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Popov Ilya edited this page Apr 27, 2021
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То, как себя по факту вела торговая сеть. Рассчитывается исходя их входных данных. В них есть все, что необходимо для расчёта reward
Простой reward: только sales и service_level
store_id product_id first_appeared last_appeared sum_reward
4600 101300 2016-01-01 2019-11-03 -542.359324
4600 404500 2016-01-04 2019-11-29 -8016.040286
4600 490400 2016-01-01 2019-11-03 -2122.690708
4600 555800 2016-01-02 2019-12-30 -4008.100715
4600 559800 2016-01-01 2019-11-03 -6715.792029
4600 560100 2016-01-01 2019-11-03 -4082.942220
4600 564900 2016-01-01 2019-11-29 -1833.871995
4600 571300 2016-01-01 2019-11-03 -274.683561
4600 582700 2016-01-01 2019-11-29 -18770.515919
4600 582800 2016-01-11 2019-11-29 -593.059779
4600 587400 2016-01-01 2019-11-03 -6378.459096
4600 589400 2016-01-10 2019-11-29 -493.293697
4600 589700 2016-01-01 2019-11-03 -630.751787
4600 615200 2016-01-01 2019-11-03 -393.061079
4600 616400 2016-01-01 2019-11-29 -1762.563353
4600 617400 2016-01-01 2019-11-03 -17106.756939
4600 625700 2016-01-01 2019-11-03 -635.457440
4600 631500 2016-01-01 2019-11-03 -2344.969461
4600 706600 2016-01-01 2019-11-03 -551.665367
4600 720500 2016-01-01 2019-11-03 -328.838856
4600 744200 2016-01-01 2019-11-03 -357.991553
4600 808700 2016-01-01 2019-11-03 -392.714100
4600 819800 2016-01-01 2019-11-03 -3626.583389
4600 835000 2016-01-01 2019-11-03 -894.137102
4600 886100 2016-01-01 2019-11-03 -345.209227
4600 1453400 2016-01-01 2019-11-03 -247.660362
4600 1518900 2016-01-03 2019-11-29 -420.892138
4600 1617800 2016-01-01 2019-11-03 -733.381417
4600 1843100 2016-01-01 2019-11-03 -217.090968
4600 3539700 2016-01-01 2019-11-03 -1371.492528
4600 3540400 2016-01-01 2019-11-03 -310.605588
4600 4043300 2016-01-01 2019-11-03 -6963.641326
4600 4095600 2016-01-01 2019-11-03 -2423.199766
4600 4212800 2016-01-01 2019-11-03 -4040.277566
4600 4285500 2016-01-01 2019-11-03 -1224.655621
4600 6783400 2016-01-01 2019-11-03 -3753.993556
4600 7562300 2016-01-01 2019-11-03 -2181.488358
4600 9339400 2016-01-01 2019-11-03 -678.051332
4600 11637400 2016-01-01 2019-11-03 -5193.646524
4600 12906800 2016-01-01 2019-11-03 -2001.665367
Усложенный reward: order восстановлен из разницы стоков и продаж, demand в недефицитные дни известен, в остальных случаях используется восстановленный спрос
store_id product_id first_appeared last_appeared sum_reward
4600 101300 2016-01-01 2019-11-03 -543.059324
4600 404500 2016-01-04 2019-11-29 -8016.940286
