'customer': 1, 'cost': 352}, {'facility': 'F1', 'customer': 2, 'cost': 891}, {'facility': 'F1', 'customer': 3, 'cost': 472}, {'facility': 'F1', 'customer': 4, 'cost': 148}, {'facility': 'F1', 'customer': 5, 'cost': 213}, {'facility': 'F1', 'customer': 6, 'cost': 321}, {'facility': 'F1', 'customer': 7, 'cost': 908}, {'facility': 'F1', 'customer': 8, 'cost': 261}, {'facility': 'F1', 'customer': 9, 'cost': 128}, {'facility': 'F1', 'customer': 10, 'cost': 685}, {'facility': 'F1', 'customer': 11, 'cost': 572}, {'facility': 'F1', 'customer': 12, 'cost': 162}, {'facility': 'F1', 'customer': 13, 'cost': 151}, {'facility': 'F1', 'customer': 14, 'cost': 429}, {'facility': 'F1', 'customer': 15, 'cost': 359}, {'facility': 'F2', 'customer': 0, 'cost': 923}, {'facility': 'F2', 'customer': 1, 'cost': 930}, {'facility': 'F2', 'customer': 2, 'cost': 371}, {'facility': 'F2', 'customer': 3, 'cost': 320}, {'facility': 'F2', 'customer': 4, 'cost': 634}, {'facility': 'F2', 'customer': 5, 'cost': 547}, {'facility': 'F2', 'customer': 6, 'cost': 919}, {'facility': 'F2', 'customer': 7, 'cost': 296}, {'facility': 'F2', 'customer': 8, 'cost': 819}, {'facility': 'F2', 'customer': 9, 'cost': 526}, {'facility': 'F2', 'customer': 10, 'cost': 134}, {'facility': 'F2', 'customer': 11, 'cost': 494}, {'facility': 'F2', 'customer': 12, 'cost': 551}, {'facility': 'F2', 'customer': 13, 'cost': 657}, {'facility': 'F2', 'customer': 14, 'cost': 810}, {'facility': 'F2', 'customer': 15, 'cost': 8}, {'facility': 'F3', 'customer': 0, 'cost': 990}, {'facility': 'F3', 'customer': 1, 'cost': 247}, {'facility': 'F3', 'customer': 2, 'cost': 100}, {'facility': 'F3', 'customer': 3, 'cost': 469}, {'facility': 'F3', 'customer': 4, 'cost': 990}, {'facility': 'F3', 'customer': 5, 'cost': 792}, {'facility': 'F3', 'customer': 6, 'cost': 760}, {'facility': 'F3', 'customer': 7, 'cost': 10}, {'facility': 'F3', 'customer': 8, 'cost': 868}, {'facility': 'F3', 'customer': 9, 'cost': 839}, {'facility': 'F3', 'customer': 10, 'cost': 814}, {'facility': 'F3', 'customer': 11, 'cost': 670}, {'facility': 'F3', 'customer': 12, 'cost': 589}, {'facility': 'F3', 'customer': 13, 'cost': 819}, {'facility': 'F3', 'customer': 14, 'cost': 191}, {'facility': 'F3', 'customer': 15, 'cost': 398}, {'facility': 'F4', 'customer': 0, 'cost': 707}, {'facility': 'F4', 'customer': 1, 'cost': 993}, {'facility': 'F4', 'customer': 2, 'cost': 544}, {'facility': 'F4', 'customer': 3, 'cost': 23}, {'facility': 'F4', 'customer': 4, 'cost': 27}, {'facility': 'F4', 'customer': 5, 'cost': 608}, {'facility': 'F4', 'customer': 6, 'cost': 338}, {'facility': 'F4', 'customer': 7, 'cost': 344}, {'facility': 'F4', 'customer': 8, 'cost': 167}, {'facility': 'F4', 'customer': 9, 'cost': 66}, {'facility': 'F4', 'customer': 10, 'cost': 225}, {'facility': 'F4', 'customer': 11, 'cost': 483}, {'facility': 'F4', 'customer': 12, 'cost': 724}, {'facility': 'F4', 'customer': 13, 'cost': 344}, {'facility': 'F4', 'customer': 14, 'cost': 63}, {'facility': 'F4', 'customer': 15, 'cost': 339}, {'facility': 'F5', 'customer': 0, 'cost': 413}, {'facility': 'F5', 'customer': 1, 'cost': 140}, {'facility': 'F5', 'customer': 2, 'cost': 227}, {'facility': 'F5', 'customer': 3, 'cost': 394}, {'facility': 'F5', 'customer': 4, 'cost': 932}, {'facility': 'F5', 'customer': 5, 'cost': 658}, {'facility': 'F5', 'customer': 6, 'cost': 845}, {'facility': 'F5', 'customer': 7, 'cost': 339}, {'facility': 'F5', 'customer': 8, 'cost': 246}, {'facility': 'F5', 'customer': 9, 'cost': 709}, {'facility': 'F5', 'customer': 10, 'cost': 497}, {'facility': 'F5', 'customer': 11, 'cost': 909}, {'facility': 'F5', 'customer': 12, 'cost': 827}, {'facility': 'F5', 'customer': 13, 'cost': 481}, {'facility': 'F5', 'customer': 14, 'cost': 780}, {'facility': 'F5', 'customer': 15, 'cost': 506}, {'facility': 'F6', 'customer': 0, 'cost': 946}, {'facility': 'F6', 'customer': 1, 'cost': 875}, {'facility': 'F6', 'customer': 2, 'cost': 844}, {'facility': 'F6', 'customer': 3, 'cost': 384}, {'facility': 'F6', 'customer': 4, 'cost': 722}, {'facility': 'F6', 'customer': 5, 'cost': 31}, {'facility': 'F6', 'customer': 6, 'cost': 208}, {'facility': 'F6', 'customer': 7, 'cost': 184}, {'facility': 'F6', 'customer': 8, 'cost': 246}, {'facility': 'F6', 'customer': 9, 'cost': 814}, {'facility': 'F6', 'customer': 10, 'cost': 354}, {'facility': 'F6', 'customer': 11, 'cost': 666}, {'facility': 'F6', 'customer': 12, 'cost': 343}, {'facility': 'F6', 'customer': 13, 'cost': 486}, {'facility': 'F6', 'customer': 14, 'cost': 474}, {'facility': 'F6', 'customer': 15, 'cost': 972}, {'facility': 'F7', 'customer': 0, 'cost': 543}, {'facility': 'F7', 'customer': 1, 'cost': 783}, {'facility': 'F7', 'customer': 2, 'cost': 756}, {'facility': 'F7', 'customer': 3, 'cost': 468}, {'facility': 'F7', 'customer': 4, 'cost': 232}, {'facility': 'F7', 'customer': 5, 'cost': 521}, {'facility': 'F7', 'customer': 6, 'cost': 685}, {'facility': 'F7', 'customer': 7, 'cost': 931}, {'facility': 'F7', 'customer': 8, 'cost': 141}, {'facility': 'F7', 'customer': 9, 'cost': 754}, {'facility': 'F7', 'customer': 10, 'cost': 837}, {'facility': 'F7', 'customer': 11, 'cost': 145}, {'facility': 'F7', 'customer': 12, 'cost': 519}, {'facility': 'F7', 'customer': 13, 'cost': 100}, {'facility': 'F7', 'customer': 14, 'cost': 408}, {'facility': 'F7', 'customer': 15, 'cost': 405}, {'facility': 'F8', 'customer': 0, 'cost': 394}, {'facility': 'F8', 'customer': 1, 'cost': 644}, {'facility': 'F8', 'customer': 2, 'cost': 762}, {'facility': 'F8', 'customer': 3, 'cost': 911}, {'facility': 'F8', 'customer': 4, 'cost': 719}, {'facility': 'F8', 'customer': 5, 'cost': 907}, {'facility': 'F8', 'customer': 6, 'cost': 483}, {'facility': 'F8', 'customer': 7, 'cost': 11}, {'facility': 'F8', 'customer': 8, 'cost': 717}, {'facility': 'F8', 'customer': 9, 'cost': 874}, {'facility': 'F8', 'customer': 10, 'cost': 554}, {'facility': 'F8', 'customer': 11, 'cost': 429}, {'facility': 'F8', 'customer': 12, 'cost': 289}, {'facility': 'F8', 'customer': 13, 'cost': 53}, {'facility': 'F8', 'customer': 14, 'cost': 809}, {'facility': 'F8', 'customer': 15, 'cost': 915}], 'objective': 6926.0}","{'selected': ['F1', 'F4'], 'assignments': ['F1', 'F1', 'F4', 'F4', 'F4', 'F1', 'F1', 'F4', 'F4', 'F4', 'F4', 'F4', 'F1', 'F1', 'F4', 'F4']}",34,json,0 UFLP,UFLP,"We coordinate a network of volunteer tutoring spots and are deciding which spots to activate and which active spot each student should go to. Activating a spot costs money, and each student has a travel cost depending on which active spot they’re sent to. Better choices are those where the sum of the activation costs plus all students’ travel costs ends up lowest. Each student must go to one, and only one, active spot; nobody gets skipped. The concrete details are listed below. We have 8 candidate hubs, 17 learners, and hub activation costs 1530, 1504, 1779, 1900, 1638, 1611, 1657, 1516. Hub F1 has an activation cost of 1530. Hub F2 has an activation cost of 1504. Hub F3 has an activation cost of 1779. Hub F4 has an activation cost of 1900. Hub F5 has an activation cost of 1638. Hub F6 has an activation cost of 1611. Hub F7 has an activation cost of 1657. Hub F8 has an activation cost of 1516. Learner A would incur travel cost 802 if assigned to hub F1. Learner B would incur travel cost 507 if assigned to hub F1. Learner C would incur travel cost 743 if assigned to hub F1. Learner D would incur travel cost 796 if assigned to hub F1. Learner E would incur travel cost 866 if assigned to hub F1. Learner F would incur travel cost 627 if assigned to hub F1. Learner G would incur travel cost 375 if assigned to hub F1. Learner H would incur travel cost 180 if assigned to hub F1. Learner I would incur travel cost 486 if assigned to hub F1. Learner J would incur travel cost 11 if assigned to hub F1. Learner K would incur travel cost 226 if assigned to hub F1. Learner L would incur travel cost 455 if assigned to hub F1. Learner M would incur travel cost 737 if assigned to hub F1. Learner N would incur travel cost 178 if assigned to hub F1. Learner O would incur travel cost 716 if assigned to hub F1. Learner P would incur travel cost 574 if assigned to hub F1. Learner Q would incur travel cost 774 if assigned to hub F1. Learner A would incur travel cost 710 if assigned to hub F2. Learner B would incur travel cost 256 if assigned to hub F2. Learner C would incur travel cost 485 if assigned to hub F2. Learner D would incur travel cost 149 if assigned to hub F2. Learner E would incur travel cost 682 if assigned to hub F2. Learner F would incur travel cost 435 if assigned to hub F2. Learner G would incur travel cost 495 if assigned to hub F2. Learner H would incur travel cost 161 if assigned to hub F2. Learner I would incur travel cost 657 if assigned to hub F2. Learner J would incur travel cost 442 if assigned to hub F2. Learner K would incur travel cost 510 if assigned to hub F2. Learner L would incur travel cost 859 if assigned to hub F2. Learner M would incur travel cost 341 if assigned to hub F2. Learner N would incur travel cost 629 if assigned to hub F2. Learner O would incur travel cost 452 if assigned to hub F2. Learner P would incur travel cost 764 if assigned to hub F2. Learner Q would incur travel cost 475 if assigned to hub F2. Learner A would incur travel cost 489 if assigned to hub F3. Learner B would incur travel cost 145 if assigned to hub F3. Learner C would incur travel cost 49 if assigned to hub F3. Learner D would incur travel cost 151 if assigned to hub F3. Learner E would incur travel cost 671 if assigned to hub F3. Learner F would incur travel cost 151 if assigned to hub F3. Learner G would incur travel cost 428 if assigned to hub F3. Learner H would incur travel cost 118 if assigned to hub F3. Learner I would incur travel cost 823 if assigned to hub F3. Learner J would incur travel cost 153 if assigned to hub F3. Learner K would incur travel cost 312 if assigned to hub F3. Learner L would incur travel cost 81 if assigned to hub F3. Learner M would incur travel cost 419 if assigned to hub F3. Learner N would incur travel cost 430 if assigned to hub F3. Learner O would incur travel cost 733 if assigned to hub F3. Learner P would incur travel cost 63 if assigned to hub F3. Learner Q would incur travel cost 874 if assigned to hub F3. Learner A would incur travel cost 620 if assigned to hub F4. Learner B would incur travel cost 229 if assigned to hub F4. Learner C would incur travel cost 546 if assigned to hub F4. Learner D would incur travel cost 743 if assigned to hub F4. Learner E would incur travel cost 560 if assigned to hub F4. Learner F would incur travel cost 414 if assigned to hub F4. Learner G would incur travel cost 76 if assigned to hub F4. Learner H would incur travel cost 719 if assigned to hub F4. Learner I would incur travel cost 833 if assigned to hub F4. Learner J would incur travel cost 429 if assigned to hub F4. Learner K would incur travel cost 774 if assigned to hub F4. Learner L would incur travel cost 661 if assigned to hub F4. Learner M would incur travel cost 11 if assigned to hub F4. Learner N would incur travel cost 783 if assigned to hub F4. Learner O would incur travel cost 513 if assigned to hub F4. Learner P would incur travel cost 896 if assigned to hub F4. Learner Q would incur travel cost 652 if assigned to hub F4. Learner A would incur travel cost 770 if assigned to hub F5. Learner B would incur travel cost 628 if assigned to hub F5. Learner C would incur travel cost 372 if assigned to hub F5. Learner D would incur travel cost 989 if assigned to hub F5. Learner E would incur travel cost 17 if assigned to hub F5. Learner F would incur travel cost 804 if assigned to hub F5. Learner G would incur travel cost 256 if assigned to hub F5. Learner H would incur travel cost 67 if assigned to hub F5. Learner I would incur travel cost 281 if assigned to hub F5. Learner J would incur travel cost 787 if assigned to hub F5. Learner K would incur travel cost 519 if assigned to hub F5. Learner L would incur travel cost 853 if assigned to hub F5. Learner M would incur travel cost 630 if assigned to hub F5. Learner N would incur travel cost 293 if assigned to hub F5. Learner O would incur travel cost 166 if assigned to hub F5. Learner P would incur travel cost 773 if assigned to hub F5. Learner Q would incur travel cost 160 if assigned to hub F5. Learner A would incur travel cost 830 if assigned to hub F6. Learner B would incur travel cost 626 if assigned to hub F6. Learner C would incur travel cost 262 if assigned to hub F6. Learner D would incur travel cost 137 if assigned to hub F6. Learner E would incur travel cost 802 if assigned to hub F6. Learner F would incur travel cost 500 if assigned to hub F6. Learner G would incur travel cost 415 if assigned to hub F6. Learner H would incur travel cost 343 if assigned to hub F6. Learner I would incur travel cost 803 if assigned to hub F6. Learner J would incur travel cost 687 if assigned to hub F6. Learner K would incur travel cost 658 if assigned to hub F6. Learner L would incur travel cost 992 if assigned to hub F6. Learner M would incur travel cost 591 if assigned to hub F6. Learner N would incur travel cost 409 if assigned to hub F6. Learner O would incur travel cost 620 if assigned to hub F6. Learner P would incur travel cost 123 if assigned to hub F6. Learner Q would incur travel cost 54 if assigned to hub F6. Learner A would incur travel cost 636 if assigned to hub F7. Learner B would incur travel cost 990 if assigned to hub F7. Learner C would incur travel cost 214 if assigned to hub F7. Learner D would incur travel cost 661 if assigned to hub F7. Learner E would incur travel cost 562 if assigned to hub F7. Learner F would incur travel cost 211 if assigned to hub F7. Learner G would incur travel cost 270 if assigned to hub F7. Learner H would incur travel cost 155 if assigned to hub F7. Learner I would incur travel cost 429 if assigned to hub F7. Learner J would incur travel cost 309 if assigned to hub F7. Learner K would incur travel cost 22 if assigned to hub F7. Learner L would incur travel cost 824 if assigned to hub F7. Learner M would incur travel cost 340 if assigned to hub F7. Learner N would incur travel cost 413 if assigned to hub F7. Learner O would incur travel cost 697 if assigned to hub F7. Learner P would incur travel cost 225 if assigned to hub F7. Learner Q would incur travel cost 343 if assigned to hub F7. Learner A would incur travel cost 818 if assigned to hub F8. Learner B would incur travel cost 120 if assigned to hub F8. Learner C would incur travel cost 847 if assigned to hub F8. Learner D would incur travel cost 195 if assigned to hub F8. Learner E would incur travel cost 419 if assigned to hub F8. Learner F would incur travel cost 564 if assigned to hub F8. Learner G would incur travel cost 65 if assigned to hub F8. Learner H would incur travel cost 727 if assigned to hub F8. Learner I would incur travel cost 882 if assigned to hub F8. Learner J would incur travel cost 88 if assigned to hub F8. Learner K would incur travel cost 595 if assigned to hub F8. Learner L would incur travel cost 822 if assigned to hub F8. Learner M would incur travel cost 701 if assigned to hub F8. Learner N would incur travel cost 534 if assigned to hub F8. Learner O would incur travel cost 364 if assigned to hub F8. Learner P would incur travel cost 640 if assigned to hub F8. Learner Q would incur travel cost 580 if assigned to hub F8. We will use these details to pick which hubs to open and assign each learner so total activation plus travel costs is minimized. Also, when you send back the actual choices, please use a tiny JSON snippet like this to tell us which spots you activate and which active spot each student goes to. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } This just sketches the shape we want: ""selected"" is the list of spots you decide to activate (one placeholder per spot), and ""assignments"" lists, in order, which active spot each student is sent to. Think of it like filling out a short form — which locations are turned on, and for each student which turned-on spot they’ll use. The JSON above is only an example of the shape we need, not the answer itself. One more important thing — use the exact identifiers from the instance input, do not rename them or invent new ones. Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [1530, 1504, 1779, 1900, 1638, 1611, 1657, 1516], 'connection_costs': [[802, 507, 743, 796, 866, 627, 375, 180, 486, 11, 226, 455, 737, 178, 716, 574, 774], [710, 256, 485, 149, 682, 435, 495, 161, 657, 442, 510, 859, 341, 629, 452, 764, 475], [489, 145, 49, 151, 671, 151, 428, 118, 823, 153, 312, 81, 419, 430, 733, 63, 874], [620, 229, 546, 743, 560, 414, 76, 719, 833, 429, 774, 661, 11, 783, 513, 896, 652], [770, 628, 372, 989, 17, 804, 256, 67, 281, 787, 519, 853, 630, 293, 166, 773, 160], [830, 626, 262, 137, 802, 500, 415, 343, 803, 687, 658, 992, 591, 409, 620, 123, 54], [636, 990, 214, 661, 562, 211, 270, 155, 429, 309, 22, 824, 340, 413, 697, 225, 343], [818, 120, 847, 195, 419, 564, 65, 727, 882, 88, 595, 822, 701, 534, 364, 640, 580]], 'objective': 6670.0}","{'open_facilities': [2, 4], 'assignments': [2, 2, 2, 2, 4, 2, 4, 4, 4, 2, 2, 2, 2, 4, 4, 2, 4]}",6670.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 17, 'facilities': [{'id': 'F1', 'opening_cost': 1530}, {'id': 'F2', 'opening_cost': 1504}, {'id': 'F3', 'opening_cost': 1779}, {'id': 'F4', 'opening_cost': 1900}, {'id': 'F5', 'opening_cost': 1638}, {'id': 'F6', 'opening_cost': 1611}, {'id': 'F7', 'opening_cost': 1657}, {'id': 'F8', 'opening_cost': 1516}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}, {'id': 'P'}, {'id': 'Q'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 802}, {'facility': 'F1', 'customer': 'B', 'cost': 507}, {'facility': 'F1', 'customer': 'C', 'cost': 743}, {'facility': 'F1', 'customer': 'D', 'cost': 796}, {'facility': 'F1', 'customer': 'E', 'cost': 866}, {'facility': 'F1', 'customer': 'F', 'cost': 627}, {'facility': 'F1', 'customer': 'G', 'cost': 375}, {'facility': 'F1', 'customer': 'H', 'cost': 180}, {'facility': 'F1', 'customer': 'I', 'cost': 486}, {'facility': 'F1', 'customer': 'J', 'cost': 11}, {'facility': 'F1', 'customer': 'K', 'cost': 226}, {'facility': 'F1', 'customer': 'L', 'cost': 455}, {'facility': 'F1', 'customer': 'M', 'cost': 737}, {'facility': 'F1', 'customer': 'N', 'cost': 178}, {'facility': 'F1', 'customer': 'O', 'cost': 716}, {'facility': 'F1', 'customer': 'P', 'cost': 574}, {'facility': 'F1', 'customer': 'Q', 'cost': 774}, {'facility': 'F2', 'customer': 'A', 'cost': 710}, {'facility': 'F2', 'customer': 'B', 'cost': 256}, {'facility': 'F2', 'customer': 'C', 'cost': 485}, {'facility': 'F2', 'customer': 'D', 'cost': 149}, {'facility': 'F2', 'customer': 'E', 'cost': 682}, {'facility': 'F2', 'customer': 'F', 'cost': 435}, {'facility': 'F2', 'customer': 'G', 'cost': 495}, {'facility': 'F2', 'customer': 'H', 'cost': 161}, {'facility': 'F2', 'customer': 'I', 'cost': 657}, {'facility': 'F2', 'customer': 'J', 'cost': 442}, {'facility': 'F2', 'customer': 'K', 'cost': 510}, {'facility': 'F2', 'customer': 'L', 'cost': 859}, {'facility': 'F2', 'customer': 'M', 'cost': 341}, {'facility': 'F2', 'customer': 'N', 'cost': 629}, {'facility': 'F2', 'customer': 'O', 'cost': 452}, {'facility': 'F2', 'customer': 'P', 'cost': 764}, {'facility': 'F2', 'customer': 'Q', 'cost': 475}, {'facility': 'F3', 'customer': 'A', 'cost': 489}, {'facility': 'F3', 'customer': 'B', 'cost': 145}, {'facility': 'F3', 'customer': 'C', 'cost': 49}, {'facility': 'F3', 'customer': 'D', 'cost': 151}, {'facility': 'F3', 'customer': 'E', 'cost': 671}, {'facility': 'F3', 'customer': 'F', 'cost': 151}, {'facility': 'F3', 'customer': 'G', 'cost': 428}, {'facility': 'F3', 'customer': 'H', 'cost': 118}, {'facility': 'F3', 'customer': 'I', 'cost': 823}, {'facility': 'F3', 'customer': 'J', 'cost': 153}, {'facility': 'F3', 'customer': 'K', 'cost': 312}, {'facility': 'F3', 'customer': 'L', 'cost': 81}, {'facility': 'F3', 'customer': 'M', 'cost': 419}, {'facility': 'F3', 'customer': 'N', 'cost': 430}, {'facility': 'F3', 'customer': 'O', 'cost': 733}, {'facility': 'F3', 'customer': 'P', 'cost': 63}, {'facility': 'F3', 'customer': 'Q', 'cost': 874}, {'facility': 'F4', 'customer': 'A', 'cost': 620}, {'facility': 'F4', 'customer': 'B', 'cost': 229}, {'facility': 'F4', 'customer': 'C', 'cost': 546}, {'facility': 'F4', 'customer': 'D', 'cost': 743}, {'facility': 'F4', 'customer': 'E', 'cost': 560}, {'facility': 'F4', 'customer': 'F', 'cost': 414}, {'facility': 'F4', 'customer': 'G', 'cost': 76}, {'facility': 'F4', 'customer': 'H', 'cost': 719}, {'facility': 'F4', 'customer': 'I', 'cost': 833}, {'facility': 'F4', 'customer': 'J', 'cost': 429}, {'facility': 'F4', 'customer': 'K', 'cost': 774}, {'facility': 'F4', 'customer': 'L', 'cost': 661}, {'facility': 'F4', 'customer': 'M', 'cost': 11}, {'facility': 'F4', 'customer': 'N', 'cost': 783}, {'facility': 'F4', 'customer': 'O', 'cost': 513}, {'facility': 'F4', 'customer': 'P', 'cost': 896}, {'facility': 'F4', 'customer': 'Q', 'cost': 652}, {'facility': 'F5', 'customer': 'A', 'cost': 770}, {'facility': 'F5', 'customer': 'B', 'cost': 628}, {'facility': 'F5', 'customer': 'C', 'cost': 372}, {'facility': 'F5', 'customer': 'D', 'cost': 989}, {'facility': 'F5', 'customer': 'E', 'cost': 17}, {'facility': 'F5', 'customer': 'F', 'cost': 804}, {'facility': 'F5', 'customer': 'G', 'cost': 256}, {'facility': 'F5', 'customer': 'H', 'cost': 67}, {'facility': 'F5', 'customer': 'I', 'cost': 281}, {'facility': 'F5', 'customer': 'J', 'cost': 787}, {'facility': 'F5', 'customer': 'K', 'cost': 519}, {'facility': 'F5', 'customer': 'L', 'cost': 853}, {'facility': 'F5', 'customer': 'M', 'cost': 630}, {'facility': 'F5', 'customer': 'N', 'cost': 293}, {'facility': 'F5', 'customer': 'O', 'cost': 166}, {'facility': 'F5', 'customer': 'P', 'cost': 773}, {'facility': 'F5', 'customer': 'Q', 'cost': 160}, {'facility': 'F6', 'customer': 'A', 'cost': 830}, {'facility': 'F6', 'customer': 'B', 'cost': 626}, {'facility': 'F6', 'customer': 'C', 'cost': 262}, {'facility': 'F6', 'customer': 'D', 'cost': 137}, {'facility': 'F6', 'customer': 'E', 'cost': 802}, {'facility': 'F6', 'customer': 'F', 'cost': 500}, {'facility': 'F6', 'customer': 'G', 'cost': 415}, {'facility': 'F6', 'customer': 'H', 'cost': 343}, {'facility': 'F6', 'customer': 'I', 'cost': 803}, {'facility': 'F6', 'customer': 'J', 'cost': 687}, {'facility': 'F6', 'customer': 'K', 'cost': 658}, {'facility': 'F6', 'customer': 'L', 'cost': 992}, {'facility': 'F6', 'customer': 'M', 'cost': 591}, {'facility': 'F6', 'customer': 'N', 'cost': 409}, {'facility': 'F6', 'customer': 'O', 'cost': 620}, {'facility': 'F6', 'customer': 'P', 'cost': 123}, {'facility': 'F6', 'customer': 'Q', 'cost': 54}, {'facility': 'F7', 'customer': 'A', 'cost': 636}, {'facility': 'F7', 'customer': 'B', 'cost': 990}, {'facility': 'F7', 'customer': 'C', 'cost': 214}, {'facility': 'F7', 'customer': 'D', 'cost': 661}, {'facility': 'F7', 'customer': 'E', 'cost': 562}, {'facility': 'F7', 'customer': 'F', 'cost': 211}, {'facility': 'F7', 'customer': 'G', 'cost': 270}, {'facility': 'F7', 'customer': 'H', 'cost': 155}, {'facility': 'F7', 'customer': 'I', 'cost': 429}, {'facility': 'F7', 'customer': 'J', 'cost': 309}, {'facility': 'F7', 'customer': 'K', 'cost': 22}, {'facility': 'F7', 'customer': 'L', 'cost': 824}, {'facility': 'F7', 'customer': 'M', 'cost': 340}, {'facility': 'F7', 'customer': 'N', 'cost': 413}, {'facility': 'F7', 'customer': 'O', 'cost': 697}, {'facility': 'F7', 'customer': 'P', 'cost': 225}, {'facility': 'F7', 'customer': 'Q', 'cost': 343}, {'facility': 'F8', 'customer': 'A', 'cost': 818}, {'facility': 'F8', 'customer': 'B', 'cost': 120}, {'facility': 'F8', 'customer': 'C', 'cost': 847}, {'facility': 'F8', 'customer': 'D', 'cost': 195}, {'facility': 'F8', 'customer': 'E', 'cost': 419}, {'facility': 'F8', 'customer': 'F', 'cost': 564}, {'facility': 'F8', 'customer': 'G', 'cost': 65}, {'facility': 'F8', 'customer': 'H', 'cost': 727}, {'facility': 'F8', 'customer': 'I', 'cost': 882}, {'facility': 'F8', 'customer': 'J', 'cost': 88}, {'facility': 'F8', 'customer': 'K', 'cost': 595}, {'facility': 'F8', 'customer': 'L', 'cost': 822}, {'facility': 'F8', 'customer': 'M', 'cost': 701}, {'facility': 'F8', 'customer': 'N', 'cost': 534}, {'facility': 'F8', 'customer': 'O', 'cost': 364}, {'facility': 'F8', 'customer': 'P', 'cost': 640}, {'facility': 'F8', 'customer': 'Q', 'cost': 580}], 'objective': 6670.0}","{'selected': ['F3', 'F5'], 'assignments': ['F3', 'F3', 'F3', 'F3', 'F5', 'F3', 'F5', 'F5', 'F5', 'F3', 'F3', 'F3', 'F3', 'F5', 'F5', 'F3', 'F5']}",35,nl,names UFLP,UFLP,"Recently during the response phase it became clear: decide which depots to activate and assign every affected household to one of the open depots. Activating a depot comes with a price, and every household will incur some effort to reach the depot they’re sent to. The plan that wins is the one with the lowest overall sum — add together the operating cost for every opened depot and the pickup effort for every household. Every household has to be assigned to exactly one open depot; nothing is omitted or duplicated. The concrete details appear below. # num_depots=7 # num_households=17 # DEPOTS depot_id,depot_opening_cost F1,1965 F2,1101 F3,1129 F4,1724 F5,1082 F6,1469 F7,1996 # HOUSEHOLDS household_id A B C D E F G H I J K L M N O P Q # PICKUP_EFFORTS depot_id,household_id,pickup_effort F1,A,636 F1,B,790 F1,C,596 F1,D,380 F1,E,336 F1,F,413 F1,G,634 F1,H,547 F1,I,455 F1,J,45 F1,K,41 F1,L,476 F1,M,134 F1,N,24 F1,O,23 F1,P,760 F1,Q,626 F2,A,925 F2,B,729 F2,C,164 F2,D,561 F2,E,414 F2,F,363 F2,G,888 F2,H,140 F2,I,347 F2,J,176 F2,K,120 F2,L,171 F2,M,10 F2,N,465 F2,O,793 F2,P,416 F2,Q,387 F3,A,197 F3,B,36 F3,C,783 F3,D,593 F3,E,529 F3,F,42 F3,G,448 F3,H,370 F3,I,613 F3,J,105 F3,K,14 F3,L,266 F3,M,917 F3,N,318 F3,O,644 F3,P,109 F3,Q,985 F4,A,462 F4,B,777 F4,C,198 F4,D,935 F4,E,24 F4,F,321 F4,G,83 F4,H,972 F4,I,22 F4,J,160 F4,K,721 F4,L,170 F4,M,797 F4,N,210 F4,O,262 F4,P,975 F4,Q,700 F5,A,117 F5,B,424 F5,C,758 F5,D,597 F5,E,199 F5,F,773 F5,G,731 F5,H,732 F5,I,831 F5,J,383 F5,K,555 F5,L,670 F5,M,497 F5,N,257 F5,O,133 F5,P,854 F5,Q,153 F6,A,919 F6,B,589 F6,C,793 F6,D,88 F6,E,80 F6,F,108 F6,G,10 F6,H,467 F6,I,925 F6,J,254 F6,K,506 F6,L,903 F6,M,409 F6,N,177 F6,O,892 F6,P,315 F6,Q,150 F7,A,990 F7,B,321 F7,C,979 F7,D,680 F7,E,26 F7,F,385 F7,G,233 F7,H,40 F7,I,966 F7,J,204 F7,K,34 F7,L,59 F7,M,279 F7,N,701 F7,O,417 F7,P,798 F7,Q,627 Oh, and when you send the plan back, just use a tiny JSON object like this — nothing fancy, just that shape: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is the list of depots/depots-to-activate (the ones we pay to open). ""assignments"" lists, in order, which open depot each household is sent to. Super simple, like filling out a form — which depots, and which depot for each household. This is just a sketch of the shape I need, not the actual answer. Please make sure all identifiers you use match the instance input exactly — don't rename or invent labels. Valid identifiers look like plain numbers such as ""1"" or ""23"", single capital letters like ""A"" or ""B"", or a capital letter followed by digits like ""A1"" or ""X7"".","{'opening_costs': [1965, 1101, 1129, 1724, 1082, 1469, 1996], 'connection_costs': [[636, 790, 596, 380, 336, 413, 634, 547, 455, 45, 41, 476, 134, 24, 23, 760, 626], [925, 729, 164, 561, 414, 363, 888, 140, 347, 176, 120, 171, 10, 465, 793, 416, 387], [197, 36, 783, 593, 529, 42, 448, 370, 613, 105, 14, 266, 917, 318, 644, 109, 985], [462, 777, 198, 935, 24, 321, 83, 972, 22, 160, 721, 170, 797, 210, 262, 975, 700], [117, 424, 758, 597, 199, 773, 731, 732, 831, 383, 555, 670, 497, 257, 133, 854, 153], [919, 589, 793, 88, 80, 108, 10, 467, 925, 254, 506, 903, 409, 177, 892, 315, 150], [990, 321, 979, 680, 26, 385, 233, 40, 966, 204, 34, 59, 279, 701, 417, 798, 627]], 'objective': 6183.0}","{'open_facilities': [1, 2, 5], 'assignments': [2, 2, 1, 5, 5, 2, 5, 1, 1, 2, 2, 1, 1, 5, 2, 2, 5]}",6183.0,"{'problem_type': 'UFLP', 'num_facilities': 7, 'num_customers': 17, 'facilities': [{'id': 'F1', 'opening_cost': 1965}, {'id': 'F2', 'opening_cost': 1101}, {'id': 'F3', 'opening_cost': 1129}, {'id': 'F4', 'opening_cost': 1724}, {'id': 'F5', 'opening_cost': 1082}, {'id': 'F6', 'opening_cost': 1469}, {'id': 'F7', 'opening_cost': 1996}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}, {'id': 'P'}, {'id': 'Q'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 636}, {'facility': 'F1', 'customer': 'B', 'cost': 790}, {'facility': 'F1', 'customer': 'C', 'cost': 596}, {'facility': 'F1', 'customer': 'D', 'cost': 380}, {'facility': 'F1', 'customer': 'E', 'cost': 336}, {'facility': 'F1', 'customer': 'F', 'cost': 413}, {'facility': 'F1', 'customer': 'G', 'cost': 634}, {'facility': 'F1', 'customer': 'H', 'cost': 547}, {'facility': 'F1', 'customer': 'I', 'cost': 455}, {'facility': 'F1', 'customer': 'J', 'cost': 45}, {'facility': 'F1', 'customer': 'K', 'cost': 41}, {'facility': 'F1', 'customer': 'L', 'cost': 476}, {'facility': 'F1', 'customer': 'M', 'cost': 134}, {'facility': 'F1', 'customer': 'N', 'cost': 24}, {'facility': 'F1', 'customer': 'O', 'cost': 23}, {'facility': 'F1', 'customer': 'P', 'cost': 760}, {'facility': 'F1', 'customer': 'Q', 'cost': 626}, {'facility': 'F2', 'customer': 'A', 'cost': 925}, {'facility': 'F2', 'customer': 'B', 'cost': 729}, {'facility': 'F2', 'customer': 'C', 'cost': 164}, {'facility': 'F2', 'customer': 'D', 'cost': 561}, {'facility': 'F2', 'customer': 'E', 'cost': 414}, {'facility': 'F2', 'customer': 'F', 'cost': 363}, {'facility': 'F2', 'customer': 'G', 'cost': 888}, {'facility': 'F2', 'customer': 'H', 'cost': 140}, {'facility': 'F2', 'customer': 'I', 'cost': 347}, {'facility': 'F2', 'customer': 'J', 'cost': 176}, {'facility': 'F2', 'customer': 'K', 'cost': 120}, {'facility': 'F2', 'customer': 'L', 'cost': 171}, {'facility': 'F2', 'customer': 'M', 'cost': 10}, {'facility': 'F2', 'customer': 'N', 'cost': 465}, {'facility': 'F2', 'customer': 'O', 'cost': 793}, {'facility': 'F2', 'customer': 'P', 'cost': 416}, {'facility': 'F2', 'customer': 'Q', 'cost': 387}, {'facility': 'F3', 'customer': 'A', 'cost': 197}, {'facility': 'F3', 'customer': 'B', 'cost': 36}, {'facility': 'F3', 'customer': 'C', 'cost': 783}, {'facility': 'F3', 'customer': 'D', 'cost': 593}, {'facility': 'F3', 'customer': 'E', 'cost': 529}, {'facility': 'F3', 'customer': 'F', 'cost': 42}, {'facility': 'F3', 'customer': 'G', 'cost': 448}, {'facility': 'F3', 'customer': 'H', 'cost': 370}, {'facility': 'F3', 'customer': 'I', 'cost': 613}, {'facility': 'F3', 'customer': 'J', 'cost': 105}, {'facility': 'F3', 'customer': 'K', 'cost': 14}, {'facility': 'F3', 'customer': 'L', 'cost': 266}, {'facility': 'F3', 'customer': 'M', 'cost': 917}, {'facility': 'F3', 'customer': 'N', 'cost': 318}, {'facility': 'F3', 'customer': 'O', 'cost': 644}, {'facility': 'F3', 'customer': 'P', 'cost': 109}, {'facility': 'F3', 'customer': 'Q', 'cost': 985}, {'facility': 'F4', 'customer': 'A', 'cost': 462}, {'facility': 'F4', 'customer': 'B', 'cost': 777}, {'facility': 'F4', 'customer': 'C', 'cost': 198}, {'facility': 'F4', 'customer': 'D', 'cost': 935}, {'facility': 'F4', 'customer': 'E', 'cost': 24}, {'facility': 'F4', 'customer': 'F', 'cost': 321}, {'facility': 'F4', 'customer': 'G', 'cost': 83}, {'facility': 'F4', 'customer': 'H', 'cost': 972}, {'facility': 'F4', 'customer': 'I', 'cost': 22}, {'facility': 'F4', 'customer': 'J', 'cost': 160}, {'facility': 'F4', 'customer': 'K', 'cost': 721}, {'facility': 'F4', 'customer': 'L', 'cost': 170}, {'facility': 'F4', 'customer': 'M', 'cost': 797}, {'facility': 'F4', 'customer': 'N', 'cost': 210}, {'facility': 'F4', 'customer': 'O', 'cost': 262}, {'facility': 'F4', 'customer': 'P', 'cost': 975}, {'facility': 'F4', 'customer': 'Q', 'cost': 700}, {'facility': 'F5', 'customer': 'A', 'cost': 117}, {'facility': 'F5', 'customer': 'B', 'cost': 424}, {'facility': 'F5', 'customer': 'C', 'cost': 758}, {'facility': 'F5', 'customer': 'D', 'cost': 597}, {'facility': 'F5', 'customer': 'E', 'cost': 199}, {'facility': 'F5', 'customer': 'F', 'cost': 773}, {'facility': 'F5', 'customer': 'G', 'cost': 731}, {'facility': 'F5', 'customer': 'H', 'cost': 732}, {'facility': 'F5', 'customer': 'I', 'cost': 831}, {'facility': 'F5', 'customer': 'J', 'cost': 383}, {'facility': 'F5', 'customer': 'K', 'cost': 555}, {'facility': 'F5', 'customer': 'L', 'cost': 670}, {'facility': 'F5', 'customer': 'M', 'cost': 497}, {'facility': 'F5', 'customer': 'N', 'cost': 257}, {'facility': 'F5', 'customer': 'O', 'cost': 133}, {'facility': 'F5', 'customer': 'P', 'cost': 854}, {'facility': 'F5', 'customer': 'Q', 'cost': 153}, {'facility': 'F6', 'customer': 'A', 'cost': 919}, {'facility': 'F6', 'customer': 'B', 'cost': 589}, {'facility': 'F6', 'customer': 'C', 'cost': 793}, {'facility': 'F6', 'customer': 'D', 'cost': 88}, {'facility': 'F6', 'customer': 'E', 'cost': 80}, {'facility': 'F6', 'customer': 'F', 'cost': 108}, {'facility': 'F6', 'customer': 'G', 'cost': 10}, {'facility': 'F6', 'customer': 'H', 'cost': 467}, {'facility': 'F6', 'customer': 'I', 'cost': 925}, {'facility': 'F6', 'customer': 'J', 'cost': 254}, {'facility': 'F6', 'customer': 'K', 'cost': 506}, {'facility': 'F6', 'customer': 'L', 'cost': 903}, {'facility': 'F6', 'customer': 'M', 'cost': 409}, {'facility': 'F6', 'customer': 'N', 'cost': 177}, {'facility': 'F6', 'customer': 'O', 'cost': 892}, {'facility': 'F6', 'customer': 'P', 'cost': 315}, {'facility': 'F6', 'customer': 'Q', 'cost': 150}, {'facility': 'F7', 'customer': 'A', 'cost': 990}, {'facility': 'F7', 'customer': 'B', 'cost': 321}, {'facility': 'F7', 'customer': 'C', 'cost': 979}, {'facility': 'F7', 'customer': 'D', 'cost': 680}, {'facility': 'F7', 'customer': 'E', 'cost': 26}, {'facility': 'F7', 'customer': 'F', 'cost': 385}, {'facility': 'F7', 'customer': 'G', 'cost': 233}, {'facility': 'F7', 'customer': 'H', 'cost': 40}, {'facility': 'F7', 'customer': 'I', 'cost': 966}, {'facility': 'F7', 'customer': 'J', 'cost': 204}, {'facility': 'F7', 'customer': 'K', 'cost': 34}, {'facility': 'F7', 'customer': 'L', 'cost': 59}, {'facility': 'F7', 'customer': 'M', 'cost': 279}, {'facility': 'F7', 'customer': 'N', 'cost': 701}, {'facility': 'F7', 'customer': 'O', 'cost': 417}, {'facility': 'F7', 'customer': 'P', 'cost': 798}, {'facility': 'F7', 'customer': 'Q', 'cost': 627}], 'objective': 6183.0}","{'selected': ['F2', 'F3', 'F6'], 'assignments': ['F3', 'F3', 'F2', 'F6', 'F6', 'F3', 'F6', 'F2', 'F2', 'F3', 'F3', 'F2', 'F2', 'F6', 'F3', 'F3', 'F6']}",36,csv,names UFLP,UFLP,"Recently the team running a neighborhood art rental decided to rethink which pickup spots to offer and who should use each spot. The idea is to balance the cost of running each spot with how much it costs clients to get there — the plan that wins is the one with the lowest sum of the chosen spots’ operating fees plus all clients’ connection costs. It’s important that every client is assigned to one, and only one, open pickup point (no sharing and no leaving anyone out). The concrete details are provided below. There are 7 pickup points and 15 clients in this instance. **Pickup Points** | pickup_point_id | operation_fee | |---|---| | F1 | 1000 | | F2 | 1000 | | F3 | 1000 | | F4 | 1000 | | F5 | 1000 | | F6 | 1000 | | F7 | 1000 | **Clients** | client_id | |---| | 1 | | 2 | | 3 | | 4 | | 5 | | 6 | | 7 | | 8 | | 9 | | 10 | | 11 | | 12 | | 13 | | 14 | | 15 | **Client Travel Cost** | pickup_point_id | client_id | client_travel_cost | |---|---|---| | F1 | 1 | 45 | | F1 | 2 | 789 | | F1 | 3 | 743 | | F1 | 4 | 189 | | F1 | 5 | 311 | | F1 | 6 | 939 | | F1 | 7 | 421 | | F1 | 8 | 637 | | F1 | 9 | 609 | | F1 | 10 | 385 | | F1 | 11 | 736 | | F1 | 12 | 46 | | F1 | 13 | 122 | | F1 | 14 | 796 | | F1 | 15 | 22 | | F2 | 1 | 514 | | F2 | 2 | 731 | | F2 | 3 | 743 | | F2 | 4 | 697 | | F2 | 5 | 823 | | F2 | 6 | 550 | | F2 | 7 | 765 | | F2 | 8 | 225 | | F2 | 9 | 466 | | F2 | 10 | 577 | | F2 | 11 | 948 | | F2 | 12 | 560 | | F2 | 13 | 213 | | F2 | 14 | 113 | | F2 | 15 | 824 | | F3 | 1 | 564 | | F3 | 2 | 678 | | F3 | 3 | 238 | | F3 | 4 | 23 | | F3 | 5 | 360 | | F3 | 6 | 281 | | F3 | 7 | 68 | | F3 | 8 | 341 | | F3 | 9 | 23 | | F3 | 10 | 279 | | F3 | 11 | 13 | | F3 | 12 | 296 | | F3 | 13 | 367 | | F3 | 14 | 624 | | F3 | 15 | 874 | | F4 | 1 | 404 | | F4 | 2 | 713 | | F4 | 3 | 645 | | F4 | 4 | 687 | | F4 | 5 | 58 | | F4 | 6 | 155 | | F4 | 7 | 408 | | F4 | 8 | 553 | | F4 | 9 | 943 | | F4 | 10 | 75 | | F4 | 11 | 750 | | F4 | 12 | 732 | | F4 | 13 | 92 | | F4 | 14 | 852 | | F4 | 15 | 833 | | F5 | 1 | 498 | | F5 | 2 | 256 | | F5 | 3 | 936 | | F5 | 4 | 37 | | F5 | 5 | 824 | | F5 | 6 | 750 | | F5 | 7 | 610 | | F5 | 8 | 733 | | F5 | 9 | 162 | | F5 | 10 | 10 | | F5 | 11 | 987 | | F5 | 12 | 678 | | F5 | 13 | 472 | | F5 | 14 | 312 | | F5 | 15 | 397 | | F6 | 1 | 332 | | F6 | 2 | 143 | | F6 | 3 | 888 | | F6 | 4 | 930 | | F6 | 5 | 985 | | F6 | 6 | 509 | | F6 | 7 | 175 | | F6 | 8 | 137 | | F6 | 9 | 218 | | F6 | 10 | 789 | | F6 | 11 | 894 | | F6 | 12 | 374 | | F6 | 13 | 637 | | F6 | 14 | 199 | | F6 | 15 | 113 | | F7 | 1 | 369 | | F7 | 2 | 279 | | F7 | 3 | 804 | | F7 | 4 | 197 | | F7 | 5 | 430 | | F7 | 6 | 254 | | F7 | 7 | 479 | | F7 | 8 | 838 | | F7 | 9 | 444 | | F7 | 10 | 267 | | F7 | 11 | 633 | | F7 | 12 | 825 | | F7 | 13 | 202 | | F7 | 14 | 174 | | F7 | 15 | 172 | Oh, and when you send the final pick of spots and who goes where, please use a simple JSON shape like this so I can read it automatically: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Pretty straightforward: ""selected"" is the list of pickup spots you choose to open, and ""assignments"" lists, in customer order, which open spot each customer will use. Think of it like filling out a quick form — this is just the expected shape, not the final content. Important: use the exact identifiers from the instance input — do not rename or invent labels. Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [1000, 1000, 1000, 1000, 1000, 1000, 1000], 'connection_costs': [[45, 789, 743, 189, 311, 939, 421, 637, 609, 385, 736, 46, 122, 796, 22], [514, 731, 743, 697, 823, 550, 765, 225, 466, 577, 948, 560, 213, 113, 824], [564, 678, 238, 23, 360, 281, 68, 341, 23, 279, 13, 296, 367, 624, 874], [404, 713, 645, 687, 58, 155, 408, 553, 943, 75, 750, 732, 92, 852, 833], [498, 256, 936, 37, 824, 750, 610, 733, 162, 10, 987, 678, 472, 312, 397], [332, 143, 888, 930, 985, 509, 175, 137, 218, 789, 894, 374, 637, 199, 113], [369, 279, 804, 197, 430, 254, 479, 838, 444, 267, 633, 825, 202, 174, 172]], 'objective': 4872.0}","{'open_facilities': [2, 5], 'assignments': [5, 5, 2, 2, 2, 2, 2, 5, 2, 2, 2, 2, 2, 5, 5]}",4872.0,"{'problem_type': 'UFLP', 'num_facilities': 7, 'num_customers': 15, 'facilities': [{'id': 'F1', 'opening_cost': 1000}, {'id': 'F2', 'opening_cost': 1000}, {'id': 'F3', 'opening_cost': 1000}, {'id': 'F4', 'opening_cost': 1000}, {'id': 'F5', 'opening_cost': 1000}, {'id': 'F6', 'opening_cost': 1000}, {'id': 'F7', 'opening_cost': 1000}], 'customers': [{'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}], 'connection_costs': [{'facility': 'F1', 'customer': 1, 'cost': 45}, {'facility': 'F1', 'customer': 2, 'cost': 789}, {'facility': 'F1', 'customer': 3, 'cost': 743}, {'facility': 'F1', 'customer': 4, 'cost': 189}, {'facility': 'F1', 'customer': 5, 'cost': 311}, {'facility': 'F1', 'customer': 6, 'cost': 939}, {'facility': 'F1', 'customer': 7, 'cost': 421}, {'facility': 'F1', 'customer': 8, 'cost': 637}, {'facility': 'F1', 'customer': 9, 'cost': 609}, {'facility': 'F1', 'customer': 10, 'cost': 385}, {'facility': 'F1', 'customer': 11, 'cost': 736}, {'facility': 'F1', 'customer': 12, 'cost': 46}, {'facility': 'F1', 'customer': 13, 'cost': 122}, {'facility': 'F1', 'customer': 14, 'cost': 796}, {'facility': 'F1', 'customer': 15, 'cost': 22}, {'facility': 'F2', 'customer': 1, 'cost': 514}, {'facility': 'F2', 'customer': 2, 'cost': 731}, {'facility': 'F2', 'customer': 3, 'cost': 743}, {'facility': 'F2', 'customer': 4, 'cost': 697}, {'facility': 'F2', 'customer': 5, 'cost': 823}, {'facility': 'F2', 'customer': 6, 'cost': 550}, {'facility': 'F2', 'customer': 7, 'cost': 765}, {'facility': 'F2', 'customer': 8, 'cost': 225}, {'facility': 'F2', 'customer': 9, 'cost': 466}, {'facility': 'F2', 'customer': 10, 'cost': 577}, {'facility': 'F2', 'customer': 11, 'cost': 948}, {'facility': 'F2', 'customer': 12, 'cost': 560}, {'facility': 'F2', 'customer': 13, 'cost': 213}, {'facility': 'F2', 'customer': 14, 'cost': 113}, {'facility': 'F2', 'customer': 15, 'cost': 824}, {'facility': 'F3', 'customer': 1, 'cost': 564}, {'facility': 'F3', 'customer': 2, 'cost': 678}, {'facility': 'F3', 'customer': 3, 'cost': 238}, {'facility': 'F3', 'customer': 4, 'cost': 23}, {'facility': 'F3', 'customer': 5, 'cost': 360}, {'facility': 'F3', 'customer': 6, 'cost': 281}, {'facility': 'F3', 'customer': 7, 'cost': 68}, {'facility': 'F3', 'customer': 8, 'cost': 341}, {'facility': 'F3', 'customer': 9, 'cost': 23}, {'facility': 'F3', 'customer': 10, 'cost': 279}, {'facility': 'F3', 'customer': 11, 'cost': 13}, {'facility': 'F3', 'customer': 12, 'cost': 296}, {'facility': 'F3', 'customer': 13, 'cost': 367}, {'facility': 'F3', 'customer': 14, 'cost': 624}, {'facility': 'F3', 'customer': 15, 'cost': 874}, {'facility': 'F4', 'customer': 1, 'cost': 404}, {'facility': 'F4', 'customer': 2, 'cost': 713}, {'facility': 'F4', 'customer': 3, 'cost': 645}, {'facility': 'F4', 'customer': 4, 'cost': 687}, {'facility': 'F4', 'customer': 5, 'cost': 58}, {'facility': 'F4', 'customer': 6, 'cost': 155}, {'facility': 'F4', 'customer': 7, 'cost': 408}, {'facility': 'F4', 'customer': 8, 'cost': 553}, {'facility': 'F4', 'customer': 9, 'cost': 943}, {'facility': 'F4', 'customer': 10, 'cost': 75}, {'facility': 'F4', 'customer': 11, 'cost': 750}, {'facility': 'F4', 'customer': 12, 'cost': 732}, {'facility': 'F4', 'customer': 13, 'cost': 92}, {'facility': 'F4', 'customer': 14, 'cost': 852}, {'facility': 'F4', 'customer': 15, 'cost': 833}, {'facility': 'F5', 'customer': 1, 'cost': 498}, {'facility': 'F5', 'customer': 2, 'cost': 256}, {'facility': 'F5', 'customer': 3, 'cost': 936}, {'facility': 'F5', 'customer': 4, 'cost': 37}, {'facility': 'F5', 'customer': 5, 'cost': 824}, {'facility': 'F5', 'customer': 6, 'cost': 750}, {'facility': 'F5', 'customer': 7, 'cost': 610}, {'facility': 'F5', 'customer': 8, 'cost': 733}, {'facility': 'F5', 'customer': 9, 'cost': 162}, {'facility': 'F5', 'customer': 10, 'cost': 10}, {'facility': 'F5', 'customer': 11, 'cost': 987}, {'facility': 'F5', 'customer': 12, 'cost': 678}, {'facility': 'F5', 'customer': 13, 'cost': 472}, {'facility': 'F5', 'customer': 14, 'cost': 312}, {'facility': 'F5', 'customer': 15, 'cost': 397}, {'facility': 'F6', 'customer': 1, 'cost': 332}, {'facility': 'F6', 'customer': 2, 'cost': 143}, {'facility': 'F6', 'customer': 3, 'cost': 888}, {'facility': 'F6', 'customer': 4, 'cost': 930}, {'facility': 'F6', 'customer': 5, 'cost': 985}, {'facility': 'F6', 'customer': 6, 'cost': 509}, {'facility': 'F6', 'customer': 7, 'cost': 175}, {'facility': 'F6', 'customer': 8, 'cost': 137}, {'facility': 'F6', 'customer': 9, 'cost': 218}, {'facility': 'F6', 'customer': 10, 'cost': 789}, {'facility': 'F6', 'customer': 11, 'cost': 894}, {'facility': 'F6', 'customer': 12, 'cost': 374}, {'facility': 'F6', 'customer': 13, 'cost': 637}, {'facility': 'F6', 'customer': 14, 'cost': 199}, {'facility': 'F6', 'customer': 15, 'cost': 113}, {'facility': 'F7', 'customer': 1, 'cost': 369}, {'facility': 'F7', 'customer': 2, 'cost': 279}, {'facility': 'F7', 'customer': 3, 'cost': 804}, {'facility': 'F7', 'customer': 4, 'cost': 197}, {'facility': 'F7', 'customer': 5, 'cost': 430}, {'facility': 'F7', 'customer': 6, 'cost': 254}, {'facility': 'F7', 'customer': 7, 'cost': 479}, {'facility': 'F7', 'customer': 8, 'cost': 838}, {'facility': 'F7', 'customer': 9, 'cost': 444}, {'facility': 'F7', 'customer': 10, 'cost': 267}, {'facility': 'F7', 'customer': 11, 'cost': 633}, {'facility': 'F7', 'customer': 12, 'cost': 825}, {'facility': 'F7', 'customer': 13, 'cost': 202}, {'facility': 'F7', 'customer': 14, 'cost': 174}, {'facility': 'F7', 'customer': 15, 'cost': 172}], 'objective': 4872.0}","{'selected': ['F3', 'F6'], 'assignments': ['F6', 'F6', 'F3', 'F3', 'F3', 'F3', 'F3', 'F6', 'F3', 'F3', 'F3', 'F3', 'F3', 'F6', 'F6']}",37,markdown_table,1 UFLP,UFLP,"Many people in town use a subscription meal-kit, and the business needs to choose which packing locations to run and which location handles each order. Running a location costs a flat fee, and each order has a shipping cost depending on where it’s packed; the total cost to watch is simply the sum of the running fees for chosen locations plus the shipping costs for every assigned order. Every order has to be packed exactly once at an open location. The concrete instance info is below. There are 6 candidate packing centers and 16 customer orders, and the list of opening fees is 6238, 3244, 7474, 3397, 3491, 7687. Packing center F1 has an opening fee of 6238. Packing center F2 has an opening fee of 3244. Packing center F3 has an opening fee of 7474. Packing center F4 has an opening fee of 3397. Packing center F5 has an opening fee of 3491. Packing center F6 has an opening fee of 7687. If order 0 is packed at packing center F1, the shipping cost is 157. If order 1 is packed at packing center F1, the shipping cost is 224. If order 2 is packed at packing center F1, the shipping cost is 564. If order 3 is packed at packing center F1, the shipping cost is 412. If order 4 is packed at packing center F1, the shipping cost is 709. If order 5 is packed at packing center F1, the shipping cost is 620. If order 6 is packed at packing center F1, the shipping cost is 843. If order 7 is packed at packing center F1, the shipping cost is 373. If order 8 is packed at packing center F1, the shipping cost is 85. If order 9 is packed at packing center F1, the shipping cost is 187. If order 10 is packed at packing center F1, the shipping cost is 521. If order 11 is packed at packing center F1, the shipping cost is 245. If order 12 is packed at packing center F1, the shipping cost is 285. If order 13 is packed at packing center F1, the shipping cost is 258. If order 14 is packed at packing center F1, the shipping cost is 192. If order 15 is packed at packing center F1, the shipping cost is 760. If order 0 is packed at packing center F2, the shipping cost is 943. If order 1 is packed at packing center F2, the shipping cost is 456. If order 2 is packed at packing center F2, the shipping cost is 408. If order 3 is packed at packing center F2, the shipping cost is 576. If order 4 is packed at packing center F2, the shipping cost is 92. If order 5 is packed at packing center F2, the shipping cost is 552. If order 6 is packed at packing center F2, the shipping cost is 445. If order 7 is packed at packing center F2, the shipping cost is 734. If order 8 is packed at packing center F2, the shipping cost is 95. If order 9 is packed at packing center F2, the shipping cost is 129. If order 10 is packed at packing center F2, the shipping cost is 339. If order 11 is packed at packing center F2, the shipping cost is 66. If order 12 is packed at packing center F2, the shipping cost is 236. If order 13 is packed at packing center F2, the shipping cost is 555. If order 14 is packed at packing center F2, the shipping cost is 850. If order 15 is packed at packing center F2, the shipping cost is 476. If order 0 is packed at packing center F3, the shipping cost is 275. If order 1 is packed at packing center F3, the shipping cost is 976. If order 2 is packed at packing center F3, the shipping cost is 123. If order 3 is packed at packing center F3, the shipping cost is 519. If order 4 is packed at packing center F3, the shipping cost is 364. If order 5 is packed at packing center F3, the shipping cost is 487. If order 6 is packed at packing center F3, the shipping cost is 745. If order 7 is packed at packing center F3, the shipping cost is 453. If order 8 is packed at packing center F3, the shipping cost is 619. If order 9 is packed at packing center F3, the shipping cost is 718. If order 10 is packed at packing center F3, the shipping cost is 419. If order 11 is packed at packing center F3, the shipping cost is 235. If order 12 is packed at packing center F3, the shipping cost is 306. If order 13 is packed at packing center F3, the shipping cost is 654. If order 14 is packed at packing center F3, the shipping cost is 122. If order 15 is packed at packing center F3, the shipping cost is 698. If order 0 is packed at packing center F4, the shipping cost is 426. If order 1 is packed at packing center F4, the shipping cost is 697. If order 2 is packed at packing center F4, the shipping cost is 173. If order 3 is packed at packing center F4, the shipping cost is 15. If order 4 is packed at packing center F4, the shipping cost is 714. If order 5 is packed at packing center F4, the shipping cost is 57. If order 6 is packed at packing center F4, the shipping cost is 248. If order 7 is packed at packing center F4, the shipping cost is 701. If order 8 is packed at packing center F4, the shipping cost is 76. If order 9 is packed at packing center F4, the shipping cost is 781. If order 10 is packed at packing center F4, the shipping cost is 563. If order 11 is packed at packing center F4, the shipping cost is 123. If order 12 is packed at packing center F4, the shipping cost is 777. If order 13 is packed at packing center F4, the shipping cost is 710. If order 14 is packed at packing center F4, the shipping cost is 174. If order 15 is packed at packing center F4, the shipping cost is 131. If order 0 is packed at packing center F5, the shipping cost is 798. If order 1 is packed at packing center F5, the shipping cost is 212. If order 2 is packed at packing center F5, the shipping cost is 12. If order 3 is packed at packing center F5, the shipping cost is 768. If order 4 is packed at packing center F5, the shipping cost is 975. If order 5 is packed at packing center F5, the shipping cost is 671. If order 6 is packed at packing center F5, the shipping cost is 219. If order 7 is packed at packing center F5, the shipping cost is 202. If order 8 is packed at packing center F5, the shipping cost is 721. If order 9 is packed at packing center F5, the shipping cost is 807. If order 10 is packed at packing center F5, the shipping cost is 191. If order 11 is packed at packing center F5, the shipping cost is 650. If order 12 is packed at packing center F5, the shipping cost is 147. If order 13 is packed at packing center F5, the shipping cost is 349. If order 14 is packed at packing center F5, the shipping cost is 173. If order 15 is packed at packing center F5, the shipping cost is 547. If order 0 is packed at packing center F6, the shipping cost is 623. If order 1 is packed at packing center F6, the shipping cost is 748. If order 2 is packed at packing center F6, the shipping cost is 648. If order 3 is packed at packing center F6, the shipping cost is 783. If order 4 is packed at packing center F6, the shipping cost is 159. If order 5 is packed at packing center F6, the shipping cost is 955. If order 6 is packed at packing center F6, the shipping cost is 837. If order 7 is packed at packing center F6, the shipping cost is 658. If order 8 is packed at packing center F6, the shipping cost is 732. If order 9 is packed at packing center F6, the shipping cost is 815. If order 10 is packed at packing center F6, the shipping cost is 566. If order 11 is packed at packing center F6, the shipping cost is 789. If order 12 is packed at packing center F6, the shipping cost is 983. If order 13 is packed at packing center F6, the shipping cost is 115. If order 14 is packed at packing center F6, the shipping cost is 258. If order 15 is packed at packing center F6, the shipping cost is 863. Decisions should minimize the total of chosen opening fees plus the shipping costs for all assigned orders. Also, when you send back your answer, please follow this simple JSON layout so I can read it easily: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } This little sketch is just the shape I need: the selected list is where you say which packing locations we’ll run, and the assignments list says, for each order in the instance, which open packing location handles it. Think of it like a short form: ""selected"" = which sites we turn on, ""assignments"" = which site packs each order. This is only a template of the expected shape — not the final answer itself. Please be sure to use the identifiers exactly as they appear in the instance input — do not rename them or introduce new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [6238, 3244, 7474, 3397, 3491, 7687], 'connection_costs': [[157, 224, 564, 412, 709, 620, 843, 373, 85, 187, 521, 245, 285, 258, 192, 760], [943, 456, 408, 576, 92, 552, 445, 734, 95, 129, 339, 66, 236, 555, 850, 476], [275, 976, 123, 519, 364, 487, 745, 453, 619, 718, 419, 235, 306, 654, 122, 698], [426, 697, 173, 15, 714, 57, 248, 701, 76, 781, 563, 123, 777, 710, 174, 131], [798, 212, 12, 768, 975, 671, 219, 202, 721, 807, 191, 650, 147, 349, 173, 547], [623, 748, 648, 783, 159, 955, 837, 658, 732, 815, 566, 789, 983, 115, 258, 863]], 'objective': 9763.0}","{'open_facilities': [3], 'assignments': [3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]}",9763.0,"{'problem_type': 'UFLP', 'num_facilities': 6, 'num_customers': 16, 'facilities': [{'id': 'F1', 'opening_cost': 6238}, {'id': 'F2', 'opening_cost': 3244}, {'id': 'F3', 'opening_cost': 7474}, {'id': 'F4', 'opening_cost': 3397}, {'id': 'F5', 'opening_cost': 3491}, {'id': 'F6', 'opening_cost': 7687}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 157}, {'facility': 'F1', 'customer': 1, 'cost': 224}, {'facility': 'F1', 'customer': 2, 'cost': 564}, {'facility': 'F1', 'customer': 3, 'cost': 412}, {'facility': 'F1', 'customer': 4, 'cost': 709}, {'facility': 'F1', 'customer': 5, 'cost': 620}, {'facility': 'F1', 'customer': 6, 'cost': 843}, {'facility': 'F1', 'customer': 7, 'cost': 373}, {'facility': 'F1', 'customer': 8, 'cost': 85}, {'facility': 'F1', 'customer': 9, 'cost': 187}, {'facility': 'F1', 'customer': 10, 'cost': 521}, {'facility': 'F1', 'customer': 11, 'cost': 245}, {'facility': 'F1', 'customer': 12, 'cost': 285}, {'facility': 'F1', 'customer': 13, 'cost': 258}, {'facility': 'F1', 'customer': 14, 'cost': 192}, {'facility': 'F1', 'customer': 15, 'cost': 760}, {'facility': 'F2', 'customer': 0, 'cost': 943}, {'facility': 'F2', 'customer': 1, 'cost': 456}, {'facility': 'F2', 'customer': 2, 'cost': 408}, {'facility': 'F2', 'customer': 3, 'cost': 576}, {'facility': 'F2', 'customer': 4, 'cost': 92}, {'facility': 'F2', 'customer': 5, 'cost': 552}, {'facility': 'F2', 'customer': 6, 'cost': 445}, {'facility': 'F2', 'customer': 7, 'cost': 734}, {'facility': 'F2', 'customer': 8, 'cost': 95}, {'facility': 'F2', 'customer': 9, 'cost': 129}, {'facility': 'F2', 'customer': 10, 'cost': 339}, {'facility': 'F2', 'customer': 11, 'cost': 66}, {'facility': 'F2', 'customer': 12, 'cost': 236}, {'facility': 'F2', 'customer': 13, 'cost': 555}, {'facility': 'F2', 'customer': 14, 'cost': 850}, {'facility': 'F2', 'customer': 15, 'cost': 476}, {'facility': 'F3', 'customer': 0, 'cost': 275}, {'facility': 'F3', 'customer': 1, 'cost': 976}, {'facility': 'F3', 'customer': 2, 'cost': 123}, {'facility': 'F3', 'customer': 3, 'cost': 519}, {'facility': 'F3', 'customer': 4, 'cost': 364}, {'facility': 'F3', 'customer': 5, 'cost': 487}, {'facility': 'F3', 'customer': 6, 'cost': 745}, {'facility': 'F3', 'customer': 7, 'cost': 453}, {'facility': 'F3', 'customer': 8, 'cost': 619}, {'facility': 'F3', 'customer': 9, 'cost': 718}, {'facility': 'F3', 'customer': 10, 'cost': 419}, {'facility': 'F3', 'customer': 11, 'cost': 235}, {'facility': 'F3', 'customer': 12, 'cost': 306}, {'facility': 'F3', 'customer': 13, 'cost': 654}, {'facility': 'F3', 'customer': 14, 'cost': 122}, {'facility': 'F3', 'customer': 15, 'cost': 698}, {'facility': 'F4', 'customer': 0, 'cost': 426}, {'facility': 'F4', 'customer': 1, 'cost': 697}, {'facility': 'F4', 'customer': 2, 'cost': 173}, {'facility': 'F4', 'customer': 3, 'cost': 15}, {'facility': 'F4', 'customer': 4, 'cost': 714}, {'facility': 'F4', 'customer': 5, 'cost': 57}, {'facility': 'F4', 'customer': 6, 'cost': 248}, {'facility': 'F4', 'customer': 7, 'cost': 701}, {'facility': 'F4', 'customer': 8, 'cost': 76}, {'facility': 'F4', 'customer': 9, 'cost': 781}, {'facility': 'F4', 'customer': 10, 'cost': 563}, {'facility': 'F4', 'customer': 11, 'cost': 123}, {'facility': 'F4', 'customer': 12, 'cost': 777}, {'facility': 'F4', 'customer': 13, 'cost': 710}, {'facility': 'F4', 'customer': 14, 'cost': 174}, {'facility': 'F4', 'customer': 15, 'cost': 131}, {'facility': 'F5', 'customer': 0, 'cost': 798}, {'facility': 'F5', 'customer': 1, 'cost': 212}, {'facility': 'F5', 'customer': 2, 'cost': 12}, {'facility': 'F5', 'customer': 3, 'cost': 768}, {'facility': 'F5', 'customer': 4, 'cost': 975}, {'facility': 'F5', 'customer': 5, 'cost': 671}, {'facility': 'F5', 'customer': 6, 'cost': 219}, {'facility': 'F5', 'customer': 7, 'cost': 202}, {'facility': 'F5', 'customer': 8, 'cost': 721}, {'facility': 'F5', 'customer': 9, 'cost': 807}, {'facility': 'F5', 'customer': 10, 'cost': 191}, {'facility': 'F5', 'customer': 11, 'cost': 650}, {'facility': 'F5', 'customer': 12, 'cost': 147}, {'facility': 'F5', 'customer': 13, 'cost': 349}, {'facility': 'F5', 'customer': 14, 'cost': 173}, {'facility': 'F5', 'customer': 15, 'cost': 547}, {'facility': 'F6', 'customer': 0, 'cost': 623}, {'facility': 'F6', 'customer': 1, 'cost': 748}, {'facility': 'F6', 'customer': 2, 'cost': 648}, {'facility': 'F6', 'customer': 3, 'cost': 783}, {'facility': 'F6', 'customer': 4, 'cost': 159}, {'facility': 'F6', 'customer': 5, 'cost': 955}, {'facility': 'F6', 'customer': 6, 'cost': 837}, {'facility': 'F6', 'customer': 7, 'cost': 658}, {'facility': 'F6', 'customer': 8, 'cost': 732}, {'facility': 'F6', 'customer': 9, 'cost': 815}, {'facility': 'F6', 'customer': 10, 'cost': 566}, {'facility': 'F6', 'customer': 11, 'cost': 789}, {'facility': 'F6', 'customer': 12, 'cost': 983}, {'facility': 'F6', 'customer': 13, 'cost': 115}, {'facility': 'F6', 'customer': 14, 'cost': 258}, {'facility': 'F6', 'customer': 15, 'cost': 863}], 'objective': 9763.0}","{'selected': ['F4'], 'assignments': ['F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4']}",38,nl,0 UFLP,UFLP,"There’s a town shuttle plan on my desk: a list of possible stops with activation prices and a list of commuters with how far they’d have to travel to each stop. The trick is to decide which stops to switch on and then pair every commuter with one of the switched-on stops so the combined bill — paying for the stops we turned on plus the travel cost for everyone — ends up as small as it can be. Everyone must be assigned to a single active stop (no one gets skipped or sent to multiple stops), and active stops can handle unlimited riders. The concrete data appear below. { ""num_candidate_stops"": 7, ""num_commuters"": 17, ""stops"": [ { ""stop_id"": ""F1"", ""activation_cost"": 1000 }, { ""stop_id"": ""F2"", ""activation_cost"": 1000 }, { ""stop_id"": ""F3"", ""activation_cost"": 1000 }, { ""stop_id"": ""F4"", ""activation_cost"": 1000 }, { ""stop_id"": ""F5"", ""activation_cost"": 1000 }, { ""stop_id"": ""F6"", ""activation_cost"": 1000 }, { ""stop_id"": ""F7"", ""activation_cost"": 1000 } ], ""commuters"": [ { ""commuter_id"": 0 }, { ""commuter_id"": 1 }, { ""commuter_id"": 2 }, { ""commuter_id"": 3 }, { ""commuter_id"": 4 }, { ""commuter_id"": 5 }, { ""commuter_id"": 6 }, { ""commuter_id"": 7 }, { ""commuter_id"": 8 }, { ""commuter_id"": 9 }, { ""commuter_id"": 10 }, { ""commuter_id"": 11 }, { ""commuter_id"": 12 }, { ""commuter_id"": 13 }, { ""commuter_id"": 14 }, { ""commuter_id"": 15 }, { ""commuter_id"": 16 } ], ""travels"": [ { ""stop_id"": ""F1"", ""commuter_id"": 0, ""travel_cost"": 808 }, { ""stop_id"": ""F1"", ""commuter_id"": 1, ""travel_cost"": 767 }, { ""stop_id"": ""F1"", ""commuter_id"": 2, ""travel_cost"": 793 }, { ""stop_id"": ""F1"", ""commuter_id"": 3, ""travel_cost"": 901 }, { ""stop_id"": ""F1"", ""commuter_id"": 4, ""travel_cost"": 280 }, { ""stop_id"": ""F1"", ""commuter_id"": 5, ""travel_cost"": 354 }, { ""stop_id"": ""F1"", ""commuter_id"": 6, ""travel_cost"": 626 }, { ""stop_id"": ""F1"", ""commuter_id"": 7, ""travel_cost"": 994 }, { ""stop_id"": ""F1"", ""commuter_id"": 8, ""travel_cost"": 893 }, { ""stop_id"": ""F1"", ""commuter_id"": 9, ""travel_cost"": 342 }, { ""stop_id"": ""F1"", ""commuter_id"": 10, ""travel_cost"": 880 }, { ""stop_id"": ""F1"", ""commuter_id"": 11, ""travel_cost"": 111 }, { ""stop_id"": ""F1"", ""commuter_id"": 12, ""travel_cost"": 175 }, { ""stop_id"": ""F1"", ""commuter_id"": 13, ""travel_cost"": 456 }, { ""stop_id"": ""F1"", ""commuter_id"": 14, ""travel_cost"": 848 }, { ""stop_id"": ""F1"", ""commuter_id"": 15, ""travel_cost"": 766 }, { ""stop_id"": ""F1"", ""commuter_id"": 16, ""travel_cost"": 389 }, { ""stop_id"": ""F2"", ""commuter_id"": 0, ""travel_cost"": 841 }, { ""stop_id"": ""F2"", ""commuter_id"": 1, ""travel_cost"": 954 }, { ""stop_id"": ""F2"", ""commuter_id"": 2, ""travel_cost"": 54 }, { ""stop_id"": ""F2"", ""commuter_id"": 3, ""travel_cost"": 641 }, { ""stop_id"": ""F2"", ""commuter_id"": 4, ""travel_cost"": 163 }, { ""stop_id"": ""F2"", ""commuter_id"": 5, ""travel_cost"": 845 }, { ""stop_id"": ""F2"", ""commuter_id"": 6, ""travel_cost"": 786 }, { ""stop_id"": ""F2"", ""commuter_id"": 7, ""travel_cost"": 656 }, { ""stop_id"": ""F2"", ""commuter_id"": 8, ""travel_cost"": 183 }, { ""stop_id"": ""F2"", ""commuter_id"": 9, ""travel_cost"": 712 }, { ""stop_id"": ""F2"", ""commuter_id"": 10, ""travel_cost"": 12 }, { ""stop_id"": ""F2"", ""commuter_id"": 11, ""travel_cost"": 649 }, { ""stop_id"": ""F2"", ""commuter_id"": 12, ""travel_cost"": 350 }, { ""stop_id"": ""F2"", ""commuter_id"": 13, ""travel_cost"": 973 }, { ""stop_id"": ""F2"", ""commuter_id"": 14, ""travel_cost"": 81 }, { ""stop_id"": ""F2"", ""commuter_id"": 15, ""travel_cost"": 711 }, { ""stop_id"": ""F2"", ""commuter_id"": 16, ""travel_cost"": 929 }, { ""stop_id"": ""F3"", ""commuter_id"": 0, ""travel_cost"": 624 }, { ""stop_id"": ""F3"", ""commuter_id"": 1, ""travel_cost"": 233 }, { ""stop_id"": ""F3"", ""commuter_id"": 2, ""travel_cost"": 359 }, { ""stop_id"": ""F3"", ""commuter_id"": 3, ""travel_cost"": 588 }, { ""stop_id"": ""F3"", ""commuter_id"": 4, ""travel_cost"": 392 }, { ""stop_id"": ""F3"", ""commuter_id"": 5, ""travel_cost"": 809 }, { ""stop_id"": ""F3"", ""commuter_id"": 6, ""travel_cost"": 396 }, { ""stop_id"": ""F3"", ""commuter_id"": 7, ""travel_cost"": 562 }, { ""stop_id"": ""F3"", ""commuter_id"": 8, ""travel_cost"": 770 }, { ""stop_id"": ""F3"", ""commuter_id"": 9, ""travel_cost"": 269 }, { ""stop_id"": ""F3"", ""commuter_id"": 10, ""travel_cost"": 738 }, { ""stop_id"": ""F3"", ""commuter_id"": 11, ""travel_cost"": 788 }, { ""stop_id"": ""F3"", ""commuter_id"": 12, ""travel_cost"": 420 }, { ""stop_id"": ""F3"", ""commuter_id"": 13, ""travel_cost"": 448 }, { ""stop_id"": ""F3"", ""commuter_id"": 14, ""travel_cost"": 781 }, { ""stop_id"": ""F3"", ""commuter_id"": 15, ""travel_cost"": 856 }, { ""stop_id"": ""F3"", ""commuter_id"": 16, ""travel_cost"": 908 }, { ""stop_id"": ""F4"", ""commuter_id"": 0, ""travel_cost"": 819 }, { ""stop_id"": ""F4"", ""commuter_id"": 1, ""travel_cost"": 629 }, { ""stop_id"": ""F4"", ""commuter_id"": 2, ""travel_cost"": 648 }, { ""stop_id"": ""F4"", ""commuter_id"": 3, ""travel_cost"": 316 }, { ""stop_id"": ""F4"", ""commuter_id"": 4, ""travel_cost"": 416 }, { ""stop_id"": ""F4"", ""commuter_id"": 5, ""travel_cost"": 978 }, { ""stop_id"": ""F4"", ""commuter_id"": 6, ""travel_cost"": 181 }, { ""stop_id"": ""F4"", ""commuter_id"": 7, ""travel_cost"": 697 }, { ""stop_id"": ""F4"", ""commuter_id"": 8, ""travel_cost"": 127 }, { ""stop_id"": ""F4"", ""commuter_id"": 9, ""travel_cost"": 196 }, { ""stop_id"": ""F4"", ""commuter_id"": 10, ""travel_cost"": 153 }, { ""stop_id"": ""F4"", ""commuter_id"": 11, ""travel_cost"": 135 }, { ""stop_id"": ""F4"", ""commuter_id"": 12, ""travel_cost"": 356 }, { ""stop_id"": ""F4"", ""commuter_id"": 13, ""travel_cost"": 345 }, { ""stop_id"": ""F4"", ""commuter_id"": 14, ""travel_cost"": 399 }, { ""stop_id"": ""F4"", ""commuter_id"": 15, ""travel_cost"": 650 }, { ""stop_id"": ""F4"", ""commuter_id"": 16, ""travel_cost"": 638 }, { ""stop_id"": ""F5"", ""commuter_id"": 0, ""travel_cost"": 585 }, { ""stop_id"": ""F5"", ""commuter_id"": 1, ""travel_cost"": 398 }, { ""stop_id"": ""F5"", ""commuter_id"": 2, ""travel_cost"": 70 }, { ""stop_id"": ""F5"", ""commuter_id"": 3, ""travel_cost"": 162 }, { ""stop_id"": ""F5"", ""commuter_id"": 4, ""travel_cost"": 463 }, { ""stop_id"": ""F5"", ""commuter_id"": 5, ""travel_cost"": 478 }, { ""stop_id"": ""F5"", ""commuter_id"": 6, ""travel_cost"": 536 }, { ""stop_id"": ""F5"", ""commuter_id"": 7, ""travel_cost"": 381 }, { ""stop_id"": ""F5"", ""commuter_id"": 8, ""travel_cost"": 632 }, { ""stop_id"": ""F5"", ""commuter_id"": 9, ""travel_cost"": 950 }, { ""stop_id"": ""F5"", ""commuter_id"": 10, ""travel_cost"": 464 }, { ""stop_id"": ""F5"", ""commuter_id"": 11, ""travel_cost"": 586 }, { ""stop_id"": ""F5"", ""commuter_id"": 12, ""travel_cost"": 948 }, { ""stop_id"": ""F5"", ""commuter_id"": 13, ""travel_cost"": 589 }, { ""stop_id"": ""F5"", ""commuter_id"": 14, ""travel_cost"": 502 }, { ""stop_id"": ""F5"", ""commuter_id"": 15, ""travel_cost"": 529 }, { ""stop_id"": ""F5"", ""commuter_id"": 16, ""travel_cost"": 470 }, { ""stop_id"": ""F6"", ""commuter_id"": 0, ""travel_cost"": 509 }, { ""stop_id"": ""F6"", ""commuter_id"": 1, ""travel_cost"": 504 }, { ""stop_id"": ""F6"", ""commuter_id"": 2, ""travel_cost"": 865 }, { ""stop_id"": ""F6"", ""commuter_id"": 3, ""travel_cost"": 443 }, { ""stop_id"": ""F6"", ""commuter_id"": 4, ""travel_cost"": 701 }, { ""stop_id"": ""F6"", ""commuter_id"": 5, ""travel_cost"": 462 }, { ""stop_id"": ""F6"", ""commuter_id"": 6, ""travel_cost"": 859 }, { ""stop_id"": ""F6"", ""commuter_id"": 7, ""travel_cost"": 889 }, { ""stop_id"": ""F6"", ""commuter_id"": 8, ""travel_cost"": 174 }, { ""stop_id"": ""F6"", ""commuter_id"": 9, ""travel_cost"": 80 }, { ""stop_id"": ""F6"", ""commuter_id"": 10, ""travel_cost"": 860 }, { ""stop_id"": ""F6"", ""commuter_id"": 11, ""travel_cost"": 760 }, { ""stop_id"": ""F6"", ""commuter_id"": 12, ""travel_cost"": 354 }, { ""stop_id"": ""F6"", ""commuter_id"": 13, ""travel_cost"": 59 }, { ""stop_id"": ""F6"", ""commuter_id"": 14, ""travel_cost"": 646 }, { ""stop_id"": ""F6"", ""commuter_id"": 15, ""travel_cost"": 608 }, { ""stop_id"": ""F6"", ""commuter_id"": 16, ""travel_cost"": 161 }, { ""stop_id"": ""F7"", ""commuter_id"": 0, ""travel_cost"": 744 }, { ""stop_id"": ""F7"", ""commuter_id"": 1, ""travel_cost"": 132 }, { ""stop_id"": ""F7"", ""commuter_id"": 2, ""travel_cost"": 274 }, { ""stop_id"": ""F7"", ""commuter_id"": 3, ""travel_cost"": 665 }, { ""stop_id"": ""F7"", ""commuter_id"": 4, ""travel_cost"": 723 }, { ""stop_id"": ""F7"", ""commuter_id"": 5, ""travel_cost"": 776 }, { ""stop_id"": ""F7"", ""commuter_id"": 6, ""travel_cost"": 488 }, { ""stop_id"": ""F7"", ""commuter_id"": 7, ""travel_cost"": 193 }, { ""stop_id"": ""F7"", ""commuter_id"": 8, ""travel_cost"": 285 }, { ""stop_id"": ""F7"", ""commuter_id"": 9, ""travel_cost"": 461 }, { ""stop_id"": ""F7"", ""commuter_id"": 10, ""travel_cost"": 49 }, { ""stop_id"": ""F7"", ""commuter_id"": 11, ""travel_cost"": 429 }, { ""stop_id"": ""F7"", ""commuter_id"": 12, ""travel_cost"": 304 }, { ""stop_id"": ""F7"", ""commuter_id"": 13, ""travel_cost"": 197 }, { ""stop_id"": ""F7"", ""commuter_id"": 14, ""travel_cost"": 209 }, { ""stop_id"": ""F7"", ""commuter_id"": 15, ""travel_cost"": 574 }, { ""stop_id"": ""F7"", ""commuter_id"": 16, ""travel_cost"": 524 } ] } I'll give the result in a small, predictable JSON shape so it's easy to read — nothing fancy, just the two things we need to report. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Pretty straightforward: ""selected"" is the list of stops we switch on (the activation purchases), and ""assignments"" tells which active stop each commuter uses, in the same order the commuters appear in the input. This is just the sketch of the expected shape, not the actual answer. Please use identifiers exactly as they appear in the instance input — no renaming and no new labels. For example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [1000, 1000, 1000, 1000, 1000, 1000, 1000], 'connection_costs': [[808, 767, 793, 901, 280, 354, 626, 994, 893, 342, 880, 111, 175, 456, 848, 766, 389], [841, 954, 54, 641, 163, 845, 786, 656, 183, 712, 12, 649, 350, 973, 81, 711, 929], [624, 233, 359, 588, 392, 809, 396, 562, 770, 269, 738, 788, 420, 448, 781, 856, 908], [819, 629, 648, 316, 416, 978, 181, 697, 127, 196, 153, 135, 356, 345, 399, 650, 638], [585, 398, 70, 162, 463, 478, 536, 381, 632, 950, 464, 586, 948, 589, 502, 529, 470], [509, 504, 865, 443, 701, 462, 859, 889, 174, 80, 860, 760, 354, 59, 646, 608, 161], [744, 132, 274, 665, 723, 776, 488, 193, 285, 461, 49, 429, 304, 197, 209, 574, 524]], 'objective': 7181.0}","{'open_facilities': [3, 5, 6], 'assignments': [5, 6, 6, 3, 3, 5, 3, 6, 3, 5, 6, 3, 6, 5, 6, 6, 5]}",7181.0,"{'problem_type': 'UFLP', 'num_facilities': 7, 'num_customers': 17, 'facilities': [{'id': 'F1', 'opening_cost': 1000}, {'id': 'F2', 'opening_cost': 1000}, {'id': 'F3', 'opening_cost': 1000}, {'id': 'F4', 'opening_cost': 1000}, {'id': 'F5', 'opening_cost': 1000}, {'id': 'F6', 'opening_cost': 1000}, {'id': 'F7', 'opening_cost': 1000}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 808}, {'facility': 'F1', 'customer': 1, 'cost': 767}, {'facility': 'F1', 'customer': 2, 'cost': 793}, {'facility': 'F1', 'customer': 3, 'cost': 901}, {'facility': 'F1', 'customer': 4, 'cost': 280}, {'facility': 'F1', 'customer': 5, 'cost': 354}, {'facility': 'F1', 'customer': 6, 'cost': 626}, {'facility': 'F1', 'customer': 7, 'cost': 994}, {'facility': 'F1', 'customer': 8, 'cost': 893}, {'facility': 'F1', 'customer': 9, 'cost': 342}, {'facility': 'F1', 'customer': 10, 'cost': 880}, {'facility': 'F1', 'customer': 11, 'cost': 111}, {'facility': 'F1', 'customer': 12, 'cost': 175}, {'facility': 'F1', 'customer': 13, 'cost': 456}, {'facility': 'F1', 'customer': 14, 'cost': 848}, {'facility': 'F1', 'customer': 15, 'cost': 766}, {'facility': 'F1', 'customer': 16, 'cost': 389}, {'facility': 'F2', 'customer': 0, 'cost': 841}, {'facility': 'F2', 'customer': 1, 'cost': 954}, {'facility': 'F2', 'customer': 2, 'cost': 54}, {'facility': 'F2', 'customer': 3, 'cost': 641}, {'facility': 'F2', 'customer': 4, 'cost': 163}, {'facility': 'F2', 'customer': 5, 'cost': 845}, {'facility': 'F2', 'customer': 6, 'cost': 786}, {'facility': 'F2', 'customer': 7, 'cost': 656}, {'facility': 'F2', 'customer': 8, 'cost': 183}, {'facility': 'F2', 'customer': 9, 'cost': 712}, {'facility': 'F2', 'customer': 10, 'cost': 12}, {'facility': 'F2', 'customer': 11, 'cost': 649}, {'facility': 'F2', 'customer': 12, 'cost': 350}, {'facility': 'F2', 'customer': 13, 'cost': 973}, {'facility': 'F2', 'customer': 14, 'cost': 81}, {'facility': 'F2', 'customer': 15, 'cost': 711}, {'facility': 'F2', 'customer': 16, 'cost': 929}, {'facility': 'F3', 'customer': 0, 'cost': 624}, {'facility': 'F3', 'customer': 1, 'cost': 233}, {'facility': 'F3', 'customer': 2, 'cost': 359}, {'facility': 'F3', 'customer': 3, 'cost': 588}, {'facility': 'F3', 'customer': 4, 'cost': 392}, {'facility': 'F3', 'customer': 5, 'cost': 809}, {'facility': 'F3', 'customer': 6, 'cost': 396}, {'facility': 'F3', 'customer': 7, 'cost': 562}, {'facility': 'F3', 'customer': 8, 'cost': 770}, {'facility': 'F3', 'customer': 9, 'cost': 269}, {'facility': 'F3', 'customer': 10, 'cost': 738}, {'facility': 'F3', 'customer': 11, 'cost': 788}, {'facility': 'F3', 'customer': 12, 'cost': 420}, {'facility': 'F3', 'customer': 13, 'cost': 448}, {'facility': 'F3', 'customer': 14, 'cost': 781}, {'facility': 'F3', 'customer': 15, 'cost': 856}, {'facility': 'F3', 'customer': 16, 'cost': 908}, {'facility': 'F4', 'customer': 0, 'cost': 819}, {'facility': 'F4', 'customer': 1, 'cost': 629}, {'facility': 'F4', 'customer': 2, 'cost': 648}, {'facility': 'F4', 'customer': 3, 'cost': 316}, {'facility': 'F4', 'customer': 4, 'cost': 416}, {'facility': 'F4', 'customer': 5, 'cost': 978}, {'facility': 'F4', 'customer': 6, 'cost': 181}, {'facility': 'F4', 'customer': 7, 'cost': 697}, {'facility': 'F4', 'customer': 8, 'cost': 127}, {'facility': 'F4', 'customer': 9, 'cost': 196}, {'facility': 'F4', 'customer': 10, 'cost': 153}, {'facility': 'F4', 'customer': 11, 'cost': 135}, {'facility': 'F4', 'customer': 12, 'cost': 356}, {'facility': 'F4', 'customer': 13, 'cost': 345}, {'facility': 'F4', 'customer': 14, 'cost': 399}, {'facility': 'F4', 'customer': 15, 'cost': 650}, {'facility': 'F4', 'customer': 16, 'cost': 638}, {'facility': 'F5', 'customer': 0, 'cost': 585}, {'facility': 'F5', 'customer': 1, 'cost': 398}, {'facility': 'F5', 'customer': 2, 'cost': 70}, {'facility': 'F5', 'customer': 3, 'cost': 162}, {'facility': 'F5', 'customer': 4, 'cost': 463}, {'facility': 'F5', 'customer': 5, 'cost': 478}, {'facility': 'F5', 'customer': 6, 'cost': 536}, {'facility': 'F5', 'customer': 7, 'cost': 381}, {'facility': 'F5', 'customer': 8, 'cost': 632}, {'facility': 'F5', 'customer': 9, 'cost': 950}, {'facility': 'F5', 'customer': 10, 'cost': 464}, {'facility': 'F5', 'customer': 11, 'cost': 586}, {'facility': 'F5', 'customer': 12, 'cost': 948}, {'facility': 'F5', 'customer': 13, 'cost': 589}, {'facility': 'F5', 'customer': 14, 'cost': 502}, {'facility': 'F5', 'customer': 15, 'cost': 529}, {'facility': 'F5', 'customer': 16, 'cost': 470}, {'facility': 'F6', 'customer': 0, 'cost': 509}, {'facility': 'F6', 'customer': 1, 'cost': 504}, {'facility': 'F6', 'customer': 2, 'cost': 865}, {'facility': 'F6', 'customer': 3, 'cost': 443}, {'facility': 'F6', 'customer': 4, 'cost': 701}, {'facility': 'F6', 'customer': 5, 'cost': 462}, {'facility': 'F6', 'customer': 6, 'cost': 859}, {'facility': 'F6', 'customer': 7, 'cost': 889}, {'facility': 'F6', 'customer': 8, 'cost': 174}, {'facility': 'F6', 'customer': 9, 'cost': 80}, {'facility': 'F6', 'customer': 10, 'cost': 860}, {'facility': 'F6', 'customer': 11, 'cost': 760}, {'facility': 'F6', 'customer': 12, 'cost': 354}, {'facility': 'F6', 'customer': 13, 'cost': 59}, {'facility': 'F6', 'customer': 14, 'cost': 646}, {'facility': 'F6', 'customer': 15, 'cost': 608}, {'facility': 'F6', 'customer': 16, 'cost': 161}, {'facility': 'F7', 'customer': 0, 'cost': 744}, {'facility': 'F7', 'customer': 1, 'cost': 132}, {'facility': 'F7', 'customer': 2, 'cost': 274}, {'facility': 'F7', 'customer': 3, 'cost': 665}, {'facility': 'F7', 'customer': 4, 'cost': 723}, {'facility': 'F7', 'customer': 5, 'cost': 776}, {'facility': 'F7', 'customer': 6, 'cost': 488}, {'facility': 'F7', 'customer': 7, 'cost': 193}, {'facility': 'F7', 'customer': 8, 'cost': 285}, {'facility': 'F7', 'customer': 9, 'cost': 461}, {'facility': 'F7', 'customer': 10, 'cost': 49}, {'facility': 'F7', 'customer': 11, 'cost': 429}, {'facility': 'F7', 'customer': 12, 'cost': 304}, {'facility': 'F7', 'customer': 13, 'cost': 197}, {'facility': 'F7', 'customer': 14, 'cost': 209}, {'facility': 'F7', 'customer': 15, 'cost': 574}, {'facility': 'F7', 'customer': 16, 'cost': 524}], 'objective': 7181.0}","{'selected': ['F4', 'F6', 'F7'], 'assignments': ['F6', 'F7', 'F7', 'F4', 'F4', 'F6', 'F4', 'F7', 'F4', 'F6', 'F7', 'F4', 'F7', 'F6', 'F7', 'F7', 'F6']}",39,json,0 UFLP,UFLP,"Many people on the planning team are debating which neighborhood outlets to start and how to attach each block to a single open outlet. The choice is which outlets to pay to open (each has a setup price) and then making sure each block is linked to exactly one of those opened outlets — no block left unassigned and no double assignments — with each link costing a delivery or customer-travel amount. The best option is the one with the lowest combined expense: add up the setup costs for opened outlets and the travel/delivery costs for every block’s assignment. The instance details are presented below. There are 6 candidate outlets and 16 blocks; the outlet setup costs are 1000, 1000, 1000, 1000, 1000, 1000. Candidate outlet F1 has a setup cost of 1000. Candidate outlet F2 has a setup cost of 1000. Candidate outlet F3 has a setup cost of 1000. Candidate outlet F4 has a setup cost of 1000. Candidate outlet F5 has a setup cost of 1000. Candidate outlet F6 has a setup cost of 1000. Block 1 can be served by outlet F1 at delivery/travel cost 458. Block 2 can be served by outlet F1 at delivery/travel cost 70. Block 3 can be served by outlet F1 at delivery/travel cost 32. Block 4 can be served by outlet F1 at delivery/travel cost 632. Block 5 can be served by outlet F1 at delivery/travel cost 557. Block 6 can be served by outlet F1 at delivery/travel cost 669. Block 7 can be served by outlet F1 at delivery/travel cost 802. Block 8 can be served by outlet F1 at delivery/travel cost 314. Block 9 can be served by outlet F1 at delivery/travel cost 983. Block 10 can be served by outlet F1 at delivery/travel cost 514. Block 11 can be served by outlet F1 at delivery/travel cost 638. Block 12 can be served by outlet F1 at delivery/travel cost 203. Block 13 can be served by outlet F1 at delivery/travel cost 872. Block 14 can be served by outlet F1 at delivery/travel cost 274. Block 15 can be served by outlet F1 at delivery/travel cost 755. Block 16 can be served by outlet F1 at delivery/travel cost 666. Block 1 can be served by outlet F2 at delivery/travel cost 299. Block 2 can be served by outlet F2 at delivery/travel cost 968. Block 3 can be served by outlet F2 at delivery/travel cost 81. Block 4 can be served by outlet F2 at delivery/travel cost 68. Block 5 can be served by outlet F2 at delivery/travel cost 578. Block 6 can be served by outlet F2 at delivery/travel cost 819. Block 7 can be served by outlet F2 at delivery/travel cost 978. Block 8 can be served by outlet F2 at delivery/travel cost 127. Block 9 can be served by outlet F2 at delivery/travel cost 502. Block 10 can be served by outlet F2 at delivery/travel cost 757. Block 11 can be served by outlet F2 at delivery/travel cost 153. Block 12 can be served by outlet F2 at delivery/travel cost 440. Block 13 can be served by outlet F2 at delivery/travel cost 457. Block 14 can be served by outlet F2 at delivery/travel cost 709. Block 15 can be served by outlet F2 at delivery/travel cost 306. Block 16 can be served by outlet F2 at delivery/travel cost 984. Block 1 can be served by outlet F3 at delivery/travel cost 752. Block 2 can be served by outlet F3 at delivery/travel cost 284. Block 3 can be served by outlet F3 at delivery/travel cost 932. Block 4 can be served by outlet F3 at delivery/travel cost 981. Block 5 can be served by outlet F3 at delivery/travel cost 14. Block 6 can be served by outlet F3 at delivery/travel cost 879. Block 7 can be served by outlet F3 at delivery/travel cost 981. Block 8 can be served by outlet F3 at delivery/travel cost 73. Block 9 can be served by outlet F3 at delivery/travel cost 488. Block 10 can be served by outlet F3 at delivery/travel cost 869. Block 11 can be served by outlet F3 at delivery/travel cost 972. Block 12 can be served by outlet F3 at delivery/travel cost 788. Block 13 can be served by outlet F3 at delivery/travel cost 598. Block 14 can be served by outlet F3 at delivery/travel cost 920. Block 15 can be served by outlet F3 at delivery/travel cost 89. Block 16 can be served by outlet F3 at delivery/travel cost 327. Block 1 can be served by outlet F4 at delivery/travel cost 864. Block 2 can be served by outlet F4 at delivery/travel cost 885. Block 3 can be served by outlet F4 at delivery/travel cost 598. Block 4 can be served by outlet F4 at delivery/travel cost 618. Block 5 can be served by outlet F4 at delivery/travel cost 616. Block 6 can be served by outlet F4 at delivery/travel cost 958. Block 7 can be served by outlet F4 at delivery/travel cost 313. Block 8 can be served by outlet F4 at delivery/travel cost 977. Block 9 can be served by outlet F4 at delivery/travel cost 129. Block 10 can be served by outlet F4 at delivery/travel cost 19. Block 11 can be served by outlet F4 at delivery/travel cost 432. Block 12 can be served by outlet F4 at delivery/travel cost 632. Block 13 can be served by outlet F4 at delivery/travel cost 155. Block 14 can be served by outlet F4 at delivery/travel cost 673. Block 15 can be served by outlet F4 at delivery/travel cost 899. Block 16 can be served by outlet F4 at delivery/travel cost 159. Block 1 can be served by outlet F5 at delivery/travel cost 118. Block 2 can be served by outlet F5 at delivery/travel cost 252. Block 3 can be served by outlet F5 at delivery/travel cost 466. Block 4 can be served by outlet F5 at delivery/travel cost 838. Block 5 can be served by outlet F5 at delivery/travel cost 483. Block 6 can be served by outlet F5 at delivery/travel cost 558. Block 7 can be served by outlet F5 at delivery/travel cost 910. Block 8 can be served by outlet F5 at delivery/travel cost 105. Block 9 can be served by outlet F5 at delivery/travel cost 86. Block 10 can be served by outlet F5 at delivery/travel cost 217. Block 11 can be served by outlet F5 at delivery/travel cost 56. Block 12 can be served by outlet F5 at delivery/travel cost 967. Block 13 can be served by outlet F5 at delivery/travel cost 825. Block 14 can be served by outlet F5 at delivery/travel cost 643. Block 15 can be served by outlet F5 at delivery/travel cost 302. Block 16 can be served by outlet F5 at delivery/travel cost 802. Block 1 can be served by outlet F6 at delivery/travel cost 633. Block 2 can be served by outlet F6 at delivery/travel cost 590. Block 3 can be served by outlet F6 at delivery/travel cost 203. Block 4 can be served by outlet F6 at delivery/travel cost 437. Block 5 can be served by outlet F6 at delivery/travel cost 739. Block 6 can be served by outlet F6 at delivery/travel cost 509. Block 7 can be served by outlet F6 at delivery/travel cost 462. Block 8 can be served by outlet F6 at delivery/travel cost 174. Block 9 can be served by outlet F6 at delivery/travel cost 883. Block 10 can be served by outlet F6 at delivery/travel cost 163. Block 11 can be served by outlet F6 at delivery/travel cost 860. Block 12 can be served by outlet F6 at delivery/travel cost 664. Block 13 can be served by outlet F6 at delivery/travel cost 975. Block 14 can be served by outlet F6 at delivery/travel cost 738. Block 15 can be served by outlet F6 at delivery/travel cost 68. Block 16 can be served by outlet F6 at delivery/travel cost 85. The planning team will use these figures to decide which outlets to open and how to assign each block so the total of setup fees plus delivery/travel costs is minimized. Just so we're all on the same page about how to give the final pick-and-link info, please use this simple JSON layout when you reply. It's just the shape I need — nothing fancy. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is where you list the outlets you decide to open. ""assignments"" is a list, one entry per block, saying which opened outlet that block is attached to. Think of it like filling out a form: the first part names the open outlets, the second part maps every block to one of those outlets. This JSON is only a sketch of the expected shape, not the actual solution. And please use the exact identifiers from the instance input — do not rename or invent labels. Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [1000, 1000, 1000, 1000, 1000, 1000], 'connection_costs': [[458, 70, 32, 632, 557, 669, 802, 314, 983, 514, 638, 203, 872, 274, 755, 666], [299, 968, 81, 68, 578, 819, 978, 127, 502, 757, 153, 440, 457, 709, 306, 984], [752, 284, 932, 981, 14, 879, 981, 73, 488, 869, 972, 788, 598, 920, 89, 327], [864, 885, 598, 618, 616, 958, 313, 977, 129, 19, 432, 632, 155, 673, 899, 159], [118, 252, 466, 838, 483, 558, 910, 105, 86, 217, 56, 967, 825, 643, 302, 802], [633, 590, 203, 437, 739, 509, 462, 174, 883, 163, 860, 664, 975, 738, 68, 85]], 'objective': 6533.0}","{'open_facilities': [0, 1, 3], 'assignments': [1, 0, 0, 1, 0, 0, 3, 1, 3, 3, 1, 0, 3, 0, 1, 3]}",6533.0,"{'problem_type': 'UFLP', 'num_facilities': 6, 'num_customers': 16, 'facilities': [{'id': 'F1', 'opening_cost': 1000}, {'id': 'F2', 'opening_cost': 1000}, {'id': 'F3', 'opening_cost': 1000}, {'id': 'F4', 'opening_cost': 1000}, {'id': 'F5', 'opening_cost': 1000}, {'id': 'F6', 'opening_cost': 1000}], 'customers': [{'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}], 'connection_costs': [{'facility': 'F1', 'customer': 1, 'cost': 458}, {'facility': 'F1', 'customer': 2, 'cost': 70}, {'facility': 'F1', 'customer': 3, 'cost': 32}, {'facility': 'F1', 'customer': 4, 'cost': 632}, {'facility': 'F1', 'customer': 5, 'cost': 557}, {'facility': 'F1', 'customer': 6, 'cost': 669}, {'facility': 'F1', 'customer': 7, 'cost': 802}, {'facility': 'F1', 'customer': 8, 'cost': 314}, {'facility': 'F1', 'customer': 9, 'cost': 983}, {'facility': 'F1', 'customer': 10, 'cost': 514}, {'facility': 'F1', 'customer': 11, 'cost': 638}, {'facility': 'F1', 'customer': 12, 'cost': 203}, {'facility': 'F1', 'customer': 13, 'cost': 872}, {'facility': 'F1', 'customer': 14, 'cost': 274}, {'facility': 'F1', 'customer': 15, 'cost': 755}, {'facility': 'F1', 'customer': 16, 'cost': 666}, {'facility': 'F2', 'customer': 1, 'cost': 299}, {'facility': 'F2', 'customer': 2, 'cost': 968}, {'facility': 'F2', 'customer': 3, 'cost': 81}, {'facility': 'F2', 'customer': 4, 'cost': 68}, {'facility': 'F2', 'customer': 5, 'cost': 578}, {'facility': 'F2', 'customer': 6, 'cost': 819}, {'facility': 'F2', 'customer': 7, 'cost': 978}, {'facility': 'F2', 'customer': 8, 'cost': 127}, {'facility': 'F2', 'customer': 9, 'cost': 502}, {'facility': 'F2', 'customer': 10, 'cost': 757}, {'facility': 'F2', 'customer': 11, 'cost': 153}, {'facility': 'F2', 'customer': 12, 'cost': 440}, {'facility': 'F2', 'customer': 13, 'cost': 457}, {'facility': 'F2', 'customer': 14, 'cost': 709}, {'facility': 'F2', 'customer': 15, 'cost': 306}, {'facility': 'F2', 'customer': 16, 'cost': 984}, {'facility': 'F3', 'customer': 1, 'cost': 752}, {'facility': 'F3', 'customer': 2, 'cost': 284}, {'facility': 'F3', 'customer': 3, 'cost': 932}, {'facility': 'F3', 'customer': 4, 'cost': 981}, {'facility': 'F3', 'customer': 5, 'cost': 14}, {'facility': 'F3', 'customer': 6, 'cost': 879}, {'facility': 'F3', 'customer': 7, 'cost': 981}, {'facility': 'F3', 'customer': 8, 'cost': 73}, {'facility': 'F3', 'customer': 9, 'cost': 488}, {'facility': 'F3', 'customer': 10, 'cost': 869}, {'facility': 'F3', 'customer': 11, 'cost': 972}, {'facility': 'F3', 'customer': 12, 'cost': 788}, {'facility': 'F3', 'customer': 13, 'cost': 598}, {'facility': 'F3', 'customer': 14, 'cost': 920}, {'facility': 'F3', 'customer': 15, 'cost': 89}, {'facility': 'F3', 'customer': 16, 'cost': 327}, {'facility': 'F4', 'customer': 1, 'cost': 864}, {'facility': 'F4', 'customer': 2, 'cost': 885}, {'facility': 'F4', 'customer': 3, 'cost': 598}, {'facility': 'F4', 'customer': 4, 'cost': 618}, {'facility': 'F4', 'customer': 5, 'cost': 616}, {'facility': 'F4', 'customer': 6, 'cost': 958}, {'facility': 'F4', 'customer': 7, 'cost': 313}, {'facility': 'F4', 'customer': 8, 'cost': 977}, {'facility': 'F4', 'customer': 9, 'cost': 129}, {'facility': 'F4', 'customer': 10, 'cost': 19}, {'facility': 'F4', 'customer': 11, 'cost': 432}, {'facility': 'F4', 'customer': 12, 'cost': 632}, {'facility': 'F4', 'customer': 13, 'cost': 155}, {'facility': 'F4', 'customer': 14, 'cost': 673}, {'facility': 'F4', 'customer': 15, 'cost': 899}, {'facility': 'F4', 'customer': 16, 'cost': 159}, {'facility': 'F5', 'customer': 1, 'cost': 118}, {'facility': 'F5', 'customer': 2, 'cost': 252}, {'facility': 'F5', 'customer': 3, 'cost': 466}, {'facility': 'F5', 'customer': 4, 'cost': 838}, {'facility': 'F5', 'customer': 5, 'cost': 483}, {'facility': 'F5', 'customer': 6, 'cost': 558}, {'facility': 'F5', 'customer': 7, 'cost': 910}, {'facility': 'F5', 'customer': 8, 'cost': 105}, {'facility': 'F5', 'customer': 9, 'cost': 86}, {'facility': 'F5', 'customer': 10, 'cost': 217}, {'facility': 'F5', 'customer': 11, 'cost': 56}, {'facility': 'F5', 'customer': 12, 'cost': 967}, {'facility': 'F5', 'customer': 13, 'cost': 825}, {'facility': 'F5', 'customer': 14, 'cost': 643}, {'facility': 'F5', 'customer': 15, 'cost': 302}, {'facility': 'F5', 'customer': 16, 'cost': 802}, {'facility': 'F6', 'customer': 1, 'cost': 633}, {'facility': 'F6', 'customer': 2, 'cost': 590}, {'facility': 'F6', 'customer': 3, 'cost': 203}, {'facility': 'F6', 'customer': 4, 'cost': 437}, {'facility': 'F6', 'customer': 5, 'cost': 739}, {'facility': 'F6', 'customer': 6, 'cost': 509}, {'facility': 'F6', 'customer': 7, 'cost': 462}, {'facility': 'F6', 'customer': 8, 'cost': 174}, {'facility': 'F6', 'customer': 9, 'cost': 883}, {'facility': 'F6', 'customer': 10, 'cost': 163}, {'facility': 'F6', 'customer': 11, 'cost': 860}, {'facility': 'F6', 'customer': 12, 'cost': 664}, {'facility': 'F6', 'customer': 13, 'cost': 975}, {'facility': 'F6', 'customer': 14, 'cost': 738}, {'facility': 'F6', 'customer': 15, 'cost': 68}, {'facility': 'F6', 'customer': 16, 'cost': 85}], 'objective': 6533.0}","{'selected': ['F1', 'F2', 'F4'], 'assignments': ['F2', 'F1', 'F1', 'F2', 'F1', 'F1', 'F4', 'F2', 'F4', 'F4', 'F2', 'F1', 'F4', 'F1', 'F2', 'F4']}",40,nl,1 UFLP,UFLP,"Many people will be at the block party, and the organizers must choose which food truck locations to pay for and tell each attendee area which staffed location to use. Every staffed spot requires a rental fee, and every area adds up walking distance depending on which spot it’s sent to, so the combined total—stall fees plus total walking distance—is what the team wants to keep low. Each area needs exactly one assignment; no area can be unassigned or assigned to multiple spots. The specific data for spots, fees, and attendee areas are listed below. There are 6 spots and 15 areas in this instance. **Spots** | spot_id | rental_fee | |---|---| | F1 | 1260 | | F2 | 1152 | | F3 | 1939 | | F4 | 1773 | | F5 | 1190 | | F6 | 1017 | **Areas** | area_id | |---| | A | | B | | C | | D | | E | | F | | G | | H | | I | | J | | K | | L | | M | | N | | O | **Walking Distance** | spot_id | area_id | walking_distance | |---|---|---| | F1 | A | 124 | | F1 | B | 226 | | F1 | C | 547 | | F1 | D | 519 | | F1 | E | 220 | | F1 | F | 861 | | F1 | G | 859 | | F1 | H | 45 | | F1 | I | 658 | | F1 | J | 804 | | F1 | K | 732 | | F1 | L | 429 | | F1 | M | 478 | | F1 | N | 914 | | F1 | O | 728 | | F2 | A | 842 | | F2 | B | 478 | | F2 | C | 26 | | F2 | D | 319 | | F2 | E | 615 | | F2 | F | 736 | | F2 | G | 662 | | F2 | H | 190 | | F2 | I | 688 | | F2 | J | 945 | | F2 | K | 142 | | F2 | L | 805 | | F2 | M | 148 | | F2 | N | 955 | | F2 | O | 177 | | F3 | A | 692 | | F3 | B | 6 | | F3 | C | 596 | | F3 | D | 146 | | F3 | E | 827 | | F3 | F | 333 | | F3 | G | 881 | | F3 | H | 759 | | F3 | I | 163 | | F3 | J | 94 | | F3 | K | 294 | | F3 | L | 833 | | F3 | M | 457 | | F3 | N | 79 | | F3 | O | 159 | | F4 | A | 355 | | F4 | B | 77 | | F4 | C | 470 | | F4 | D | 305 | | F4 | E | 162 | | F4 | F | 159 | | F4 | G | 675 | | F4 | H | 882 | | F4 | I | 430 | | F4 | J | 612 | | F4 | K | 982 | | F4 | L | 261 | | F4 | M | 917 | | F4 | N | 9 | | F4 | O | 579 | | F5 | A | 223 | | F5 | B | 654 | | F5 | C | 6 | | F5 | D | 87 | | F5 | E | 299 | | F5 | F | 333 | | F5 | G | 663 | | F5 | H | 519 | | F5 | I | 659 | | F5 | J | 534 | | F5 | K | 744 | | F5 | L | 571 | | F5 | M | 424 | | F5 | N | 915 | | F5 | O | 721 | | F6 | A | 823 | | F6 | B | 430 | | F6 | C | 448 | | F6 | D | 593 | | F6 | E | 747 | | F6 | F | 84 | | F6 | G | 496 | | F6 | H | 774 | | F6 | I | 684 | | F6 | J | 866 | | F6 | K | 289 | | F6 | L | 888 | | F6 | M | 270 | | F6 | N | 3 | | F6 | O | 97 | You can just send the final choices in a small JSON snippet like this so it's easy to read and parse. Here's the shape I expect: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is the list of staffed spots you decide to pay for (the rental fees). ""assignments"" is, for each attendee area in the same order as the input, which staffed spot that area should use. Super casual: think of ""selected"" as the stalls you're booking, and ""assignments"" as the directions you'd hand out to each group. This JSON is just a sketch of the expected shape — not the actual answer. Please make sure to use the exact identifiers from the instance input (do not rename them and don’t invent new labels). - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [1260, 1152, 1939, 1773, 1190, 1017], 'connection_costs': [[124, 226, 547, 519, 220, 861, 859, 45, 658, 804, 732, 429, 478, 914, 728], [842, 478, 26, 319, 615, 736, 662, 190, 688, 945, 142, 805, 148, 955, 177], [692, 6, 596, 146, 827, 333, 881, 759, 163, 94, 294, 833, 457, 79, 159], [355, 77, 470, 305, 162, 159, 675, 882, 430, 612, 982, 261, 917, 9, 579], [223, 654, 6, 87, 299, 333, 663, 519, 659, 534, 744, 571, 424, 915, 721], [823, 430, 448, 593, 747, 84, 496, 774, 684, 866, 289, 888, 270, 3, 97]], 'objective': 6640.0}","{'open_facilities': [1, 3], 'assignments': [3, 3, 1, 3, 3, 3, 1, 1, 3, 3, 1, 3, 1, 3, 1]}",6640.0,"{'problem_type': 'UFLP', 'num_facilities': 6, 'num_customers': 15, 'facilities': [{'id': 'F1', 'opening_cost': 1260}, {'id': 'F2', 'opening_cost': 1152}, {'id': 'F3', 'opening_cost': 1939}, {'id': 'F4', 'opening_cost': 1773}, {'id': 'F5', 'opening_cost': 1190}, {'id': 'F6', 'opening_cost': 1017}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 124}, {'facility': 'F1', 'customer': 'B', 'cost': 226}, {'facility': 'F1', 'customer': 'C', 'cost': 547}, {'facility': 'F1', 'customer': 'D', 'cost': 519}, {'facility': 'F1', 'customer': 'E', 'cost': 220}, {'facility': 'F1', 'customer': 'F', 'cost': 861}, {'facility': 'F1', 'customer': 'G', 'cost': 859}, {'facility': 'F1', 'customer': 'H', 'cost': 45}, {'facility': 'F1', 'customer': 'I', 'cost': 658}, {'facility': 'F1', 'customer': 'J', 'cost': 804}, {'facility': 'F1', 'customer': 'K', 'cost': 732}, {'facility': 'F1', 'customer': 'L', 'cost': 429}, {'facility': 'F1', 'customer': 'M', 'cost': 478}, {'facility': 'F1', 'customer': 'N', 'cost': 914}, {'facility': 'F1', 'customer': 'O', 'cost': 728}, {'facility': 'F2', 'customer': 'A', 'cost': 842}, {'facility': 'F2', 'customer': 'B', 'cost': 478}, {'facility': 'F2', 'customer': 'C', 'cost': 26}, {'facility': 'F2', 'customer': 'D', 'cost': 319}, {'facility': 'F2', 'customer': 'E', 'cost': 615}, {'facility': 'F2', 'customer': 'F', 'cost': 736}, {'facility': 'F2', 'customer': 'G', 'cost': 662}, {'facility': 'F2', 'customer': 'H', 'cost': 190}, {'facility': 'F2', 'customer': 'I', 'cost': 688}, {'facility': 'F2', 'customer': 'J', 'cost': 945}, {'facility': 'F2', 'customer': 'K', 'cost': 142}, {'facility': 'F2', 'customer': 'L', 'cost': 805}, {'facility': 'F2', 'customer': 'M', 'cost': 148}, {'facility': 'F2', 'customer': 'N', 'cost': 955}, {'facility': 'F2', 'customer': 'O', 'cost': 177}, {'facility': 'F3', 'customer': 'A', 'cost': 692}, {'facility': 'F3', 'customer': 'B', 'cost': 6}, {'facility': 'F3', 'customer': 'C', 'cost': 596}, {'facility': 'F3', 'customer': 'D', 'cost': 146}, {'facility': 'F3', 'customer': 'E', 'cost': 827}, {'facility': 'F3', 'customer': 'F', 'cost': 333}, {'facility': 'F3', 'customer': 'G', 'cost': 881}, {'facility': 'F3', 'customer': 'H', 'cost': 759}, {'facility': 'F3', 'customer': 'I', 'cost': 163}, {'facility': 'F3', 'customer': 'J', 'cost': 94}, {'facility': 'F3', 'customer': 'K', 'cost': 294}, {'facility': 'F3', 'customer': 'L', 'cost': 833}, {'facility': 'F3', 'customer': 'M', 'cost': 457}, {'facility': 'F3', 'customer': 'N', 'cost': 79}, {'facility': 'F3', 'customer': 'O', 'cost': 159}, {'facility': 'F4', 'customer': 'A', 'cost': 355}, {'facility': 'F4', 'customer': 'B', 'cost': 77}, {'facility': 'F4', 'customer': 'C', 'cost': 470}, {'facility': 'F4', 'customer': 'D', 'cost': 305}, {'facility': 'F4', 'customer': 'E', 'cost': 162}, {'facility': 'F4', 'customer': 'F', 'cost': 159}, {'facility': 'F4', 'customer': 'G', 'cost': 675}, {'facility': 'F4', 'customer': 'H', 'cost': 882}, {'facility': 'F4', 'customer': 'I', 'cost': 430}, {'facility': 'F4', 'customer': 'J', 'cost': 612}, {'facility': 'F4', 'customer': 'K', 'cost': 982}, {'facility': 'F4', 'customer': 'L', 'cost': 261}, {'facility': 'F4', 'customer': 'M', 'cost': 917}, {'facility': 'F4', 'customer': 'N', 'cost': 9}, {'facility': 'F4', 'customer': 'O', 'cost': 579}, {'facility': 'F5', 'customer': 'A', 'cost': 223}, {'facility': 'F5', 'customer': 'B', 'cost': 654}, {'facility': 'F5', 'customer': 'C', 'cost': 6}, {'facility': 'F5', 'customer': 'D', 'cost': 87}, {'facility': 'F5', 'customer': 'E', 'cost': 299}, {'facility': 'F5', 'customer': 'F', 'cost': 333}, {'facility': 'F5', 'customer': 'G', 'cost': 663}, {'facility': 'F5', 'customer': 'H', 'cost': 519}, {'facility': 'F5', 'customer': 'I', 'cost': 659}, {'facility': 'F5', 'customer': 'J', 'cost': 534}, {'facility': 'F5', 'customer': 'K', 'cost': 744}, {'facility': 'F5', 'customer': 'L', 'cost': 571}, {'facility': 'F5', 'customer': 'M', 'cost': 424}, {'facility': 'F5', 'customer': 'N', 'cost': 915}, {'facility': 'F5', 'customer': 'O', 'cost': 721}, {'facility': 'F6', 'customer': 'A', 'cost': 823}, {'facility': 'F6', 'customer': 'B', 'cost': 430}, {'facility': 'F6', 'customer': 'C', 'cost': 448}, {'facility': 'F6', 'customer': 'D', 'cost': 593}, {'facility': 'F6', 'customer': 'E', 'cost': 747}, {'facility': 'F6', 'customer': 'F', 'cost': 84}, {'facility': 'F6', 'customer': 'G', 'cost': 496}, {'facility': 'F6', 'customer': 'H', 'cost': 774}, {'facility': 'F6', 'customer': 'I', 'cost': 684}, {'facility': 'F6', 'customer': 'J', 'cost': 866}, {'facility': 'F6', 'customer': 'K', 'cost': 289}, {'facility': 'F6', 'customer': 'L', 'cost': 888}, {'facility': 'F6', 'customer': 'M', 'cost': 270}, {'facility': 'F6', 'customer': 'N', 'cost': 3}, {'facility': 'F6', 'customer': 'O', 'cost': 97}], 'objective': 6640.0}","{'selected': ['F2', 'F4'], 'assignments': ['F4', 'F4', 'F2', 'F4', 'F4', 'F4', 'F2', 'F2', 'F4', 'F4', 'F2', 'F4', 'F2', 'F4', 'F2']}",41,markdown_table,names UFLP,UFLP,"Someone on the logistics team has to choose which cold depots to open and then point each clinic to exactly one of those open depots so vaccines and supplies can be sent. Every clinic must be tied to a single operating depot — no clinic gets left out and none is linked to a depot that’s closed. The way to tell which choice is preferable is to add the operating fees for the depots that are open and the transport cost for each clinic to its depot; the lower that sum, the better. The concrete numbers follow below. { ""num_candidate_depots"": 6, ""num_clinics"": 17, ""depots"": [ { ""depot_id"": ""F1"", ""depot_operating_cost"": 6383 }, { ""depot_id"": ""F2"", ""depot_operating_cost"": 6161 }, { ""depot_id"": ""F3"", ""depot_operating_cost"": 6735 }, { ""depot_id"": ""F4"", ""depot_operating_cost"": 5537 }, { ""depot_id"": ""F5"", ""depot_operating_cost"": 1905 }, { ""depot_id"": ""F6"", ""depot_operating_cost"": 5781 } ], ""clinics"": [ { ""clinic_id"": 1 }, { ""clinic_id"": 2 }, { ""clinic_id"": 3 }, { ""clinic_id"": 4 }, { ""clinic_id"": 5 }, { ""clinic_id"": 6 }, { ""clinic_id"": 7 }, { ""clinic_id"": 8 }, { ""clinic_id"": 9 }, { ""clinic_id"": 10 }, { ""clinic_id"": 11 }, { ""clinic_id"": 12 }, { ""clinic_id"": 13 }, { ""clinic_id"": 14 }, { ""clinic_id"": 15 }, { ""clinic_id"": 16 }, { ""clinic_id"": 17 } ], ""transports"": [ { ""depot_id"": ""F1"", ""clinic_id"": 1, ""transport_cost"": 148 }, { ""depot_id"": ""F1"", ""clinic_id"": 2, ""transport_cost"": 533 }, { ""depot_id"": ""F1"", ""clinic_id"": 3, ""transport_cost"": 296 }, { ""depot_id"": ""F1"", ""clinic_id"": 4, ""transport_cost"": 867 }, { ""depot_id"": ""F1"", ""clinic_id"": 5, ""transport_cost"": 754 }, { ""depot_id"": ""F1"", ""clinic_id"": 6, ""transport_cost"": 274 }, { ""depot_id"": ""F1"", ""clinic_id"": 7, ""transport_cost"": 