results file
model type:linear

100,mle: 715.959889125455,
policy mean: 761.6204833984375,
model-based: 627.7890625,
results file
model type:linear

100,mle: 726.8740293810557,
policy mean: 809.9129638671875,
model-based: 649.5824584960938,
results file
model type:linear

1000,mle: 651.0104032907083,
policy mean: 601.3585815429688,
model-based: 605.6288452148438,
caps: 957.7900839618648,
model type:nonlinear

1000,mle: 662.2949775327324,
results file
model type:linear

1000,mle: 644.9661543156408,
policy mean: 600.8222045898438,
model-based: 541.7310791015625,
caps: 619.6091884973526,
model type:nonlinear

1000,mle: 653.695985838172,
policy mean: 605.2120361328125,
results file
model type:linear

1000,caps: 611.1347755136536,
model type:nonlinear

1000,results file
model type:linear

1000,caps: 610.6649634060981,
model type:nonlinear

1000,results file
model type:linear

1000,results file
model type:linear

1000,caps: 608.256205615833,
model type:nonlinear

1000,results file
model type:linear

1000,results file
model type:linear

1000,caps: 607.8963631259791,
model type:nonlinear

1000,results file
model type:linear

1000,mle: 651.46493854959,
results file
model type:linear

1000,mle: 652.5327791288927,
results file
model type:linear

1000,mle: 642.5422516232061,
policy mean: 595.4901733398438,
model-based: 605.445556640625,
caps: 608.0374190844669,
model type:nonlinear

1000,mle: 637.5491156427918,
policy mean: 588.1846923828125,
model-based: 622.1998901367188,
caps: 604.8648371838478,
results file
model type:linear

1000,mle: 645.6393868664201,
policy mean: 607.6456909179688,
model-based: 510.5652770996094,
caps: 605.3415522376049,
model type:nonlinear

1000,mle: 622.6225726875888,
policy mean: 580.6638793945312,
results file
model type:linear

100,mle: 613.6729255088652,
policy mean: 707.4553833007812,
model-based: 637.3351440429688,
caps: 647.6751978299228,
results file
model type:linear

100,mle: 759.0035440238794,
policy mean: 791.5081176757812,
model-based: [3340.4082    968.5238     78.89113  3340.3535    968.42365   968.5947
 3340.4915    968.43585    79.12693    78.958084  968.54315    30.588139
  307.41577    30.769354  968.4429     30.591846   30.7957   3340.5796
 3340.6333     78.84503  3340.3582    307.5697   3340.4187   3340.5664
   79.37887   307.6263   3340.5815     30.533737  968.7614   3340.567
   78.82613   307.5905     78.98872    31.313446   78.8993   3340.5132
 3340.4636   3340.6523    968.41815  3340.806      78.79326   307.5101
  968.6969    968.4928    307.7877     79.185585  968.54297   968.4416
 3340.3687   3340.526     307.68555    30.686008 3340.357    3340.5366
 3340.3743   3340.4375   3340.5574   3340.478      78.971306  968.55457
 3340.45       78.75544  3340.4382     78.7968   3340.7192    307.35928
 3340.3743     30.72697   968.4835     78.85942   307.4069   3340.4949
   79.319374 3340.5774    969.09064   968.5466     78.748276 3340.4253
  968.5729     79.06607  3340.418      78.92832   307.51993   969.2028
  968.4292     79.01221   968.3644     30.727936  307.46075  3340.5032
   78.849594  968.35516   307.46646  3340.4731   3340.4336   3340.5103
 3340.4578     30.698236  968.3934   3340.4797  ],
caps: 624.412735327715,
results file
model type:linear