4600 490400 2016-01-01 2019-11-03 -2123.190708
4600 555800 2016-01-02 2019-12-30 -4009.700715
4600 559800 2016-01-01 2019-11-03 -6725.692029
4600 560100 2016-01-01 2019-11-03 -4083.842220
4600 564900 2016-01-01 2019-11-29 -1834.271995
4600 571300 2016-01-01 2019-11-03 -274.783561
4600 582700 2016-01-01 2019-11-29 -18774.565919
4600 582800 2016-01-11 2019-11-29 -594.659779
4600 587400 2016-01-01 2019-11-03 -6380.609096
4600 589400 2016-01-10 2019-11-29 -493.793697
4600 589700 2016-01-01 2019-11-03 -631.251787
4600 615200 2016-01-01 2019-11-03 -393.361079
4600 616400 2016-01-01 2019-11-29 -1763.063353
4600 617400 2016-01-01 2019-11-03 -17108.256939
4600 625700 2016-01-01 2019-11-03 -636.157440
4600 631500 2016-01-01 2019-11-03 -2348.269461
4600 706600 2016-01-01 2019-11-03 -552.915367
4600 720500 2016-01-01 2019-11-03 -329.638856
4600 744200 2016-01-01 2019-11-03 -358.191553
4600 808700 2016-01-01 2019-11-03 -394.464100
4600 819800 2016-01-01 2019-11-03 -3626.933389
4600 835000 2016-01-01 2019-11-03 -896.037102
4600 886100 2016-01-01 2019-11-03 -345.609227
4600 1453400 2016-01-01 2019-11-03 -248.060362
4600 1518900 2016-01-03 2019-11-29 -422.142138
4600 1617800 2016-01-01 2019-11-03 -733.531417
4600 1843100 2016-01-01 2019-11-03 -217.490968
4600 3539700 2016-01-01 2019-11-03 -1371.742528
4600 3540400 2016-01-01 2019-11-03 -310.655588
4600 4043300 2016-01-01 2019-11-03 -6967.441326
4600 4095600 2016-01-01 2019-11-03 -2423.529766
4600 4212800 2016-01-01 2019-11-03 -4044.027566
4600 4285500 2016-01-01 2019-11-03 -1227.005621
4600 6783400 2016-01-01 2019-11-03 -3754.243556
4600 7562300 2016-01-01 2019-11-03 -2182.188358
4600 9339400 2016-01-01 2019-11-03 -679.551332
4600 11637400 2016-01-01 2019-11-03 -5194.796524
4600 12906800 2016-01-01 2019-11-03 -2002.465367
Политика постоянного стока. Политика вида (s-1, S), где 1 ≤ S ≤ max_reward
Усложенный reward:
STORE ITEM MAX REWARD BEST POLICY
4600 555800 88.38414554905695 (0, 1)
4600 616400 384.0474658869497 (2, 3)
4600 564900 818.2911630929109 (4, 5)
4600 582700 941.6778752436567 (2, 3)
4600 404500 -71.51731643924724 (0, 1)
4600 589400 -44.39333983105929 (0, 1)
4600 582800 90.23050682260364 (1, 2)
4600 1518900 28.762215724493927 (0, 1)
4600 835000 300.6066276803223 (2, 3)
4600 587400 503.61965811966 (4, 5)
4600 617400 30.659314954052043 (0, 1)
4600 819800 -1102.4551546796592 (0, 1)
4600 1843100 -97.48281351527203 (0, 1)
4600 631500 9700.94197530838 (13, 14)
4600 7562300 -521.3895231551586 (0, 1)
4600 11637400 -377.16515719498165 (0, 1)
4600 3539700 -314.78801169590673 (0, 1)
4600 3540400 -138.84879792073076 (0, 1)