520 }, { ""depot_id"": ""F1"", ""clinic_id"": 8, ""transport_cost"": 433 }, { ""depot_id"": ""F1"", ""clinic_id"": 9, ""transport_cost"": 23 }, { ""depot_id"": ""F1"", ""clinic_id"": 10, ""transport_cost"": 217 }, { ""depot_id"": ""F1"", ""clinic_id"": 11, ""transport_cost"": 902 }, { ""depot_id"": ""F1"", ""clinic_id"": 12, ""transport_cost"": 389 }, { ""depot_id"": ""F1"", ""clinic_id"": 13, ""transport_cost"": 536 }, { ""depot_id"": ""F1"", ""clinic_id"": 14, ""transport_cost"": 371 }, { ""depot_id"": ""F1"", ""clinic_id"": 15, ""transport_cost"": 625 }, { ""depot_id"": ""F1"", ""clinic_id"": 16, ""transport_cost"": 275 }, { ""depot_id"": ""F1"", ""clinic_id"": 17, ""transport_cost"": 217 }, { ""depot_id"": ""F2"", ""clinic_id"": 1, ""transport_cost"": 197 }, { ""depot_id"": ""F2"", ""clinic_id"": 2, ""transport_cost"": 911 }, { ""depot_id"": ""F2"", ""clinic_id"": 3, ""transport_cost"": 28 }, { ""depot_id"": ""F2"", ""clinic_id"": 4, ""transport_cost"": 548 }, { ""depot_id"": ""F2"", ""clinic_id"": 5, ""transport_cost"": 715 }, { ""depot_id"": ""F2"", ""clinic_id"": 6, ""transport_cost"": 344 }, { ""depot_id"": ""F2"", ""clinic_id"": 7, ""transport_cost"": 331 }, { ""depot_id"": ""F2"", ""clinic_id"": 8, ""transport_cost"": 66 }, { ""depot_id"": ""F2"", ""clinic_id"": 9, ""transport_cost"": 113 }, { ""depot_id"": ""F2"", ""clinic_id"": 10, ""transport_cost"": 432 }, { ""depot_id"": ""F2"", ""clinic_id"": 11, ""transport_cost"": 908 }, { ""depot_id"": ""F2"", ""clinic_id"": 12, ""transport_cost"": 308 }, { ""depot_id"": ""F2"", ""clinic_id"": 13, ""transport_cost"": 541 }, { ""depot_id"": ""F2"", ""clinic_id"": 14, ""transport_cost"": 638 }, { ""depot_id"": ""F2"", ""clinic_id"": 15, ""transport_cost"": 838 }, { ""depot_id"": ""F2"", ""clinic_id"": 16, ""transport_cost"": 952 }, { ""depot_id"": ""F2"", ""clinic_id"": 17, ""transport_cost"": 689 }, { ""depot_id"": ""F3"", ""clinic_id"": 1, ""transport_cost"": 909 }, { ""depot_id"": ""F3"", ""clinic_id"": 2, ""transport_cost"": 557 }, { ""depot_id"": ""F3"", ""clinic_id"": 3, ""transport_cost"": 716 }, { ""depot_id"": ""F3"", ""clinic_id"": 4, ""transport_cost"": 609 }, { ""depot_id"": ""F3"", ""clinic_id"": 5, ""transport_cost"": 920 }, { ""depot_id"": ""F3"", ""clinic_id"": 6, ""transport_cost"": 119 }, { ""depot_id"": ""F3"", ""clinic_id"": 7, ""transport_cost"": 704 }, { ""depot_id"": ""F3"", ""clinic_id"": 8, ""transport_cost"": 520 }, { ""depot_id"": ""F3"", ""clinic_id"": 9, ""transport_cost"": 676 }, { ""depot_id"": ""F3"", ""clinic_id"": 10, ""transport_cost"": 789 }, { ""depot_id"": ""F3"", ""clinic_id"": 11, ""transport_cost"": 338 }, { ""depot_id"": ""F3"", ""clinic_id"": 12, ""transport_cost"": 128 }, { ""depot_id"": ""F3"", ""clinic_id"": 13, ""transport_cost"": 140 }, { ""depot_id"": ""F3"", ""clinic_id"": 14, ""transport_cost"": 52 }, { ""depot_id"": ""F3"", ""clinic_id"": 15, ""transport_cost"": 229 }, { ""depot_id"": ""F3"", ""clinic_id"": 16, ""transport_cost"": 708 }, { ""depot_id"": ""F3"", ""clinic_id"": 17, ""transport_cost"": 506 }, { ""depot_id"": ""F4"", ""clinic_id"": 1, ""transport_cost"": 608 }, { ""depot_id"": ""F4"", ""clinic_id"": 2, ""transport_cost"": 32 }, { ""depot_id"": ""F4"", ""clinic_id"": 3, ""transport_cost"": 531 }, { ""depot_id"": ""F4"", ""clinic_id"": 4, ""transport_cost"": 695 }, { ""depot_id"": ""F4"", ""clinic_id"": 5, ""transport_cost"": 26 }, { ""depot_id"": ""F4"", ""clinic_id"": 6, ""transport_cost"": 700 }, { ""depot_id"": ""F4"", ""clinic_id"": 7, ""transport_cost"": 769 }, { ""depot_id"": ""F4"", ""clinic_id"": 8, ""transport_cost"": 154 }, { ""depot_id"": ""F4"", ""clinic_id"": 9, ""transport_cost"": 729 }, { ""depot_id"": ""F4"", ""clinic_id"": 10, ""transport_cost"": 711 }, { ""depot_id"": ""F4"", ""clinic_id"": 11, ""transport_cost"": 72 }, { ""depot_id"": ""F4"", ""clinic_id"": 12, ""transport_cost"": 479 }, { ""depot_id"": ""F4"", ""clinic_id"": 13, ""transport_cost"": 604 }, { ""depot_id"": ""F4"", ""clinic_id"": 14, ""transport_cost"": 56 }, { ""depot_id"": ""F4"", ""clinic_id"": 15, ""transport_cost"": 828 }, { ""depot_id"": ""F4"", ""clinic_id"": 16, ""transport_cost"": 964 }, { ""depot_id"": ""F4"", ""clinic_id"": 17, ""transport_cost"": 115 }, { ""depot_id"": ""F5"", ""clinic_id"": 1, ""transport_cost"": 272 }, { ""depot_id"": ""F5"", ""clinic_id"": 2, ""transport_cost"": 429 }, { ""depot_id"": ""F5"", ""clinic_id"": 3, ""transport_cost"": 950 }, { ""depot_id"": ""F5"", ""clinic_id"": 4, ""transport_cost"": 227 }, { ""depot_id"": ""F5"", ""clinic_id"": 5, ""transport_cost"": 607 }, { ""depot_id"": ""F5"", ""clinic_id"": 6, ""transport_cost"": 572 }, { ""depot_id"": ""F5"", ""clinic_id"": 7, ""transport_cost"": 407 }, { ""depot_id"": ""F5"", ""clinic_id"": 8, ""transport_cost"": 653 }, { ""depot_id"": ""F5"", ""clinic_id"": 9, ""transport_cost"": 73 }, { ""depot_id"": ""F5"", ""clinic_id"": 10, ""transport_cost"": 615 }, { ""depot_id"": ""F5"", ""clinic_id"": 11, ""transport_cost"": 692 }, { ""depot_id"": ""F5"", ""clinic_id"": 12, ""transport_cost"": 351 }, { ""depot_id"": ""F5"", ""clinic_id"": 13, ""transport_cost"": 235 }, { ""depot_id"": ""F5"", ""clinic_id"": 14, ""transport_cost"": 504 }, { ""depot_id"": ""F5"", ""clinic_id"": 15, ""transport_cost"": 913 }, { ""depot_id"": ""F5"", ""clinic_id"": 16, ""transport_cost"": 711 }, { ""depot_id"": ""F5"", ""clinic_id"": 17, ""transport_cost"": 639 }, { ""depot_id"": ""F6"", ""clinic_id"": 1, ""transport_cost"": 681 }, { ""depot_id"": ""F6"", ""clinic_id"": 2, ""transport_cost"": 744 }, { ""depot_id"": ""F6"", ""clinic_id"": 3, ""transport_cost"": 712 }, { ""depot_id"": ""F6"", ""clinic_id"": 4, ""transport_cost"": 138 }, { ""depot_id"": ""F6"", ""clinic_id"": 5, ""transport_cost"": 427 }, { ""depot_id"": ""F6"", ""clinic_id"": 6, ""transport_cost"": 832 }, { ""depot_id"": ""F6"", ""clinic_id"": 7, ""transport_cost"": 561 }, { ""depot_id"": ""F6"", ""clinic_id"": 8, ""transport_cost"": 893 }, { ""depot_id"": ""F6"", ""clinic_id"": 9, ""transport_cost"": 125 }, { ""depot_id"": ""F6"", ""clinic_id"": 10, ""transport_cost"": 529 }, { ""depot_id"": ""F6"", ""clinic_id"": 11, ""transport_cost"": 28 }, { ""depot_id"": ""F6"", ""clinic_id"": 12, ""transport_cost"": 399 }, { ""depot_id"": ""F6"", ""clinic_id"": 13, ""transport_cost"": 903 }, { ""depot_id"": ""F6"", ""clinic_id"": 14, ""transport_cost"": 104 }, { ""depot_id"": ""F6"", ""clinic_id"": 15, ""transport_cost"": 191 }, { ""depot_id"": ""F6"", ""clinic_id"": 16, ""transport_cost"": 838 }, { ""depot_id"": ""F6"", ""clinic_id"": 17, ""transport_cost"": 505 } ] } Also, when you send back the actual choices, please use this simple JSON layout so it’s easy to read and plug into our tools — here’s the shape we expect: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Quick note on what those fields mean in plain terms: selected is the list of depot ids you decide to open; assignments lists, for each clinic (in the same order as the instance), the id of the open depot that clinic will use. Think of it like a short form: which depots open, and who goes where. This JSON is just a sketch of the expected shape — not the actual answer. Please make sure all identifiers are used exactly as they appear in the instance input — no renaming and no new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [6383, 6161, 6735, 5537, 1905, 5781], 'connection_costs': [[148, 533, 296, 867, 754, 274, 520, 433, 23, 217, 902, 389, 536, 371, 625, 275, 217], [197, 911, 28, 548, 715, 344, 331, 66, 113, 432, 908, 308, 541, 638, 838, 952, 689], [909, 557, 716, 609, 920, 119, 704, 520, 676, 789, 338, 128, 140, 52, 229, 708, 506], [608, 32, 531, 695, 26, 700, 769, 154, 729, 711, 72, 479, 604, 56, 828, 964, 115], [272, 429, 950, 227, 607, 572, 407, 653, 73, 615, 692, 351, 235, 504, 913, 711, 639], [681, 744, 712, 138, 427, 832, 561, 893, 125, 529, 28, 399, 903, 104, 191, 838, 505]], 'objective': 10755.0}","{'open_facilities': [4], 'assignments': [4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4]}",10755.0,"{'problem_type': 'UFLP', 'num_facilities': 6, 'num_customers': 17, 'facilities': [{'id': 'F1', 'opening_cost': 6383}, {'id': 'F2', 'opening_cost': 6161}, {'id': 'F3', 'opening_cost': 6735}, {'id': 'F4', 'opening_cost': 5537}, {'id': 'F5', 'opening_cost': 1905}, {'id': 'F6', 'opening_cost': 5781}], 'customers': [{'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}], 'connection_costs': [{'facility': 'F1', 'customer': 1, 'cost': 148}, {'facility': 'F1', 'customer': 2, 'cost': 533}, {'facility': 'F1', 'customer': 3, 'cost': 296}, {'facility': 'F1', 'customer': 4, 'cost': 867}, {'facility': 'F1', 'customer': 5, 'cost': 754}, {'facility': 'F1', 'customer': 6, 'cost': 274}, {'facility': 'F1', 'customer': 7, 'cost': 520}, {'facility': 'F1', 'customer': 8, 'cost': 433}, {'facility': 'F1', 'customer': 9, 'cost': 23}, {'facility': 'F1', 'customer': 10, 'cost': 217}, {'facility': 'F1', 'customer': 11, 'cost': 902}, {'facility': 'F1', 'customer': 12, 'cost': 389}, {'facility': 'F1', 'customer': 13, 'cost': 536}, {'facility': 'F1', 'customer': 14, 'cost': 371}, {'facility': 'F1', 'customer': 15, 'cost': 625}, {'facility': 'F1', 'customer': 16, 'cost': 275}, {'facility': 'F1', 'customer': 17, 'cost': 217}, {'facility': 'F2', 'customer': 1, 'cost': 197}, {'facility': 'F2', 'customer': 2, 'cost': 911}, {'facility': 'F2', 'customer': 3, 'cost': 28}, {'facility': 'F2', 'customer': 4, 'cost': 548}, {'facility': 'F2', 'customer': 5, 'cost': 715}, {'facility': 'F2', 'customer': 6, 'cost': 344}, {'facility': 'F2', 'customer': 7, 'cost': 331}, {'facility': 'F2', 'customer': 8, 'cost': 66}, {'facility': 'F2', 'customer': 9, 'cost': 113}, {'facility': 'F2', 'customer': 10, 'cost': 432}, {'facility': 'F2', 'customer': 11, 'cost': 908}, {'facility': 'F2', 'customer': 12, 'cost': 308}, {'facility': 'F2', 'customer': 13, 'cost': 541}, {'facility': 'F2', 'customer': 14, 'cost': 638}, {'facility': 'F2', 'customer': 15, 'cost': 838}, {'facility': 'F2', 'customer': 16, 'cost': 952}, {'facility': 'F2', 'customer': 17, 'cost': 689}, {'facility': 'F3', 'customer': 1, 'cost': 909}, {'facility': 'F3', 'customer': 2, 'cost': 557}, {'facility': 'F3', 'customer': 3, 'cost': 716}, {'facility': 'F3', 'customer': 4, 'cost': 609}, {'facility': 'F3', 'customer': 5, 'cost': 920}, {'facility': 'F3', 'customer': 6, 'cost': 119}, {'facility': 'F3', 'customer': 7, 'cost': 704}, {'facility': 'F3', 'customer': 8, 'cost': 520}, {'facility': 'F3', 'customer': 9, 'cost': 676}, {'facility': 'F3', 'customer': 10, 'cost': 789}, {'facility': 'F3', 'customer': 11, 'cost': 338}, {'facility': 'F3', 'customer': 12, 'cost': 128}, {'facility': 'F3', 'customer': 13, 'cost': 140}, {'facility': 'F3', 'customer': 14, 'cost': 52}, {'facility': 'F3', 'customer': 15, 'cost': 229}, {'facility': 'F3', 'customer': 16, 'cost': 708}, {'facility': 'F3', 'customer': 17, 'cost': 506}, {'facility': 'F4', 'customer': 1, 'cost': 608}, {'facility': 'F4', 'customer': 2, 'cost': 32}, {'facility': 'F4', 'customer': 3, 'cost': 531}, {'facility': 'F4', 'customer': 4, 'cost': 695}, {'facility': 'F4', 'customer': 5, 'cost': 26}, {'facility': 'F4', 'customer': 6, 'cost': 700}, {'facility': 'F4', 'customer': 7, 'cost': 769}, {'facility': 'F4', 'customer': 8, 'cost': 154}, {'facility': 'F4', 'customer': 9, 'cost': 729}, {'facility': 'F4', 'customer': 10, 'cost': 711}, {'facility': 'F4', 'customer': 11, 'cost': 72}, {'facility': 'F4', 'customer': 12, 'cost': 479}, {'facility': 'F4', 'customer': 13, 'cost': 604}, {'facility': 'F4', 'customer': 14, 'cost': 56}, {'facility': 'F4', 'customer': 15, 'cost': 828}, {'facility': 'F4', 'customer': 16, 'cost': 964}, {'facility': 'F4', 'customer': 17, 'cost': 115}, {'facility': 'F5', 'customer': 1, 'cost': 272}, {'facility': 'F5', 'customer': 2, 'cost': 429}, {'facility': 'F5', 'customer': 3, 'cost': 950}, {'facility': 'F5', 'customer': 4, 'cost': 227}, {'facility': 'F5', 'customer': 5, 'cost': 607}, {'facility': 'F5', 'customer': 6, 'cost': 572}, {'facility': 'F5', 'customer': 7, 'cost': 407}, {'facility': 'F5', 'customer': 8, 'cost': 653}, {'facility': 'F5', 'customer': 9, 'cost': 73}, {'facility': 'F5', 'customer': 10, 'cost': 615}, {'facility': 'F5', 'customer': 11, 'cost': 692}, {'facility': 'F5', 'customer': 12, 'cost': 351}, {'facility': 'F5', 'customer': 13, 'cost': 235}, {'facility': 'F5', 'customer': 14, 'cost': 504}, {'facility': 'F5', 'customer': 15, 'cost': 913}, {'facility': 'F5', 'customer': 16, 'cost': 711}, {'facility': 'F5', 'customer': 17, 'cost': 639}, {'facility': 'F6', 'customer': 1, 'cost': 681}, {'facility': 'F6', 'customer': 2, 'cost': 744}, {'facility': 'F6', 'customer': 3, 'cost': 712}, {'facility': 'F6', 'customer': 4, 'cost': 138}, {'facility': 'F6', 'customer': 5, 'cost': 427}, {'facility': 'F6', 'customer': 6, 'cost': 832}, {'facility': 'F6', 'customer': 7, 'cost': 561}, {'facility': 'F6', 'customer': 8, 'cost': 893}, {'facility': 'F6', 'customer': 9, 'cost': 125}, {'facility': 'F6', 'customer': 10, 'cost': 529}, {'facility': 'F6', 'customer': 11, 'cost': 28}, {'facility': 'F6', 'customer': 12, 'cost': 399}, {'facility': 'F6', 'customer': 13, 'cost': 903}, {'facility': 'F6', 'customer': 14, 'cost': 104}, {'facility': 'F6', 'customer': 15, 'cost': 191}, {'facility': 'F6', 'customer': 16, 'cost': 838}, {'facility': 'F6', 'customer': 17, 'cost': 505}], 'objective': 10755.0}","{'selected': ['F5'], 'assignments': ['F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5']}",42,json,1 UFLP,UFLP,"I run the distribution side of a retail network and need to pick which micro-warehouses to switch on and which hub will serve each shop. The idea is simple: every shop has to be tied to one—and only one—open hub, and the total bill is the sum of the opening fees for the hubs chosen plus all the shipment costs from hubs to shops. A plan is better when that combined bill is smaller, so the challenge is to turn on a smart set of hubs and link each shop to one of them without leaving any shop out or giving any shop two homes. The concrete details (locations, fees and shipping costs) are shown below. { ""total_candidate_hubs"": 8, ""total_shops"": 16, ""hubs"": [ { ""hub_id"": ""F1"", ""activation_fee"": 6182 }, { ""hub_id"": ""F2"", ""activation_fee"": 6249 }, { ""hub_id"": ""F3"", ""activation_fee"": 4281 }, { ""hub_id"": ""F4"", ""activation_fee"": 1488 }, { ""hub_id"": ""F5"", ""activation_fee"": 4636 }, { ""hub_id"": ""F6"", ""activation_fee"": 2176 }, { ""hub_id"": ""F7"", ""activation_fee"": 7678 }, { ""hub_id"": ""F8"", ""activation_fee"": 8217 } ], ""shops"": [ { ""shop_id"": 1 }, { ""shop_id"": 2 }, { ""shop_id"": 3 }, { ""shop_id"": 4 }, { ""shop_id"": 5 }, { ""shop_id"": 6 }, { ""shop_id"": 7 }, { ""shop_id"": 8 }, { ""shop_id"": 9 }, { ""shop_id"": 10 }, { ""shop_id"": 11 }, { ""shop_id"": 12 }, { ""shop_id"": 13 }, { ""shop_id"": 14 }, { ""shop_id"": 15 }, { ""shop_id"": 16 } ], ""shipments"": [ { ""hub_id"": ""F1"", ""shop_id"": 1, ""shipment_cost"": 830 }, { ""hub_id"": ""F1"", ""shop_id"": 2, ""shipment_cost"": 162 }, { ""hub_id"": ""F1"", ""shop_id"": 3, ""shipment_cost"": 460 }, { ""hub_id"": ""F1"", ""shop_id"": 4, ""shipment_cost"": 621 }, { ""hub_id"": ""F1"", ""shop_id"": 5, ""shipment_cost"": 735 }, { ""hub_id"": ""F1"", ""shop_id"": 6, ""shipment_cost"": 52 }, { ""hub_id"": ""F1"", ""shop_id"": 7, ""shipment_cost"": 592 }, { ""hub_id"": ""F1"", ""shop_id"": 8, ""shipment_cost"": 302 }, { ""hub_id"": ""F1"", ""shop_id"": 9, ""shipment_cost"": 181 }, { ""hub_id"": ""F1"", ""shop_id"": 10, ""shipment_cost"": 349 }, { ""hub_id"": ""F1"", ""shop_id"": 11, ""shipment_cost"": 633 }, { ""hub_id"": ""F1"", ""shop_id"": 12, ""shipment_cost"": 556 }, { ""hub_id"": ""F1"", ""shop_id"": 13, ""shipment_cost"": 895 }, { ""hub_id"": ""F1"", ""shop_id"": 14, ""shipment_cost"": 697 }, { ""hub_id"": ""F1"", ""shop_id"": 15, ""shipment_cost"": 264 }, { ""hub_id"": ""F1"", ""shop_id"": 16, ""shipment_cost"": 350 }, { ""hub_id"": ""F2"", ""shop_id"": 1, ""shipment_cost"": 11 }, { ""hub_id"": ""F2"", ""shop_id"": 2, ""shipment_cost"": 934 }, { ""hub_id"": ""F2"", ""shop_id"": 3, ""shipment_cost"": 759 }, { ""hub_id"": ""F2"", ""shop_id"": 4, ""shipment_cost"": 354 }, { ""hub_id"": ""F2"", ""shop_id"": 5, ""shipment_cost"": 946 }, { ""hub_id"": ""F2"", ""shop_id"": 6, ""shipment_cost"": 283 }, { ""hub_id"": ""F2"", ""shop_id"": 7, ""shipment_cost"": 475 }, { ""hub_id"": ""F2"", ""shop_id"": 8, ""shipment_cost"": 745 }, { ""hub_id"": ""F2"", ""shop_id"": 9, ""shipment_cost"": 813 }, { ""hub_id"": ""F2"", ""shop_id"": 10, ""shipment_cost"": 249 }, { ""hub_id"": ""F2"", ""shop_id"": 11, ""shipment_cost"": 487 }, { ""hub_id"": ""F2"", ""shop_id"": 12, ""shipment_cost"": 160 }, { ""hub_id"": ""F2"", ""shop_id"": 13, ""shipment_cost"": 666 }, { ""hub_id"": ""F2"", ""shop_id"": 14, ""shipment_cost"": 739 }, { ""hub_id"": ""F2"", ""shop_id"": 15, ""shipment_cost"": 950 }, { ""hub_id"": ""F2"", ""shop_id"": 16, ""shipment_cost"": 196 }, { ""hub_id"": ""F3"", ""shop_id"": 1, ""shipment_cost"": 962 }, { ""hub_id"": ""F3"", ""shop_id"": 2, ""shipment_cost"": 108 }, { ""hub_id"": ""F3"", ""shop_id"": 3, ""shipment_cost"": 170 }, { ""hub_id"": ""F3"", ""shop_id"": 4, ""shipment_cost"": 214 }, { ""hub_id"": ""F3"", ""shop_id"": 5, ""shipment_cost"": 199 }, { ""hub_id"": ""F3"", ""shop_id"": 6, ""shipment_cost"": 770 }, { ""hub_id"": ""F3"", ""shop_id"": 7, ""shipment_cost"": 786 }, { ""hub_id"": ""F3"", ""shop_id"": 8, ""shipment_cost"": 353 }, { ""hub_id"": ""F3"", ""shop_id"": 9, ""shipment_cost"": 878 }, { ""hub_id"": ""F3"", ""shop_id"": 10, ""shipment_cost"": 113 }, { ""hub_id"": ""F3"", ""shop_id"": 11, ""shipment_cost"": 927 }, { ""hub_id"": ""F3"", ""shop_id"": 12, ""shipment_cost"": 978 }, { ""hub_id"": ""F3"", ""shop_id"": 13, ""shipment_cost"": 817 }, { ""hub_id"": ""F3"", ""shop_id"": 14, ""shipment_cost"": 708 }, { ""hub_id"": ""F3"", ""shop_id"": 15, ""shipment_cost"": 856 }, { ""hub_id"": ""F3"", ""shop_id"": 16, ""shipment_cost"": 115 }, { ""hub_id"": ""F4"", ""shop_id"": 1, ""shipment_cost"": 340 }, { ""hub_id"": ""F4"", ""shop_id"": 2, ""shipment_cost"": 984 }, { ""hub_id"": ""F4"", ""shop_id"": 3, ""shipment_cost"": 84 }, { ""hub_id"": ""F4"", ""shop_id"": 4, ""shipment_cost"": 664 }, { ""hub_id"": ""F4"", ""shop_id"": 5, ""shipment_cost"": 429 }, { ""hub_id"": ""F4"", ""shop_id"": 6, ""shipment_cost"": 90 }, { ""hub_id"": ""F4"", ""shop_id"": 7, ""shipment_cost"": 211 }, { ""hub_id"": ""F4"", ""shop_id"": 8, ""shipment_cost"": 329 }, { ""hub_id"": ""F4"", ""shop_id"": 9, ""shipment_cost"": 234 }, { ""hub_id"": ""F4"", ""shop_id"": 10, ""shipment_cost"": 930 }, { ""hub_id"": ""F4"", ""shop_id"": 11, ""shipment_cost"": 706 }, { ""hub_id"": ""F4"", ""shop_id"": 12, ""shipment_cost"": 371 }, { ""hub_id"": ""F4"", ""shop_id"": 13, ""shipment_cost"": 590 }, { ""hub_id"": ""F4"", ""shop_id"": 14, ""shipment_cost"": 668 }, { ""hub_id"": ""F4"", ""shop_id"": 15, ""shipment_cost"": 796 }, { ""hub_id"": ""F4"", ""shop_id"": 16, ""shipment_cost"": 570 }, { ""hub_id"": ""F5"", ""shop_id"": 1, ""shipment_cost"": 400 }, { ""hub_id"": ""F5"", ""shop_id"": 2, ""shipment_cost"": 302 }, { ""hub_id"": ""F5"", ""shop_id"": 3, ""shipment_cost"": 92 }, { ""hub_id"": ""F5"", ""shop_id"": 4, ""shipment_cost"": 5 }, { ""hub_id"": ""F5"", ""shop_id"": 5, ""shipment_cost"": 905 }, { ""hub_id"": ""F5"", ""shop_id"": 6, ""shipment_cost"": 554 }, { ""hub_id"": ""F5"", ""shop_id"": 7, ""shipment_cost"": 403 }, { ""hub_id"": ""F5"", ""shop_id"": 8, ""shipment_cost"": 645 }, { ""hub_id"": ""F5"", ""shop_id"": 9, ""shipment_cost"": 80 }, { ""hub_id"": ""F5"", ""shop_id"": 10, ""shipment_cost"": 292 }, { ""hub_id"": ""F5"", ""shop_id"": 11, ""shipment_cost"": 568 }, { ""hub_id"": ""F5"", ""shop_id"": 12, ""shipment_cost"": 376 }, { ""hub_id"": ""F5"", ""shop_id"": 13, ""shipment_cost"": 490 }, { ""hub_id"": ""F5"", ""shop_id"": 14, ""shipment_cost"": 600 }, { ""hub_id"": ""F5"", ""shop_id"": 15, ""shipment_cost"": 404 }, { ""hub_id"": ""F5"", ""shop_id"": 16, ""shipment_cost"": 287 }, { ""hub_id"": ""F6"", ""shop_id"": 1, ""shipment_cost"": 93 }, { ""hub_id"": ""F6"", ""shop_id"": 2, ""shipment_cost"": 658 }, { ""hub_id"": ""F6"", ""shop_id"": 3, ""shipment_cost"": 302 }, { ""hub_id"": ""F6"", ""shop_id"": 4, ""shipment_cost"": 885 }, { ""hub_id"": ""F6"", ""shop_id"": 5, ""shipment_cost"": 544 }, { ""hub_id"": ""F6"", ""shop_id"": 6, ""shipment_cost"": 475 }, { ""hub_id"": ""F6"", ""shop_id"": 7, ""shipment_cost"": 488 }, { ""hub_id"": ""F6"", ""shop_id"": 8, ""shipment_cost"": 894 }, { ""hub_id"": ""F6"", ""shop_id"": 9, ""shipment_cost"": 578 }, { ""hub_id"": ""F6"", ""shop_id"": 10, ""shipment_cost"": 529 }, { ""hub_id"": ""F6"", ""shop_id"": 11, ""shipment_cost"": 319 }, { ""hub_id"": ""F6"", ""shop_id"": 12, ""shipment_cost"": 111 }, { ""hub_id"": ""F6"", ""shop_id"": 13, ""shipment_cost"": 596 }, { ""hub_id"": ""F6"", ""shop_id"": 14, ""shipment_cost"": 170 }, { ""hub_id"": ""F6"", ""shop_id"": 15, ""shipment_cost"": 829 }, { ""hub_id"": ""F6"", ""shop_id"": 16, ""shipment_cost"": 964 }, { ""hub_id"": ""F7"", ""shop_id"": 1, ""shipment_cost"": 397 }, { ""hub_id"": ""F7"", ""shop_id"": 2, ""shipment_cost"": 264 }, { ""hub_id"": ""F7"", ""shop_id"": 3, ""shipment_cost"": 933 }, { ""hub_id"": ""F7"", ""shop_id"": 4, ""shipment_cost"": 448 }, { ""hub_id"": ""F7"", ""shop_id"": 5, ""shipment_cost"": 967 }, { ""hub_id"": ""F7"", ""shop_id"": 6, ""shipment_cost"": 349 }, { ""hub_id"": ""F7"", ""shop_id"": 7, ""shipment_cost"": 721 }, { ""hub_id"": ""F7"", ""shop_id"": 8, ""shipment_cost"": 743 }, { ""hub_id"": ""F7"", ""shop_id"": 9, ""shipment_cost"": 270 }, { ""hub_id"": ""F7"", ""shop_id"": 10, ""shipment_cost"": 942 }, { ""hub_id"": ""F7"", ""shop_id"": 11, ""shipment_cost"": 587 }, { ""hub_id"": ""F7"", ""shop_id"": 12, ""shipment_cost"": 74 }, { ""hub_id"": ""F7"", ""shop_id"": 13, ""shipment_cost"": 778 }, { ""hub_id"": ""F7"", ""shop_id"": 14, ""shipment_cost"": 433 }, { ""hub_id"": ""F7"", ""shop_id"": 15, ""shipment_cost"": 810 }, { ""hub_id"": ""F7"", ""shop_id"": 16, ""shipment_cost"": 710 }, { ""hub_id"": ""F8"", ""shop_id"": 1, ""shipment_cost"": 697 }, { ""hub_id"": ""F8"", ""shop_id"": 2, ""shipment_cost"": 643 }, { ""hub_id"": ""F8"", ""shop_id"": 3, ""shipment_cost"": 313 }, { ""hub_id"": ""F8"", ""shop_id"": 4, ""shipment_cost"": 529 }, { ""hub_id"": ""F8"", ""shop_id"": 5, ""shipment_cost"": 216 }, { ""hub_id"": ""F8"", ""shop_id"": 6, ""shipment_cost"": 352 }, { ""hub_id"": ""F8"", ""shop_id"": 7, ""shipment_cost"": 571 }, { ""hub_id"": ""F8"", ""shop_id"": 8, ""shipment_cost"": 672 }, { ""hub_id"": ""F8"", ""shop_id"": 9, ""shipment_cost"": 684 }, { ""hub_id"": ""F8"", ""shop_id"": 10, ""shipment_cost"": 258 }, { ""hub_id"": ""F8"", ""shop_id"": 11, ""shipment_cost"": 149 }, { ""hub_id"": ""F8"", ""shop_id"": 12, ""shipment_cost"": 644 }, { ""hub_id"": ""F8"", ""shop_id"": 13, ""shipment_cost"": 948 }, { ""hub_id"": ""F8"", ""shop_id"": 14, ""shipment_cost"": 819 }, { ""hub_id"": ""F8"", ""shop_id"": 15, ""shipment_cost"": 914 }, { ""hub_id"": ""F8"", ""shop_id"": 16, ""shipment_cost"": 482 } ] } Also, when you hand back the plan, please use this little JSON layout so I can read it automatically — nothing fancy, just two lists: which micro-warehouses you flip on, and which open micro-warehouse serves each shop. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Think of ""selected"" as the checklist of micro-warehouses you plan to switch on (their IDs), and ""assignments"" as a one-to-one list that says, in the same order as the shops in the instance, which open micro-warehouse will serve that shop. This JSON is just a sketch of the shape I need — not the actual answer. Please make sure you use the exact identifiers from the instance input — do not rename them or invent new labels. Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [6182, 6249, 4281, 1488, 4636, 2176, 7678, 8217], 'connection_costs': [[830, 162, 460, 621, 735, 52, 592, 302, 181, 349, 633, 556, 895, 697, 264, 350], [11, 934, 759, 354, 946, 283, 475, 745, 813, 249, 487, 160, 666, 739, 950, 196], [962, 108, 170, 214, 199, 770, 786, 353, 878, 113, 927, 978, 817, 708, 856, 115], [340, 984, 84, 664, 429, 90, 211, 329, 234, 930, 706, 371, 590, 668, 796, 570], [400, 302, 92, 5, 905, 554, 403, 645, 80, 292, 568, 376, 490, 600, 404, 287], [93, 658, 302, 885, 544, 475, 488, 894, 578, 529, 319, 111, 596, 170, 829, 964], [397, 264, 933, 448, 967, 349, 721, 743, 270, 942, 587, 74, 778, 433, 810, 710], [697, 643, 313, 529, 216, 352, 571, 672, 684, 258, 149, 644, 948, 819, 914, 482]], 'objective': 9484.0}","{'open_facilities': [3], 'assignments': [3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]}",9484.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 16, 'facilities': [{'id': 'F1', 'opening_cost': 6182}, {'id': 'F2', 'opening_cost': 6249}, {'id': 'F3', 'opening_cost': 4281}, {'id': 'F4', 'opening_cost': 1488}, {'id': 'F5', 'opening_cost': 4636}, {'id': 'F6', 'opening_cost': 2176}, {'id': 'F7', 'opening_cost': 7678}, {'id': 'F8', 'opening_cost': 8217}], 'customers': [{'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}], 'connection_costs': [{'facility': 'F1', 'customer': 1, 'cost': 830}, {'facility': 'F1', 'customer': 2, 'cost': 162}, {'facility': 'F1', 'customer': 3, 'cost': 460}, {'facility': 'F1', 'customer': 4, 'cost': 621}, {'facility': 'F1', 'customer': 5, 'cost': 735}, {'facility': 'F1', 'customer': 6, 'cost': 52}, {'facility': 'F1', 'customer': 7, 'cost': 592}, {'facility': 'F1', 'customer': 8, 'cost': 302}, {'facility': 'F1', 'customer': 9, 'cost': 181}, {'facility': 'F1', 'customer': 10, 'cost': 349}, {'facility': 'F1', 'customer': 11, 'cost': 633}, {'facility': 'F1', 'customer': 12, 'cost': 556}, {'facility': 'F1', 'customer': 13, 'cost': 895}, {'facility': 'F1', 'customer': 14, 'cost': 697}, {'facility': 'F1', 'customer': 15, 'cost': 264}, {'facility': 'F1', 'customer': 16, 'cost': 350}, {'facility': 'F2', 'customer': 1, 'cost': 11}, {'facility': 'F2', 'customer': 2, 'cost': 934}, {'facility': 'F2', 'customer': 3, 'cost': 759}, {'facility': 'F2', 'customer': 4, 'cost': 354}, {'facility': 'F2', 'customer': 5, 'cost': 946}, {'facility': 'F2', 'customer': 6, 'cost': 283}, {'facility': 'F2', 'customer': 7, 'cost': 475}, {'facility': 'F2', 'customer': 8, 'cost': 745}, {'facility': 'F2', 'customer': 9, 'cost': 813}, {'facility': 'F2', 'customer': 10, 'cost': 249}, {'facility': 'F2', 'customer': 11, 'cost': 487}, {'facility': 'F2', 'customer': 12, 'cost': 160}, {'facility': 'F2', 'customer': 13, 'cost': 666}, {'facility': 'F2', 'customer': 14, 'cost': 739}, {'facility': 'F2', 'customer': 15, 'cost': 950}, {'facility': 'F2', 'customer': 16, 'cost': 196}, {'facility': 'F3', 'customer': 1, 'cost': 962}, {'facility': 'F3', 'customer': 2, 'cost': 108}, {'facility': 'F3', 'customer': 3, 'cost': 170}, {'facility': 'F3', 'customer': 4, 'cost': 214}, {'facility': 'F3', 'customer': 5, 'cost': 199}, {'facility': 'F3', 'customer': 6, 'cost': 770}, {'facility': 'F3', 'customer': 7, 'cost': 786}, {'facility': 'F3', 'customer': 8, 'cost': 353}, {'facility': 'F3', 'customer': 9, 'cost': 878}, {'facility': 'F3', 'customer': 10, 'cost': 113}, {'facility': 'F3', 'customer': 11, 'cost': 927}, {'facility': 'F3', 'customer': 12, 'cost': 978}, {'facility': 'F3', 'customer': 13, 'cost': 817}, {'facility': 'F3', 'customer': 14, 'cost': 708}, {'facility': 'F3', 'customer': 15, 'cost': 856}, {'facility': 'F3', 'customer': 16, 'cost': 115}, {'facility': 'F4', 'customer': 1, 'cost': 340}, {'facility': 'F4', 'customer': 2, 'cost': 984}, {'facility': 'F4', 'customer': 3, 'cost': 84}, {'facility': 'F4', 'customer': 4, 'cost': 664}, {'facility': 'F4', 'customer': 5, 'cost': 429}, {'facility': 'F4', 'customer': 6, 'cost': 90}, {'facility': 'F4', 'customer': 7, 'cost': 211}, {'facility': 'F4', 'customer': 8, 'cost': 329}, {'facility': 'F4', 'customer': 9, 'cost': 234}, {'facility': 'F4', 'customer': 10, 'cost': 930}, {'facility': 'F4', 'customer': 11, 'cost': 706}, {'facility': 'F4', 'customer': 12, 'cost': 371}, {'facility': 'F4', 'customer': 13, 'cost': 590}, {'facility': 'F4', 'customer': 14, 'cost': 668}, {'facility': 'F4', 'customer': 15, 'cost': 796}, {'facility': 'F4', 'customer': 16, 'cost': 570}, {'facility': 'F5', 'customer': 1, 'cost': 400}, {'facility': 'F5', 'customer': 2, 'cost': 302}, {'facility': 'F5', 'customer': 3, 'cost': 92}, {'facility': 'F5', 'customer': 4, 'cost': 5}, {'facility': 'F5', 'customer': 5, 'cost': 905}, {'facility': 'F5', 'customer': 6, 'cost': 554}, {'facility': 'F5', 'customer': 7, 'cost': 403}, {'facility': 'F5', 'customer': 8, 'cost': 645}, {'facility': 'F5', 'customer': 9, 'cost': 80}, {'facility': 'F5', 'customer': 10, 'cost': 292}, {'facility': 'F5', 'customer': 11, 'cost': 568}, {'facility': 'F5', 'customer': 12, 'cost': 376}, {'facility': 'F5', 'customer': 13, 'cost': 490}, {'facility': 'F5', 'customer': 14, 'cost': 600}, {'facility': 'F5', 'customer': 15, 'cost': 404}, {'facility': 'F5', 'customer': 16, 'cost': 287}, {'facility': 'F6', 'customer': 1, 'cost': 93}, {'facility': 'F6', 'customer': 2, 'cost': 658}, {'facility': 'F6', 'customer': 3, 'cost': 302}, {'facility': 'F6', 'customer': 4, 'cost': 885}, {'facility': 'F6', 'customer': 5, 'cost': 544}, {'facility': 'F6', 'customer': 6, 'cost': 475}, {'facility': 'F6', 'customer': 7, 'cost': 488}, {'facility': 'F6', 'customer': 8, 'cost': 894}, {'facility': 'F6', 'customer': 9, 'cost': 578}, {'facility': 'F6', 'customer': 10, 'cost': 529}, {'facility': 'F6', 'customer': 11, 'cost': 319}, {'facility': 'F6', 'customer': 12, 'cost': 111}, {'facility': 'F6', 'customer': 13, 'cost': 596}, {'facility': 'F6', 'customer': 14, 'cost': 170}, {'facility': 'F6', 'customer': 15, 'cost': 829}, {'facility': 'F6', 'customer': 16, 'cost': 964}, {'facility': 'F7', 'customer': 1, 'cost': 397}, {'facility': 'F7', 'customer': 2, 'cost': 264}, {'facility': 'F7', 'customer': 3, 'cost': 933}, {'facility': 'F7', 'customer': 4, 'cost': 448}, {'facility': 'F7', 'customer': 5, 'cost': 967}, {'facility': 'F7', 'customer': 6, 'cost': 349}, {'facility': 'F7', 'customer': 7, 'cost': 721}, {'facility': 'F7', 'customer': 8, 'cost': 743}, {'facility': 'F7', 'customer': 9, 'cost': 270}, {'facility': 'F7', 'customer': 10, 'cost': 942}, {'facility': 'F7', 'customer': 11, 'cost': 587}, {'facility': 'F7', 'customer': 12, 'cost': 74}, {'facility': 'F7', 'customer': 13, 'cost': 778}, {'facility': 'F7', 'customer': 14, 'cost': 433}, {'facility': 'F7', 'customer': 15, 'cost': 810}, {'facility': 'F7', 'customer': 16, 'cost': 710}, {'facility': 'F8', 'customer': 1, 'cost': 697}, {'facility': 'F8', 'customer': 2, 'cost': 643}, {'facility': 'F8', 'customer': 3, 'cost': 313}, {'facility': 'F8', 'customer': 4, 'cost': 529}, {'facility': 'F8', 'customer': 5, 'cost': 216}, {'facility': 'F8', 'customer': 6, 'cost': 352}, {'facility': 'F8', 'customer': 7, 'cost': 571}, {'facility': 'F8', 'customer': 8, 'cost': 672}, {'facility': 'F8', 'customer': 9, 'cost': 684}, {'facility': 'F8', 'customer': 10, 'cost': 258}, {'facility': 'F8', 'customer': 11, 'cost': 149}, {'facility': 'F8', 'customer': 12, 'cost': 644}, {'facility': 'F8', 'customer': 13, 'cost': 948}, {'facility': 'F8', 'customer': 14, 'cost': 819}, {'facility': 'F8', 'customer': 15, 'cost': 914}, {'facility': 'F8', 'customer': 16, 'cost': 482}], 'objective': 9484.0}","{'selected': ['F4'], 'assignments': ['F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4', 'F4']}",43,json,1 UFLP,UFLP,"I’m lining up which library-style book branches the district should actually open and then signing each neighborhood school up with one of those open branches. The idea is simple: every branch costs money to start, and each school has a delivery or pickup cost to be served from a particular branch, so the total bill is the sum of the branch opening fees plus all the delivery/pickup charges. The job is to pick which branches to open and make sure every school is assigned to exactly one open branch (no school left unassigned and no school registered to two branches), while keeping that total bill as small as possible. The concrete entries—branch options, opening fees, and school delivery costs—are listed below. { ""num_branches"": 8, ""num_schools"": 20, ""branchs"": [ { ""branch_id"": ""F1"", ""branch_opening_fee"": 1337 }, { ""branch_id"": ""F2"", ""branch_opening_fee"": 1655 }, { ""branch_id"": ""F3"", ""branch_opening_fee"": 1130 }, { ""branch_id"": ""F4"", ""branch_opening_fee"": 1081 }, { ""branch_id"": ""F5"", ""branch_opening_fee"": 1244 }, { ""branch_id"": ""F6"", ""branch_opening_fee"": 1294 }, { ""branch_id"": ""F7"", ""branch_opening_fee"": 1785 }, { ""branch_id"": ""F8"", ""branch_opening_fee"": 1391 } ], ""schools"": [ { ""school_id"": 0 }, { ""school_id"": 1 }, { ""school_id"": 2 }, { ""school_id"": 3 }, { ""school_id"": 4 }, { ""school_id"": 5 }, { ""school_id"": 6 }, { ""school_id"": 7 }, { ""school_id"": 8 }, { ""school_id"": 9 }, { ""school_id"": 10 }, { ""school_id"": 11 }, { ""school_id"": 12 }, { ""school_id"": 13 }, { ""school_id"": 14 }, { ""school_id"": 15 }, { ""school_id"": 16 }, { ""school_id"": 17 }, { ""school_id"": 18 }, { ""school_id"": 19 } ], ""deliverys"": [ { ""branch_id"": ""F1"", ""school_id"": 0, ""delivery_cost"": 900 }, { ""branch_id"": ""F1"", ""school_id"": 1, ""delivery_cost"": 966 }, { ""branch_id"": ""F1"", ""school_id"": 