Research Article
Introducing Complexity Curtailing Techniques for the Tour Construction Heuristics for the Travelling Salesperson Problem
| Dataset | Optimal | Farthest insertion heuristic | Fast max difference insertion heuristic | () | () | () | Min | % diff. | Max | % diff. | Avg. | % diff. | Stdv | % age | Time | Min | % diff. | Max | % diff. | Avg. | % diff. | Stdv | % age | Time | (a) | (b) | (a) | (b) | (c) | (d) | (e) | (a) | (b) | (c) | (d) | (e) |
| Burma14 | 3323 | 3323 | 0.00 | 3442 | 3.58 | 3327.83 | 0.15 | 21.45 | 0.65 | 0.00 | 3323 | 0.00 | 3442 | 3.58 | 3326.97 | 0.12 | 21.36 | 0.64 | 0.00 | Ulysses16 | 6859 | 6859 | 0.00 | 7082 | 3.25 | 6900.67 | 0.61 | 59.97 | 0.87 | 0.00 | 6859 | 0.00 | 7082 | 3.25 | 6912.50 | 0.78 | 58.89 | 0.86 | 0.00 | Gr17 | 2085 | 2095 | 0.48 | 2162 | 3.69 | 2102.17 | 0.82 | 19.96 | 0.96 | 0.00 | 2085 | 0.00 | 2159 | 3.55 | 2095.73 | 0.51 | 21.58 | 1.04 | 0.00 | GR21 | 2707 | 2707 | 0.00 | 2816 | 4.03 | 2754.80 | 1.77 | 48.57 | 1.79 | 0.00 | 2707 | 0.00 | 2707 | 0.00 | 2707.00 | 0.00 | 0.00 | 0.00 | 0.00 | Ulysses22 | 7013 | 7013 | 0.00 | 7592 | 8.26 | 7116.03 | 1.47 | 131.65 | 1.88 | 0.00 | 7013 | 0.00 | 7262 | 3.55 | 7088.67 | 1.08 | 62.04 | 0.88 | 0.00 | GR24 | 1272 | 1272 | 0.00 | 1387 | 9.04 | 1322.97 | 4.01 | 26.50 | 2.08 | 0.00 | 1272 | 0.00 | 1341 | 5.42 | 1313.93 | 3.30 | 15.82 | 1.24 | 0.00 | Fri26 | 937 | 937 | 0.00 | 1021 | 8.96 | 957.77 | 2.22 | 20.49 | 2.19 | 0.00 | 937 | 0.00 | 958 | 2.24 | 941.40 | 0.47 | 8.00 | 0.85 | 0.00 | Bayg29 | 1610 | 1628 | 1.12 | 1746 | 8.45 | 1664.53 | 3.39 | 28.17 | 1.75 | 0.00 | 1618 | 0.50 | 1668 | 3.60 | 1631.97 | 1.36 | 10.48 | 0.65 | 0.00 | Bays29 | 2020 | 2028 | 0.40 | 2083 | 3.12 | 2035.80 | 0.78 | 12.44 | 0.62 | 0.00 | 2033 | 0.64 | 2068 | 2.38 | 2038.40 | 0.91 | 6.08 | 0.30 | 0.00 | Dantzig42 | 699 | 712 | 1.86 | 761 | 8.87 | 738.83 | 5.70 | 13.07 | 1.87 | 0.00 | 705 | 0.86 | 743 | 6.29 | 711.63 | 1.81 | 8.70 | 1.25 | 0.00 | Swiss42 | 1273 | 1319 | 3.61 | 1439 | 13.04 | 1371.40 | 7.73 | 31.35 | 2.46 | 0.00 | 1273 | 0.00 | 1346 | 5.73 | 1302.67 | 2.33 | 25.60 | 2.01 | 0.00 | ATT48 | 10628 | 10845 | 2.04 | 11554 | 8.71 | 11205.10 | 5.43 | 193.80 | 1.82 | 0.00 | 10653 | 0.24 | 11073 | 4.19 | 10929.70 | 2.84 | 123.93 | 