4600 12906800 -705.4825211176026 (0, 1)
4600 4095600 -40.965141113654 (0, 1)
4600 886100 -82.28252111761104 (0, 1)
4600 4212800 71.17086052490174 (0, 1)
4600 706600 373.02212475634536 (2, 3)
4600 9339400 -33.579824561404564 (0, 1)
4600 589700 39.22858999349977 (0, 1)
4600 625700 35.317186484729746 (0, 1)
4600 560100 -311.67390663267935 (0, 1)
4600 559800 18213.455824296325 (21, 22)
4600 490400 -690.036842105258 (0, 1)
4600 1617800 -348.56526965562176 (0, 1)
4600 744200 -122.5568875893466 (0, 1)
4600 720500 -12.800064977257826 (0, 1)
4600 4285500 1259.9867771280606 (4, 5)
4600 615200 -40.787491877842875 (0, 1)
4600 1453400 -138.39684772491972 (0, 1)
4600 4043300 5263.726315789529 (10, 11)
4600 571300 -126.10571799870335 (0, 1)
4600 808700 -3.209649122806869 (0, 1)
4600 101300 33.266601689408866 (0, 1)
4600 6783400 -570.5036617971293 (0, 1)
Вычислительное время: 6:06:57
Усложненный reward + batch_zise:
STORE ITEM MAX REWARD BEST POLICY
4600 555800 90.57940220922569 (0, 1)
4600 616400 295.5964587394433 (2, 3)
4600 564900 788.0551981806327 (4, 5)
4600 582700 925.2694931773798 (2, 3)
4600 404500 -72.33953866146948 (0, 1)
4600 589400 -111.56270305393285 (0, 1)
4600 582800 90.28050682260351 (1, 2)
4600 1518900 0.5899935022739073 (0, 1)
4600 835000 287.9832358674561 (2, 3)
4600 587400 -961.7305250305259 (0, 1)
4600 617400 26.31645781119489 (0, 1)
4600 819800 -1107.5023244909808 (0, 1)
4600 1843100 -352.251656920069 (0, 1)
4600 631500 9646.719525665721 (13, 14)
4600 7562300 -917.7094106827826 (0, 1)
4600 11637400 -393.4865022242228 (0, 1)
4600 3539700 -310.49327485380127 (0, 1)
4600 3540400 -139.821020142953 (0, 1)
4600 12906800 -695.3158544509364 (0, 1)
4600 4095600 -49.63122298499883 (0, 1)
4600 886100 -81.11029889538877 (0, 1)
4600 4212800 63.454435404128866 (0, 1)
4600 706600 377.01101364523436 (2, 3)
4600 9339400 -35.83538011695996 (0, 1)
4600 589700 34.93882391162873 (0, 1)
4600 625700 40.42829759584011 (0, 1)
4600 560100 -314.91025391113345 (0, 1)
4600 559800 14208.263272064201 (20, 21)
4600 490400 -692.1201754385912 (0, 1)
4600 1617800 -345.70211176088486 (0, 1)
4600 744200 -124.39577647823555 (0, 1)
4600 720500 -8.761176088368895 (0, 1)
4600 4285500 1103.016406757615 (4, 5)
4600 615200 -41.759714100065175 (0, 1)
4600 1453400 -138.34684772491983 (0, 1)
4600 4043300 5061.532196231491 (9, 10)
4600 571300 -122.01682910981437 (0, 1)
4600 808700 1.0292397660821582 (0, 1)
4600 101300 -14.319070825210723 (0, 1)
4600 6783400 -847.3638453334221 (0, 1)
Вычислительное время: 3:31:29
Усложненный reward + batch size + mply qty:
STORE ITEM MAX REWARD BEST POLICY
4600 555800 -8.554775828459658 (1, 2)
4600 616400 105.1671215074707 (1, 2)
4600 564900 255.50519818063373 (1, 2)
4600 582700 -3335.822514619875 (8, 9)
4600 404500 -475.2214749837519 (1, 2)
4600 589400 -216.31130604288836 (1, 2)
4600 1518900 -117.53382066276826 (1, 2)
4600 582800 -989.8464912280725 (8, 9)
4600 835000 119.56565951916373 (1, 2)
4600 587400 -908.7927960927979 (1, 2)
4600 617400 -178.43352362387486 (1, 2)
4600 819800 -2269.9832653341527 (1, 2)
4600 1843100 -615.8988628979909 (2, 3)
4600 631500 1061.4329759584189 (4, 5)
4600 7562300 -1551.291443959371 (1, 2)
4600 11637400 -917.5496351277181 (1, 2)
4600 3539700 -687.4517543859666 (1, 2)
4600 3540400 -296.0125730994212 (1, 2)
4600 12906800 -1501.935282651054 (1, 2)
4600 4095600 -392.45741051501517 (1, 2)
4600 886100 -219.1533463287901 (1, 2)
4600 4212800 -83.55736361838743 (1, 2)
4600 706600 159.21653671214597 (1, 2)
4600 9339400 -132.1667316439284 (1, 2)
4600 589700 -53.79311241065583 (1, 2)
4600 625700 -34.79282001299489 (1, 2)
4600 560100 -862.955293147409 (1, 2)
4600 559800 -4693.027148231344 (50, 51)
4600 490400 -1492.842690058461 (1, 2)
4600 1617800 -737.1811241065656 (1, 2)
4600 744200 -278.6693307342482 (1, 2)
4600 720500 -131.86007147498663 (1, 2)
4600 4285500 305.16156595191484 (1, 2)
4600 615200 -165.71387264457823 (1, 2)
4600 1453400 -323.05305217498864 (1, 2)
4600 4043300 733.0502923976607 (2, 3)
4600 571300 -277.68196881092217 (1, 2)
4600 808700 -110.42521117609084 (1, 2)
4600 101300 -103.23908382066347 (1, 2)
4600 6783400 -1310.0094975073093 (1, 2)
Вычислительное время: 3:25:33
| STORE ID | PRODUCT ID | BUSINESS BASELINE | MIN BATCH SIZE | MAX BATCH SIZE | MIN MLPY QTY | MAX MLPY QTY | 1 - max reward | 1 - best policy | 2 - max reward | 2 - best policy | 3 - max reward | 3 - best policy |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4600 | 555800 | -4009.70 | 1 | 2 | 1 | 1 | 88.38 | (0, 1) | 90.58 | (0, 1) | -8.55 | (1, 2) |
| 4600 | 616400 | -1763.06 | 2 | 3 | 1 | 1 | 384.05 | (2, 3) | 295.60 | (2, 3) | 105.17 | (1, 2) |
| 4600 | 564900 | -1834.27 | 1 | 4 | 1 | 1 | 818.29 | (4, 5) | 788.06 | (4, 5) | 255.51 | (1, 2) |
| 4600 | 582700 | -18774.57 | 1 | 2 | 1 | 8 | 941.68 | (2, 3) | 925.27 | (2, 3) | -3335.82 | (8, 9) |
| 4600 | 404500 | -8016.94 | 1 | 2 | 1 | 1 | -71.52 | (0, 1) | -72.34 | (0, 1) | -475.22 | (1, 2) |
| 4600 | 589400 | -493.79 | 1 | 2 | 1 | 1 | -44.39 | (0, 1) | -111.56 | (0, 1) | -216.31 | (1, 2) |
| 4600 | 582800 | -594.66 | 1 | 2 | 1 | 8 | 90.23 | (1, 2) | 90.28 | (1, 2) | -989.85 | (8, 9) |