2, ""delivery_cost"": 748 }, { ""branch_id"": ""F1"", ""school_id"": 3, ""delivery_cost"": 343 }, { ""branch_id"": ""F1"", ""school_id"": 4, ""delivery_cost"": 432 }, { ""branch_id"": ""F1"", ""school_id"": 5, ""delivery_cost"": 447 }, { ""branch_id"": ""F1"", ""school_id"": 6, ""delivery_cost"": 225 }, { ""branch_id"": ""F1"", ""school_id"": 7, ""delivery_cost"": 152 }, { ""branch_id"": ""F1"", ""school_id"": 8, ""delivery_cost"": 976 }, { ""branch_id"": ""F1"", ""school_id"": 9, ""delivery_cost"": 366 }, { ""branch_id"": ""F1"", ""school_id"": 10, ""delivery_cost"": 381 }, { ""branch_id"": ""F1"", ""school_id"": 11, ""delivery_cost"": 11 }, { ""branch_id"": ""F1"", ""school_id"": 12, ""delivery_cost"": 884 }, { ""branch_id"": ""F1"", ""school_id"": 13, ""delivery_cost"": 206 }, { ""branch_id"": ""F1"", ""school_id"": 14, ""delivery_cost"": 424 }, { ""branch_id"": ""F1"", ""school_id"": 15, ""delivery_cost"": 448 }, { ""branch_id"": ""F1"", ""school_id"": 16, ""delivery_cost"": 623 }, { ""branch_id"": ""F1"", ""school_id"": 17, ""delivery_cost"": 550 }, { ""branch_id"": ""F1"", ""school_id"": 18, ""delivery_cost"": 7 }, { ""branch_id"": ""F1"", ""school_id"": 19, ""delivery_cost"": 830 }, { ""branch_id"": ""F2"", ""school_id"": 0, ""delivery_cost"": 514 }, { ""branch_id"": ""F2"", ""school_id"": 1, ""delivery_cost"": 878 }, { ""branch_id"": ""F2"", ""school_id"": 2, ""delivery_cost"": 893 }, { ""branch_id"": ""F2"", ""school_id"": 3, ""delivery_cost"": 274 }, { ""branch_id"": ""F2"", ""school_id"": 4, ""delivery_cost"": 525 }, { ""branch_id"": ""F2"", ""school_id"": 5, ""delivery_cost"": 570 }, { ""branch_id"": ""F2"", ""school_id"": 6, ""delivery_cost"": 78 }, { ""branch_id"": ""F2"", ""school_id"": 7, ""delivery_cost"": 564 }, { ""branch_id"": ""F2"", ""school_id"": 8, ""delivery_cost"": 394 }, { ""branch_id"": ""F2"", ""school_id"": 9, ""delivery_cost"": 721 }, { ""branch_id"": ""F2"", ""school_id"": 10, ""delivery_cost"": 748 }, { ""branch_id"": ""F2"", ""school_id"": 11, ""delivery_cost"": 271 }, { ""branch_id"": ""F2"", ""school_id"": 12, ""delivery_cost"": 235 }, { ""branch_id"": ""F2"", ""school_id"": 13, ""delivery_cost"": 303 }, { ""branch_id"": ""F2"", ""school_id"": 14, ""delivery_cost"": 732 }, { ""branch_id"": ""F2"", ""school_id"": 15, ""delivery_cost"": 421 }, { ""branch_id"": ""F2"", ""school_id"": 16, ""delivery_cost"": 697 }, { ""branch_id"": ""F2"", ""school_id"": 17, ""delivery_cost"": 823 }, { ""branch_id"": ""F2"", ""school_id"": 18, ""delivery_cost"": 449 }, { ""branch_id"": ""F2"", ""school_id"": 19, ""delivery_cost"": 297 }, { ""branch_id"": ""F3"", ""school_id"": 0, ""delivery_cost"": 764 }, { ""branch_id"": ""F3"", ""school_id"": 1, ""delivery_cost"": 21 }, { ""branch_id"": ""F3"", ""school_id"": 2, ""delivery_cost"": 99 }, { ""branch_id"": ""F3"", ""school_id"": 3, ""delivery_cost"": 478 }, { ""branch_id"": ""F3"", ""school_id"": 4, ""delivery_cost"": 442 }, { ""branch_id"": ""F3"", ""school_id"": 5, ""delivery_cost"": 158 }, { ""branch_id"": ""F3"", ""school_id"": 6, ""delivery_cost"": 778 }, { ""branch_id"": ""F3"", ""school_id"": 7, ""delivery_cost"": 823 }, { ""branch_id"": ""F3"", ""school_id"": 8, ""delivery_cost"": 496 }, { ""branch_id"": ""F3"", ""school_id"": 9, ""delivery_cost"": 786 }, { ""branch_id"": ""F3"", ""school_id"": 10, ""delivery_cost"": 194 }, { ""branch_id"": ""F3"", ""school_id"": 11, ""delivery_cost"": 170 }, { ""branch_id"": ""F3"", ""school_id"": 12, ""delivery_cost"": 113 }, { ""branch_id"": ""F3"", ""school_id"": 13, ""delivery_cost"": 45 }, { ""branch_id"": ""F3"", ""school_id"": 14, ""delivery_cost"": 251 }, { ""branch_id"": ""F3"", ""school_id"": 15, ""delivery_cost"": 91 }, { ""branch_id"": ""F3"", ""school_id"": 16, ""delivery_cost"": 394 }, { ""branch_id"": ""F3"", ""school_id"": 17, ""delivery_cost"": 269 }, { ""branch_id"": ""F3"", ""school_id"": 18, ""delivery_cost"": 941 }, { ""branch_id"": ""F3"", ""school_id"": 19, ""delivery_cost"": 669 }, { ""branch_id"": ""F4"", ""school_id"": 0, ""delivery_cost"": 706 }, { ""branch_id"": ""F4"", ""school_id"": 1, ""delivery_cost"": 226 }, { ""branch_id"": ""F4"", ""school_id"": 2, ""delivery_cost"": 670 }, { ""branch_id"": ""F4"", ""school_id"": 3, ""delivery_cost"": 292 }, { ""branch_id"": ""F4"", ""school_id"": 4, ""delivery_cost"": 876 }, { ""branch_id"": ""F4"", ""school_id"": 5, ""delivery_cost"": 552 }, { ""branch_id"": ""F4"", ""school_id"": 6, ""delivery_cost"": 260 }, { ""branch_id"": ""F4"", ""school_id"": 7, ""delivery_cost"": 238 }, { ""branch_id"": ""F4"", ""school_id"": 8, ""delivery_cost"": 108 }, { ""branch_id"": ""F4"", ""school_id"": 9, ""delivery_cost"": 69 }, { ""branch_id"": ""F4"", ""school_id"": 10, ""delivery_cost"": 488 }, { ""branch_id"": ""F4"", ""school_id"": 11, ""delivery_cost"": 254 }, { ""branch_id"": ""F4"", ""school_id"": 12, ""delivery_cost"": 81 }, { ""branch_id"": ""F4"", ""school_id"": 13, ""delivery_cost"": 781 }, { ""branch_id"": ""F4"", ""school_id"": 14, ""delivery_cost"": 200 }, { ""branch_id"": ""F4"", ""school_id"": 15, ""delivery_cost"": 576 }, { ""branch_id"": ""F4"", ""school_id"": 16, ""delivery_cost"": 620 }, { ""branch_id"": ""F4"", ""school_id"": 17, ""delivery_cost"": 673 }, { ""branch_id"": ""F4"", ""school_id"": 18, ""delivery_cost"": 152 }, { ""branch_id"": ""F4"", ""school_id"": 19, ""delivery_cost"": 907 }, { ""branch_id"": ""F5"", ""school_id"": 0, ""delivery_cost"": 303 }, { ""branch_id"": ""F5"", ""school_id"": 1, ""delivery_cost"": 134 }, { ""branch_id"": ""F5"", ""school_id"": 2, ""delivery_cost"": 57 }, { ""branch_id"": ""F5"", ""school_id"": 3, ""delivery_cost"": 162 }, { ""branch_id"": ""F5"", ""school_id"": 4, ""delivery_cost"": 571 }, { ""branch_id"": ""F5"", ""school_id"": 5, ""delivery_cost"": 688 }, { ""branch_id"": ""F5"", ""school_id"": 6, ""delivery_cost"": 680 }, { ""branch_id"": ""F5"", ""school_id"": 7, ""delivery_cost"": 876 }, { ""branch_id"": ""F5"", ""school_id"": 8, ""delivery_cost"": 943 }, { ""branch_id"": ""F5"", ""school_id"": 9, ""delivery_cost"": 540 }, { ""branch_id"": ""F5"", ""school_id"": 10, ""delivery_cost"": 201 }, { ""branch_id"": ""F5"", ""school_id"": 11, ""delivery_cost"": 220 }, { ""branch_id"": ""F5"", ""school_id"": 12, ""delivery_cost"": 412 }, { ""branch_id"": ""F5"", ""school_id"": 13, ""delivery_cost"": 951 }, { ""branch_id"": ""F5"", ""school_id"": 14, ""delivery_cost"": 40 }, { ""branch_id"": ""F5"", ""school_id"": 15, ""delivery_cost"": 607 }, { ""branch_id"": ""F5"", ""school_id"": 16, ""delivery_cost"": 251 }, { ""branch_id"": ""F5"", ""school_id"": 17, ""delivery_cost"": 810 }, { ""branch_id"": ""F5"", ""school_id"": 18, ""delivery_cost"": 805 }, { ""branch_id"": ""F5"", ""school_id"": 19, ""delivery_cost"": 616 }, { ""branch_id"": ""F6"", ""school_id"": 0, ""delivery_cost"": 319 }, { ""branch_id"": ""F6"", ""school_id"": 1, ""delivery_cost"": 541 }, { ""branch_id"": ""F6"", ""school_id"": 2, ""delivery_cost"": 967 }, { ""branch_id"": ""F6"", ""school_id"": 3, ""delivery_cost"": 692 }, { ""branch_id"": ""F6"", ""school_id"": 4, ""delivery_cost"": 109 }, { ""branch_id"": ""F6"", ""school_id"": 5, ""delivery_cost"": 478 }, { ""branch_id"": ""F6"", ""school_id"": 6, ""delivery_cost"": 692 }, { ""branch_id"": ""F6"", ""school_id"": 7, ""delivery_cost"": 156 }, { ""branch_id"": ""F6"", ""school_id"": 8, ""delivery_cost"": 778 }, { ""branch_id"": ""F6"", ""school_id"": 9, ""delivery_cost"": 349 }, { ""branch_id"": ""F6"", ""school_id"": 10, ""delivery_cost"": 576 }, { ""branch_id"": ""F6"", ""school_id"": 11, ""delivery_cost"": 318 }, { ""branch_id"": ""F6"", ""school_id"": 12, ""delivery_cost"": 982 }, { ""branch_id"": ""F6"", ""school_id"": 13, ""delivery_cost"": 222 }, { ""branch_id"": ""F6"", ""school_id"": 14, ""delivery_cost"": 828 }, { ""branch_id"": ""F6"", ""school_id"": 15, ""delivery_cost"": 447 }, { ""branch_id"": ""F6"", ""school_id"": 16, ""delivery_cost"": 503 }, { ""branch_id"": ""F6"", ""school_id"": 17, ""delivery_cost"": 213 }, { ""branch_id"": ""F6"", ""school_id"": 18, ""delivery_cost"": 291 }, { ""branch_id"": ""F6"", ""school_id"": 19, ""delivery_cost"": 4 }, { ""branch_id"": ""F7"", ""school_id"": 0, ""delivery_cost"": 454 }, { ""branch_id"": ""F7"", ""school_id"": 1, ""delivery_cost"": 313 }, { ""branch_id"": ""F7"", ""school_id"": 2, ""delivery_cost"": 40 }, { ""branch_id"": ""F7"", ""school_id"": 3, ""delivery_cost"": 574 }, { ""branch_id"": ""F7"", ""school_id"": 4, ""delivery_cost"": 866 }, { ""branch_id"": ""F7"", ""school_id"": 5, ""delivery_cost"": 235 }, { ""branch_id"": ""F7"", ""school_id"": 6, ""delivery_cost"": 428 }, { ""branch_id"": ""F7"", ""school_id"": 7, ""delivery_cost"": 733 }, { ""branch_id"": ""F7"", ""school_id"": 8, ""delivery_cost"": 194 }, { ""branch_id"": ""F7"", ""school_id"": 9, ""delivery_cost"": 739 }, { ""branch_id"": ""F7"", ""school_id"": 10, ""delivery_cost"": 486 }, { ""branch_id"": ""F7"", ""school_id"": 11, ""delivery_cost"": 318 }, { ""branch_id"": ""F7"", ""school_id"": 12, ""delivery_cost"": 280 }, { ""branch_id"": ""F7"", ""school_id"": 13, ""delivery_cost"": 432 }, { ""branch_id"": ""F7"", ""school_id"": 14, ""delivery_cost"": 842 }, { ""branch_id"": ""F7"", ""school_id"": 15, ""delivery_cost"": 650 }, { ""branch_id"": ""F7"", ""school_id"": 16, ""delivery_cost"": 30 }, { ""branch_id"": ""F7"", ""school_id"": 17, ""delivery_cost"": 608 }, { ""branch_id"": ""F7"", ""school_id"": 18, ""delivery_cost"": 9 }, { ""branch_id"": ""F7"", ""school_id"": 19, ""delivery_cost"": 926 }, { ""branch_id"": ""F8"", ""school_id"": 0, ""delivery_cost"": 285 }, { ""branch_id"": ""F8"", ""school_id"": 1, ""delivery_cost"": 516 }, { ""branch_id"": ""F8"", ""school_id"": 2, ""delivery_cost"": 340 }, { ""branch_id"": ""F8"", ""school_id"": 3, ""delivery_cost"": 285 }, { ""branch_id"": ""F8"", ""school_id"": 4, ""delivery_cost"": 119 }, { ""branch_id"": ""F8"", ""school_id"": 5, ""delivery_cost"": 539 }, { ""branch_id"": ""F8"", ""school_id"": 6, ""delivery_cost"": 999 }, { ""branch_id"": ""F8"", ""school_id"": 7, ""delivery_cost"": 198 }, { ""branch_id"": ""F8"", ""school_id"": 8, ""delivery_cost"": 678 }, { ""branch_id"": ""F8"", ""school_id"": 9, ""delivery_cost"": 77 }, { ""branch_id"": ""F8"", ""school_id"": 10, ""delivery_cost"": 357 }, { ""branch_id"": ""F8"", ""school_id"": 11, ""delivery_cost"": 196 }, { ""branch_id"": ""F8"", ""school_id"": 12, ""delivery_cost"": 700 }, { ""branch_id"": ""F8"", ""school_id"": 13, ""delivery_cost"": 230 }, { ""branch_id"": ""F8"", ""school_id"": 14, ""delivery_cost"": 811 }, { ""branch_id"": ""F8"", ""school_id"": 15, ""delivery_cost"": 843 }, { ""branch_id"": ""F8"", ""school_id"": 16, ""delivery_cost"": 164 }, { ""branch_id"": ""F8"", ""school_id"": 17, ""delivery_cost"": 811 }, { ""branch_id"": ""F8"", ""school_id"": 18, ""delivery_cost"": 751 }, { ""branch_id"": ""F8"", ""school_id"": 19, ""delivery_cost"": 209 } ] } Also, when you send the solution back, just stick to this little JSON shape so it’s easy to read and parse: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } This is just a sketch of the shape I’m expecting — nothing filled in yet. ""selected"" is the list of branches the district will open, and ""assignments"" is a list (in the same order as the schools were given in the instance) saying which opened branch each school signs up with. Please note: all identifiers in your actual answer must match the instance input exactly — don’t rename them and don’t invent new labels. For example: Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.","{'opening_costs': [1337, 1655, 1130, 1081, 1244, 1294, 1785, 1391], 'connection_costs': [[900, 966, 748, 343, 432, 447, 225, 152, 976, 366, 381, 11, 884, 206, 424, 448, 623, 550, 7, 830], [514, 878, 893, 274, 525, 570, 78, 564, 394, 721, 748, 271, 235, 303, 732, 421, 697, 823, 449, 297], [764, 21, 99, 478, 442, 158, 778, 823, 496, 786, 194, 170, 113, 45, 251, 91, 394, 269, 941, 669], [706, 226, 670, 292, 876, 552, 260, 238, 108, 69, 488, 254, 81, 781, 200, 576, 620, 673, 152, 907], [303, 134, 57, 162, 571, 688, 680, 876, 943, 540, 201, 220, 412, 951, 40, 607, 251, 810, 805, 616], [319, 541, 967, 692, 109, 478, 692, 156, 778, 349, 576, 318, 982, 222, 828, 447, 503, 213, 291, 4], [454, 313, 40, 574, 866, 235, 428, 733, 194, 739, 486, 318, 280, 432, 842, 650, 30, 608, 9, 926], [285, 516, 340, 285, 119, 539, 999, 198, 678, 77, 357, 196, 700, 230, 811, 843, 164, 811, 751, 209]], 'objective': 6640.0}","{'open_facilities': [2, 3, 5], 'assignments': [5, 2, 2, 3, 5, 2, 3, 5, 3, 3, 2, 2, 3, 2, 3, 2, 2, 5, 3, 5]}",6640.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 20, 'facilities': [{'id': 'F1', 'opening_cost': 1337}, {'id': 'F2', 'opening_cost': 1655}, {'id': 'F3', 'opening_cost': 1130}, {'id': 'F4', 'opening_cost': 1081}, {'id': 'F5', 'opening_cost': 1244}, {'id': 'F6', 'opening_cost': 1294}, {'id': 'F7', 'opening_cost': 1785}, {'id': 'F8', 'opening_cost': 1391}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}, {'id': 18}, {'id': 19}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 900}, {'facility': 'F1', 'customer': 1, 'cost': 966}, {'facility': 'F1', 'customer': 2, 'cost': 748}, {'facility': 'F1', 'customer': 3, 'cost': 343}, {'facility': 'F1', 'customer': 4, 'cost': 432}, {'facility': 'F1', 'customer': 5, 'cost': 447}, {'facility': 'F1', 'customer': 6, 'cost': 225}, {'facility': 'F1', 'customer': 7, 'cost': 152}, {'facility': 'F1', 'customer': 8, 'cost': 976}, {'facility': 'F1', 'customer': 9, 'cost': 366}, {'facility': 'F1', 'customer': 10, 'cost': 381}, {'facility': 'F1', 'customer': 11, 'cost': 11}, {'facility': 'F1', 'customer': 12, 'cost': 884}, {'facility': 'F1', 'customer': 13, 'cost': 206}, {'facility': 'F1', 'customer': 14, 'cost': 424}, {'facility': 'F1', 'customer': 15, 'cost': 448}, {'facility': 'F1', 'customer': 16, 'cost': 623}, {'facility': 'F1', 'customer': 17, 'cost': 550}, {'facility': 'F1', 'customer': 18, 'cost': 7}, {'facility': 'F1', 'customer': 19, 'cost': 830}, {'facility': 'F2', 'customer': 0, 'cost': 514}, {'facility': 'F2', 'customer': 1, 'cost': 878}, {'facility': 'F2', 'customer': 2, 'cost': 893}, {'facility': 'F2', 'customer': 3, 'cost': 274}, {'facility': 'F2', 'customer': 4, 'cost': 525}, {'facility': 'F2', 'customer': 5, 'cost': 570}, {'facility': 'F2', 'customer': 6, 'cost': 78}, {'facility': 'F2', 'customer': 7, 'cost': 564}, {'facility': 'F2', 'customer': 8, 'cost': 394}, {'facility': 'F2', 'customer': 9, 'cost': 721}, {'facility': 'F2', 'customer': 10, 'cost': 748}, {'facility': 'F2', 'customer': 11, 'cost': 271}, {'facility': 'F2', 'customer': 12, 'cost': 235}, {'facility': 'F2', 'customer': 13, 'cost': 303}, {'facility': 'F2', 'customer': 14, 'cost': 732}, {'facility': 'F2', 'customer': 15, 'cost': 421}, {'facility': 'F2', 'customer': 16, 'cost': 697}, {'facility': 'F2', 'customer': 17, 'cost': 823}, {'facility': 'F2', 'customer': 18, 'cost': 449}, {'facility': 'F2', 'customer': 19, 'cost': 297}, {'facility': 'F3', 'customer': 0, 'cost': 764}, {'facility': 'F3', 'customer': 1, 'cost': 21}, {'facility': 'F3', 'customer': 2, 'cost': 99}, {'facility': 'F3', 'customer': 3, 'cost': 478}, {'facility': 'F3', 'customer': 4, 'cost': 442}, {'facility': 'F3', 'customer': 5, 'cost': 158}, {'facility': 'F3', 'customer': 6, 'cost': 778}, {'facility': 'F3', 'customer': 7, 'cost': 823}, {'facility': 'F3', 'customer': 8, 'cost': 496}, {'facility': 'F3', 'customer': 9, 'cost': 786}, {'facility': 'F3', 'customer': 10, 'cost': 194}, {'facility': 'F3', 'customer': 11, 'cost': 170}, {'facility': 'F3', 'customer': 12, 'cost': 113}, {'facility': 'F3', 'customer': 13, 'cost': 45}, {'facility': 'F3', 'customer': 14, 'cost': 251}, {'facility': 'F3', 'customer': 15, 'cost': 91}, {'facility': 'F3', 'customer': 16, 'cost': 394}, {'facility': 'F3', 'customer': 17, 'cost': 269}, {'facility': 'F3', 'customer': 18, 'cost': 941}, {'facility': 'F3', 'customer': 19, 'cost': 669}, {'facility': 'F4', 'customer': 0, 'cost': 706}, {'facility': 'F4', 'customer': 1, 'cost': 226}, {'facility': 'F4', 'customer': 2, 'cost': 670}, {'facility': 'F4', 'customer': 3, 'cost': 292}, {'facility': 'F4', 'customer': 4, 'cost': 876}, {'facility': 'F4', 'customer': 5, 'cost': 552}, {'facility': 'F4', 'customer': 6, 'cost': 260}, {'facility': 'F4', 'customer': 7, 'cost': 238}, {'facility': 'F4', 'customer': 8, 'cost': 108}, {'facility': 'F4', 'customer': 9, 'cost': 69}, {'facility': 'F4', 'customer': 10, 'cost': 488}, {'facility': 'F4', 'customer': 11, 'cost': 254}, {'facility': 'F4', 'customer': 12, 'cost': 81}, {'facility': 'F4', 'customer': 13, 'cost': 781}, {'facility': 'F4', 'customer': 14, 'cost': 200}, {'facility': 'F4', 'customer': 15, 'cost': 576}, {'facility': 'F4', 'customer': 16, 'cost': 620}, {'facility': 'F4', 'customer': 17, 'cost': 673}, {'facility': 'F4', 'customer': 18, 'cost': 152}, {'facility': 'F4', 'customer': 19, 'cost': 907}, {'facility': 'F5', 'customer': 0, 'cost': 303}, {'facility': 'F5', 'customer': 1, 'cost': 134}, {'facility': 'F5', 'customer': 2, 'cost': 57}, {'facility': 'F5', 'customer': 3, 'cost': 162}, {'facility': 'F5', 'customer': 4, 'cost': 571}, {'facility': 'F5', 'customer': 5, 'cost': 688}, {'facility': 'F5', 'customer': 6, 'cost': 680}, {'facility': 'F5', 'customer': 7, 'cost': 876}, {'facility': 'F5', 'customer': 8, 'cost': 943}, {'facility': 'F5', 'customer': 9, 'cost': 540}, {'facility': 'F5', 'customer': 10, 'cost': 201}, {'facility': 'F5', 'customer': 11, 'cost': 220}, {'facility': 'F5', 'customer': 12, 'cost': 412}, {'facility': 'F5', 'customer': 13, 'cost': 951}, {'facility': 'F5', 'customer': 14, 'cost': 40}, {'facility': 'F5', 'customer': 15, 'cost': 607}, {'facility': 'F5', 'customer': 16, 'cost': 251}, {'facility': 'F5', 'customer': 17, 'cost': 810}, {'facility': 'F5', 'customer': 18, 'cost': 805}, {'facility': 'F5', 'customer': 19, 'cost': 616}, {'facility': 'F6', 'customer': 0, 'cost': 319}, {'facility': 'F6', 'customer': 1, 'cost': 541}, {'facility': 'F6', 'customer': 2, 'cost': 967}, {'facility': 'F6', 'customer': 3, 'cost': 692}, {'facility': 'F6', 'customer': 4, 'cost': 109}, {'facility': 'F6', 'customer': 5, 'cost': 478}, {'facility': 'F6', 'customer': 6, 'cost': 692}, {'facility': 'F6', 'customer': 7, 'cost': 156}, {'facility': 'F6', 'customer': 8, 'cost': 778}, {'facility': 'F6', 'customer': 9, 'cost': 349}, {'facility': 'F6', 'customer': 10, 'cost': 576}, {'facility': 'F6', 'customer': 11, 'cost': 318}, {'facility': 'F6', 'customer': 12, 'cost': 982}, {'facility': 'F6', 'customer': 13, 'cost': 222}, {'facility': 'F6', 'customer': 14, 'cost': 828}, {'facility': 'F6', 'customer': 15, 'cost': 447}, {'facility': 'F6', 'customer': 16, 'cost': 503}, {'facility': 'F6', 'customer': 17, 'cost': 213}, {'facility': 'F6', 'customer': 18, 'cost': 291}, {'facility': 'F6', 'customer': 19, 'cost': 4}, {'facility': 'F7', 'customer': 0, 'cost': 454}, {'facility': 'F7', 'customer': 1, 'cost': 313}, {'facility': 'F7', 'customer': 2, 'cost': 40}, {'facility': 'F7', 'customer': 3, 'cost': 574}, {'facility': 'F7', 'customer': 4, 'cost': 866}, {'facility': 'F7', 'customer': 5, 'cost': 235}, {'facility': 'F7', 'customer': 6, 'cost': 428}, {'facility': 'F7', 'customer': 7, 'cost': 733}, {'facility': 'F7', 'customer': 8, 'cost': 194}, {'facility': 'F7', 'customer': 9, 'cost': 739}, {'facility': 'F7', 'customer': 10, 'cost': 486}, {'facility': 'F7', 'customer': 11, 'cost': 318}, {'facility': 'F7', 'customer': 12, 'cost': 280}, {'facility': 'F7', 'customer': 13, 'cost': 432}, {'facility': 'F7', 'customer': 14, 'cost': 842}, {'facility': 'F7', 'customer': 15, 'cost': 650}, {'facility': 'F7', 'customer': 16, 'cost': 30}, {'facility': 'F7', 'customer': 17, 'cost': 608}, {'facility': 'F7', 'customer': 18, 'cost': 9}, {'facility': 'F7', 'customer': 19, 'cost': 926}, {'facility': 'F8', 'customer': 0, 'cost': 285}, {'facility': 'F8', 'customer': 1, 'cost': 516}, {'facility': 'F8', 'customer': 2, 'cost': 340}, {'facility': 'F8', 'customer': 3, 'cost': 285}, {'facility': 'F8', 'customer': 4, 'cost': 119}, {'facility': 'F8', 'customer': 5, 'cost': 539}, {'facility': 'F8', 'customer': 6, 'cost': 999}, {'facility': 'F8', 'customer': 7, 'cost': 198}, {'facility': 'F8', 'customer': 8, 'cost': 678}, {'facility': 'F8', 'customer': 9, 'cost': 77}, {'facility': 'F8', 'customer': 10, 'cost': 357}, {'facility': 'F8', 'customer': 11, 'cost': 196}, {'facility': 'F8', 'customer': 12, 'cost': 700}, {'facility': 'F8', 'customer': 13, 'cost': 230}, {'facility': 'F8', 'customer': 14, 'cost': 811}, {'facility': 'F8', 'customer': 15, 'cost': 843}, {'facility': 'F8', 'customer': 16, 'cost': 164}, {'facility': 'F8', 'customer': 17, 'cost': 811}, {'facility': 'F8', 'customer': 18, 'cost': 751}, {'facility': 'F8', 'customer': 19, 'cost': 209}], 'objective': 6640.0}","{'selected': ['F3', 'F4', 'F6'], 'assignments': ['F6', 'F3', 'F3', 'F4', 'F6', 'F3', 'F4', 'F6', 'F4', 'F4', 'F3', 'F3', 'F4', 'F3', 'F4', 'F3', 'F3', 'F6', 'F4', 'F6']}",44,json,0 UFLP,UFLP,"Recently the food bank had to tighten the budget, so the director needed to decide which distribution points to keep open. Each candidate point has a running fee, and getting food to a community group from a point costs volunteer time or transport money. The task is to pick the set of points to operate and assign each group to exactly one of those points so that the total expense — the sum of the operating fees plus every group’s delivery cost — is as small as possible; every group must be assigned once and sites can serve any number of groups. The detailed list of sites, their operating costs, and group-by-group delivery costs is shown below. # num_distribution_points=7 # num_community_groups=16 # DISTRIBUTION_POINTS distribution_point_id,running_fee F1,4366 F2,9724 F3,3182 F4,6951 F5,9157 F6,7499 F7,3200 # COMMUNITY_GROUPS community_group_id 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 # DELIVERYS distribution_point_id,community_group_id,delivery_cost F1,1,728 F1,2,72 F1,3,244 F1,4,683 F1,5,226 F1,6,131 F1,7,651 F1,8,340 F1,9,919 F1,10,727 F1,11,127 F1,12,678 F1,13,34 F1,14,191 F1,15,167 F1,16,735 F2,1,894 F2,2,182 F2,3,786 F2,4,693 F2,5,447 F2,6,592 F2,7,112 F2,8,802 F2,9,732 F2,10,156 F2,11,453 F2,12,395 F2,13,803 F2,14,671 F2,15,301 F2,16,862 F3,1,661 F3,2,789 F3,3,998 F3,4,227 F3,5,750 F3,6,589 F3,7,115 F3,8,135 F3,9,809 F3,10,16 F3,11,319 F3,12,304 F3,13,789 F3,14,482 F3,15,196 F3,16,479 F4,1,932 F4,2,598 F4,3,80 F4,4,67 F4,5,923 F4,6,723 F4,7,870 F4,8,656 F4,9,386 F4,10,863 F4,11,480 F4,12,639 F4,13,244 F4,14,249 F4,15,790 F4,16,188 F5,1,517 F5,2,391 F5,3,999 F5,4,598 F5,5,321 F5,6,574 F5,7,330 F5,8,498 F5,9,135 F5,10,628 F5,11,770 F5,12,828 F5,13,726 F5,14,364 F5,15,352 F5,16,479 F6,1,249 F6,2,826 F6,3,348 F6,4,761 F6,5,100 F6,6,293 F6,7,960 F6,8,27 F6,9,656 F6,10,190 F6,11,526 F6,12,29 F6,13,741 F6,14,38 F6,15,874 F6,16,450 F7,1,437 F7,2,580 F7,3,900 F7,4,778 F7,5,502 F7,6,945 F7,7,806 F7,8,925 F7,9,616 F7,10,611 F7,11,956 F7,12,538 F7,13,363 F7,14,538 F7,15,243 F7,16,797 Oh, and when you send the decision back, please follow this little JSON layout so it's easy to read and process. For our story it might look like this: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is where you list the site IDs you'll keep operating (those are the sites we pay the running fee for). ""assignments"" gives, in the same order as the community groups appear in the instance, which open site each group is assigned to. Think of it as a simple form — a list of open sites and then a list that points each group to one of those sites. This JSON is just the sketch of the shape I expect, not the actual solution. Please make sure to use the exact identifiers from the instance input — do not rename them or create new labels. - for example: ""Valid identifiers look like plain numbers such as ""1"" or ""23"", single capital letters like ""A"" or ""B"", or a capital letter followed by digits like ""A1"" or ""X7"".""","{'opening_costs': [4366, 9724, 3182, 6951, 9157, 7499, 3200], 'connection_costs': [[728, 72, 244, 683, 226, 131, 651, 340, 919, 727, 127, 678, 34, 191, 167, 735], [894, 182, 786, 693, 447, 592, 112, 802, 732, 156, 453, 395, 803, 671, 301, 862], [661, 789, 998, 227, 750, 589, 115, 135, 809, 16, 319, 304, 789, 482, 196, 479], [932, 598, 80, 67, 923, 723, 870, 656, 386, 863, 480, 639, 244, 249, 790, 188], [517, 391, 999, 598, 321, 574, 330, 498, 135, 628, 770, 828, 726, 364, 352, 479], [249, 826, 348, 761, 100, 293, 960, 27, 656, 190, 526, 29, 741, 38, 874, 450], [437, 580, 900, 778, 502, 945, 806, 925, 616, 611, 956, 538, 363, 538, 243, 797]], 'objective': 10840.0}","{'open_facilities': [2], 'assignments': [2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2]}",10840.0,"{'problem_type': 'UFLP', 'num_facilities': 7, 'num_customers': 16, 'facilities': [{'id': 'F1', 'opening_cost': 4366}, {'id': 'F2', 'opening_cost': 9724}, {'id': 'F3', 'opening_cost': 3182}, {'id': 'F4', 'opening_cost': 6951}, {'id': 'F5', 'opening_cost': 9157}, {'id': 'F6', 'opening_cost': 7499}, {'id': 'F7', 'opening_cost': 3200}], 'customers': [{'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}], 'connection_costs': [{'facility': 'F1', 'customer': 1, 'cost': 728}, {'facility': 'F1', 'customer': 2, 'cost': 72}, {'facility': 'F1', 'customer': 3, 'cost': 244}, {'facility': 'F1', 'customer': 4, 'cost': 683}, {'facility': 'F1', 'customer': 5, 'cost': 226}, {'facility': 'F1', 'customer': 6, 'cost': 131}, {'facility': 'F1', 'customer': 7, 'cost': 651}, {'facility': 'F1', 'customer': 8, 'cost': 340}, {'facility': 'F1', 'customer': 9, 'cost': 919}, {'facility': 'F1', 'customer': 10, 'cost': 727}, {'facility': 'F1', 'customer': 11, 'cost': 127}, {'facility': 'F1', 'customer': 12, 'cost': 678}, {'facility': 'F1', 'customer': 13, 'cost': 34}, {'facility': 'F1', 'customer': 14, 'cost': 191}, {'facility': 'F1', 'customer': 15, 'cost': 167}, {'facility': 'F1', 'customer': 16, 'cost': 735}, {'facility': 'F2', 'customer': 1, 'cost': 894}, {'facility': 'F2', 'customer': 2, 'cost': 182}, {'facility': 'F2', 'customer': 3, 'cost': 786}, {'facility': 'F2', 'customer': 4, 'cost': 693}, {'facility': 'F2', 'customer': 5, 'cost': 447}, {'facility': 'F2', 'customer': 6, 'cost': 592}, {'facility': 'F2', 'customer': 7, 'cost': 112}, {'facility': 'F2', 'customer': 8, 'cost': 802}, {'facility': 'F2', 'customer': 9, 'cost': 732}, {'facility': 'F2', 'customer': 10, 'cost': 156}, {'facility': 'F2', 'customer': 11, 'cost': 453}, {'facility': 'F2', 'customer': 12, 'cost': 395}, {'facility': 'F2', 'customer': 13, 'cost': 803}, {'facility': 'F2', 'customer': 14, 'cost': 671}, {'facility': 'F2', 'customer': 15, 'cost': 301}, {'facility': 'F2', 'customer': 16, 'cost': 862}, {'facility': 'F3', 'customer': 1, 'cost': 661}, {'facility': 'F3', 'customer': 2, 'cost': 789}, {'facility': 'F3', 'customer': 3, 'cost': 998}, {'facility': 'F3', 'customer': 4, 'cost': 227}, {'facility': 'F3', 'customer': 5, 'cost': 750}, {'facility': 'F3', 'customer': 6, 'cost': 589}, {'facility': 'F3', 'customer': 7, 'cost': 115}, {'facility': 'F3', 'customer': 8, 'cost': 135}, {'facility': 'F3', 'customer': 9, 'cost': 809}, {'facility': 'F3', 'customer': 10, 'cost': 16}, {'facility': 'F3', 'customer': 11, 'cost': 319}, {'facility': 'F3', 'customer': 12, 'cost': 304}, {'facility': 'F3', 'customer': 13, 'cost': 789}, {'facility': 'F3', 'customer': 14, 'cost': 482}, {'facility': 'F3', 'customer': 15, 'cost': 196}, {'facility': 'F3', 'customer': 16, 'cost': 479}, {'facility': 'F4', 'customer': 1, 'cost': 932}, {'facility': 'F4', 'customer': 2, 'cost': 598}, {'facility': 'F4', 'customer': 3, 'cost': 80}, {'facility': 'F4', 'customer': 4, 'cost': 67}, {'facility': 'F4', 'customer': 5, 'cost': 923}, {'facility': 'F4', 'customer': 6, 'cost': 723}, {'facility': 'F4', 'customer': 7, 'cost': 870}, {'facility': 'F4', 'customer': 8, 'cost': 656}, {'facility': 'F4', 'customer': 9, 'cost': 386}, {'facility': 'F4', 'customer': 10, 'cost': 863}, {'facility': 'F4', 'customer': 11, 'cost': 480}, {'facility': 'F4', 'customer': 12, 'cost': 639}, {'facility': 'F4', 'customer': 13, 'cost': 244}, {'facility': 'F4', 'customer': 14, 'cost': 249}, {'facility': 'F4', 'customer': 15, 'cost': 790}, {'facility': 'F4', 'customer': 16, 'cost': 188}, {'facility': 'F5', 'customer': 1, 'cost': 517}, {'facility': 'F5', 'customer': 2, 'cost': 391}, {'facility': 'F5', 'customer': 3, 'cost': 999}, {'facility': 'F5', 'customer': 4, 'cost': 598}, {'facility': 'F5', 'customer': 5, 'cost': 321}, {'facility': 'F5', 'customer': 6, 'cost': 574}, {'facility': 'F5', 'customer': 7, 'cost': 330}, {'facility': 'F5', 'customer': 8, 'cost': 498}, {'facility': 'F5', 'customer': 9, 'cost': 135}, {'facility': 'F5', 'customer': 10, 'cost': 628}, {'facility': 'F5', 'customer': 11, 'cost': 770}, {'facility': 'F5', 'customer': 12, 'cost': 828}, {'facility': 'F5', 'customer': 13, 'cost': 726}, {'facility': 'F5', 'customer': 14, 'cost': 364}, {'facility': 'F5', 'customer': 15, 'cost': 352}, {'facility': 'F5', 'customer': 16, 'cost': 479}, {'facility': 'F6', 'customer': 1, 'cost': 249}, {'facility': 'F6', 'customer': 2, 'cost': 826}, {'facility': 'F6', 'customer': 3, 'cost': 348}, {'facility': 'F6', 'customer': 4, 'cost': 761}, {'facility': 'F6', 'customer': 5, 'cost': 100}, {'facility': 'F6', 'customer': 6, 'cost': 293}, {'facility': 'F6', 'customer': 7, 'cost': 960}, {'facility': 'F6', 'customer': 8, 'cost': 27}, {'facility': 'F6', 'customer': 9, 'cost': 656}, {'facility': 'F6', 'customer': 10, 'cost': 190}, {'facility': 'F6', 'customer': 11, 'cost': 526}, {'facility': 'F6', 'customer': 12, 'cost': 29}, {'facility': 'F6', 'customer': 13, 'cost': 741}, {'facility': 'F6', 'customer': 14, 'cost': 38}, {'facility': 'F6', 'customer': 15, 'cost': 874}, {'facility': 'F6', 'customer': 16, 'cost': 450}, {'facility': 'F7', 'customer': 1, 'cost': 437}, {'facility': 'F7', 'customer': 2, 'cost': 580}, {'facility': 'F7', 'customer': 3, 'cost': 900}, {'facility': 'F7', 'customer': 4, 'cost': 778}, {'facility': 'F7', 'customer': 5, 'cost': 502}, {'facility': 'F7', 'customer': 6, 'cost': 945}, {'facility': 'F7', 'customer': 7, 'cost': 806}, {'facility': 'F7', 'customer': 8, 'cost': 925}, {'facility': 'F7', 'customer': 9, 'cost': 616}, {'facility': 'F7', 'customer': 10, 'cost': 611}, {'facility': 'F7', 'customer': 11, 'cost': 956}, {'facility': 'F7', 'customer': 12, 'cost': 538}, {'facility': 'F7', 'customer': 13, 'cost': 363}, {'facility': 'F7', 'customer': 14, 'cost': 538}, {'facility': 'F7', 'customer': 15, 'cost': 243}, {'facility': 'F7', 'customer': 16, 'cost': 797}], 'objective': 10840.0}","{'selected': ['F3'], 'assignments': ['F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3', 'F3']}",45,csv,1 UFLP,UFLP,"Many neighborhoods are waiting for pop-up clinic visits, so the coordinator has to decide which health posts to staff and which staffed post each residential cluster will use. The rule is straightforward: each cluster must go to exactly one staffed post (not zero, not two), and any staffed post can take unlimited clusters. The aim is to keep overall expenses as low as possible by adding up the staffing costs for the posts that are opened and the travel cost for all patients to reach their assigned post — lower total is better. The concrete details and numbers are provided below. There are 7 posts and 16 clusters in this instance. **Posts** | post_id | staffing_cost | |---|---| | F1 | 2000 | | F2 | 2000 | | F3 | 2000 | | F4 | 2000 | | F5 | 2000 | | F6 | 2000 | | F7 | 2000 | **Clusters** | cluster_id | |---| | A | | B | | C | | D | | E | | F | | G | | H | | I | | J | | K | | L | | M | | N | | O | | P | **Travel Cost** | post_id | cluster_id | travel_cost | |---|---|---| | F1 | A | 949 | | F1 | B | 562 | | F1 | C | 847 | | F1 | D | 498 | | F1 | E | 238 | | F1 | F | 269 | | F1 | G | 825 | | F1 | H | 25 | | F1 | I | 347 | | F1 | J | 651 | | F1 | K | 374 | | F1 | L | 646 | | F1 | M | 84 | | F1 | N | 231 | | F1 | O | 462 | | F1 | P | 123 | | F2 | A | 353 | | F2 | B | 846 | | F2 | C | 531 | | F2 | D | 998 | | F2 | E | 394 | | F2 | F | 266 | | F2 | G | 936 | | F2 | H | 208 | | F2 | I | 962 | | F2 | J | 445 | | F2 | K | 465 | | F2 | L | 662 | | F2 | M | 733 | | F2 | N | 631 | | F2 | O | 620 | | F2 | P | 371 | | F3 | A | 504 | | F3 | B | 968 | | F3 | C | 523 | | F3 | D | 608 | | F3 | E | 696 | | F3 | F | 594 | | F3 | G | 947 | | F3 | H | 405 | | F3 | I | 409 | | F3 | J | 532 | | F3 | K | 755 | | F3 | L | 87 | | F3 | M | 695 | | F3 | N | 115 | | F3 | O | 270 | | F3 | P | 662 | | F4 | A | 939 | | F4 | B | 741 | | F4 | C | 796 | | F4 | D | 96 | | F4 | E | 701 | | F4 | F | 798 | | F4 | G | 663 | | F4 | H | 217 | | F4 | I | 967 | | F4 | J | 781 | | F4 | K | 676 | | F4 | L | 785 | | F4 | M | 761 | | F4 | N | 144 | | F4 | O | 349 | | F4 | P | 844 | | F5 | A | 421 | | F5 | B | 384 | | F5 | C | 371 | | F5 | D | 222 | | F5 | E | 891 | | F5 | F | 917 | | F5 | G | 287 | | F5 | H | 169 | | F5 | I | 713 | | F5 | J | 295 | | F5 | K | 660 | | F5 | L | 485 | | F5 | M | 842 | | F5 | N | 757 | | F5 | O | 524 | | F5 | P | 84 | | F6 | A | 873 | | F6 | B | 48 | | F6 | C | 421 | | F6 | D | 75 | | F6 | E | 159 | | F6 | F | 433 | | F6 | G | 674 | | F6 | H | 48 | | F6 | I | 235 | | F6 | J | 723 | | F6 | K | 867 | | F6 | L | 773 | | F6 | M | 741 | | F6 | N | 343 | | F6 | O | 910 | | F6 | P | 762 | | F7 | A | 884 | | F7 | B | 205 | | F7 | C | 404 | | F7 | D | 45 | | F7 | E | 926 | | F7 | F | 707 | | F7 | G | 273 | | F7 | H | 250 | | F7 | I | 823 | | F7 | J | 520 | | F7 | K | 327 | | F7 | L | 97 | | F7 | M | 74 | | F7 | N | 238 | | F7 | O | 738 | | F7 | P | 256 | Oh, and when you send the actual plan back, please stick to this JSON layout so it's easy to parse: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Think of ""selected"" as the list of posts you'll staff, and ""assignments"" as which staffed post each residential cluster will use (one entry per cluster, in the same order as the instance's cluster list). This JSON is just a sketch of the shape I expect, not the final answer. Please also be sure to use the exact identifiers from the instance input — do not rename them or invent new labels. Valid identifiers look like plain numbers such as ""1"" or ""23"", single capital letters like ""A"" or ""B"", or a capital letter followed by digits like ""A1"" or ""X7"".","{'opening_costs': [2000, 2000, 2000, 2000, 2000, 2000, 2000], 'connection_costs': [[949, 562, 847, 498, 238, 269, 825, 25, 347, 651, 374, 646, 84, 231, 462, 123], [353, 846, 531, 998, 394, 266, 936, 208, 962, 445, 465, 662, 733, 631, 620, 371], [504, 968, 523, 608, 696, 594, 947, 405, 409, 532, 755, 87, 695, 115, 270, 662], [939, 741, 796, 96, 701, 798, 663, 217, 967, 781, 676, 785, 761, 144, 349, 844], [421, 384, 371, 222, 891, 917, 287, 169, 713, 295, 660, 485, 842, 757, 524, 84], [873, 48, 421, 75, 159, 433, 674, 48, 235, 723, 867, 773, 741, 343, 910, 762], [884, 205, 404, 45, 926, 707, 273, 250, 823, 520, 327, 97, 74, 238, 738, 256]], 'objective': 8524.0}","{'open_facilities': [0, 6], 'assignments': [6, 6, 6, 6, 0, 0, 6, 0, 0, 6, 6, 6, 6, 0, 0, 0]}",8524.0,"{'problem_type': 'UFLP', 'num_facilities': 7, 'num_customers': 16, 'facilities': [{'id': 'F1', 'opening_cost': 2000}, {'id': 'F2', 'opening_cost': 2000}, {'id': 'F3', 'opening_cost': 2000}, {'id': 'F4', 'opening_cost': 2000}, {'id': 'F5', 'opening_cost': 2000}, {'id': 'F6', 'opening_cost': 2000}, {'id': 'F7', 'opening_cost': 2000}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}, {'id': 'P'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 949}, {'facility': 'F1', 'customer': 'B', 'cost': 562}, {'facility': 'F1', 'customer': 'C', 'cost': 847}, {'facility': 'F1', 'customer': 'D', 'cost': 498}, {'facility': 'F1', 'customer': 'E', 'cost': 238}, {'facility': 'F1', 'customer': 'F', 'cost': 269}, {'facility': 'F1', 'customer': 'G', 'cost': 825}, {'facility': 'F1', 'customer': 'H', 'cost': 25}, {'facility': 'F1', 'customer': 'I', 'cost': 347}, {'facility': 'F1', 'customer': 'J', 'cost': 651}, {'facility': 'F1', 'customer': 'K', 'cost': 374}, {'facility': 'F1', 'customer': 'L', 'cost': 646}, {'facility': 'F1', 'customer': 'M', 'cost': 84}, {'facility': 'F1', 'customer': 'N', 'cost': 231}, {'facility': 'F1', 'customer': 'O', 'cost': 462}, {'facility': 'F1', 'customer': 'P', 'cost': 123}, {'facility': 'F2', 'customer': 'A', 'cost': 353}, {'facility': 'F2', 'customer': 'B', 'cost': 846}, {'facility': 'F2', 'customer': 'C', 'cost': 531}, {'facility': 'F2', 'customer': 'D', 'cost': 998}, {'facility': 'F2', 'customer': 'E', 'cost': 394}, {'facility': 'F2', 'customer': 'F', 'cost': 266}, {'facility': 'F2', 'customer': 'G', 'cost': 936}, {'facility': 'F2', 'customer': 'H', 'cost': 208}, {'facility': 'F2', 'customer': 'I', 'cost': 962}, {'facility': 'F2', 'customer': 'J', 'cost': 445}, {'facility': 'F2', 'customer': 'K', 'cost': 465}, {'facility': 'F2', 'customer': 'L', 'cost': 662}, {'facility': 'F2', 'customer': 'M', 'cost': 733}, {'facility': 'F2', 'customer': 'N', 'cost': 631}, {'facility': 'F2', 'customer': 'O', 'cost': 620}, {'facility': 'F2', 'customer': 'P', 'cost': 371}, {'facility': 'F3', 'customer': 'A', 'cost': 504}, {'facility': 'F3', 'customer': 'B', 'cost': 968}, {'facility': 'F3', 'customer': 'C', 'cost': 523}, {'facility': 'F3', 'customer': 'D', 'cost': 608}, {'facility': 'F3', 'customer': 'E', 'cost': 696}, {'facility': 'F3', 'customer': 'F', 'cost': 594}, {'facility': 'F3', 'customer': 'G', 'cost': 947}, {'facility': 'F3', 'customer': 'H', 'cost': 405}, {'facility': 'F3', 'customer': 'I', 'cost': 409}, {'facility': 'F3', 'customer': 'J', 'cost': 532}, {'facility': 'F3', 'customer': 'K', 'cost': 755}, {'facility': 'F3', 'customer': 'L', 'cost': 87}, {'facility': 'F3', 'customer': 'M', 'cost': 695}, {'facility': 'F3', 'customer': 'N', 'cost': 115}, {'facility': 'F3', 'customer': 'O', 'cost': 270}, {'facility': 'F3', 'customer': 'P', 'cost': 662}, {'facility': 'F4', 'customer': 'A', 'cost': 939}, {'facility': 'F4', 'customer': 'B', 'cost': 741}, {'facility': 'F4', 'customer': 'C', 'cost': 796}, {'facility': 'F4', 'customer': 'D', 'cost': 96}, {'facility': 'F4', 'customer': 'E', 'cost': 701}, {'facility': 'F4', 'customer': 'F', 'cost': 798}, {'facility': 'F4', 'customer': 'G', 'cost': 663}, {'facility': 'F4', 'customer': 'H', 'cost': 217}, {'facility': 'F4', 'customer': 'I', 'cost': 967}, {'facility': 'F4', 'customer': 'J', 'cost': 781}, {'facility': 'F4', 'customer': 'K', 'cost': 676}, {'facility': 'F4', 'customer': 'L', 'cost': 785}, {'facility': 'F4', 'customer': 'M', 'cost': 761}, {'facility': 'F4', 'customer': 'N', 'cost': 144}, {'facility': 'F4', 'customer': 'O', 'cost': 349}, {'facility': 'F4', 'customer': 'P', 'cost': 844}, {'facility': 'F5', 'customer': 'A', 'cost': 421}, {'facility': 'F5', 'customer': 'B', 'cost': 384}, {'facility': 'F5', 'customer': 'C', 'cost': 371}, {'facility': 'F5', 'customer': 'D', 'cost': 222}, {'facility': 'F5', 'customer': 'E', 'cost': 891}, {'facility': 'F5', 'customer': 'F', 'cost': 917}, {'facility': 'F5', 'customer': 'G', 'cost': 287}, {'facility': 'F5', 'customer': 'H', 'cost': 169}, {'facility': 'F5', 'customer': 'I', 'cost': 713}, {'facility': 'F5', 'customer': 'J', 'cost': 295}, {'facility': 'F5', 'customer': 'K', 'cost': 660}, {'facility': 'F5', 'customer': 'L', 'cost': 485}, {'facility': 'F5', 'customer': 'M', 'cost': 842}, {'facility': 'F5', 'customer': 'N', 'cost': 757}, {'facility': 'F5', 'customer': 'O', 'cost': 524}, {'facility': 'F5', 'customer': 'P', 'cost': 84}, {'facility': 'F6', 'customer': 'A', 'cost': 873}, {'facility': 'F6', 'customer': 'B', 'cost': 48}, {'facility': 'F6', 'customer': 'C', 'cost': 421}, {'facility': 'F6', 'customer': 'D', 'cost': 75}, {'facility': 'F6', 'customer': 'E', 'cost': 159}, {'facility': 'F6', 'customer': 'F', 'cost': 433}, {'facility': 'F6', 'customer': 'G', 'cost': 674}, {'facility': 'F6', 'customer': 'H', 'cost': 48}, {'facility': 'F6', 'customer': 'I', 'cost': 235}, {'facility': 'F6', 'customer': 'J', 'cost': 723}, {'facility': 'F6', 'customer': 'K', 'cost': 867}, {'facility': 'F6', 'customer': 'L', 'cost': 773}, {'facility': 'F6', 'customer': 'M', 'cost': 741}, {'facility': 'F6', 'customer': 'N', 'cost': 343}, {'facility': 'F6', 'customer': 'O', 'cost': 910}, {'facility': 'F6', 'customer': 'P', 'cost': 762}, {'facility': 'F7', 'customer': 'A', 'cost': 884}, {'facility': 'F7', 'customer': 'B', 'cost': 205}, {'facility': 'F7', 'customer': 'C', 'cost': 404}, {'facility': 'F7', 'customer': 'D', 'cost': 45}, {'facility': 'F7', 'customer': 'E', 'cost': 926}, {'facility': 'F7', 'customer': 'F', 'cost': 707}, {'facility': 'F7', 'customer': 'G', 'cost': 273}, {'facility': 'F7', 'customer': 'H', 'cost': 250}, {'facility': 'F7', 'customer': 'I', 'cost': 823}, {'facility': 'F7', 'customer': 'J', 'cost': 520}, {'facility': 'F7', 'customer': 'K', 'cost': 327}, {'facility': 'F7', 'customer': 'L', 'cost': 97}, {'facility': 'F7', 'customer': 'M', 'cost': 74}, {'facility': 'F7', 'customer': 'N', 'cost': 238}, {'facility': 'F7', 'customer': 'O', 'cost': 738}, {'facility': 'F7', 'customer': 'P', 'cost': 256}], 'objective': 8524.0}","{'selected': ['F1', 'F7'], 'assignments': ['F7', 'F7', 'F7', 'F7', 'F1', 'F1', 'F7', 'F1', 'F1', 'F7', 'F7', 'F7', 'F7', 'F1', 'F1', 'F1']}",46,markdown_table,names UFLP,UFLP,"There’s a practical problem at the co-op: some central pickup sites could stay active while others could be shut down, and each decision affects how far farmers have to travel. The task is to pick a set of sites to keep running (each incurs its own upkeep cost) and then attach each farm to one of those running sites. The measure of a good plan is the total spending — the sum of the maintenance bills for the active sites plus all farmers’ delivery costs to their chosen site — and that total should be as small as possible. Each farm must be tied to exactly one active site, no exceptions or duplicates. The concrete setup and numbers follow below. { ""num_pickup_sites"": 8, ""num_farms"": 20, ""sites"": [ { ""site_id"": ""F1"", ""site_upkeep_cost"": 4060 }, { ""site_id"": ""F2"", ""site_upkeep_cost"": 7582 }, { ""site_id"": ""F3"", ""site_upkeep_cost"": 2839 }, { ""site_id"": ""F4"", ""site_upkeep_cost"": 6594 }, { ""site_id"": ""F5"", ""site_upkeep_cost"": 1423 }, { ""site_id"": ""F6"", ""site_upkeep_cost"": 5322 }, { ""site_id"": ""F7"", ""site_upkeep_cost"": 9642 }, { ""site_id"": ""F8"", ""site_upkeep_cost"": 5358 } ], ""farms"": [ { ""farm_id"": 0 }, { ""farm_id"": 1 }, { ""farm_id"": 2 }, { ""farm_id"": 3 }, { ""farm_id"": 4 }, { ""farm_id"": 5 }, { ""farm_id"": 6 }, { ""farm_id"": 7 }, { ""farm_id"": 8 }, { ""farm_id"": 9 }, { ""farm_id"": 10 }, { ""farm_id"": 11 }, { ""farm_id"": 12 }, { ""farm_id"": 13 }, { ""farm_id"": 14 }, { ""farm_id"": 15 }, { ""farm_id"": 16 }, { ""farm_id"": 17 }, { ""farm_id"": 18 }, { ""farm_id"": 19 } ], ""deliverys"": [ { ""site_id"": ""F1"", ""farm_id"": 0, ""delivery_cost"": 642 }, { ""site_id"": ""F1"", ""farm_id"": 1, ""delivery_cost"": 149 }, { ""site_id"": ""F1"", ""farm_id"": 2, ""delivery_cost"": 554 }, { ""site_id"": ""F1"", ""farm_id"": 3, ""delivery_cost"": 700 }, { ""site_id"": ""F1"", ""farm_id"": 4, ""delivery_cost"": 183 }, { ""site_id"": ""F1"", ""farm_id"": 5, ""delivery_cost"": 363 }, { ""site_id"": ""F1"", ""farm_id"": 6, ""delivery_cost"": 820 }, { ""site_id"": ""F1"", ""farm_id"": 7, ""delivery_cost"": 438 }, { ""site_id"": ""F1"", ""farm_id"": 8, ""delivery_cost"": 496 }, { ""site_id"": ""F1"", ""farm_id"": 9, ""delivery_cost"": 884 }, { ""site_id"": ""F1"", ""farm_id"": 10, ""delivery_cost"": 251 }, { ""site_id"": ""F1"", ""farm_id"": 11, ""delivery_cost"": 422 }, { ""site_id"": ""F1"", ""farm_id"": 12, ""delivery_cost"": 714 }, { ""site_id"": ""F1"", ""farm_id"": 13, ""delivery_cost"": 617 }, { ""site_id"": ""F1"", ""farm_id"": 14, ""delivery_cost"": 735 }, { ""site_id"": ""F1"", ""farm_id"": 15, ""delivery_cost"": 460 }, { ""site_id"": ""F1"", ""farm_id"": 16, ""delivery_cost"": 186 }, { ""site_id"": ""F1"", ""farm_id"": 17, ""delivery_cost"": 411 }, { ""site_id"": ""F1"", ""farm_id"": 18, ""delivery_cost"": 475 }, { ""site_id"": ""F1"", ""farm_id"": 19, ""delivery_cost"": 715 }, { ""site_id"": ""F2"", ""farm_id"": 0, ""delivery_cost"": 237 }, { ""site_id"": ""F2"", ""farm_id"": 1, ""delivery_cost"": 300 }, { ""site_id"": ""F2"", ""farm_id"": 2, ""delivery_cost"": 283 }, { ""site_id"": ""F2"", ""farm_id"": 3, ""delivery_cost"": 460 }, { ""site_id"": ""F2"", ""farm_id"": 4, ""delivery_cost"": 338 }, { ""site_id"": ""F2"", ""farm_id"": 5, ""delivery_cost"": 391 }, { ""site_id"": ""F2"", ""farm_id"": 6, ""delivery_cost"": 633 }, { ""site_id"": ""F2"", ""farm_id"": 7, ""delivery_cost"": 894 }, { ""site_id"": ""F2"", ""farm_id"": 8, ""delivery_cost"": 900 }, { ""site_id"": ""F2"", ""farm_id"": 9, ""delivery_cost"": 795 }, { ""site_id"": ""F2"", ""farm_id"": 10, ""delivery_cost"": 977 }, { ""site_id"": ""F2"", ""farm_id"": 11, ""delivery_cost"": 825 }, { ""site_id"": ""F2"", ""farm_id"": 12, ""delivery_cost"": 781 }, { ""site_id"": ""F2"", ""farm_id"": 13, ""delivery_cost"": 417 }, { ""site_id"": ""F2"", ""farm_id"": 14, ""delivery_cost"": 23 }, { ""site_id"": ""F2"", ""farm_id"": 15, ""delivery_cost"": 331 }, { ""site_id"": ""F2"", ""farm_id"": 16, ""delivery_cost"": 492 }, { ""site_id"": ""F2"", ""farm_id"": 17, ""delivery_cost"": 319 }, { ""site_id"": ""F2"", ""farm_id"": 18, ""delivery_cost"": 622 }, { ""site_id"": ""F2"", ""farm_id"": 19, ""delivery_cost"": 732 }, { ""site_id"": ""F3"", ""farm_id"": 0, ""delivery_cost"": 896 }, { ""site_id"": ""F3"", ""farm_id"": 1, ""delivery_cost"": 985 }, { ""site_id"": ""F3"", ""farm_id"": 2, ""delivery_cost"": 363 }, { ""site_id"": ""F3"", ""farm_id"": 3, ""delivery_cost"": 720 }, { ""site_id"": ""F3"", ""farm_id"": 4, ""delivery_cost"": 822 }, { ""site_id"": ""F3"", ""farm_id"": 5, ""delivery_cost"": 415 }, { ""site_id"": ""F3"", ""farm_id"": 6, ""delivery_cost"": 47 }, { ""site_id"": ""F3"", ""farm_id"": 7, ""delivery_cost"": 469 }, { ""site_id"": ""F3"", ""farm_id"": 8, ""delivery_cost"": 22 }, { ""site_id"": ""F3"", ""farm_id"": 9, ""delivery_cost"": 307 }, { ""site_id"": ""F3"", ""farm_id"": 10, ""delivery_cost"": 314 }, { ""site_id"": ""F3"", ""farm_id"": 11, ""delivery_cost"": 322 }, { ""site_id"": ""F3"", ""farm_id"": 12, ""delivery_cost"": 616 }, { ""site_id"": ""F3"", ""farm_id"": 13, ""delivery_cost"": 870 }, { ""site_id"": ""F3"", ""farm_id"": 14, ""delivery_cost"": 771 }, { ""site_id"": ""F3"", ""farm_id"": 15, ""delivery_cost"": 575 }, { ""site_id"": ""F3"", ""farm_id"": 16, ""delivery_cost"": 580 }, { ""site_id"": ""F3"", ""farm_id"": 17, ""delivery_cost"": 713 }, { ""site_id"": ""F3"", ""farm_id"": 18, ""delivery_cost"": 402 }, { ""site_id"": ""F3"", ""farm_id"": 19, ""delivery_cost"": 729 }, { ""site_id"": ""F4"", ""farm_id"": 0, ""delivery_cost"": 439 }, { ""site_id"": ""F4"", ""farm_id"": 1, ""delivery_cost"": 204 }, { ""site_id"": ""F4"", ""farm_id"": 2, ""delivery_cost"": 761 }, { ""site_id"": ""F4"", ""farm_id"": 3, ""delivery_cost"": 80 }, { ""site_id"": ""F4"", ""farm_id"": 4, ""delivery_cost"": 775 }, { ""site_id"": ""F4"", ""farm_id"": 5, ""delivery_cost"": 907 }, { ""site_id"": ""F4"", ""farm_id"": 6, ""delivery_cost"": 254 }, { ""site_id"": ""F4"", ""farm_id"": 7, ""delivery_cost"": 27 }, { ""site_id"": ""F4"", ""farm_id"": 8, ""delivery_cost"": 605 }, { ""site_id"": ""F4"", ""farm_id"": 9, ""delivery_cost"": 231 }, { ""site_id"": ""F4"", ""farm_id"": 10, ""delivery_cost"": 7 }, { ""site_id"": ""F4"", ""farm_id"": 11, ""delivery_cost"": 561 }, { ""site_id"": ""F4"", ""farm_id"": 12, ""delivery_cost"": 677 }, { ""site_id"": ""F4"", ""farm_id"": 13, ""delivery_cost"": 806 }, { ""site_id"": ""F4"", ""farm_id"": 14, ""delivery_cost"": 332 }, { ""site_id"": ""F4"", ""farm_id"": 15, ""delivery_cost"": 718 }, { ""site_id"": ""F4"", ""farm_id"": 16, ""delivery_cost"": 664 }, { ""site_id"": ""F4"", ""farm_id"": 17, ""delivery_cost"": 231 }, { ""site_id"": ""F4"", ""farm_id"": 18, ""delivery_cost"": 708 }, { ""site_id"": ""F4"", ""farm_id"": 19, ""delivery_cost"": 112 }, { ""site_id"": ""F5"", ""farm_id"": 0, ""delivery_cost"": 741 }, { ""site_id"": ""F5"", ""farm_id"": 1, ""delivery_cost"": 858 }, { ""site_id"": ""F5"", ""farm_id"": 2, ""delivery_cost"": 775 }, { ""site_id"": ""F5"", ""farm_id"": 3, ""delivery_cost"": 208 }, { ""site_id"": ""F5"", ""farm_id"": 4, ""delivery_cost"": 186 }, { ""site_id"": ""F5"", ""farm_id"": 5, ""delivery_cost"": 86 }, { ""site_id"": ""F5"", ""farm_id"": 6, ""delivery_cost"": 739 }, { ""site_id"": ""F5"", ""farm_id"": 7, ""delivery_cost"": 280 }, { ""site_id"": ""F5"", ""farm_id"": 8, ""delivery_cost"": 138 }, { ""site_id"": ""F5"", ""farm_id"": 9, ""delivery_cost"": 652 }, { ""site_id"": ""F5"", ""farm_id"": 10, ""delivery_cost"": 309 }, { ""site_id"": ""F5"", ""farm_id"": 11, ""delivery_cost"": 359 }, { ""site_id"": ""F5"", ""farm_id"": 12, ""delivery_cost"": 541 }, { ""site_id"": ""F5"", ""farm_id"": 13, ""delivery_cost"": 967 }, { ""site_id"": ""F5"", ""farm_id"": 14, ""delivery_cost"": 90 }, { ""site_id"": ""F5"", ""farm_id"": 15, ""delivery_cost"": 407 }, { ""site_id"": ""F5"", ""farm_id"": 16, ""delivery_cost"": 941 }, { ""site_id"": ""F5"", ""farm_id"": 17, ""delivery_cost"": 894 }, { ""site_id"": ""F5"", ""farm_id"": 18, ""delivery_cost"": 149 }, { ""site_id"": ""F5"", ""farm_id"": 19, ""delivery_cost"": 624 }, { ""site_id"": ""F6"", ""farm_id"": 0, ""delivery_cost"": 935 }, { ""site_id"": ""F6"", ""farm_id"": 1, ""delivery_cost"": 799 }, { ""site_id"": ""F6"", ""farm_id"": 2, ""delivery_cost"": 481 }, { ""site_id"": ""F6"", ""farm_id"": 3, ""delivery_cost"": 840 }, { ""site_id"": ""F6"", ""farm_id"": 4, ""delivery_cost"": 400 }, { ""site_id"": ""F6"", ""farm_id"": 5, ""delivery_cost"": 882 }, { ""site_id"": ""F6"", ""farm_id"": 6, ""delivery_cost"": 175 }, { ""site_id"": ""F6"", ""farm_id"": 7, ""delivery_cost"": 949 }, { ""site_id"": ""F6"", ""farm_id"": 8, ""delivery_cost"": 613 }, { ""site_id"": ""F6"", ""farm_id"": 9, ""delivery_cost"": 508 }, { ""site_id"": ""F6"", ""farm_id"": 10, ""delivery_cost"": 544 }, { ""site_id"": ""F6"", ""farm_id"": 11, ""delivery_cost"": 182 }, { ""site_id"": ""F6"", ""farm_id"": 12, ""delivery_cost"": 110 }, { ""site_id"": ""F6"", ""farm_id"": 13, ""delivery_cost"": 430 }, { ""site_id"": ""F6"", ""farm_id"": 14, ""delivery_cost"": 943 }, { ""site_id"": ""F6"", ""farm_id"": 15, ""delivery_cost"": 688 }, { ""site_id"": ""F6"", ""farm_id"": 16, ""delivery_cost"": 659 }, { ""site_id"": ""F6"", ""farm_id"": 17, ""delivery_cost"": 268 }, { ""site_id"": ""F6"", ""farm_id"": 18, ""delivery_cost"": 358 }, { ""site_id"": ""F6"", ""farm_id"": 19, ""delivery_cost"": 819 }, { ""site_id"": ""F7"", ""farm_id"": 0, ""delivery_cost"": 479 }, { ""site_id"": ""F7"", ""farm_id"": 1, ""delivery_cost"": 106 }, { ""site_id"": ""F7"", ""farm_id"": 2, ""delivery_cost"": 222 }, { ""site_id"": ""F7"", ""farm_id"": 3, ""delivery_cost"": 913 }, { ""site_id"": ""F7"", ""farm_id"": 4, ""delivery_cost"": 595 }, { ""site_id"": ""F7"", ""farm_id"": 5, ""delivery_cost"": 453 }, { ""site_id"": ""F7"", ""farm_id"": 6, ""delivery_cost"": 510 }, { ""site_id"": ""F7"", ""farm_id"": 7, ""delivery_cost"": 229 }, { ""site_id"": ""F7"", ""farm_id"": 8, ""delivery_cost"": 646 }, { ""site_id"": ""F7"", ""farm_id"": 9, ""delivery_cost"": 148 }, { ""site_id"": ""F7"", ""farm_id"": 10, ""delivery_cost"": 606 }, { ""site_id"": ""F7"", ""farm_id"": 11, ""delivery_cost"": 244 }, { ""site_id"": ""F7"", ""farm_id"": 12, ""delivery_cost"": 243 }, { ""site_id"": ""F7"", ""farm_id"": 13, ""delivery_cost"": 577 }, { ""site_id"": ""F7"", ""farm_id"": 14, ""delivery_cost"": 462 }, { ""site_id"": ""F7"", ""farm_id"": 15, ""delivery_cost"": 397 }, { ""site_id"": ""F7"", ""farm_id"": 16, ""delivery_cost"": 887 }, { ""site_id"": ""F7"", ""farm_id"": 17, ""delivery_cost"": 512 }, { ""site_id"": ""F7"", ""farm_id"": 18, ""delivery_cost"": 484 }, { ""site_id"": ""F7"", ""farm_id"": 19, ""delivery_cost"": 70 }, { ""site_id"": ""F8"", ""farm_id"": 0, ""delivery_cost"": 825 }, { ""site_id"": ""F8"", ""farm_id"": 1, ""delivery_cost"": 151 }, { ""site_id"": ""F8"", ""farm_id"": 2, ""delivery_cost"": 712 }, { ""site_id"": ""F8"", ""farm_id"": 3, ""delivery_cost"": 751 }, { ""site_id"": ""F8"", ""farm_id"": 4, ""delivery_cost"": 774 }, { ""site_id"": ""F8"", ""farm_id"": 5, ""delivery_cost"": 264 }, { ""site_id"": ""F8"", ""farm_id"": 6, ""delivery_cost"": 167 }, { ""site_id"": ""F8"", ""farm_id"": 7, ""delivery_cost"": 515 }, { ""site_id"": ""F8"", ""farm_id"": 8, ""delivery_cost"": 463 }, { ""site_id"": ""F8"", ""farm_id"": 9, ""delivery_cost"": 379 }, { ""site_id"": ""F8"", ""farm_id"": 10, ""delivery_cost"": 782 }, { ""site_id"": ""F8"", ""farm_id"": 11, ""delivery_cost"": 655 }, { ""site_id"": ""F8"", ""farm_id"": 12, ""delivery_cost"": 940 }, { ""site_id"": ""F8"", ""farm_id"": 13, ""delivery_cost"": 626 }, { ""site_id"": ""F8"", ""farm_id"": 14, ""delivery_cost"": 736 }, { ""site_id"": ""F8"", ""farm_id"": 15, ""delivery_cost"": 50 }, { ""site_id"": ""F8"", ""farm_id"": 16, ""delivery_cost"": 497 }, { ""site_id"": ""F8"", ""farm_id"": 17, ""delivery_cost"": 200 }, { ""site_id"": ""F8"", ""farm_id"": 18, ""delivery_cost"": 484 }, { ""site_id"": ""F8"", ""farm_id"": 19, ""delivery_cost"": 904 } ] } Also, to keep things simple, please give the final plan in a tiny JSON sketch like this: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Here ""selected"" is the list of sites you choose to keep running, and ""assignments"" lists, for each farm, the site it's assigned to (use the same order the instance uses for farms). Think of it like filling out a form: first pick which sites stay active, then say which active site each farm goes to. This is just the expected shape — a sketch to show the layout, not the filled-in answer. Please make sure to use the exact identifiers from the instance input with no renaming or invented labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [4060, 7582, 2839, 6594, 1423, 5322, 9642, 5358], 'connection_costs': [[642, 149, 554, 700, 183, 363, 820, 438, 496, 884, 251, 422, 714, 617, 735, 460, 186, 411, 475, 715], [237, 300, 283, 460, 338, 391, 633, 894, 900, 795, 977, 825, 781, 417, 23, 331, 492, 319, 622, 732], [896, 985, 363, 720, 822, 415, 47, 469, 22, 307, 314, 322, 616, 870, 771, 575, 580, 713, 402, 729], [439, 204, 761, 80, 775, 907, 254, 27, 605, 231, 7, 561, 677, 806, 332, 718, 664, 231, 708, 112], [741, 858, 775, 208, 186, 86, 739, 280, 138, 652, 309, 359, 541, 967, 90, 407, 941, 894, 149, 624], [935, 799, 481, 840, 400, 882, 175, 949, 613, 508, 544, 182, 110, 430, 943, 688, 659, 268, 358, 819], [479, 106, 222, 913, 595, 453, 510, 229, 646, 148, 606, 244, 243, 577, 462, 397, 887, 512, 484, 70], [825, 151, 712, 751, 774, 264, 167, 515, 463, 379, 782, 655, 940, 626, 736, 50, 497, 200, 484, 904]], 'objective': 11367.0}","{'open_facilities': [4], 'assignments': [4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4]}",11367.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 20, 'facilities': [{'id': 'F1', 'opening_cost': 4060}, {'id': 'F2', 'opening_cost': 7582}, {'id': 'F3', 'opening_cost': 2839}, {'id': 'F4', 'opening_cost': 6594}, {'id': 'F5', 'opening_cost': 1423}, {'id': 'F6', 'opening_cost': 5322}, {'id': 'F7', 'opening_cost': 9642}, {'id': 'F8', 'opening_cost': 5358}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}, {'id': 18}, {'id': 19}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 642}, {'facility': 'F1', 'customer': 1, 'cost': 149}, {'facility': 'F1', 'customer': 2, 'cost': 554}, {'facility': 'F1', 'customer': 3, 'cost': 700}, {'facility': 'F1', 'customer': 4, 'cost': 183}, {'facility': 'F1', 'customer': 5, 'cost': 363}, {'facility': 'F1', 'customer': 6, 'cost': 820}, {'facility': 'F1', 'customer': 7, 'cost': 438}, {'facility': 'F1', 'customer': 8, 'cost': 496}, {'facility': 'F1', 'customer': 9, 'cost': 884}, {'facility': 'F1', 'customer': 10, 'cost': 251}, {'facility': 'F1', 'customer': 11, 'cost': 422}, {'facility': 'F1', 'customer': 12, 'cost': 714}, {'facility': 'F1', 'customer': 13, 'cost': 617}, {'facility': 'F1', 'customer': 14, 'cost': 735}, {'facility': 'F1', 'customer': 15, 'cost': 460}, {'facility': 'F1', 'customer': 16, 'cost': 186}, {'facility': 'F1', 'customer': 17, 'cost': 411}, {'facility': 'F1', 'customer': 18, 'cost': 475}, {'facility': 'F1', 'customer': 19, 'cost': 715}, {'facility': 'F2', 'customer': 0, 'cost': 237}, {'facility': 'F2', 'customer': 1, 'cost': 300}, {'facility': 'F2', 'customer': 2, 'cost': 283}, {'facility': 'F2', 'customer': 3, 'cost': 460}, {'facility': 'F2', 'customer': 4, 'cost': 338}, {'facility': 'F2', 'customer': 5, 'cost': 391}, {'facility': 'F2', 'customer': 6, 'cost': 633}, {'facility': 'F2', 'customer': 7, 'cost': 894}, {'facility': 'F2', 'customer': 8, 'cost': 900}, {'facility': 'F2', 'customer': 9, 'cost': 795}, {'facility': 'F2', 'customer': 10, 'cost': 977}, {'facility': 'F2', 'customer': 11, 'cost': 825}, {'facility': 'F2', 'customer': 12, 'cost': 781}, {'facility': 'F2', 'customer': 13, 'cost': 417}, {'facility': 'F2', 'customer': 14, 'cost': 23}, {'facility': 'F2', 'customer': 15, 'cost': 331}, {'facility': 'F2', 'customer': 16, 'cost': 492}, {'facility': 'F2', 'customer': 17, 'cost': 319}, {'facility': 'F2', 'customer': 18, 'cost': 622}, {'facility': 'F2', 'customer': 19, 'cost': 732}, {'facility': 'F3', 'customer': 0, 'cost': 896}, {'facility': 'F3', 'customer': 1, 'cost': 985}, {'facility': 'F3', 'customer': 2, 'cost': 363}, {'facility': 'F3', 'customer': 3, 'cost': 720}, {'facility': 'F3', 'customer': 4, 'cost': 822}, {'facility': 'F3', 'customer': 5, 'cost': 415}, {'facility': 'F3', 'customer': 6, 'cost': 47}, {'facility': 'F3', 'customer': 7, 'cost': 469}, {'facility': 'F3', 'customer': 8, 'cost': 22}, {'facility': 'F3', 'customer': 9, 'cost': 307}, {'facility': 'F3', 'customer': 10, 'cost': 314}, {'facility': 'F3', 'customer': 11, 'cost': 322}, {'facility': 'F3', 'customer': 12, 'cost': 616}, {'facility': 'F3', 'customer': 13, 'cost': 870}, {'facility': 'F3', 'customer': 14, 'cost': 771}, {'facility': 'F3', 'customer': 15, 'cost': 575}, {'facility': 'F3', 'customer': 16, 'cost': 580}, {'facility': 'F3', 'customer': 17, 'cost': 713}, {'facility': 'F3', 'customer': 18, 'cost': 402}, {'facility': 'F3', 'customer': 19, 'cost': 729}, {'facility': 'F4', 'customer': 0, 'cost': 439}, {'facility': 'F4', 'customer': 1, 'cost': 204}, {'facility': 'F4', 'customer': 2, 'cost': 761}, {'facility': 'F4', 'customer': 3, 'cost': 80}, {'facility': 'F4', 'customer': 4, 'cost': 775}, {'facility': 'F4', 'customer': 5, 'cost': 907}, {'facility': 'F4', 'customer': 6, 'cost': 254}, {'facility': 'F4', 'customer': 7, 'cost': 27}, {'facility': 'F4', 'customer': 8, 'cost': 605}, {'facility': 'F4', 'customer': 9, 'cost': 231}, {'facility': 'F4', 'customer': 10, 'cost': 7}, {'facility': 'F4', 'customer': 11, 'cost': 561}, {'facility': 'F4', 'customer': 12, 'cost': 677}, {'facility': 'F4', 'customer': 13, 'cost': 806}, {'facility': 'F4', 'customer': 14, 'cost': 332}, {'facility': 'F4', 'customer': 15, 'cost': 718}, {'facility': 'F4', 'customer': 16, 'cost': 664}, {'facility': 'F4', 'customer': 17, 'cost': 231}, {'facility': 'F4', 'customer': 18, 'cost': 708}, {'facility': 'F4', 'customer': 19, 'cost': 112}, {'facility': 'F5', 'customer': 0, 'cost': 741}, {'facility': 'F5', 'customer': 1, 'cost': 858}, {'facility': 'F5', 'customer': 2, 'cost': 775}, {'facility': 'F5', 'customer': 3, 'cost': 208}, {'facility': 'F5', 'customer': 4, 'cost': 186}, {'facility': 'F5', 'customer': 5, 'cost': 86}, {'facility': 'F5', 'customer': 6, 'cost': 739}, {'facility': 'F5', 'customer': 7, 'cost': 280}, {'facility': 'F5', 'customer': 8, 'cost': 138}, {'facility': 'F5', 'customer': 9, 'cost': 652}, {'facility': 'F5', 'customer': 10, 'cost': 309}, {'facility': 'F5', 'customer': 11, 'cost': 359}, {'facility': 'F5', 'customer': 12, 'cost': 541}, {'facility': 'F5', 'customer': 13, 'cost': 967}, {'facility': 'F5', 'customer': 14, 'cost': 90}, {'facility': 'F5', 'customer': 15, 'cost': 407}, {'facility': 'F5', 'customer': 16, 'cost': 941}, {'facility': 'F5', 'customer': 17, 'cost': 894}, {'facility': 'F5', 'customer': 18, 'cost': 149}, {'facility': 'F5', 'customer': 19, 'cost': 624}, {'facility': 'F6', 'customer': 0, 'cost': 935}, {'facility': 'F6', 'customer': 1, 'cost': 799}, {'facility': 'F6', 'customer': 2, 'cost': 481}, {'facility': 'F6', 'customer': 3, 'cost': 840}, {'facility': 'F6', 'customer': 4, 'cost': 400}, {'facility': 'F6', 'customer': 5, 'cost': 882}, {'facility': 'F6', 'customer': 6, 'cost': 175}, {'facility': 'F6', 'customer': 7, 'cost': 949}, {'facility': 'F6', 'customer': 8, 'cost': 613}, {'facility': 'F6', 'customer': 9, 'cost': 508}, {'facility': 'F6', 'customer': 10, 'cost': 544}, {'facility': 'F6', 'customer': 11, 'cost': 182}, {'facility': 'F6', 'customer': 12, 'cost': 110}, {'facility': 'F6', 'customer': 13, 'cost': 430}, {'facility': 'F6', 'customer': 14, 'cost': 943}, {'facility': 'F6', 'customer': 15, 'cost': 688}, {'facility': 'F6', 'customer': 16, 'cost': 659}, {'facility': 'F6', 'customer': 17, 'cost': 268}, {'facility': 'F6', 'customer': 18, 'cost': 358}, {'facility': 'F6', 'customer': 19, 'cost': 819}, {'facility': 'F7', 'customer': 0, 'cost': 479}, {'facility': 'F7', 'customer': 1, 'cost': 106}, {'facility': 'F7', 'customer': 2, 'cost': 222}, {'facility': 'F7', 'customer': 3, 'cost': 913}, {'facility': 'F7', 'customer': 4, 'cost': 595}, {'facility': 'F7', 'customer': 5, 'cost': 453}, {'facility': 'F7', 'customer': 6, 'cost': 510}, {'facility': 'F7', 'customer': 7, 'cost': 229}, {'facility': 'F7', 'customer': 8, 'cost': 646}, {'facility': 'F7', 'customer': 9, 'cost': 148}, {'facility': 'F7', 'customer': 10, 'cost': 606}, {'facility': 'F7', 'customer': 11, 'cost': 244}, {'facility': 'F7', 'customer': 12, 'cost': 243}, {'facility': 'F7', 'customer': 13, 'cost': 577}, {'facility': 'F7', 'customer': 14, 'cost': 462}, {'facility': 'F7', 'customer': 15, 'cost': 397}, {'facility': 'F7', 'customer': 16, 'cost': 887}, {'facility': 'F7', 'customer': 17, 'cost': 512}, {'facility': 'F7', 'customer': 18, 'cost': 484}, {'facility': 'F7', 'customer': 19, 'cost': 70}, {'facility': 'F8', 'customer': 0, 'cost': 825}, {'facility': 'F8', 'customer': 1, 'cost': 151}, {'facility': 'F8', 'customer': 2, 'cost': 712}, {'facility': 'F8', 'customer': 3, 'cost': 751}, {'facility': 'F8', 'customer': 4, 'cost': 774}, {'facility': 'F8', 'customer': 5, 'cost': 264}, {'facility': 'F8', 'customer': 6, 'cost': 167}, {'facility': 'F8', 'customer': 7, 'cost': 515}, {'facility': 'F8', 'customer': 8, 'cost': 463}, {'facility': 'F8', 'customer': 9, 'cost': 379}, {'facility': 'F8', 'customer': 10, 'cost': 782}, {'facility': 'F8', 'customer': 11, 'cost': 655}, {'facility': 'F8', 'customer': 12, 'cost': 940}, {'facility': 'F8', 'customer': 13, 'cost': 626}, {'facility': 'F8', 'customer': 14, 'cost': 736}, {'facility': 'F8', 'customer': 15, 'cost': 50}, {'facility': 'F8', 'customer': 16, 'cost': 497}, {'facility': 'F8', 'customer': 17, 'cost': 200}, {'facility': 'F8', 'customer': 18, 'cost': 484}, {'facility': 'F8', 'customer': 19, 'cost': 904}], 'objective': 11367.0}","{'selected': ['F5'], 'assignments': ['F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5', 'F5']}",47,json,0 UFLP,UFLP,"There’s a fleet logistics puzzle: the company needs to decide which charging sites to enable and then send each parking zone’s vehicles to a single enabled site. Enabling a site isn’t free, and drivers spend time and fuel getting cars from their zones to the assigned site, so the total expense is the sum of the enabling fees plus all those repositioning costs — the aim is to keep that combined expense as low as possible. Each zone needs one and only one destination hub, and a hub can accept unlimited zones. The concrete instance details are listed below. For this instance there are 8 candidate charging hubs, 20 parking zones, and the hub enabling fees are 2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000. Candidate hub F1 has an enabling fee of 2000. Candidate hub F2 has an enabling fee of 2000. Candidate hub F3 has an enabling fee of 2000. Candidate hub F4 has an enabling fee of 2000. Candidate hub F5 has an enabling fee of 2000. Candidate hub F6 has an enabling fee of 2000. Candidate hub F7 has an enabling fee of 2000. Candidate hub F8 has an enabling fee of 2000. Assigning parking zone 0 to hub F1 incurs a repositioning cost of 988. Assigning parking zone 1 to hub F1 incurs a repositioning cost of 766. Assigning parking zone 2 to hub F1 incurs a repositioning cost of 589. Assigning parking zone 3 to hub F1 incurs a repositioning cost of 867. Assigning parking zone 4 to hub F1 incurs a repositioning cost of 636. Assigning parking zone 5 to hub F1 incurs a repositioning cost of 402. Assigning parking zone 6 to hub F1 incurs a repositioning cost of 478. Assigning parking zone 7 to hub F1 incurs a repositioning cost of 991. Assigning parking zone 8 to hub F1 incurs a repositioning cost of 883. Assigning parking zone 9 to hub F1 incurs a repositioning cost of 880. Assigning parking zone 10 to hub F1 incurs a repositioning cost of 56. Assigning parking zone 11 to hub F1 incurs a repositioning cost of 359. Assigning parking zone 12 to hub F1 incurs a repositioning cost of 577. Assigning parking zone 13 to hub F1 incurs a repositioning cost of 820. Assigning parking zone 14 to hub F1 incurs a repositioning cost of 758. Assigning parking zone 15 to hub F1 incurs a repositioning cost of 72. Assigning parking zone 16 to hub F1 incurs a repositioning cost of 762. Assigning parking zone 17 to hub F1 incurs a repositioning cost of 714. Assigning parking zone 18 to hub F1 incurs a repositioning cost of 416. Assigning parking zone 19 to hub F1 incurs a repositioning cost of 388. Assigning parking zone 0 to hub F2 incurs a repositioning cost of 938. Assigning parking zone 1 to hub F2 incurs a repositioning cost of 536. Assigning parking zone 2 to hub F2 incurs a repositioning cost of 380. Assigning parking zone 3 to hub F2 incurs a repositioning cost of 804. Assigning parking zone 4 to hub F2 incurs a repositioning cost of 444. Assigning parking zone 5 to hub F2 incurs a repositioning cost of 953. Assigning parking zone 6 to hub F2 incurs a repositioning cost of 338. Assigning parking zone 7 to hub F2 incurs a repositioning cost of 226. Assigning parking zone 8 to hub F2 incurs a repositioning cost of 905. Assigning parking zone 9 to hub F2 incurs a repositioning cost of 307. Assigning parking zone 10 to hub F2 incurs a repositioning cost of 374. Assigning parking zone 11 to hub F2 incurs a repositioning cost of 897. Assigning parking zone 12 to hub F2 incurs a repositioning cost of 173. Assigning parking zone 13 to hub F2 incurs a repositioning cost of 