1.17 | 0.00 | GR48 | 5046 | 5099 | 1.05 | 5441 | 7.83 | 5271.83 | 4.48 | 114.17 | 2.26 | 0.00 | 5109 | 1.25 | 5295 | 4.93 | 5195.73 | 2.97 | 61.40 | 1.22 | 0.00 | HK48 | 11461 | 11474 | 0.11 | 12513 | 9.18 | 11998.70 | 4.69 | 316.11 | 2.76 | 0.00 | 11556 | 0.83 | 11982 | 4.55 | 11611.10 | 1.31 | 94.18 | 0.82 | 0.00 | Eil51 | 426 | 437 | 2.58 | 462 | 8.45 | 450.77 | 5.81 | 6.99 | 1.64 | 0.00 | 434 | 1.88 | 443 | 3.99 | 439.67 | 3.21 | 2.33 | 0.55 | 0.00 | Berlin52 | 7542 | 7542 | 0.00 | 8677 | 15.05 | 8214.50 | 8.92 | 316.31 | 4.19 | 0.00 | 7604 | 0.82 | 8425 | 11.71 | 7948.97 | 5.40 | 239.48 | 3.18 | 0.00 | Brazil58 | 25395 | 25664 | 1.06 | 27452 | 8.10 | 26529.20 | 4.47 | 378.63 | 1.49 | 0.00 | 25717 | 1.27 | 26546 | 4.53 | 26298.90 | 3.56 | 196.66 | 0.77 | 0.00 | ST70 | 675 | 696 | 3.11 | 736 | 9.04 | 710.30 | 5.23 | 9.85 | 1.46 | 0.00 | 682 | 1.04 | 717 | 6.22 | 700.30 | 3.75 | 9.18 | 1.36 | 0.00 | Eil76 | 538 | 570 | 5.95 | 598 | 11.15 | 580.40 | 7.88 | 9.64 | 1.79 | 0.00 | 556 | 3.35 | 577 | 7.25 | 566.20 | 5.24 | 5.40 | 1.00 | 0.00 | PR76 | 108159 | 110516 | 2.18 | 126235 | 16.71 | 115154.00 | 6.47 | 4255.54 | 3.93 | 0.00 | 109796 | 1.51 | 115392 | 6.69 | 111760.00 | 3.33 | 1756.05 | 1.62 | 0.00 | GR96 | 55209 | 56854 | 2.98 | 63009 | 14.13 | 59177.70 | 7.19 | 1419.23 | 2.57 | 0.00 | 55738 | 0.96 | 59941 | 8.57 | 57658.00 | 4.44 | 801.67 | 1.45 | 0.00 | Rat99 | 1211 | 1257 | 3.80 | 1382 | 14.12 | 1313.20 | 8.44 | 32.08 | 2.65 | 0.00 | 1244 | 2.73 | 1296 | 7.02 | 1272.03 | 5.04 | 12.63 | 1.04 | 0.00 | KroA100 | 21282 | 22026 | 3.50 | 23487 | 10.36 | 22608.10 | 6.23 | 392.16 | 1.84 | 0.00 | 21478 | 0.92 | 22599 | 6.19 | 21628.70 | 1.63 | 217.73 | 1.02 | 0.00 | KroB100 | 22141 | 22693 | 2.49 | 24518 | 10.74 | 23508.10 | 6.17 | 396.25 | 1.79 | 0.00 | 22211 | 0.32 | 23405 | 5.71 | 22949.90 | 3.65 | 282.76 | 1.28 | 0.00 | KroC100 | 20749 | 21105 | 1.72 | 22599 | 8.92 | 21853.70 | 5.32 | 375.72 | 1.81 | 0.00 | 20749 | 0.00 | 21838 | 5.25 | 21045.70 | 1.43 | 225.82 | 1.09 | 0.00 | KroD100 | 21294 | 21745 | 2.12 | 23374 | 9.77 | 22528.60 | 5.80 | 376.69 | 1.77 | 0.00 | 21403 | 0.51 | 22708 | 6.64 | 21880.20 | 2.75 | 286.35 | 1.34 | 0.00 | KroE100 | 22068 | 22514 | 2.02 | 24147 | 9.42 | 23229.20 | 5.26 | 484.60 | 2.20 | 0.00 | 22179 | 0.50 | 23195 | 5.11 | 22749.20 | 3.09 | 300.23 | 1.36 | 0.00 | RD100 | 7910 | 8255 | 4.36 | 8936 | 12.97 | 8619.23 | 8.97 | 167.00 | 2.11 | 0.00 | 7965 | 0.70 | 8380 | 5.94 | 8158.47 | 3.14 | 111.72 | 1.41 | 0.00 | Eil101 | 629 | 660 | 4.93 | 701 | 11.45 | 679.60 | 8.04 | 10.61 | 1.69 | 0.00 | 648 | 3.02 | 683 | 8.59 | 664.60 | 5.66 | 7.90 | 1.26 | 0.00 | Lin105 | 14379 | 14863 | 3.37 | 16088 | 11.89 | 15435.30 | 7.35 | 309.15 | 2.15 | 0.00 | 14402 | 0.16 | 15179 | 5.56 | 14708.30 | 2.29 | 182.60 | 1.27 | 0.00 | PR107 | 44303 | 45030 | 1.64 | 45933 | 3.68 | 45450.50 | 2.59 | 245.78 | 0.55 | 0.00 | 44489 | 0.42 | 45420 | 2.52 | 44925.80 | 1.41 | 216.48 | 0.49 | 0.00 | GR120 | 6942 | 7162 | 3.17 | 7817 | 12.60 | 7462.97 | 7.50 | 162.80 | 2.35 | 0.00 | 7164 | 3.20 | 7494 | 7.95 | 7323.47 | 5.50 | 79.69 | 1.15 | 0.00 | PR124 | 59030 | 60305 | 2.16 | 65845 | 11.54 | 62875.70 | 6.51 | 1339.81 | 2.27 | 0.00 | 59767 | 1.25 | 62202 | 5.37 | 60323.20 | 2.19 | 625.42 | 1.06 | 0.00 | Bier127 | 118282 | 123796 | 4.66 | 130733 | 10.53 | 126795.00 | 7.20 | 1891.57 | 1.60 | 0.00 | 121130 | 2.41 | 131232 | 10.95 | 123455.00 | 4.37 | 1996.69 | 1.69 | 0.00 | CH130 | 6110 | 6335 | 3.68 | 6884 | 12.67 | 6556.80 | 7.31 | 139.36 | 2.28 | 0.00 | 6328 | 3.57 | 6686 | 9.43 | 6441.50 | 5.43 | 78.33 | 1.28 | 0.00 | PR136 | 96772 | 102573 | 5.99 | 107287 | 10.87 | 105143.00 | 8.65 | 1129.12 | 1.17 | 0.00 | 99960 | 3.29 | 104166 | 7.64 | 102520.00 | 5.94 | 975.59 | 1.01 | 0.00 | GR137 | 69853 | 73391 | 5.06 | 81011 | 15.97 | 76135.90 | 8.99 | 1606.32 | 2.30 | 0.00 | 71773 | 2.75 | 74864 | 7.17 | 72760.50 | 4.16 | 785.68 | 1.12 | 0.00 | PR144 | 58537 | 59336 | 1.36 | 64705 | 10.54 | 62041.30 | 5.99 | 1383.72 | 2.36 | 0.00 | 59005 | 0.80 | 63056 | 7.72 | 59680.10 | 1.95 | 807.68 | 1.38 | 0.00 | CH150 | 6528 | 6864 | 5.15 | 7479 | 14.57 | 7094.67 | 8.68 | 148.20 | 2.27 | 0.00 | 6733 | 3.14 | 7103 | 8.81 | 6901.07 | 5.71 | 97.47 | 1.49 | 0.00 | kroA150 | 26524 | 27407 | 3.33 | 29394 | 10.82 | 28514.90 | 7.51 | 544.26 | 2.05 | 0.00 | 27066 | 2.04 | 28285 | 6.64 | 27593.20 | 4.03 | 284.44 | 1.07 | 0.00 | kroB150 | 26130 | 27337 | 4.62 | 28912 | 10.65 | 27859.30 | 6.62 | 375.99 | 1.44 | 0.00 | 26322 | 0.73 | 27868 | 6.65 | 27049.60 | 3.52 | 392.87 | 1.50 | 0.00 | PR152 | 73682 | 74827 | 1.55 | 77967 | 5.82 | 76401.20 | 3.69 | 808.26 | 1.10 | 0.00 | 74029 | 0.47 | 76257 | 3.49 | 74715.40 | 1.40 | 615.89 | 0.84 | 0.00 | U159 | 42080 | 44506 | 5.77 | 49335 | 17.24 | 46856.30 | 11.35 | 1195.20 | 2.84 | 0.00 | 43367 | 3.06 | 45621 | 8.41 | 44070.50 | 4.73 | 527.23 | 1.25 | 0.00 | SI175 | 21407 | 21751 | 1.61 | 22193 | 3.67 | 21911.90 | 2.36 | 119.10 | 0.56 | 0.00 | 21527 | 0.56 | 21883 | 2.22 | 21707.30 | 1.40 | 112.23 | 0.52 | 0.00 | Rat195 | 2323 | 2503 | 7.75 | 2686 | 15.63 | 2585.10 | 11.28 | 42.01 | 1.81 | 0.00 | 2487 | 7.06 | 2588 | 11.41 | 2525.47 | 8.72 | 25.35 | 1.09 | 0.00 | d198 | 15780 | 16277 | 3.15 | 17207 | 9.04 | 16696.60 | 5.81 | 311.97 | 1.98 | 0.00 | 16015 | 1.49 | 16621 | 5.33 | 16214.40 | 2.75 | 161.35 | 1.02 | 0.00 | KroA200 | 29368 | 30533 | 3.97 | 32481 | 10.60 | 31225.90 | 6.33 | 448.47 | 1.53 | 0.00 | 30258 | 3.03 | 31662 | 7.81 | 31002.70 | 5.57 | 372.36 | 1.27 | 0.00 | KroB200 | 29437 | 31227 | 6.08 | 33304 | 13.14 | 32006.80 | 8.73 | 427.13 | 1.45 | 0.00 | 30387 | 3.23 | 31877 | 8.29 | 30987.90 | 5.27 | 438.01 | 1.49 | 0.00 | GR202 | 40160 | 42038 | 4.68 | 45263 | 12.71 | 43423.10 | 8.13 | 725.72 | 1.81 | 0.00 | 40889 | 1.82 | 43698 | 8.81 | 41942.20 | 4.44 | 646.74 | 1.61 | 0.00 | TS225 | 126643 | 134365 | 6.10 | 143384 | 13.22 | 139859.00 | 10.44 | 2128.75 | 1.68 | 0.00 | 135470 | 6.97 | 138995 | 9.75 | 136429.00 | 7.73 | 1115.29 | 0.88 | 0.00 | TSP225 | 3916 | 4182 | 6.79 | 4501 | 14.94 | 4292.40 | 9.61 | 78.76 | 2.01 | 0.00 | 4118 | 5.16 | 4292 | 9.60 | 4187.50 | 6.93 | 45.32 | 1.16 | 0.00 | PR226 | 80369 | 81020 | 0.81 | 84593 | 5.26 | 82441.70 | 2.58 | 848.57 | 1.06 | 0.00 | 81598 | 1.53 | 83216 | 3.54 | 82492.30 | 2.64 | 296.77 | 0.37 | 0.00 | GR229 | 134602 | 142714 | 6.03 | 154567 | 14.83 | 147270.00 | 9.41 | 3066.84 | 2.28 | 0.00 | 138704 | 3.05 | 145318 | 7.96 | 141429.00 | 5.07 | 1740.97 | 1.29 | 0.00 | Gil262 | 2378 | 2507 | 5.42 | 2683 | 12.83 | 2597.10 | 9.21 | 42.29 | 1.78 | 0.00 | 2448 | 2.94 | 2548 | 7.15 | 2514.13 | 5.72 | 24.39 | 1.03 | 0.00 | PR264 | 49135 | 53814 | 9.52 | 55504 | 12.96 | 54821.70 | 11.57 | 425.79 | 0.87 | 0.00 | 53021 | 7.91 | 55170 | 12.28 | 54211.90 | 10.33 | 508.62 | 1.04 | 0.00 | A280 | 2579 | 2847 | 10.39 | 3043 | 17.99 | 2931.93 | 13.68 | 50.88 | 1.97 | 0.00 | 2691 | 4.34 | 2861 | 10.93 | 2792.60 | 8.28 | 44.26 | 1.72 | 0.00 | PR299 | 48191 | 51625 | 7.13 | 56160 | 16.54 | 53082.40 | 10.15 | 985.20 | 2.04 | 0.00 | 48763 | 1.19 | 52054 | 8.02 | 50174.00 | 4.11 | 747.97 | 1.55 | 0.00 | Lin318 | 42029 | 44730 | 6.43 | 46981 | 11.78 | 45840.00 | 9.07 | 575.64 | 1.37 | 0.00 | 43516 | 3.54 | 45306 | 7.80 | 44471.20 | 5.81 | 506.01 | 1.20 | 0.00 | Linhp318 | 41345 | 44730 | 8.19 | 46981 | 13.63 | 45840.00 | 10.87 | 575.64 | 1.39 | 0.00 | 43516 | 5.25 | 45306 | 9.58 | 44471.20 | 7.56 | 506.01 | 1.22 | 0.00 | RD400 | 15281 | 16441 | 7.59 | 17139 | 12.16 | 16724.50 | 9.45 | 164.65 | 1.08 | 0.00 | 15876 | 3.89 | 16431 | 7.53 | 16132.40 | 5.57 | 128.14 | 0.84 | 0.00 | FL417 | 11861 | 12201 | 2.87 | 13147 | 10.84 | 12657.10 | 6.71 | 245.19 | 2.07 | 0.00 | 12061 | 1.69 | 12214 | 2.98 | 12171.80 | 2.62 | 32.24 | 0.27 | 0.00 | GR431 | 171414 | 181584 | 5.93 | 200082 | 16.72 | 191434.00 | 11.68 | 5458.44 | 3.18 | 0.00 | 177362 | 3.47 | 183560 | 7.09 | 180437.00 | 5.26 | 1412.80 | 0.82 | 0.00 | PR439 | 107217 | 116581 | 8.73 | 124415 | 16.04 | 120425.00 | 12.32 | 2176.87 | 2.03 | 0.00 | 110900 | 3.44 | 117753 | 9.83 | 114517.00 | 6.81 | 1734.12 | 1.62 | 0.00 | PCB442 | 50778 | 55660 | 9.61 | 59032 | 16.26 | 57419.30 | 13.08 | 736.18 | 1.45 | 0.00 | 54452 | 7.24 | 56840 | 11.94 | 55421.30 | 9.14 | 550.44 | 1.08 | 0.00 | D493 | 35002 | 37545 | 7.27 | 39044 | 11.55 | 38212.00 | 9.17 | 440.14 | 1.26 | 0.00 | 36402 | 4.00 | 37732 | 7.80 | 36984.00 | 5.66 | 294.40 | 0.84 | 0.00 | ATT532 | 27686 | 29670 | 7.17 | 31101 | 12.33 | 30257.50 | 9.29 | 360.98 | 1.30 | 0.00 | 28797 | 4.01 | 29796 | 7.62 | 29293.20 | 5.81 | 242.24 | 0.87 | 0.00 | Ali535 | 202339 | 216002 | 6.75 | 238252 | 17.75 | 227611.00 | 12.49 | 6102.76 | 3.02 | 0.01 | 210768 | 4.17 | 221967 | 9.70 | 216135.00 | 6.82 | 2858.38 | 1.41 | 0.01 | SI535 | 48450 | 49496 | 2.16 | 50025 | 3.25 | 49816.20 | 2.82 | 148.87 | 0.31 | 0.00 | 49020 | 1.18 | 49346 | 1.85 | 49167.90 | 1.48 | 83.64 | 0.17 | 0.00 | PA561 | 2763 | 3061 | 10.79 | 3204 | 15.96 | 3118.40 | 12.86 | 29.61 | 1.07 | 0.01 | 3007 | 8.83 | 3141 | 13.68 | 3092.17 | 