| 4600 | 1518900 | -422.14 | 1 | 2 | 1 | 1 | 28.76 | (0, 1) | 0.59 | (0, 1) | -117.53 | (1, 2) |
| 4600 | 835000 | -896.04 | 1 | 2 | 1 | 1 | 300.61 | (2, 3) | 287.98 | (2, 3) | 122.87 | (1, 2) |
| 4600 | 587400 | -6380.61 | 1 | 30 | 1 | 1 | 503.62 | (4, 5) | -961.73 | (0, 1) | -908.79 | (1, 2) |
| 4600 | 617400 | -17108.26 | 1 | 1 | 1 | 1 | 30.66 | (0, 1) | 26.32 | (0, 1) | -178.43 | (1, 2) |
| 4600 | 819800 | -3626.93 | 1 | 1 | 1 | 1 | -1102.46 | (0, 1) | -1107.50 | (0, 1) | -2269.98 | (1, 2) |
| 4600 | 1843100 | -217.49 | 1 | 5 | 1 | 2 | -97.48 | (0, 1) | -352.25 | (0, 1) | -615.90 | (2, 3) |
| 4600 | 631500 | -2348.27 | 1 | 2 | 1 | 3 | 9700.94 | (13, 14) | 9646.72 | (13, 14) | 1048.18 | (4, 5) |
| 4600 | 7562300 | -2182.19 | 1 | 2 | 1 | 1 | -521.39 | (0, 1) | -917.71 | (0, 1) | -1551.29 | (1, 2) |
| 4600 | 11637400 | -5194.80 | 1 | 2 | 1 | 1 | -377.17 | (0, 1) | -393.49 | (0, 1) | -917.55 | (1, 2) |
| 4600 | 3539700 | -1371.74 | 1 | 1 | 1 | 1 | -314.79 | (0, 1) | -310.49 | (0, 1) | -687.45 | (1, 2) |
| 4600 | 3540400 | -310.66 | 1 | 1 | 1 | 1 | -138.85 | (0, 1) | -139.82 | (0, 1) | -296.01 | (1, 2) |
| 4600 | 12906800 | -2002.47 | 1 | 1 | 1 | 1 | -705.48 | (0, 1) | -695.32 | (0, 1) | -1501.94 | (1, 2) |
| 4600 | 4095600 | -2423.53 | 1 | 2 | 1 | 1 | -40.97 | (0, 1) | -49.63 | (0, 1) | -392.46 | (1, 2) |
| 4600 | 886100 | -345.61 | 1 | 1 | 1 | 1 | -82.28 | (0, 1) | -81.11 | (0, 1) | -219.15 | (1, 2) |
| 4600 | 4212800 | -4044.03 | 1 | 2 | 1 | 1 | 71.17 | (0, 1) | 63.45 | (0, 1) | -83.57 | (1, 2) |
| 4600 | 706600 | -552.92 | 1 | 3 | 1 | 1 | 373.02 | (2, 3) | 377.01 | (2, 3) | 159.22 | (1, 2) |
| 4600 | 9339400 | -679.55 | 1 | 2 | 1 | 1 | -33.58 | (0, 1) | -35.84 | (0, 1) | -132.17 | (1, 2) |
| 4600 | 589700 | -631.25 | 1 | 2 | 1 | 1 | 39.23 | (0, 1) | 34.94 | (0, 1) | -53.79 | (1, 2) |
| 4600 | 625700 | -636.16 | 1 | 1 | 1 | 1 | 35.32 | (0, 1) | 40.43 | (0, 1) | -34.79 | (1, 2) |
| 4600 | 560100 | -4083.84 | 1 | 5 | 1 | 1 | -311.67 | (0, 1) | -314.91 | (0, 1) | -862.96 | (1, 2) |
| 4600 | 559800 | -6725.69 | 1 | 30 | 1 | 50 | 18213.46 | (21, 22) | 14208.26 | (20, 21) | -4693.03 | (50, 51) |
| 4600 | 490400 | -2123.19 | 1 | 2 | 1 | 1 | -690.04 | (0, 1) | -692.12 | (0, 1) | -1492.84 | (1, 2) |
| 4600 | 1617800 | -733.53 | 1 | 1 | 1 | 1 | -348.57 | (0, 1) | -345.70 | (0, 1) | -737.18 | (1, 2) |
| 4600 | 744200 | -358.19 | 1 | 2 | 1 | 1 | -12.81 | (0, 1) | -124.40 | (0, 1) | -278.67 | (1, 2) |
| 4600 | 720500 | -329.64 | 1 | 1 | 1 | 1 | -12.80 | (0, 1) | -8.76 | (0, 1) | -131.86 | (1, 2) |
| 4600 | 4285500 | -1227.01 | 2 | 2 | 1 | 1 | 1259.99 | (4, 5) | 1103.02 | (4, 5) | 305.16 | (1, 2) |