88. Assigning parking zone 14 to hub F2 incurs a repositioning cost of 465. Assigning parking zone 15 to hub F2 incurs a repositioning cost of 907. Assigning parking zone 16 to hub F2 incurs a repositioning cost of 900. Assigning parking zone 17 to hub F2 incurs a repositioning cost of 119. Assigning parking zone 18 to hub F2 incurs a repositioning cost of 817. Assigning parking zone 19 to hub F2 incurs a repositioning cost of 308. Assigning parking zone 0 to hub F3 incurs a repositioning cost of 663. Assigning parking zone 1 to hub F3 incurs a repositioning cost of 162. Assigning parking zone 2 to hub F3 incurs a repositioning cost of 613. Assigning parking zone 3 to hub F3 incurs a repositioning cost of 928. Assigning parking zone 4 to hub F3 incurs a repositioning cost of 183. Assigning parking zone 5 to hub F3 incurs a repositioning cost of 638. Assigning parking zone 6 to hub F3 incurs a repositioning cost of 828. Assigning parking zone 7 to hub F3 incurs a repositioning cost of 808. Assigning parking zone 8 to hub F3 incurs a repositioning cost of 330. Assigning parking zone 9 to hub F3 incurs a repositioning cost of 457. Assigning parking zone 10 to hub F3 incurs a repositioning cost of 175. Assigning parking zone 11 to hub F3 incurs a repositioning cost of 997. Assigning parking zone 12 to hub F3 incurs a repositioning cost of 673. Assigning parking zone 13 to hub F3 incurs a repositioning cost of 793. Assigning parking zone 14 to hub F3 incurs a repositioning cost of 228. Assigning parking zone 15 to hub F3 incurs a repositioning cost of 886. Assigning parking zone 16 to hub F3 incurs a repositioning cost of 293. Assigning parking zone 17 to hub F3 incurs a repositioning cost of 854. Assigning parking zone 18 to hub F3 incurs a repositioning cost of 933. Assigning parking zone 19 to hub F3 incurs a repositioning cost of 413. Assigning parking zone 0 to hub F4 incurs a repositioning cost of 742. Assigning parking zone 1 to hub F4 incurs a repositioning cost of 818. Assigning parking zone 2 to hub F4 incurs a repositioning cost of 465. Assigning parking zone 3 to hub F4 incurs a repositioning cost of 703. Assigning parking zone 4 to hub F4 incurs a repositioning cost of 934. Assigning parking zone 5 to hub F4 incurs a repositioning cost of 873. Assigning parking zone 6 to hub F4 incurs a repositioning cost of 603. Assigning parking zone 7 to hub F4 incurs a repositioning cost of 802. Assigning parking zone 8 to hub F4 incurs a repositioning cost of 946. Assigning parking zone 9 to hub F4 incurs a repositioning cost of 297. Assigning parking zone 10 to hub F4 incurs a repositioning cost of 837. Assigning parking zone 11 to hub F4 incurs a repositioning cost of 492. Assigning parking zone 12 to hub F4 incurs a repositioning cost of 145. Assigning parking zone 13 to hub F4 incurs a repositioning cost of 285. Assigning parking zone 14 to hub F4 incurs a repositioning cost of 219. Assigning parking zone 15 to hub F4 incurs a repositioning cost of 543. Assigning parking zone 16 to hub F4 incurs a repositioning cost of 313. Assigning parking zone 17 to hub F4 incurs a repositioning cost of 608. Assigning parking zone 18 to hub F4 incurs a repositioning cost of 56. Assigning parking zone 19 to hub F4 incurs a repositioning cost of 229. Assigning parking zone 0 to hub F5 incurs a repositioning cost of 858. Assigning parking zone 1 to hub F5 incurs a repositioning cost of 369. Assigning parking zone 2 to hub F5 incurs a repositioning cost of 637. Assigning parking zone 3 to hub F5 incurs a repositioning cost of 112. Assigning parking zone 4 to hub F5 incurs a repositioning cost of 612. Assigning parking zone 5 to hub F5 incurs a repositioning cost of 610. Assigning parking zone 6 to hub F5 incurs a repositioning cost of 896. Assigning parking zone 7 to hub F5 incurs a repositioning cost of 770. Assigning parking zone 8 to hub F5 incurs a repositioning cost of 920. Assigning parking zone 9 to hub F5 incurs a repositioning cost of 268. Assigning parking zone 10 to hub F5 incurs a repositioning cost of 470. Assigning parking zone 11 to hub F5 incurs a repositioning cost of 219. Assigning parking zone 12 to hub F5 incurs a repositioning cost of 179. Assigning parking zone 13 to hub F5 incurs a repositioning cost of 999. Assigning parking zone 14 to hub F5 incurs a repositioning cost of 632. Assigning parking zone 15 to hub F5 incurs a repositioning cost of 887. Assigning parking zone 16 to hub F5 incurs a repositioning cost of 865. Assigning parking zone 17 to hub F5 incurs a repositioning cost of 264. Assigning parking zone 18 to hub F5 incurs a repositioning cost of 47. Assigning parking zone 19 to hub F5 incurs a repositioning cost of 797. Assigning parking zone 0 to hub F6 incurs a repositioning cost of 652. Assigning parking zone 1 to hub F6 incurs a repositioning cost of 266. Assigning parking zone 2 to hub F6 incurs a repositioning cost of 122. Assigning parking zone 3 to hub F6 incurs a repositioning cost of 479. Assigning parking zone 4 to hub F6 incurs a repositioning cost of 579. Assigning parking zone 5 to hub F6 incurs a repositioning cost of 156. Assigning parking zone 6 to hub F6 incurs a repositioning cost of 535. Assigning parking zone 7 to hub F6 incurs a repositioning cost of 102. Assigning parking zone 8 to hub F6 incurs a repositioning cost of 585. Assigning parking zone 9 to hub F6 incurs a repositioning cost of 959. Assigning parking zone 10 to hub F6 incurs a repositioning cost of 240. Assigning parking zone 11 to hub F6 incurs a repositioning cost of 10. Assigning parking zone 12 to hub F6 incurs a repositioning cost of 946. Assigning parking zone 13 to hub F6 incurs a repositioning cost of 205. Assigning parking zone 14 to hub F6 incurs a repositioning cost of 933. Assigning parking zone 15 to hub F6 incurs a repositioning cost of 153. Assigning parking zone 16 to hub F6 incurs a repositioning cost of 977. Assigning parking zone 17 to hub F6 incurs a repositioning cost of 77. Assigning parking zone 18 to hub F6 incurs a repositioning cost of 118. Assigning parking zone 19 to hub F6 incurs a repositioning cost of 678. Assigning parking zone 0 to hub F7 incurs a repositioning cost of 931. Assigning parking zone 1 to hub F7 incurs a repositioning cost of 80. Assigning parking zone 2 to hub F7 incurs a repositioning cost of 427. Assigning parking zone 3 to hub F7 incurs a repositioning cost of 78. Assigning parking zone 4 to hub F7 incurs a repositioning cost of 924. Assigning parking zone 5 to hub F7 incurs a repositioning cost of 860. Assigning parking zone 6 to hub F7 incurs a repositioning cost of 477. Assigning parking zone 7 to hub F7 incurs a repositioning cost of 984. Assigning parking zone 8 to hub F7 incurs a repositioning cost of 269. Assigning parking zone 9 to hub F7 incurs a repositioning cost of 295. Assigning parking zone 10 to hub F7 incurs a repositioning cost of 154. Assigning parking zone 11 to hub F7 incurs a repositioning cost of 344. Assigning parking zone 12 to hub F7 incurs a repositioning cost of 196. Assigning parking zone 13 to hub F7 incurs a repositioning cost of 927. Assigning parking zone 14 to hub F7 incurs a repositioning cost of 460. Assigning parking zone 15 to hub F7 incurs a repositioning cost of 552. Assigning parking zone 16 to hub F7 incurs a repositioning cost of 500. Assigning parking zone 17 to hub F7 incurs a repositioning cost of 989. Assigning parking zone 18 to hub F7 incurs a repositioning cost of 756. Assigning parking zone 19 to hub F7 incurs a repositioning cost of 847. Assigning parking zone 0 to hub F8 incurs a repositioning cost of 730. Assigning parking zone 1 to hub F8 incurs a repositioning cost of 601. Assigning parking zone 2 to hub F8 incurs a repositioning cost of 876. Assigning parking zone 3 to hub F8 incurs a repositioning cost of 0. Assigning parking zone 4 to hub F8 incurs a repositioning cost of 90. Assigning parking zone 5 to hub F8 incurs a repositioning cost of 897. Assigning parking zone 6 to hub F8 incurs a repositioning cost of 432. Assigning parking zone 7 to hub F8 incurs a repositioning cost of 280. Assigning parking zone 8 to hub F8 incurs a repositioning cost of 252. Assigning parking zone 9 to hub F8 incurs a repositioning cost of 478. Assigning parking zone 10 to hub F8 incurs a repositioning cost of 169. Assigning parking zone 11 to hub F8 incurs a repositioning cost of 541. Assigning parking zone 12 to hub F8 incurs a repositioning cost of 154. Assigning parking zone 13 to hub F8 incurs a repositioning cost of 664. Assigning parking zone 14 to hub F8 incurs a repositioning cost of 497. Assigning parking zone 15 to hub F8 incurs a repositioning cost of 534. Assigning parking zone 16 to hub F8 incurs a repositioning cost of 211. Assigning parking zone 17 to hub F8 incurs a repositioning cost of 585. Assigning parking zone 18 to hub F8 incurs a repositioning cost of 877. Assigning parking zone 19 to hub F8 incurs a repositioning cost of 739. The aim is to keep the combined enabling fees and repositioning costs as low as possible when choosing which hubs to enable and how to assign each zone. Oh, and when you send the answer back, just follow this simple JSON shape so I can read it easily: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } This only sketches the format I'm expecting: ""selected"" is where you list the sites you decide to enable, and ""assignments"" is a list (one entry per parking zone, in the same order as the instance) saying which enabled site that zone uses. Pretty informal — think of it like filling out a short form, not a full report. Please use the exact identifiers from the instance input when you fill those placeholders — do not rename them or invent new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000], 'connection_costs': [[988, 766, 589, 867, 636, 402, 478, 991, 883, 880, 56, 359, 577, 820, 758, 72, 762, 714, 416, 388], [938, 536, 380, 804, 444, 953, 338, 226, 905, 307, 374, 897, 173, 88, 465, 907, 900, 119, 817, 308], [663, 162, 613, 928, 183, 638, 828, 808, 330, 457, 175, 997, 673, 793, 228, 886, 293, 854, 933, 413], [742, 818, 465, 703, 934, 873, 603, 802, 946, 297, 837, 492, 145, 285, 219, 543, 313, 608, 56, 229], [858, 369, 637, 112, 612, 610, 896, 770, 920, 268, 470, 219, 179, 999, 632, 887, 865, 264, 47, 797], [652, 266, 122, 479, 579, 156, 535, 102, 585, 959, 240, 10, 946, 205, 933, 153, 977, 77, 118, 678], [931, 80, 427, 78, 924, 860, 477, 984, 269, 295, 154, 344, 196, 927, 460, 552, 500, 989, 756, 847], [730, 601, 876, 0, 90, 897, 432, 280, 252, 478, 169, 541, 154, 664, 497, 534, 211, 585, 877, 739]], 'objective': 8822.0}","{'open_facilities': [5, 7], 'assignments': [5, 5, 5, 7, 7, 5, 7, 5, 7, 7, 7, 5, 7, 5, 7, 5, 7, 5, 5, 5]}",8822.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 20, 'facilities': [{'id': 'F1', 'opening_cost': 2000}, {'id': 'F2', 'opening_cost': 2000}, {'id': 'F3', 'opening_cost': 2000}, {'id': 'F4', 'opening_cost': 2000}, {'id': 'F5', 'opening_cost': 2000}, {'id': 'F6', 'opening_cost': 2000}, {'id': 'F7', 'opening_cost': 2000}, {'id': 'F8', 'opening_cost': 2000}], 'customers': [{'id': 0}, {'id': 1}, {'id': 2}, {'id': 3}, {'id': 4}, {'id': 5}, {'id': 6}, {'id': 7}, {'id': 8}, {'id': 9}, {'id': 10}, {'id': 11}, {'id': 12}, {'id': 13}, {'id': 14}, {'id': 15}, {'id': 16}, {'id': 17}, {'id': 18}, {'id': 19}], 'connection_costs': [{'facility': 'F1', 'customer': 0, 'cost': 988}, {'facility': 'F1', 'customer': 1, 'cost': 766}, {'facility': 'F1', 'customer': 2, 'cost': 589}, {'facility': 'F1', 'customer': 3, 'cost': 867}, {'facility': 'F1', 'customer': 4, 'cost': 636}, {'facility': 'F1', 'customer': 5, 'cost': 402}, {'facility': 'F1', 'customer': 6, 'cost': 478}, {'facility': 'F1', 'customer': 7, 'cost': 991}, {'facility': 'F1', 'customer': 8, 'cost': 883}, {'facility': 'F1', 'customer': 9, 'cost': 880}, {'facility': 'F1', 'customer': 10, 'cost': 56}, {'facility': 'F1', 'customer': 11, 'cost': 359}, {'facility': 'F1', 'customer': 12, 'cost': 577}, {'facility': 'F1', 'customer': 13, 'cost': 820}, {'facility': 'F1', 'customer': 14, 'cost': 758}, {'facility': 'F1', 'customer': 15, 'cost': 72}, {'facility': 'F1', 'customer': 16, 'cost': 762}, {'facility': 'F1', 'customer': 17, 'cost': 714}, {'facility': 'F1', 'customer': 18, 'cost': 416}, {'facility': 'F1', 'customer': 19, 'cost': 388}, {'facility': 'F2', 'customer': 0, 'cost': 938}, {'facility': 'F2', 'customer': 1, 'cost': 536}, {'facility': 'F2', 'customer': 2, 'cost': 380}, {'facility': 'F2', 'customer': 3, 'cost': 804}, {'facility': 'F2', 'customer': 4, 'cost': 444}, {'facility': 'F2', 'customer': 5, 'cost': 953}, {'facility': 'F2', 'customer': 6, 'cost': 338}, {'facility': 'F2', 'customer': 7, 'cost': 226}, {'facility': 'F2', 'customer': 8, 'cost': 905}, {'facility': 'F2', 'customer': 9, 'cost': 307}, {'facility': 'F2', 'customer': 10, 'cost': 374}, {'facility': 'F2', 'customer': 11, 'cost': 897}, {'facility': 'F2', 'customer': 12, 'cost': 173}, {'facility': 'F2', 'customer': 13, 'cost': 88}, {'facility': 'F2', 'customer': 14, 'cost': 465}, {'facility': 'F2', 'customer': 15, 'cost': 907}, {'facility': 'F2', 'customer': 16, 'cost': 900}, {'facility': 'F2', 'customer': 17, 'cost': 119}, {'facility': 'F2', 'customer': 18, 'cost': 817}, {'facility': 'F2', 'customer': 19, 'cost': 308}, {'facility': 'F3', 'customer': 0, 'cost': 663}, {'facility': 'F3', 'customer': 1, 'cost': 162}, {'facility': 'F3', 'customer': 2, 'cost': 613}, {'facility': 'F3', 'customer': 3, 'cost': 928}, {'facility': 'F3', 'customer': 4, 'cost': 183}, {'facility': 'F3', 'customer': 5, 'cost': 638}, {'facility': 'F3', 'customer': 6, 'cost': 828}, {'facility': 'F3', 'customer': 7, 'cost': 808}, {'facility': 'F3', 'customer': 8, 'cost': 330}, {'facility': 'F3', 'customer': 9, 'cost': 457}, {'facility': 'F3', 'customer': 10, 'cost': 175}, {'facility': 'F3', 'customer': 11, 'cost': 997}, {'facility': 'F3', 'customer': 12, 'cost': 673}, {'facility': 'F3', 'customer': 13, 'cost': 793}, {'facility': 'F3', 'customer': 14, 'cost': 228}, {'facility': 'F3', 'customer': 15, 'cost': 886}, {'facility': 'F3', 'customer': 16, 'cost': 293}, {'facility': 'F3', 'customer': 17, 'cost': 854}, {'facility': 'F3', 'customer': 18, 'cost': 933}, {'facility': 'F3', 'customer': 19, 'cost': 413}, {'facility': 'F4', 'customer': 0, 'cost': 742}, {'facility': 'F4', 'customer': 1, 'cost': 818}, {'facility': 'F4', 'customer': 2, 'cost': 465}, {'facility': 'F4', 'customer': 3, 'cost': 703}, {'facility': 'F4', 'customer': 4, 'cost': 934}, {'facility': 'F4', 'customer': 5, 'cost': 873}, {'facility': 'F4', 'customer': 6, 'cost': 603}, {'facility': 'F4', 'customer': 7, 'cost': 802}, {'facility': 'F4', 'customer': 8, 'cost': 946}, {'facility': 'F4', 'customer': 9, 'cost': 297}, {'facility': 'F4', 'customer': 10, 'cost': 837}, {'facility': 'F4', 'customer': 11, 'cost': 492}, {'facility': 'F4', 'customer': 12, 'cost': 145}, {'facility': 'F4', 'customer': 13, 'cost': 285}, {'facility': 'F4', 'customer': 14, 'cost': 219}, {'facility': 'F4', 'customer': 15, 'cost': 543}, {'facility': 'F4', 'customer': 16, 'cost': 313}, {'facility': 'F4', 'customer': 17, 'cost': 608}, {'facility': 'F4', 'customer': 18, 'cost': 56}, {'facility': 'F4', 'customer': 19, 'cost': 229}, {'facility': 'F5', 'customer': 0, 'cost': 858}, {'facility': 'F5', 'customer': 1, 'cost': 369}, {'facility': 'F5', 'customer': 2, 'cost': 637}, {'facility': 'F5', 'customer': 3, 'cost': 112}, {'facility': 'F5', 'customer': 4, 'cost': 612}, {'facility': 'F5', 'customer': 5, 'cost': 610}, {'facility': 'F5', 'customer': 6, 'cost': 896}, {'facility': 'F5', 'customer': 7, 'cost': 770}, {'facility': 'F5', 'customer': 8, 'cost': 920}, {'facility': 'F5', 'customer': 9, 'cost': 268}, {'facility': 'F5', 'customer': 10, 'cost': 470}, {'facility': 'F5', 'customer': 11, 'cost': 219}, {'facility': 'F5', 'customer': 12, 'cost': 179}, {'facility': 'F5', 'customer': 13, 'cost': 999}, {'facility': 'F5', 'customer': 14, 'cost': 632}, {'facility': 'F5', 'customer': 15, 'cost': 887}, {'facility': 'F5', 'customer': 16, 'cost': 865}, {'facility': 'F5', 'customer': 17, 'cost': 264}, {'facility': 'F5', 'customer': 18, 'cost': 47}, {'facility': 'F5', 'customer': 19, 'cost': 797}, {'facility': 'F6', 'customer': 0, 'cost': 652}, {'facility': 'F6', 'customer': 1, 'cost': 266}, {'facility': 'F6', 'customer': 2, 'cost': 122}, {'facility': 'F6', 'customer': 3, 'cost': 479}, {'facility': 'F6', 'customer': 4, 'cost': 579}, {'facility': 'F6', 'customer': 5, 'cost': 156}, {'facility': 'F6', 'customer': 6, 'cost': 535}, {'facility': 'F6', 'customer': 7, 'cost': 102}, {'facility': 'F6', 'customer': 8, 'cost': 585}, {'facility': 'F6', 'customer': 9, 'cost': 959}, {'facility': 'F6', 'customer': 10, 'cost': 240}, {'facility': 'F6', 'customer': 11, 'cost': 10}, {'facility': 'F6', 'customer': 12, 'cost': 946}, {'facility': 'F6', 'customer': 13, 'cost': 205}, {'facility': 'F6', 'customer': 14, 'cost': 933}, {'facility': 'F6', 'customer': 15, 'cost': 153}, {'facility': 'F6', 'customer': 16, 'cost': 977}, {'facility': 'F6', 'customer': 17, 'cost': 77}, {'facility': 'F6', 'customer': 18, 'cost': 118}, {'facility': 'F6', 'customer': 19, 'cost': 678}, {'facility': 'F7', 'customer': 0, 'cost': 931}, {'facility': 'F7', 'customer': 1, 'cost': 80}, {'facility': 'F7', 'customer': 2, 'cost': 427}, {'facility': 'F7', 'customer': 3, 'cost': 78}, {'facility': 'F7', 'customer': 4, 'cost': 924}, {'facility': 'F7', 'customer': 5, 'cost': 860}, {'facility': 'F7', 'customer': 6, 'cost': 477}, {'facility': 'F7', 'customer': 7, 'cost': 984}, {'facility': 'F7', 'customer': 8, 'cost': 269}, {'facility': 'F7', 'customer': 9, 'cost': 295}, {'facility': 'F7', 'customer': 10, 'cost': 154}, {'facility': 'F7', 'customer': 11, 'cost': 344}, {'facility': 'F7', 'customer': 12, 'cost': 196}, {'facility': 'F7', 'customer': 13, 'cost': 927}, {'facility': 'F7', 'customer': 14, 'cost': 460}, {'facility': 'F7', 'customer': 15, 'cost': 552}, {'facility': 'F7', 'customer': 16, 'cost': 500}, {'facility': 'F7', 'customer': 17, 'cost': 989}, {'facility': 'F7', 'customer': 18, 'cost': 756}, {'facility': 'F7', 'customer': 19, 'cost': 847}, {'facility': 'F8', 'customer': 0, 'cost': 730}, {'facility': 'F8', 'customer': 1, 'cost': 601}, {'facility': 'F8', 'customer': 2, 'cost': 876}, {'facility': 'F8', 'customer': 3, 'cost': 0}, {'facility': 'F8', 'customer': 4, 'cost': 90}, {'facility': 'F8', 'customer': 5, 'cost': 897}, {'facility': 'F8', 'customer': 6, 'cost': 432}, {'facility': 'F8', 'customer': 7, 'cost': 280}, {'facility': 'F8', 'customer': 8, 'cost': 252}, {'facility': 'F8', 'customer': 9, 'cost': 478}, {'facility': 'F8', 'customer': 10, 'cost': 169}, {'facility': 'F8', 'customer': 11, 'cost': 541}, {'facility': 'F8', 'customer': 12, 'cost': 154}, {'facility': 'F8', 'customer': 13, 'cost': 664}, {'facility': 'F8', 'customer': 14, 'cost': 497}, {'facility': 'F8', 'customer': 15, 'cost': 534}, {'facility': 'F8', 'customer': 16, 'cost': 211}, {'facility': 'F8', 'customer': 17, 'cost': 585}, {'facility': 'F8', 'customer': 18, 'cost': 877}, {'facility': 'F8', 'customer': 19, 'cost': 739}], 'objective': 8822.0}","{'selected': ['F6', 'F8'], 'assignments': ['F6', 'F6', 'F6', 'F8', 'F8', 'F6', 'F8', 'F6', 'F8', 'F8', 'F8', 'F6', 'F8', 'F6', 'F8', 'F6', 'F8', 'F6', 'F6', 'F6']}",48,nl,0 UFLP,UFLP,"In our town’s relief planning, the team will choose which clothing distribution centers to activate and then allocate each shelter to one of those active centers. It’s important that every shelter is assigned to exactly one open center — no shelter can be left out or be assigned to multiple centers. The goal is to minimize the total outlay: sum the opening costs of the centers that are opened and the transportation costs for all shelter assignments. The concrete numbers and locations are listed below. There are 9 candidate centers and 18 shelters; the opening costs for the centers are 1375, 1880, 1379, 1550, 1295, 1839, 1888, 1561, 1761. Candidate center F1 has an opening cost of 1375. Candidate center F2 has an opening cost of 1880. Candidate center F3 has an opening cost of 1379. Candidate center F4 has an opening cost of 1550. Candidate center F5 has an opening cost of 1295. Candidate center F6 has an opening cost of 1839. Candidate center F7 has an opening cost of 1888. Candidate center F8 has an opening cost of 1561. Candidate center F9 has an opening cost of 1761. If shelter A is served from center F1, the transportation cost is 79. If shelter B is served from center F1, the transportation cost is 311. If shelter C is served from center F1, the transportation cost is 660. If shelter D is served from center F1, the transportation cost is 532. If shelter E is served from center F1, the transportation cost is 249. If shelter F is served from center F1, the transportation cost is 117. If shelter G is served from center F1, the transportation cost is 420. If shelter H is served from center F1, the transportation cost is 554. If shelter I is served from center F1, the transportation cost is 238. If shelter J is served from center F1, the transportation cost is 355. If shelter K is served from center F1, the transportation cost is 186. If shelter L is served from center F1, the transportation cost is 903. If shelter M is served from center F1, the transportation cost is 365. If shelter N is served from center F1, the transportation cost is 89. If shelter O is served from center F1, the transportation cost is 636. If shelter P is served from center F1, the transportation cost is 169. If shelter Q is served from center F1, the transportation cost is 209. If shelter R is served from center F1, the transportation cost is 594. If shelter A is served from center F2, the transportation cost is 365. If shelter B is served from center F2, the transportation cost is 87. If shelter C is served from center F2, the transportation cost is 626. If shelter D is served from center F2, the transportation cost is 565. If shelter E is served from center F2, the transportation cost is 671. If shelter F is served from center F2, the transportation cost is 284. If shelter G is served from center F2, the transportation cost is 920. If shelter H is served from center F2, the transportation cost is 870. If shelter I is served from center F2, the transportation cost is 977. If shelter J is served from center F2, the transportation cost is 570. If shelter K is served from center F2, the transportation cost is 687. If shelter L is served from center F2, the transportation cost is 970. If shelter M is served from center F2, the transportation cost is 506. If shelter N is served from center F2, the transportation cost is 371. If shelter O is served from center F2, the transportation cost is 697. If shelter P is served from center F2, the transportation cost is 735. If shelter Q is served from center F2, the transportation cost is 202. If shelter R is served from center F2, the transportation cost is 328. If shelter A is served from center F3, the transportation cost is 168. If shelter B is served from center F3, the transportation cost is 143. If shelter C is served from center F3, the transportation cost is 504. If shelter D is served from center F3, the transportation cost is 603. If shelter E is served from center F3, the transportation cost is 200. If shelter F is served from center F3, the transportation cost is 880. If shelter G is served from center F3, the transportation cost is 453. If shelter H is served from center F3, the transportation cost is 575. If shelter I is served from center F3, the transportation cost is 694. If shelter J is served from center F3, the transportation cost is 565. If shelter K is served from center F3, the transportation cost is 895. If shelter L is served from center F3, the transportation cost is 432. If shelter M is served from center F3, the transportation cost is 228. If shelter N is served from center F3, the transportation cost is 171. If shelter O is served from center F3, the transportation cost is 838. If shelter P is served from center F3, the transportation cost is 628. If shelter Q is served from center F3, the transportation cost is 327. If shelter R is served from center F3, the transportation cost is 473. If shelter A is served from center F4, the transportation cost is 653. If shelter B is served from center F4, the transportation cost is 421. If shelter C is served from center F4, the transportation cost is 558. If shelter D is served from center F4, the transportation cost is 448. If shelter E is served from center F4, the transportation cost is 429. If shelter F is served from center F4, the transportation cost is 568. If shelter G is served from center F4, the transportation cost is 1. If shelter H is served from center F4, the transportation cost is 771. If shelter I is served from center F4, the transportation cost is 985. If shelter J is served from center F4, the transportation cost is 197. If shelter K is served from center F4, the transportation cost is 781. If shelter L is served from center F4, the transportation cost is 476. If shelter M is served from center F4, the transportation cost is 627. If shelter N is served from center F4, the transportation cost is 787. If shelter O is served from center F4, the transportation cost is 713. If shelter P is served from center F4, the transportation cost is 970. If shelter Q is served from center F4, the transportation cost is 47. If shelter R is served from center F4, the transportation cost is 625. If shelter A is served from center F5, the transportation cost is 231. If shelter B is served from center F5, the transportation cost is 720. If shelter C is served from center F5, the transportation cost is 619. If shelter D is served from center F5, the transportation cost is 821. If shelter E is served from center F5, the transportation cost is 294. If shelter F is served from center F5, the transportation cost is 601. If shelter G is served from center F5, the transportation cost is 934. If shelter H is served from center F5, the transportation cost is 573. If shelter I is served from center F5, the transportation cost is 326. If shelter J is served from center F5, the transportation cost is 892. If shelter K is served from center F5, the transportation cost is 539. If shelter L is served from center F5, the transportation cost is 256. If shelter M is served from center F5, the transportation cost is 498. If shelter N is served from center F5, the transportation cost is 341. If shelter O is served from center F5, the transportation cost is 381. If shelter P is served from center F5, the transportation cost is 546. If shelter Q is served from center F5, the transportation cost is 4. If shelter R is served from center F5, the transportation cost is 634. If shelter A is served from center F6, the transportation cost is 769. If shelter B is served from center F6, the transportation cost is 279. If shelter C is served from center F6, the transportation cost is 650. If shelter D is served from center F6, the transportation cost is 466. If shelter E is served from center F6, the transportation cost is 409. If shelter F is served from center F6, the transportation cost is 563. If shelter G is served from center F6, the transportation cost is 767. If shelter H is served from center F6, the transportation cost is 292. If shelter I is served from center F6, the transportation cost is 820. If shelter J is served from center F6, the transportation cost is 962. If shelter K is served from center F6, the transportation cost is 604. If shelter L is served from center F6, the transportation cost is 447. If shelter M is served from center F6, the transportation cost is 652. If shelter N is served from center F6, the transportation cost is 437. If shelter O is served from center F6, the transportation cost is 801. If shelter P is served from center F6, the transportation cost is 8. If shelter Q is served from center F6, the transportation cost is 185. If shelter R is served from center F6, the transportation cost is 718. If shelter A is served from center F7, the transportation cost is 17. If shelter B is served from center F7, the transportation cost is 918. If shelter C is served from center F7, the transportation cost is 700. If shelter D is served from center F7, the transportation cost is 407. If shelter E is served from center F7, the transportation cost is 534. If shelter F is served from center F7, the transportation cost is 376. If shelter G is served from center F7, the transportation cost is 231. If shelter H is served from center F7, the transportation cost is 925. If shelter I is served from center F7, the transportation cost is 387. If shelter J is served from center F7, the transportation cost is 858. If shelter K is served from center F7, the transportation cost is 567. If shelter L is served from center F7, the transportation cost is 561. If shelter M is served from center F7, the transportation cost is 824. If shelter N is served from center F7, the transportation cost is 508. If shelter O is served from center F7, the transportation cost is 882. If shelter P is served from center F7, the transportation cost is 28. If shelter Q is served from center F7, the transportation cost is 994. If shelter R is served from center F7, the transportation cost is 226. If shelter A is served from center F8, the transportation cost is 750. If shelter B is served from center F8, the transportation cost is 165. If shelter C is served from center F8, the transportation cost is 177. If shelter D is served from center F8, the transportation cost is 154. If shelter E is served from center F8, the transportation cost is 717. If shelter F is served from center F8, the transportation cost is 615. If shelter G is served from center F8, the transportation cost is 179. If shelter H is served from center F8, the transportation cost is 560. If shelter I is served from center F8, the transportation cost is 169. If shelter J is served from center F8, the transportation cost is 530. If shelter K is served from center F8, the transportation cost is 340. If shelter L is served from center F8, the transportation cost is 345. If shelter M is served from center F8, the transportation cost is 891. If shelter N is served from center F8, the transportation cost is 664. If shelter O is served from center F8, the transportation cost is 215. If shelter P is served from center F8, the transportation cost is 497. If shelter Q is served from center F8, the transportation cost is 606. If shelter R is served from center F8, the transportation cost is 338. If shelter A is served from center F9, the transportation cost is 701. If shelter B is served from center F9, the transportation cost is 56. If shelter C is served from center F9, the transportation cost is 951. If shelter D is served from center F9, the transportation cost is 742. If shelter E is served from center F9, the transportation cost is 590. If shelter F is served from center F9, the transportation cost is 932. If shelter G is served from center F9, the transportation cost is 257. If shelter H is served from center F9, the transportation cost is 104. If shelter I is served from center F9, the transportation cost is 130. If shelter J is served from center F9, the transportation cost is 181. If shelter K is served from center F9, the transportation cost is 277. If shelter L is served from center F9, the transportation cost is 798. If shelter M is served from center F9, the transportation cost is 444. If shelter N is served from center F9, the transportation cost is 906. If shelter O is served from center F9, the transportation cost is 187. If shelter P is served from center F9, the transportation cost is 980. If shelter Q is served from center F9, the transportation cost is 994. If shelter R is served from center F9, the transportation cost is 284. The team will use these entries to evaluate and then minimize the combined opening and transportation costs. Also, please send your answer using a simple JSON shape so it's easy to read and check. Here's the structure I expect: { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } ""selected"" is where you list which distribution centers you decide to activate. ""assignments"" is a list that, for each shelter in order, names the open center that shelter will use. Think of the JSON as a little form — a sketch of the expected shape, not the actual final choices. One more thing: use the exact identifiers from the instance input — do not rename them or invent new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [1375, 1880, 1379, 1550, 1295, 1839, 1888, 1561, 1761], 'connection_costs': [[79, 311, 660, 532, 249, 117, 420, 554, 238, 355, 186, 903, 365, 89, 636, 169, 209, 594], [365, 87, 626, 565, 671, 284, 920, 870, 977, 570, 687, 970, 506, 371, 697, 735, 202, 328], [168, 143, 504, 603, 200, 880, 453, 575, 694, 565, 895, 432, 228, 171, 838, 628, 327, 473], [653, 421, 558, 448, 429, 568, 1, 771, 985, 197, 781, 476, 627, 787, 713, 970, 47, 625], [231, 720, 619, 821, 294, 601, 934, 573, 326, 892, 539, 256, 498, 341, 381, 546, 4, 634], [769, 279, 650, 466, 409, 563, 767, 292, 820, 962, 604, 447, 652, 437, 801, 8, 185, 718], [17, 918, 700, 407, 534, 376, 231, 925, 387, 858, 567, 561, 824, 508, 882, 28, 994, 226], [750, 165, 177, 154, 717, 615, 179, 560, 169, 530, 340, 345, 891, 664, 215, 497, 606, 338], [701, 