11.91 | 33.81 | 1.22 | 0.01 | U574 | 36905 | 40097 | 8.65 | 42081 | 14.03 | 40969.00 | 11.01 | 370.18 | 1.00 | 0.01 | 38752 | 5.00 | 39928 | 8.19 | 39252.00 | 6.36 | 346.62 | 0.94 | 0.01 | Rat575 | 6773 | 7374 | 8.87 | 7594 | 12.12 | 7508.17 | 10.85 | 53.59 | 0.79 | 0.01 | 7191 | 6.17 | 7444 | 9.91 | 7300.83 | 7.79 | 58.16 | 0.86 | 0.01 | P654 | 34643 | 35659 | 2.93 | 41131 | 18.73 | 37016.60 | 6.85 | 1376.23 | 3.97 | 0.01 | 35334 | 1.99 | 36176 | 4.43 | 35971.10 | 3.83 | 207.24 | 0.60 | 0.01 | D657 | 48912 | 52482 | 7.30 | 55079 | 12.61 | 53826.00 | 10.05 | 650.07 | 1.33 | 0.01 | 51459 | 5.21 | 53624 | 9.63 | 52371.20 | 7.07 | 430.21 | 0.88 | 0.01 | GR666 | 294358 | 324349 | 10.19 | 341937 | 16.16 | 332601.00 | 12.99 | 4859.02 | 1.65 | 0.01 | 311264 | 5.74 | 328227 | 11.51 | 317068.00 | 7.72 | 3965.46 | 1.35 | 0.01 | U724 | 41910 | 45425 | 8.39 | 47487 | 13.31 | 46237.80 | 10.33 | 470.09 | 1.12 | 0.01 | 44499 | 6.18 | 45481 | 8.52 | 44946.70 | 7.25 | 277.31 | 0.66 | 0.01 | Rat783 | 8806 | 9607 | 9.10 | 9959 | 13.09 | 9809.83 | 11.40 | 70.02 | 0.80 | 0.01 | 9419 | 6.96 | 9665 | 9.75 | 9532.33 | 8.25 | 62.85 | 0.71 | 0.01 | DSJ1000 | 18659688 | 2.04E + 07 | 9.33 | 2.12E + 07 | 13.46 | 20705300.00 | 10.96 | 199033.00 | 1.07 | 0.03 | 1.97E + 07 | 5.63 | 2.02E + 07 | 8.51 | 19916900.00 | 6.74 | 138698.00 | 0.74 | 0.02 | DSJ1000_Ceil | 18660188 | 2.04E + 07 | 9.33 | 2.12E + 07 | 13.46 | 20705900.00 | 10.96 | 199248.00 | 1.07 | 0.03 | 1.97E + 07 | 5.63 | 2.02E + 07 | 8.51 | 19914600.00 | 6.72 | 136854.00 | 0.73 | 0.02 | Pr1002 | 259045 | 279938 | 8.07 | 290550 | 12.16 | 285664.00 | 10.28 | 2895.93 | 1.12 | 0.03 | 270964 | 4.60 | 280759 | 8.38 | 276781.00 | 6.85 | 2215.42 | 0.86 | 0.02 | Si1032 | 92650 | 98444 | 6.25 | 99088 | 6.95 | 98819.50 | 6.66 | 154.80 | 0.17 | 0.03 | 95552 | 3.13 | 96430 | 4.08 | 96050.60 | 3.67 | 196.73 | 0.21 | 0.02 | U1060 | 224094 | 245679 | 9.63 | 254238 | 13.45 | 248951.00 | 11.09 | 2035.57 | 0.91 | 0.03 | 235078 | 4.90 | 241873 | 7.93 | 238367.00 | 6.37 | 1861.23 | 0.83 | 0.02 | Vm1084 | 239297 | 262043 | 9.51 | 274616 | 14.76 | 267609.00 | 11.83 | 2850.55 | 1.19 | 0.03 | 253819 | 6.07 | 262898 | 9.86 | 256516.00 | 7.20 | 1871.48 | 0.78 | 0.02 | Pcb1173 | 56892 | 64918 | 14.11 | 66795 | 17.41 | 65640.20 | 15.38 | 442.92 | 0.78 | 0.04 | 62530 | 9.91 | 64149 | 12.76 | 63103.30 | 10.92 | 358.86 | 0.63 | 0.02 | D1291 | 50801 | 60221 | 18.54 | 63234 | 24.47 | 61956.00 | 21.96 | 614.26 | 1.21 | 0.05 | 57501 | 13.19 | 59945 | 18.00 | 58810.80 | 15.77 | 641.59 | 1.26 | 0.03 | RL1304 | 252948 | 292602 | 15.68 | 308095 | 21.80 | 301514.00 | 19.20 | 3688.25 | 1.46 | 0.05 | 279047 | 10.32 | 291228 | 15.13 | 285207.00 | 12.75 | 3363.99 | 1.33 | 0.03 | RL1323 | 270199 | 312400 | 15.62 | 328087 | 21.42 | 320036.00 | 18.44 | 4117.85 | 1.52 | 0.05 | 297661 | 10.16 | 307528 | 13.82 | 302587.00 | 11.99 | 2445.58 | 0.91 | 0.03 | NRW1379 | 56638 | 62208 | 9.83 | 63899 | 12.82 | 62863.50 | 10.99 | 420.18 | 0.74 | 0.06 | 60170 | 6.24 | 61393 | 8.40 | 60785.70 | 7.32 | 279.13 | 0.49 | 0.03 | FL1400 | 20127 | 20949 | 4.08 | 21909 | 8.85 | 21338.30 | 6.02 | 273.56 | 1.36 | 0.06 | 20516 | 1.93 | 21201 | 5.34 | 20786.70 | 3.28 | 213.61 | 1.06 | 0.03 | U1432 | 152970 | 168810 | 10.35 | 174677 | 14.19 | 171655.00 | 12.21 | 1166.59 | 0.76 | 0.06 | 165373 | 8.11 | 169884 | 11.06 | 167195.00 | 9.30 | 1092.88 | 0.71 | 0.03 | FL1577 | 22249 | 25155 | 13.06 | 27824 | 25.06 | 26228.30 | 17.89 | 514.47 | 2.31 | 0.07 | 24030 | 8.00 | 25892 | 16.37 | 24835.70 | 11.63 | 445.83 | 2.00 | 0.04 | D1655 | 62128 | 71507 | 15.10 | 73675 | 18.59 | 72508.90 | 16.71 | 530.78 | 0.85 | 0.08 | 68217 | 9.80 | 70258 | 13.09 | 69165.90 | 11.33 | 447.10 | 0.72 | 0.04 | VM1748 | 336556 | 371239 | 10.31 | 381960 | 13.49 | 376862.00 | 11.98 | 3094.47 | 0.92 | 0.10 | 355083 | 5.50 | 364325 | 8.25 | 359501.00 | 6.82 | 2503.97 | 0.74 | 0.05 | U1817 | 57201 | 67612 | 18.20 | 69628 | 21.73 | 68406.70 | 19.59 | 596.43 | 1.04 | 0.10 | 63383 | 10.81 | 65642 | 14.76 | 64709.40 | 13.13 | 519.68 | 0.91 | 0.05 | RL1889 | 316536 | 365077 | 15.34 | 376387 | 18.91 | 371580.00 | 17.39 | 3230.94 | 1.02 | 0.12 | 348074 | 9.96 | 359023 | 13.42 | 352505.00 | 11.36 | 2975.08 | 0.94 | 0.06 | D2103 | 80450 | 98109 | 21.95 | 100527 | 24.96 | 99264.90 | 23.39 | 657.60 | 0.82 | 0.14 | 93544 | 16.28 | 95910 | 19.22 | 94908.90 | 17.97 | 527.46 | 0.66 | 0.07 | U2152 | 64253 | 75721 | 17.85 | 77597 | 20.77 | 76732.50 | 19.42 | 527.56 | 0.82 | 0.15 | 72492 | 12.82 | 74131 | 15.37 | 73311.70 | 14.10 | 430.31 | 0.67 | 0.07 | U2319 | 234256 | 247881 | 5.82 | 251176 | 7.22 | 250028.00 | 6.73 | 715.57 | 0.31 | 0.17 | 245939 | 4.99 | 248584 | 6.12 | 247465.00 | 5.64 | 687.33 | 0.29 | 0.09 | Pr2392 | 378032 | 428627 | 13.38 | 438782 | 16.07 | 432695.00 | 14.46 | 2243.77 | 0.59 | 0.19 | 406210 | 7.45 | 417522 | 10.45 | 411749.00 | 8.92 | 2681.97 | 0.71 | 0.09 | Pcb3038 | 137694 | 156708 | 13.81 | 159518 | 15.85 | 158069.00 | 14.80 | 586.58 | 0.43 | 0.32 | 151346 | 9.91 | 153766 | 11.67 | 152435.00 | 10.71 | 603.48 | 0.44 | 0.15 | FL3795 | 28772 | 33124 | 15.13 | 35354 | 22.88 | 34331.30 | 19.32 | 542.79 | 1.89 | 0.49 | 31317 | 8.85 | 33137 | 15.17 | 32407.00 | 12.63 | 585.13 | 2.03 | 0.24 | FNL4461 | 182566 | 202328 | 10.82 | 204937 | 12.25 | 203925.00 | 11.70 | 601.55 | 0.33 | 0.74 | 196918 | 7.86 | 198936 | 8.97 | 197617.00 | 8.24 | 495.01 | 0.27 | 0.32 | RL5915 | 565530 | 683054 | 20.78 | 697158 | 23.28 | 690217.00 | 22.05 | 3493.67 | 0.62 | 1.39 | 648152 | 14.61 | 662852 | 17.21 | 656416.00 | 16.07 | 3429.91 | 0.61 | 0.56 | RL5934 | 556045 | 660399 | 18.77 | 681665 | 22.59 | 672930.00 | 21.02 | 4608.88 | 0.83 | 1.40 | 630512 | 13.39 | 649307 | 16.77 | 641010.00 | 15.28 | 3805.45 | 0.68 | 0.56 | pla7397 | 23260728 | 26066700 | 12.06 | 26640000 | 14.53 | 26382900.00 | 13.42 | 143431.00 | 0.62 | 2.32 | 25178800 | 8.25 | 25559100 | 9.88 | 25383600.00 | 9.13 | 87578.50 | 0.38 | 0.86 | rl11849 | 923288 | 1093120 | 18.39 | 1108780 | 20.09 | 1102520.00 | 19.41 | 3886.70 | 0.42 | 10.11 | 1046110 | 13.30 | 1060200 | 14.83 | 1054670.00 | 14.23 | 3259.40 | 0.35 | 2.23 | usa13509 | 19982859 | 22318200 | 11.69 | 22561500 | 12.90 | 22442600.00 | 12.31 | 59189.90 | 0.30 | 15.01 | 21566100 | 7.92 | 21768200 | 8.93 | 21673900.00 | 8.46 | 50429.90 | 0.25 | 2.88 | brd14051 | 469385 | 522027 | 11.22 | 527320 | 12.34 | 524714.00 | 11.79 | 1160.75 | 0.25 | 16.43 | 506838 | 7.98 | 510569 | 8.77 | 508872.00 | 8.41 | 910.74 | 0.19 | 3.12 | d15112 | 1573084 | 1750830 | 11.30 | 1762650 | 12.05 | 1756490.00 | 11.66 | 2965.69 | 0.19 | 19.11 | 1698080 | 7.95 | 1707830 | 8.57 | 1704060.00 | 8.33 | 2482.61 | 0.16 | 3.61 |
| | | | 6.84 | | 12.89 | | 9.51 | | 1.52 | 0.64 | | 4.30 | | 8.27 | | 6.02 | | 0.99 | 0.14 |
|
|