| 4600 | 615200 | -393.36 | 1 | 1 | 1 | 1 | -40.79 | (0, 1) | -41.76 | (0, 1) | -165.71 | (1, 2) |
| 4600 | 1453400 | -248.06 | 1 | 1 | 1 | 1 | -138.40 | (0, 1) | -138.35 | (0, 1) | -323.05 | (1, 2) |
| 4600 | 4043300 | -6967.44 | 1 | 2 | 1 | 1 | 5263.73 | (10, 11) | 5061.53 | (9, 10) | 733.05 | (2, 3) |
| 4600 | 571300 | -274.78 | 1 | 1 | 1 | 1 | -126.11 | (0, 1) | -122.02 | (0, 1) | -277.68 | (1, 2) |
| 4600 | 808700 | -394.46 | 1 | 1 | 1 | 1 | -3.21 | (0, 1) | 1.03 | (0, 1) | -110.43 | (1, 2) |
| 4600 | 101300 | -543.06 | 1 | 2 | 1 | 1 | 33.27 | (0, 1) | -14.32 | (0, 1) | -103.24 | (1, 2) |
| 4600 | 6783400 | -3754.24 | 1 | 2 | 1 | 1 | -570.50 | (0, 1) | -847.36 | (0, 1) | -1310.01 | (1, 2) |
Постоянная политика. Выбирается одна политика, и после она применяется на всем протяжении. Политика вида (s, S), где 0 ≤ s < S ≤ max_reward
Усложненный reward:
STORE ITEM MAX REWARD BEST POLICY
4600 555800 111.67582846003685 (0, 2)
4600 616400 459.3025341130752 (0, 4)
4600 564900 996.9492527615959 (0, 7)
4600 582700 744.6870695256702 (0, 3)
4600 404500 -73.8006497725806 (0, 1)
4600 589400 -45.51556205328155 (0, 1)
4600 582800 106.25484080570979 (0, 2)
4600 1518900 28.662215724493894 (0, 1)
4600 835000 363.34727095518144 (0, 4)
4600 587400 822.2626373626547 (0, 6)
4600 617400 28.63788638262346 (0, 1)
4600 819800 -1094.6343999626772 (0, 1)
4600 1843100 -97.332813515272 (0, 1)
4600 631500 88653.01023394467 (11, 15)
4600 7562300 -521.4895231551585 (0, 1)
4600 11637400 -382.94592642575094 (0, 1)
4600 3539700 -313.40643274853824 (0, 1)
4600 3540400 -136.75435347628627 (0, 1)
4600 12906800 -701.2158544509361 (0, 1)
4600 4095600 -40.615141113654005 (0, 1)
4600 886100 -81.06029889538867 (0, 1)
4600 4212800 77.14284120123025 (0, 1)
4600 706600 439.22270955167517 (0, 4)
4600 9339400 -34.60204678362679 (0, 1)
4600 589700 38.20636777127772 (0, 1)
4600 625700 36.35536062377977 (0, 2)
4600 560100 -315.9777527865255 (0, 1)
4600 559800 202136.8398972128 (19, 20)
4600 490400 -685.8201754385915 (0, 1)
4600 1617800 -338.59421702404256 (0, 1)
4600 744200 -119.49022092267988 (0, 1)
4600 720500 -9.8333983105912 (0, 1)
4600 4285500 1625.5442495127868 (0, 8)
4600 615200 -42.78193632228739 (0, 1)
4600 1453400 -138.34684772491985 (0, 1)
4600 4043300 31502.693209867317 (7, 13)
4600 571300 -125.0834957764811 (0, 1)
4600 808700 -4.904093567251403 (0, 1)
4600 101300 33.46660168940881 (0, 1)
4600 6783400 -570.6036617971293 (0, 1)
Вычислительное время: 13:17:47
Простая жадная решалка, которая подбирает оптимальную политику на всем протяжении.