56, 951, 742, 590, 932, 257, 104, 130, 181, 277, 798, 444, 906, 187, 980, 994, 284]], 'objective': 7050.0}","{'open_facilities': [0, 7], 'assignments': [0, 7, 7, 7, 0, 0, 7, 0, 7, 0, 0, 7, 0, 0, 7, 0, 0, 7]}",7050.0,"{'problem_type': 'UFLP', 'num_facilities': 9, 'num_customers': 18, 'facilities': [{'id': 'F1', 'opening_cost': 1375}, {'id': 'F2', 'opening_cost': 1880}, {'id': 'F3', 'opening_cost': 1379}, {'id': 'F4', 'opening_cost': 1550}, {'id': 'F5', 'opening_cost': 1295}, {'id': 'F6', 'opening_cost': 1839}, {'id': 'F7', 'opening_cost': 1888}, {'id': 'F8', 'opening_cost': 1561}, {'id': 'F9', 'opening_cost': 1761}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}, {'id': 'P'}, {'id': 'Q'}, {'id': 'R'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 79}, {'facility': 'F1', 'customer': 'B', 'cost': 311}, {'facility': 'F1', 'customer': 'C', 'cost': 660}, {'facility': 'F1', 'customer': 'D', 'cost': 532}, {'facility': 'F1', 'customer': 'E', 'cost': 249}, {'facility': 'F1', 'customer': 'F', 'cost': 117}, {'facility': 'F1', 'customer': 'G', 'cost': 420}, {'facility': 'F1', 'customer': 'H', 'cost': 554}, {'facility': 'F1', 'customer': 'I', 'cost': 238}, {'facility': 'F1', 'customer': 'J', 'cost': 355}, {'facility': 'F1', 'customer': 'K', 'cost': 186}, {'facility': 'F1', 'customer': 'L', 'cost': 903}, {'facility': 'F1', 'customer': 'M', 'cost': 365}, {'facility': 'F1', 'customer': 'N', 'cost': 89}, {'facility': 'F1', 'customer': 'O', 'cost': 636}, {'facility': 'F1', 'customer': 'P', 'cost': 169}, {'facility': 'F1', 'customer': 'Q', 'cost': 209}, {'facility': 'F1', 'customer': 'R', 'cost': 594}, {'facility': 'F2', 'customer': 'A', 'cost': 365}, {'facility': 'F2', 'customer': 'B', 'cost': 87}, {'facility': 'F2', 'customer': 'C', 'cost': 626}, {'facility': 'F2', 'customer': 'D', 'cost': 565}, {'facility': 'F2', 'customer': 'E', 'cost': 671}, {'facility': 'F2', 'customer': 'F', 'cost': 284}, {'facility': 'F2', 'customer': 'G', 'cost': 920}, {'facility': 'F2', 'customer': 'H', 'cost': 870}, {'facility': 'F2', 'customer': 'I', 'cost': 977}, {'facility': 'F2', 'customer': 'J', 'cost': 570}, {'facility': 'F2', 'customer': 'K', 'cost': 687}, {'facility': 'F2', 'customer': 'L', 'cost': 970}, {'facility': 'F2', 'customer': 'M', 'cost': 506}, {'facility': 'F2', 'customer': 'N', 'cost': 371}, {'facility': 'F2', 'customer': 'O', 'cost': 697}, {'facility': 'F2', 'customer': 'P', 'cost': 735}, {'facility': 'F2', 'customer': 'Q', 'cost': 202}, {'facility': 'F2', 'customer': 'R', 'cost': 328}, {'facility': 'F3', 'customer': 'A', 'cost': 168}, {'facility': 'F3', 'customer': 'B', 'cost': 143}, {'facility': 'F3', 'customer': 'C', 'cost': 504}, {'facility': 'F3', 'customer': 'D', 'cost': 603}, {'facility': 'F3', 'customer': 'E', 'cost': 200}, {'facility': 'F3', 'customer': 'F', 'cost': 880}, {'facility': 'F3', 'customer': 'G', 'cost': 453}, {'facility': 'F3', 'customer': 'H', 'cost': 575}, {'facility': 'F3', 'customer': 'I', 'cost': 694}, {'facility': 'F3', 'customer': 'J', 'cost': 565}, {'facility': 'F3', 'customer': 'K', 'cost': 895}, {'facility': 'F3', 'customer': 'L', 'cost': 432}, {'facility': 'F3', 'customer': 'M', 'cost': 228}, {'facility': 'F3', 'customer': 'N', 'cost': 171}, {'facility': 'F3', 'customer': 'O', 'cost': 838}, {'facility': 'F3', 'customer': 'P', 'cost': 628}, {'facility': 'F3', 'customer': 'Q', 'cost': 327}, {'facility': 'F3', 'customer': 'R', 'cost': 473}, {'facility': 'F4', 'customer': 'A', 'cost': 653}, {'facility': 'F4', 'customer': 'B', 'cost': 421}, {'facility': 'F4', 'customer': 'C', 'cost': 558}, {'facility': 'F4', 'customer': 'D', 'cost': 448}, {'facility': 'F4', 'customer': 'E', 'cost': 429}, {'facility': 'F4', 'customer': 'F', 'cost': 568}, {'facility': 'F4', 'customer': 'G', 'cost': 1}, {'facility': 'F4', 'customer': 'H', 'cost': 771}, {'facility': 'F4', 'customer': 'I', 'cost': 985}, {'facility': 'F4', 'customer': 'J', 'cost': 197}, {'facility': 'F4', 'customer': 'K', 'cost': 781}, {'facility': 'F4', 'customer': 'L', 'cost': 476}, {'facility': 'F4', 'customer': 'M', 'cost': 627}, {'facility': 'F4', 'customer': 'N', 'cost': 787}, {'facility': 'F4', 'customer': 'O', 'cost': 713}, {'facility': 'F4', 'customer': 'P', 'cost': 970}, {'facility': 'F4', 'customer': 'Q', 'cost': 47}, {'facility': 'F4', 'customer': 'R', 'cost': 625}, {'facility': 'F5', 'customer': 'A', 'cost': 231}, {'facility': 'F5', 'customer': 'B', 'cost': 720}, {'facility': 'F5', 'customer': 'C', 'cost': 619}, {'facility': 'F5', 'customer': 'D', 'cost': 821}, {'facility': 'F5', 'customer': 'E', 'cost': 294}, {'facility': 'F5', 'customer': 'F', 'cost': 601}, {'facility': 'F5', 'customer': 'G', 'cost': 934}, {'facility': 'F5', 'customer': 'H', 'cost': 573}, {'facility': 'F5', 'customer': 'I', 'cost': 326}, {'facility': 'F5', 'customer': 'J', 'cost': 892}, {'facility': 'F5', 'customer': 'K', 'cost': 539}, {'facility': 'F5', 'customer': 'L', 'cost': 256}, {'facility': 'F5', 'customer': 'M', 'cost': 498}, {'facility': 'F5', 'customer': 'N', 'cost': 341}, {'facility': 'F5', 'customer': 'O', 'cost': 381}, {'facility': 'F5', 'customer': 'P', 'cost': 546}, {'facility': 'F5', 'customer': 'Q', 'cost': 4}, {'facility': 'F5', 'customer': 'R', 'cost': 634}, {'facility': 'F6', 'customer': 'A', 'cost': 769}, {'facility': 'F6', 'customer': 'B', 'cost': 279}, {'facility': 'F6', 'customer': 'C', 'cost': 650}, {'facility': 'F6', 'customer': 'D', 'cost': 466}, {'facility': 'F6', 'customer': 'E', 'cost': 409}, {'facility': 'F6', 'customer': 'F', 'cost': 563}, {'facility': 'F6', 'customer': 'G', 'cost': 767}, {'facility': 'F6', 'customer': 'H', 'cost': 292}, {'facility': 'F6', 'customer': 'I', 'cost': 820}, {'facility': 'F6', 'customer': 'J', 'cost': 962}, {'facility': 'F6', 'customer': 'K', 'cost': 604}, {'facility': 'F6', 'customer': 'L', 'cost': 447}, {'facility': 'F6', 'customer': 'M', 'cost': 652}, {'facility': 'F6', 'customer': 'N', 'cost': 437}, {'facility': 'F6', 'customer': 'O', 'cost': 801}, {'facility': 'F6', 'customer': 'P', 'cost': 8}, {'facility': 'F6', 'customer': 'Q', 'cost': 185}, {'facility': 'F6', 'customer': 'R', 'cost': 718}, {'facility': 'F7', 'customer': 'A', 'cost': 17}, {'facility': 'F7', 'customer': 'B', 'cost': 918}, {'facility': 'F7', 'customer': 'C', 'cost': 700}, {'facility': 'F7', 'customer': 'D', 'cost': 407}, {'facility': 'F7', 'customer': 'E', 'cost': 534}, {'facility': 'F7', 'customer': 'F', 'cost': 376}, {'facility': 'F7', 'customer': 'G', 'cost': 231}, {'facility': 'F7', 'customer': 'H', 'cost': 925}, {'facility': 'F7', 'customer': 'I', 'cost': 387}, {'facility': 'F7', 'customer': 'J', 'cost': 858}, {'facility': 'F7', 'customer': 'K', 'cost': 567}, {'facility': 'F7', 'customer': 'L', 'cost': 561}, {'facility': 'F7', 'customer': 'M', 'cost': 824}, {'facility': 'F7', 'customer': 'N', 'cost': 508}, {'facility': 'F7', 'customer': 'O', 'cost': 882}, {'facility': 'F7', 'customer': 'P', 'cost': 28}, {'facility': 'F7', 'customer': 'Q', 'cost': 994}, {'facility': 'F7', 'customer': 'R', 'cost': 226}, {'facility': 'F8', 'customer': 'A', 'cost': 750}, {'facility': 'F8', 'customer': 'B', 'cost': 165}, {'facility': 'F8', 'customer': 'C', 'cost': 177}, {'facility': 'F8', 'customer': 'D', 'cost': 154}, {'facility': 'F8', 'customer': 'E', 'cost': 717}, {'facility': 'F8', 'customer': 'F', 'cost': 615}, {'facility': 'F8', 'customer': 'G', 'cost': 179}, {'facility': 'F8', 'customer': 'H', 'cost': 560}, {'facility': 'F8', 'customer': 'I', 'cost': 169}, {'facility': 'F8', 'customer': 'J', 'cost': 530}, {'facility': 'F8', 'customer': 'K', 'cost': 340}, {'facility': 'F8', 'customer': 'L', 'cost': 345}, {'facility': 'F8', 'customer': 'M', 'cost': 891}, {'facility': 'F8', 'customer': 'N', 'cost': 664}, {'facility': 'F8', 'customer': 'O', 'cost': 215}, {'facility': 'F8', 'customer': 'P', 'cost': 497}, {'facility': 'F8', 'customer': 'Q', 'cost': 606}, {'facility': 'F8', 'customer': 'R', 'cost': 338}, {'facility': 'F9', 'customer': 'A', 'cost': 701}, {'facility': 'F9', 'customer': 'B', 'cost': 56}, {'facility': 'F9', 'customer': 'C', 'cost': 951}, {'facility': 'F9', 'customer': 'D', 'cost': 742}, {'facility': 'F9', 'customer': 'E', 'cost': 590}, {'facility': 'F9', 'customer': 'F', 'cost': 932}, {'facility': 'F9', 'customer': 'G', 'cost': 257}, {'facility': 'F9', 'customer': 'H', 'cost': 104}, {'facility': 'F9', 'customer': 'I', 'cost': 130}, {'facility': 'F9', 'customer': 'J', 'cost': 181}, {'facility': 'F9', 'customer': 'K', 'cost': 277}, {'facility': 'F9', 'customer': 'L', 'cost': 798}, {'facility': 'F9', 'customer': 'M', 'cost': 444}, {'facility': 'F9', 'customer': 'N', 'cost': 906}, {'facility': 'F9', 'customer': 'O', 'cost': 187}, {'facility': 'F9', 'customer': 'P', 'cost': 980}, {'facility': 'F9', 'customer': 'Q', 'cost': 994}, {'facility': 'F9', 'customer': 'R', 'cost': 284}], 'objective': 7050.0}","{'selected': ['F1', 'F8'], 'assignments': ['F1', 'F8', 'F8', 'F8', 'F1', 'F1', 'F8', 'F1', 'F8', 'F1', 'F1', 'F8', 'F1', 'F1', 'F8', 'F1', 'F1', 'F8']}",49,nl,names UFLP,UFLP,"I work with a city planner who's trying to figure out which public lockers to put around town and which neighborhood of commuters should use each installed locker. The idea is simple: every locker that gets installed costs money, and every commuter who has to detour to reach their assigned locker pays a little extra in time or distance. The planner needs to pick which lockers to install and then give each commuter catchment exactly one of those installed lockers to use — nothing left unassigned, and no catchment sent to more than one locker. In the end, the tally is the sum of the installation fees for the chosen lockers plus all the detour costs for commuters, and the plan that keeps that total as small as possible is the one they want. Concrete details about candidate locations, fees, and detour distances are shown below. { ""num_lockers"": 8, ""num_catchments"": 20, ""lockers"": [ { ""locker_id"": ""F1"", ""installation_fee"": 1171 }, { ""locker_id"": ""F2"", ""installation_fee"": 9737 }, { ""locker_id"": ""F3"", ""installation_fee"": 6680 }, { ""locker_id"": ""F4"", ""installation_fee"": 3501 }, { ""locker_id"": ""F5"", ""installation_fee"": 5272 }, { ""locker_id"": ""F6"", ""installation_fee"": 8839 }, { ""locker_id"": ""F7"", ""installation_fee"": 4115 }, { ""locker_id"": ""F8"", ""installation_fee"": 4604 } ], ""catchments"": [ { ""catchment_id"": ""A"" }, { ""catchment_id"": ""B"" }, { ""catchment_id"": ""C"" }, { ""catchment_id"": ""D"" }, { ""catchment_id"": ""E"" }, { ""catchment_id"": ""F"" }, { ""catchment_id"": ""G"" }, { ""catchment_id"": ""H"" }, { ""catchment_id"": ""I"" }, { ""catchment_id"": ""J"" }, { ""catchment_id"": ""K"" }, { ""catchment_id"": ""L"" }, { ""catchment_id"": ""M"" }, { ""catchment_id"": ""N"" }, { ""catchment_id"": ""O"" }, { ""catchment_id"": ""P"" }, { ""catchment_id"": ""Q"" }, { ""catchment_id"": ""R"" }, { ""catchment_id"": ""S"" }, { ""catchment_id"": ""T"" } ], ""detours"": [ { ""locker_id"": ""F1"", ""catchment_id"": ""A"", ""detour_cost"": 703 }, { ""locker_id"": ""F1"", ""catchment_id"": ""B"", ""detour_cost"": 495 }, { ""locker_id"": ""F1"", ""catchment_id"": ""C"", ""detour_cost"": 455 }, { ""locker_id"": ""F1"", ""catchment_id"": ""D"", ""detour_cost"": 801 }, { ""locker_id"": ""F1"", ""catchment_id"": ""E"", ""detour_cost"": 314 }, { ""locker_id"": ""F1"", ""catchment_id"": ""F"", ""detour_cost"": 789 }, { ""locker_id"": ""F1"", ""catchment_id"": ""G"", ""detour_cost"": 374 }, { ""locker_id"": ""F1"", ""catchment_id"": ""H"", ""detour_cost"": 646 }, { ""locker_id"": ""F1"", ""catchment_id"": ""I"", ""detour_cost"": 496 }, { ""locker_id"": ""F1"", ""catchment_id"": ""J"", ""detour_cost"": 934 }, { ""locker_id"": ""F1"", ""catchment_id"": ""K"", ""detour_cost"": 770 }, { ""locker_id"": ""F1"", ""catchment_id"": ""L"", ""detour_cost"": 65 }, { ""locker_id"": ""F1"", ""catchment_id"": ""M"", ""detour_cost"": 475 }, { ""locker_id"": ""F1"", ""catchment_id"": ""N"", ""detour_cost"": 375 }, { ""locker_id"": ""F1"", ""catchment_id"": ""O"", ""detour_cost"": 929 }, { ""locker_id"": ""F1"", ""catchment_id"": ""P"", ""detour_cost"": 23 }, { ""locker_id"": ""F1"", ""catchment_id"": ""Q"", ""detour_cost"": 704 }, { ""locker_id"": ""F1"", ""catchment_id"": ""R"", ""detour_cost"": 239 }, { ""locker_id"": ""F1"", ""catchment_id"": ""S"", ""detour_cost"": 660 }, { ""locker_id"": ""F1"", ""catchment_id"": ""T"", ""detour_cost"": 683 }, { ""locker_id"": ""F2"", ""catchment_id"": ""A"", ""detour_cost"": 365 }, { ""locker_id"": ""F2"", ""catchment_id"": ""B"", ""detour_cost"": 370 }, { ""locker_id"": ""F2"", ""catchment_id"": ""C"", ""detour_cost"": 447 }, { ""locker_id"": ""F2"", ""catchment_id"": ""D"", ""detour_cost"": 799 }, { ""locker_id"": ""F2"", ""catchment_id"": ""E"", ""detour_cost"": 851 }, { ""locker_id"": ""F2"", ""catchment_id"": ""F"", ""detour_cost"": 340 }, { ""locker_id"": ""F2"", ""catchment_id"": ""G"", ""detour_cost"": 271 }, { ""locker_id"": ""F2"", ""catchment_id"": ""H"", ""detour_cost"": 506 }, { ""locker_id"": ""F2"", ""catchment_id"": ""I"", ""detour_cost"": 11 }, { ""locker_id"": ""F2"", ""catchment_id"": ""J"", ""detour_cost"": 280 }, { ""locker_id"": ""F2"", ""catchment_id"": ""K"", ""detour_cost"": 712 }, { ""locker_id"": ""F2"", ""catchment_id"": ""L"", ""detour_cost"": 838 }, { ""locker_id"": ""F2"", ""catchment_id"": ""M"", ""detour_cost"": 670 }, { ""locker_id"": ""F2"", ""catchment_id"": ""N"", ""detour_cost"": 652 }, { ""locker_id"": ""F2"", ""catchment_id"": ""O"", ""detour_cost"": 287 }, { ""locker_id"": ""F2"", ""catchment_id"": ""P"", ""detour_cost"": 602 }, { ""locker_id"": ""F2"", ""catchment_id"": ""Q"", ""detour_cost"": 134 }, { ""locker_id"": ""F2"", ""catchment_id"": ""R"", ""detour_cost"": 735 }, { ""locker_id"": ""F2"", ""catchment_id"": ""S"", ""detour_cost"": 198 }, { ""locker_id"": ""F2"", ""catchment_id"": ""T"", ""detour_cost"": 586 }, { ""locker_id"": ""F3"", ""catchment_id"": ""A"", ""detour_cost"": 428 }, { ""locker_id"": ""F3"", ""catchment_id"": ""B"", ""detour_cost"": 941 }, { ""locker_id"": ""F3"", ""catchment_id"": ""C"", ""detour_cost"": 472 }, { ""locker_id"": ""F3"", ""catchment_id"": ""D"", ""detour_cost"": 808 }, { ""locker_id"": ""F3"", ""catchment_id"": ""E"", ""detour_cost"": 965 }, { ""locker_id"": ""F3"", ""catchment_id"": ""F"", ""detour_cost"": 845 }, { ""locker_id"": ""F3"", ""catchment_id"": ""G"", ""detour_cost"": 925 }, { ""locker_id"": ""F3"", ""catchment_id"": ""H"", ""detour_cost"": 208 }, { ""locker_id"": ""F3"", ""catchment_id"": ""I"", ""detour_cost"": 426 }, { ""locker_id"": ""F3"", ""catchment_id"": ""J"", ""detour_cost"": 942 }, { ""locker_id"": ""F3"", ""catchment_id"": ""K"", ""detour_cost"": 516 }, { ""locker_id"": ""F3"", ""catchment_id"": ""L"", ""detour_cost"": 337 }, { ""locker_id"": ""F3"", ""catchment_id"": ""M"", ""detour_cost"": 326 }, { ""locker_id"": ""F3"", ""catchment_id"": ""N"", ""detour_cost"": 427 }, { ""locker_id"": ""F3"", ""catchment_id"": ""O"", ""detour_cost"": 692 }, { ""locker_id"": ""F3"", ""catchment_id"": ""P"", ""detour_cost"": 543 }, { ""locker_id"": ""F3"", ""catchment_id"": ""Q"", ""detour_cost"": 688 }, { ""locker_id"": ""F3"", ""catchment_id"": ""R"", ""detour_cost"": 867 }, { ""locker_id"": ""F3"", ""catchment_id"": ""S"", ""detour_cost"": 121 }, { ""locker_id"": ""F3"", ""catchment_id"": ""T"", ""detour_cost"": 989 }, { ""locker_id"": ""F4"", ""catchment_id"": ""A"", ""detour_cost"": 942 }, { ""locker_id"": ""F4"", ""catchment_id"": ""B"", ""detour_cost"": 360 }, { ""locker_id"": ""F4"", ""catchment_id"": ""C"", ""detour_cost"": 351 }, { ""locker_id"": ""F4"", ""catchment_id"": ""D"", ""detour_cost"": 583 }, { ""locker_id"": ""F4"", ""catchment_id"": ""E"", ""detour_cost"": 537 }, { ""locker_id"": ""F4"", ""catchment_id"": ""F"", ""detour_cost"": 278 }, { ""locker_id"": ""F4"", ""catchment_id"": ""G"", ""detour_cost"": 523 }, { ""locker_id"": ""F4"", ""catchment_id"": ""H"", ""detour_cost"": 40 }, { ""locker_id"": ""F4"", ""catchment_id"": ""I"", ""detour_cost"": 555 }, { ""locker_id"": ""F4"", ""catchment_id"": ""J"", ""detour_cost"": 864 }, { ""locker_id"": ""F4"", ""catchment_id"": ""K"", ""detour_cost"": 741 }, { ""locker_id"": ""F4"", ""catchment_id"": ""L"", ""detour_cost"": 615 }, { ""locker_id"": ""F4"", ""catchment_id"": ""M"", ""detour_cost"": 802 }, { ""locker_id"": ""F4"", ""catchment_id"": ""N"", ""detour_cost"": 165 }, { ""locker_id"": ""F4"", ""catchment_id"": ""O"", ""detour_cost"": 903 }, { ""locker_id"": ""F4"", ""catchment_id"": ""P"", ""detour_cost"": 641 }, { ""locker_id"": ""F4"", ""catchment_id"": ""Q"", ""detour_cost"": 528 }, { ""locker_id"": ""F4"", ""catchment_id"": ""R"", ""detour_cost"": 205 }, { ""locker_id"": ""F4"", ""catchment_id"": ""S"", ""detour_cost"": 177 }, { ""locker_id"": ""F4"", ""catchment_id"": ""T"", ""detour_cost"": 400 }, { ""locker_id"": ""F5"", ""catchment_id"": ""A"", ""detour_cost"": 829 }, { ""locker_id"": ""F5"", ""catchment_id"": ""B"", ""detour_cost"": 73 }, { ""locker_id"": ""F5"", ""catchment_id"": ""C"", ""detour_cost"": 407 }, { ""locker_id"": ""F5"", ""catchment_id"": ""D"", ""detour_cost"": 619 }, { ""locker_id"": ""F5"", ""catchment_id"": ""E"", ""detour_cost"": 941 }, { ""locker_id"": ""F5"", ""catchment_id"": ""F"", ""detour_cost"": 922 }, { ""locker_id"": ""F5"", ""catchment_id"": ""G"", ""detour_cost"": 741 }, { ""locker_id"": ""F5"", ""catchment_id"": ""H"", ""detour_cost"": 209 }, { ""locker_id"": ""F5"", ""catchment_id"": ""I"", ""detour_cost"": 294 }, { ""locker_id"": ""F5"", ""catchment_id"": ""J"", ""detour_cost"": 72 }, { ""locker_id"": ""F5"", ""catchment_id"": ""K"", ""detour_cost"": 638 }, { ""locker_id"": ""F5"", ""catchment_id"": ""L"", ""detour_cost"": 834 }, { ""locker_id"": ""F5"", ""catchment_id"": ""M"", ""detour_cost"": 94 }, { ""locker_id"": ""F5"", ""catchment_id"": ""N"", ""detour_cost"": 587 }, { ""locker_id"": ""F5"", ""catchment_id"": ""O"", ""detour_cost"": 175 }, { ""locker_id"": ""F5"", ""catchment_id"": ""P"", ""detour_cost"": 713 }, { ""locker_id"": ""F5"", ""catchment_id"": ""Q"", ""detour_cost"": 34 }, { ""locker_id"": ""F5"", ""catchment_id"": ""R"", ""detour_cost"": 224 }, { ""locker_id"": ""F5"", ""catchment_id"": ""S"", ""detour_cost"": 185 }, { ""locker_id"": ""F5"", ""catchment_id"": ""T"", ""detour_cost"": 576 }, { ""locker_id"": ""F6"", ""catchment_id"": ""A"", ""detour_cost"": 493 }, { ""locker_id"": ""F6"", ""catchment_id"": ""B"", ""detour_cost"": 45 }, { ""locker_id"": ""F6"", ""catchment_id"": ""C"", ""detour_cost"": 803 }, { ""locker_id"": ""F6"", ""catchment_id"": ""D"", ""detour_cost"": 678 }, { ""locker_id"": ""F6"", ""catchment_id"": ""E"", ""detour_cost"": 665 }, { ""locker_id"": ""F6"", ""catchment_id"": ""F"", ""detour_cost"": 420 }, { ""locker_id"": ""F6"", ""catchment_id"": ""G"", ""detour_cost"": 36 }, { ""locker_id"": ""F6"", ""catchment_id"": ""H"", ""detour_cost"": 784 }, { ""locker_id"": ""F6"", ""catchment_id"": ""I"", ""detour_cost"": 501 }, { ""locker_id"": ""F6"", ""catchment_id"": ""J"", ""detour_cost"": 233 }, { ""locker_id"": ""F6"", ""catchment_id"": ""K"", ""detour_cost"": 363 }, { ""locker_id"": ""F6"", ""catchment_id"": ""L"", ""detour_cost"": 431 }, { ""locker_id"": ""F6"", ""catchment_id"": ""M"", ""detour_cost"": 64 }, { ""locker_id"": ""F6"", ""catchment_id"": ""N"", ""detour_cost"": 146 }, { ""locker_id"": ""F6"", ""catchment_id"": ""O"", ""detour_cost"": 396 }, { ""locker_id"": ""F6"", ""catchment_id"": ""P"", ""detour_cost"": 495 }, { ""locker_id"": ""F6"", ""catchment_id"": ""Q"", ""detour_cost"": 571 }, { ""locker_id"": ""F6"", ""catchment_id"": ""R"", ""detour_cost"": 976 }, { ""locker_id"": ""F6"", ""catchment_id"": ""S"", ""detour_cost"": 134 }, { ""locker_id"": ""F6"", ""catchment_id"": ""T"", ""detour_cost"": 960 }, { ""locker_id"": ""F7"", ""catchment_id"": ""A"", ""detour_cost"": 196 }, { ""locker_id"": ""F7"", ""catchment_id"": ""B"", ""detour_cost"": 897 }, { ""locker_id"": ""F7"", ""catchment_id"": ""C"", ""detour_cost"": 658 }, { ""locker_id"": ""F7"", ""catchment_id"": ""D"", ""detour_cost"": 536 }, { ""locker_id"": ""F7"", ""catchment_id"": ""E"", ""detour_cost"": 847 }, { ""locker_id"": ""F7"", ""catchment_id"": ""F"", ""detour_cost"": 638 }, { ""locker_id"": ""F7"", ""catchment_id"": ""G"", ""detour_cost"": 175 }, { ""locker_id"": ""F7"", ""catchment_id"": ""H"", ""detour_cost"": 69 }, { ""locker_id"": ""F7"", ""catchment_id"": ""I"", ""detour_cost"": 124 }, { ""locker_id"": ""F7"", ""catchment_id"": ""J"", ""detour_cost"": 880 }, { ""locker_id"": ""F7"", ""catchment_id"": ""K"", ""detour_cost"": 546 }, { ""locker_id"": ""F7"", ""catchment_id"": ""L"", ""detour_cost"": 871 }, { ""locker_id"": ""F7"", ""catchment_id"": ""M"", ""detour_cost"": 716 }, { ""locker_id"": ""F7"", ""catchment_id"": ""N"", ""detour_cost"": 219 }, { ""locker_id"": ""F7"", ""catchment_id"": ""O"", ""detour_cost"": 578 }, { ""locker_id"": ""F7"", ""catchment_id"": ""P"", ""detour_cost"": 731 }, { ""locker_id"": ""F7"", ""catchment_id"": ""Q"", ""detour_cost"": 596 }, { ""locker_id"": ""F7"", ""catchment_id"": ""R"", ""detour_cost"": 230 }, { ""locker_id"": ""F7"", ""catchment_id"": ""S"", ""detour_cost"": 464 }, { ""locker_id"": ""F7"", ""catchment_id"": ""T"", ""detour_cost"": 294 }, { ""locker_id"": ""F8"", ""catchment_id"": ""A"", ""detour_cost"": 892 }, { ""locker_id"": ""F8"", ""catchment_id"": ""B"", ""detour_cost"": 501 }, { ""locker_id"": ""F8"", ""catchment_id"": ""C"", ""detour_cost"": 728 }, { ""locker_id"": ""F8"", ""catchment_id"": ""D"", ""detour_cost"": 497 }, { ""locker_id"": ""F8"", ""catchment_id"": ""E"", ""detour_cost"": 121 }, { ""locker_id"": ""F8"", ""catchment_id"": ""F"", ""detour_cost"": 716 }, { ""locker_id"": ""F8"", ""catchment_id"": ""G"", ""detour_cost"": 862 }, { ""locker_id"": ""F8"", ""catchment_id"": ""H"", ""detour_cost"": 989 }, { ""locker_id"": ""F8"", ""catchment_id"": ""I"", ""detour_cost"": 516 }, { ""locker_id"": ""F8"", ""catchment_id"": ""J"", ""detour_cost"": 775 }, { ""locker_id"": ""F8"", ""catchment_id"": ""K"", ""detour_cost"": 152 }, { ""locker_id"": ""F8"", ""catchment_id"": ""L"", ""detour_cost"": 321 }, { ""locker_id"": ""F8"", ""catchment_id"": ""M"", ""detour_cost"": 933 }, { ""locker_id"": ""F8"", ""catchment_id"": ""N"", ""detour_cost"": 790 }, { ""locker_id"": ""F8"", ""catchment_id"": ""O"", ""detour_cost"": 705 }, { ""locker_id"": ""F8"", ""catchment_id"": ""P"", ""detour_cost"": 104 }, { ""locker_id"": ""F8"", ""catchment_id"": ""Q"", ""detour_cost"": 520 }, { ""locker_id"": ""F8"", ""catchment_id"": ""R"", ""detour_cost"": 707 }, { ""locker_id"": ""F8"", ""catchment_id"": ""S"", ""detour_cost"": 101 }, { ""locker_id"": ""F8"", ""catchment_id"": ""T"", ""detour_cost"": 467 } ] } Oh, and to make it easy for me to read your plan, please send the final pick and the commuter assignments in this little JSON shape — nothing fancy, just a consistent form I can parse. { ""solution"": { ""selected"": [, , ...], ""assignments"": [, , ...] } } Pretty simple: ""selected"" is the list of locker sites you want installed, and ""assignments"" lists, in the same order as the commuter catchments are given in the instance, which installed site each catchment should use. Think of it like a short form — not the real answer, just the shape I expect. Please make sure to use the exact identifiers from the instance input — don't rename them or invent new labels. - for example: ""Valid identifiers look like plain numbers such as “1” or “23”, single capital letters like “A” or “B”, or a capital letter followed by digits like “A1” or “X7”.""","{'opening_costs': [1171, 9737, 6680, 3501, 5272, 8839, 4115, 4604], 'connection_costs': [[703, 495, 455, 801, 314, 789, 374, 646, 496, 934, 770, 65, 475, 375, 929, 23, 704, 239, 660, 683], [365, 370, 447, 799, 851, 340, 271, 506, 11, 280, 712, 838, 670, 652, 287, 602, 134, 735, 198, 586], [428, 941, 472, 808, 965, 845, 925, 208, 426, 942, 516, 337, 326, 427, 692, 543, 688, 867, 121, 989], [942, 360, 351, 583, 537, 278, 523, 40, 555, 864, 741, 615, 802, 165, 903, 641, 528, 205, 177, 400], [829, 73, 407, 619, 941, 922, 741, 209, 294, 72, 638, 834, 94, 587, 175, 713, 34, 224, 185, 576], [493, 45, 803, 678, 665, 420, 36, 784, 501, 233, 363, 431, 64, 146, 396, 495, 571, 976, 134, 960], [196, 897, 658, 536, 847, 638, 175, 69, 124, 880, 546, 871, 716, 219, 578, 731, 596, 230, 464, 294], [892, 501, 728, 497, 121, 716, 862, 989, 516, 775, 152, 321, 933, 790, 705, 104, 520, 707, 101, 467]], 'objective': 12101.0}","{'open_facilities': [0], 'assignments': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}",12101.0,"{'problem_type': 'UFLP', 'num_facilities': 8, 'num_customers': 20, 'facilities': [{'id': 'F1', 'opening_cost': 1171}, {'id': 'F2', 'opening_cost': 9737}, {'id': 'F3', 'opening_cost': 6680}, {'id': 'F4', 'opening_cost': 3501}, {'id': 'F5', 'opening_cost': 5272}, {'id': 'F6', 'opening_cost': 8839}, {'id': 'F7', 'opening_cost': 4115}, {'id': 'F8', 'opening_cost': 4604}], 'customers': [{'id': 'A'}, {'id': 'B'}, {'id': 'C'}, {'id': 'D'}, {'id': 'E'}, {'id': 'F'}, {'id': 'G'}, {'id': 'H'}, {'id': 'I'}, {'id': 'J'}, {'id': 'K'}, {'id': 'L'}, {'id': 'M'}, {'id': 'N'}, {'id': 'O'}, {'id': 'P'}, {'id': 'Q'}, {'id': 'R'}, {'id': 'S'}, {'id': 'T'}], 'connection_costs': [{'facility': 'F1', 'customer': 'A', 'cost': 703}, {'facility': 'F1', 'customer': 'B', 'cost': 495}, {'facility': 'F1', 'customer': 'C', 'cost': 455}, {'facility': 'F1', 'customer': 'D', 'cost': 801}, {'facility': 'F1', 'customer': 'E', 'cost': 314}, {'facility': 'F1', 'customer': 'F', 'cost': 789}, {'facility': 'F1', 'customer': 'G', 'cost': 374}, {'facility': 'F1', 'customer': 'H', 'cost': 646}, {'facility': 'F1', 'customer': 'I', 'cost': 496}, {'facility': 'F1', 'customer': 'J', 'cost': 934}, {'facility': 'F1', 'customer': 'K', 'cost': 770}, {'facility': 'F1', 'customer': 'L', 'cost': 65}, {'facility': 'F1', 'customer': 'M', 'cost': 475}, {'facility': 'F1', 'customer': 'N', 'cost': 375}, {'facility': 'F1', 'customer': 'O', 'cost': 929}, {'facility': 'F1', 'customer': 'P', 'cost': 23}, {'facility': 'F1', 'customer': 'Q', 'cost': 704}, {'facility': 'F1', 'customer': 'R', 'cost': 239}, {'facility': 'F1', 'customer': 'S', 'cost': 660}, {'facility': 'F1', 'customer': 'T', 'cost': 683}, {'facility': 'F2', 'customer': 'A', 'cost': 365}, {'facility': 'F2', 'customer': 'B', 'cost': 370}, {'facility': 'F2', 'customer': 'C', 'cost': 447}, {'facility': 'F2', 'customer': 'D', 'cost': 799}, {'facility': 'F2', 'customer': 'E', 'cost': 851}, {'facility': 'F2', 'customer': 'F', 'cost': 340}, {'facility': 'F2', 'customer': 'G', 'cost': 271}, {'facility': 'F2', 'customer': 'H', 'cost': 506}, {'facility': 'F2', 'customer': 'I', 'cost': 11}, {'facility': 'F2', 'customer': 'J', 'cost': 280}, {'facility': 'F2', 'customer': 'K', 'cost': 712}, {'facility': 'F2', 'customer': 'L', 'cost': 838}, {'facility': 'F2', 'customer': 'M', 'cost': 670}, {'facility': 'F2', 'customer': 'N', 'cost': 652}, {'facility': 'F2', 'customer': 'O', 'cost': 287}, {'facility': 'F2', 'customer': 'P', 'cost': 602}, {'facility': 'F2', 'customer': 'Q', 'cost': 134}, {'facility': 'F2', 'customer': 'R', 'cost': 735}, {'facility': 'F2', 'customer': 'S', 'cost': 198}, {'facility': 'F2', 'customer': 'T', 'cost': 586}, {'facility': 'F3', 'customer': 'A', 'cost': 428}, {'facility': 'F3', 'customer': 'B', 'cost': 941}, {'facility': 'F3', 'customer': 'C', 'cost': 472}, {'facility': 'F3', 'customer': 'D', 'cost': 808}, {'facility': 'F3', 'customer': 'E', 'cost': 965}, {'facility': 'F3', 'customer': 'F', 'cost': 845}, {'facility': 'F3', 'customer': 'G', 'cost': 925}, {'facility': 'F3', 'customer': 'H', 'cost': 208}, {'facility': 'F3', 'customer': 'I', 'cost': 426}, {'facility': 'F3', 'customer': 'J', 'cost': 942}, {'facility': 'F3', 'customer': 'K', 'cost': 516}, {'facility': 'F3', 'customer': 'L', 'cost': 337}, {'facility': 'F3', 'customer': 'M', 'cost': 326}, {'facility': 'F3', 'customer': 'N', 'cost': 427}, {'facility': 'F3', 'customer': 'O', 'cost': 692}, {'facility': 'F3', 'customer': 'P', 'cost': 543}, {'facility': 'F3', 'customer': 'Q', 'cost': 688}, {'facility': 'F3', 'customer': 'R', 'cost': 867}, {'facility': 'F3', 'customer': 'S', 'cost': 121}, {'facility': 'F3', 'customer': 'T', 'cost': 989}, {'facility': 'F4', 'customer': 'A', 'cost': 942}, {'facility': 'F4', 'customer': 'B', 'cost': 360}, {'facility': 'F4', 'customer': 'C', 'cost': 351}, {'facility': 'F4', 'customer': 'D', 'cost': 583}, {'facility': 'F4', 'customer': 'E', 'cost': 537}, {'facility': 'F4', 'customer': 'F', 'cost': 278}, {'facility': 'F4', 'customer': 'G', 'cost': 523}, {'facility': 'F4', 'customer': 'H', 'cost': 40}, {'facility': 'F4', 'customer': 'I', 'cost': 555}, {'facility': 'F4', 'customer': 'J', 'cost': 864}, {'facility': 'F4', 'customer': 'K', 'cost': 741}, {'facility': 'F4', 'customer': 'L', 'cost': 615}, {'facility': 'F4', 'customer': 'M', 'cost': 802}, {'facility': 'F4', 'customer': 'N', 'cost': 165}, {'facility': 'F4', 'customer': 'O', 'cost': 903}, {'facility': 'F4', 'customer': 'P', 'cost': 641}, {'facility': 'F4', 'customer': 'Q', 'cost': 528}, {'facility': 'F4', 'customer': 'R', 'cost': 205}, {'facility': 'F4', 'customer': 'S', 'cost': 177}, {'facility': 'F4', 'customer': 'T', 'cost': 400}, {'facility': 'F5', 'customer': 'A', 'cost': 829}, {'facility': 'F5', 'customer': 'B', 'cost': 73}, {'facility': 'F5', 'customer': 'C', 'cost': 407}, {'facility': 'F5', 'customer': 'D', 'cost': 619}, {'facility': 'F5', 'customer': 'E', 'cost': 941}, {'facility': 'F5', 'customer': 'F', 'cost': 922}, {'facility': 'F5', 'customer': 'G', 'cost': 741}, {'facility': 'F5', 'customer': 'H', 'cost': 209}, {'facility': 'F5', 'customer': 'I', 'cost': 294}, {'facility': 'F5', 'customer': 'J', 'cost': 72}, {'facility': 'F5', 'customer': 'K', 'cost': 638}, {'facility': 'F5', 'customer': 'L', 'cost': 834}, {'facility': 'F5', 'customer': 'M', 'cost': 94}, {'facility': 'F5', 'customer': 'N', 'cost': 587}, {'facility': 'F5', 'customer': 'O', 'cost': 175}, {'facility': 'F5', 'customer': 'P', 'cost': 713}, {'facility': 'F5', 'customer': 'Q', 'cost': 34}, {'facility': 'F5', 'customer': 'R', 'cost': 224}, {'facility': 'F5', 'customer': 'S', 'cost': 185}, {'facility': 'F5', 'customer': 'T', 'cost': 576}, {'facility': 'F6', 'customer': 'A', 'cost': 493}, {'facility': 'F6', 'customer': 'B', 'cost': 45}, {'facility': 'F6', 'customer': 'C', 'cost': 803}, {'facility': 'F6', 'customer': 'D', 'cost': 678}, {'facility': 'F6', 'customer': 'E', 'cost': 665}, {'facility': 'F6', 'customer': 'F', 'cost': 420}, {'facility': 'F6', 'customer': 'G', 'cost': 36}, {'facility': 'F6', 'customer': 'H', 'cost': 784}, {'facility': 'F6', 'customer': 'I', 'cost': 501}, {'facility': 'F6', 'customer': 'J', 'cost': 233}, {'facility': 'F6', 'customer': 'K', 'cost': 363}, {'facility': 'F6', 'customer': 'L', 'cost': 431}, {'facility': 'F6', 'customer': 'M', 'cost': 64}, {'facility': 'F6', 'customer': 'N', 'cost': 146}, {'facility': 'F6', 'customer': 'O', 'cost': 396}, {'facility': 'F6', 'customer': 'P', 'cost': 495}, {'facility': 'F6', 'customer': 'Q', 'cost': 571}, {'facility': 'F6', 'customer': 'R', 'cost': 976}, {'facility': 'F6', 'customer': 'S', 'cost': 134}, {'facility': 'F6', 'customer': 'T', 'cost': 960}, {'facility': 'F7', 'customer': 'A', 'cost': 196}, {'facility': 'F7', 'customer': 'B', 'cost': 897}, {'facility': 'F7', 'customer': 'C', 'cost': 658}, {'facility': 'F7', 'customer': 'D', 'cost': 536}, {'facility': 'F7', 'customer': 'E', 'cost': 847}, {'facility': 'F7', 'customer': 'F', 'cost': 638}, {'facility': 'F7', 'customer': 'G', 'cost': 175}, {'facility': 'F7', 'customer': 'H', 'cost': 69}, {'facility': 'F7', 'customer': 'I', 'cost': 124}, {'facility': 'F7', 'customer': 'J', 'cost': 880}, {'facility': 'F7', 'customer': 'K', 'cost': 546}, {'facility': 'F7', 'customer': 'L', 'cost': 871}, {'facility': 'F7', 'customer': 'M', 'cost': 716}, {'facility': 'F7', 'customer': 'N', 'cost': 219}, {'facility': 'F7', 'customer': 'O', 'cost': 578}, {'facility': 'F7', 'customer': 'P', 'cost': 731}, {'facility': 'F7', 'customer': 'Q', 'cost': 596}, {'facility': 'F7', 'customer': 'R', 'cost': 230}, {'facility': 'F7', 'customer': 'S', 'cost': 464}, {'facility': 'F7', 'customer': 'T', 'cost': 294}, {'facility': 'F8', 'customer': 'A', 'cost': 892}, {'facility': 'F8', 'customer': 'B', 'cost': 501}, {'facility': 'F8', 'customer': 'C', 'cost': 728}, {'facility': 'F8', 'customer': 'D', 'cost': 497}, {'facility': 'F8', 'customer': 'E', 'cost': 121}, {'facility': 'F8', 'customer': 'F', 'cost': 716}, {'facility': 'F8', 'customer': 'G', 'cost': 862}, {'facility': 'F8', 'customer': 'H', 'cost': 989}, {'facility': 'F8', 'customer': 'I', 'cost': 516}, {'facility': 'F8', 'customer': 'J', 'cost': 775}, {'facility': 'F8', 'customer': 'K', 'cost': 152}, {'facility': 'F8', 'customer': 'L', 'cost': 321}, {'facility': 'F8', 'customer': 'M', 'cost': 933}, {'facility': 'F8', 'customer': 'N', 'cost': 790}, {'facility': 'F8', 'customer': 'O', 'cost': 705}, {'facility': 'F8', 'customer': 'P', 'cost': 104}, {'facility': 'F8', 'customer': 'Q', 'cost': 520}, {'facility': 'F8', 'customer': 'R', 'cost': 707}, {'facility': 'F8', 'customer': 'S', 'cost': 101}, {'facility': 'F8', 'customer': 'T', 'cost': 467}], 'objective': 12101.0}","{'selected': ['F1'], 'assignments': ['F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1', 'F1']}",50,json,names