TBD
Важно: в расчетах использовалась функция расчета награды _dummy_apply_reward_calculation_v2
sales - r * order - k * (demand - sales) - stock * ( (1 - service_level) / (service_level) )
| STORE ID | PRODUCT ID | 1 - reward | 2 - max reward | 2 - best policy | 3 - max reward | 3 - best policy | 4 - max reward | 4 - best policy | 5 - max reward | 5 - best policy |
|---|---|---|---|---|---|---|---|---|---|---|
| 4600 | 555800 | -4009.70 | 88.38 | (0, 1) | 111.68 | (0, 2) | ||||
| 4600 | 616400 | -1763.06 | 384.05 | (2, 3) | 459.30 | (0, 4) | ||||
| 4600 | 564900 | -1834.27 | 818.29 | (4, 5) | 996.95 | (0, 7) | ||||
| 4600 | 582700 | -18774.57 | 941.68 | (2, 3) | 744.69 | (0, 3) | ||||
| 4600 | 404500 | -8016.94 | -71.52 | (0, 1) | -73.80 | (0, 1) | ||||
| 4600 | 589400 | -493.79 | -44.39 | (0, 1) | -45.52 | (0, 1) | ||||
| 4600 | 582800 | -594.66 | 90.23 | (1, 2) | 106.25 | (0, 2) | ||||
| 4600 | 1518900 | -422.14 | 28.76 | (0, 1) | 28.66 | (0, 1) | ||||
| 4600 | 835000 | -896.04 | 300.61 | (2, 3) | 363.35 | (0, 4) | ||||
| 4600 | 587400 | -6380.61 | 503.62 | (4, 5) | 822.26 | (0, 6) | ||||
| 4600 | 617400 | -17108.26 | 30.66 | (0, 1) | 28.64 | (0, 1) | ||||
| 4600 | 819800 | -3626.93 | -1102.46 | (0, 1) | -1094.63 | (0, 1) | ||||
| 4600 | 1843100 | -217.49 | -97.48 | (0, 1) | -97.33 | (0, 1) | ||||
| 4600 | 631500 | -2348.27 | 9700.94 | (13, 14) | 88653.01 | (11, 15) | ||||
| 4600 | 7562300 | -2182.19 | -521.39 | (0, 1) | -521.49 | (0, 1) | ||||
| 4600 | 11637400 | -5194.80 | -377.17 | (0, 1) | -382.95 | (0, 1) | ||||
| 4600 | 3539700 | -1371.74 | -314.79 | (0, 1) | -313.41 | (0, 1) | ||||
| 4600 | 3540400 | -310.66 | -138.85 | (0, 1) | -136.75 | (0, 1) | ||||
| 4600 | 12906800 | -2002.47 | -705.48 | (0, 1) | -701.22 | (0, 1) | ||||
| 4600 | 4095600 | -2423.53 | -40.97 | (0, 1) | -40.62 | (0, 1) | ||||
| 4600 | 886100 | -345.61 | -82.28 | (0, 1) | -81.06 | (0, 1) | ||||
| 4600 | 4212800 | -4044.03 | 71.17 | (0, 1) | 77.14 | (0, 1) | ||||
| 4600 | 706600 | -552.92 | 373.02 | (2, 3) | 439.22 | (0, 4) | ||||
| 4600 | 9339400 | -679.55 | -33.58 | (0, 1) | -34.60 | (0, 1) | ||||
| 4600 | 589700 | -631.25 | 39.23 | (0, 1) | 38.21 | (0, 1) | ||||
| 4600 | 625700 | -636.16 | 35.32 | (0, 1) | 36.36 | (0, 2) | ||||
| 4600 | 560100 | -4083.84 | -311.67 | (0, 1) | -315.98 | (0, 1) | ||||
| 4600 | 559800 | -6725.69 | 18213.46 | (21, 22) | 202136.84 | (18, 20) | ||||
| 4600 | 490400 | -2123.19 | -690.04 | (0, 1) | -685.82 | (0, 1) | ||||
| 4600 | 1617800 | -733.53 | -348.57 | (0, 1) | -338.59 | (0, 1) | ||||
| 4600 | 744200 | -358.19 | -122.56 | (0, 1) | -119.49 | (0, 1) | ||||
| 4600 | 720500 | -329.64 | -12.80 | (0, 1) | -9.83 | (0, 1) | ||||
| 4600 | 4285500 | -1227.01 | 1259.97 | (4, 5) | 1625.54 | (0, 8) | ||||
| 4600 | 615200 | -393.36 | -40.79 | (0, 1) | -42.78 | (0, 1) | ||||
| 4600 | 1453400 | -248.06 | -138.40 | (0, 1) | -138.35 | (0, 1) | ||||
| 4600 | 4043300 | -6967.44 | 5263.73 | (10, 11) | 31502.69 | (7, 13) | ||||
| 4600 | 571300 | -274.78 | -126.11 | (0, 1) | -125.08 | (0, 1) | ||||
| 4600 | 808700 | -394.46 | -3.21 | (0, 1) | -4.90 | (0, 1) | ||||
| 4600 | 101300 | -543.06 | 33.27 | (0, 1) | 33.47 | (0, 1) | ||||
| 4600 | 6783400 | -3754.24 | -570.50 | (0, 1) | -570.60 | (0, 1) |