1000,mle: 661.4686825600043,
policy mean: 623.13916015625,
model-based: [3341.4133    969.59454    79.20056  3341.3472    968.80774   968.98425
 3341.2964    969.38556    79.655556   79.258675  968.40955    30.901663
  308.25003    31.78034   969.53076    31.370838   31.111012 3340.6921
 3341.018      79.15994  3340.8       307.84048  3341.5874   3341.5952
   79.16405   308.497    3341.5903     31.039047  968.51526  3341.2437
   79.184395  308.53912    79.895706   31.17175    79.98152  3341.595
 3340.7969   3340.8203    968.6121   3340.605      79.012024  308.26678
  968.7755    968.9704    307.49237    79.79109   969.4691    969.5368
 3341.595    3340.9211    307.9711     31.664267 3341.425    3341.5864
 3341.5945   3341.5977   3340.8462   3341.5977     79.948044  968.72314
 3341.3823     79.96527  3341.5796     79.283264 3341.5872    307.44232
 3341.0952     31.545761  968.46857    79.773224  307.40732  3341.3687
   79.86989  3341.025     968.988     968.56287    79.85871  3341.3735
  969.0701     79.249405 3341.5984     79.8914    308.41095   969.56964
  969.50696    79.98445   969.59534    31.728756  307.74826  3341.5945
   79.93796   968.71173   307.7641   3340.897    3341.2708   3341.4387
 3341.586      31.415335  968.63007  3341.0723  ],
caps: 620.940127634457,
results file
model type:linear

100,mle: 897.3218030364509,
policy mean: 925.5733642578125,
results file
model type:linear

1000,mle: 652.5198285118787,
policy mean: 596.7203369140625,
model-based: [ 710.56976   253.51895   114.       1206.0056    848.        561.7085
  589.72736   400.        328.02       89.245056  200.0289    371.
   75.        369.47635   400.        285.4284    370.99725  1200.4822
 1154.2102    332.64465   607.2534    113.67762  2111.7898    587.6633
   28.196335  274.87527  1200.0907     74.72521   823.302    2100.
   24.        256.60196    26.087696  134.15811    30.150333  590.2565
  599.10547   711.3986    200.00475  1269.9565    160.74756   184.34932
  200.        221.61275    84.7443    744.65      200.03033   620.0602
  587.6794    606.2985    177.        321.2546    587.5027    587.7265
  587.5164    587.7109   1380.5348    587.73065   604.7424    579.4469
  601.3363    341.4642   1200.5247    114.        587.7048    261.0052
 1203.0908    152.4359    200.69598    32.975918  270.49063   600.28485
   48.109245 1234.0258    200.        400.1347    257.78308   701.7343
  682.9705    124.465256 1200.2073    317.83643   166.38806   848.
  336.34955   343.48492   533.0418    141.33112   243.       1200.1609
  344.        200.        321.89352  1222.4558    587.8892    720.94464
  587.5063    324.67767   280.2924   1221.0366  ],
caps: 616.6757811743066,
results file
model type:linear

1000,mle: 401.23533655659077,
policy mean: 447.8269958496094,
model-based: [  11.         24.        496.3988    601.9279     77.17977   414.21942
  267.20917   934.43884   463.35953   344.       1581.3715    741.3029
  754.24207   594.66187   275.        414.5992    587.5176    616.4328
  117.101524  600.7701    117.34538   152.30737   199.4427    261.76706
   24.81282   260.24655   592.94183   131.        222.4888    588.5689
  241.3501    827.09375   250.37448   344.        452.84705   131.
  202.7484    172.21198    75.       2160.7969    224.63776   590.5517
   79.08234   200.544     627.0033    308.74026  2298.525      26.89487
   79.19603   164.2833    145.95015   166.59903    48.        318.47113
  400.         24.       1469.2498     64.22066    24.        203.31393
   75.        146.97403  3108.        200.        235.3186    672.7678
  700.85614    91.360695  475.38327   103.51427  1682.5823     91.15438
  301.8131   1200.        461.4311    237.01006  3069.1475    203.94537
  431.36884   309.1611    599.0734   1163.0786    206.04475   339.02676
   97.25232   638.63513   143.07513   282.62      328.15323   587.75977
  255.5975    175.36984   228.27267   759.5138    175.07803   114.17259
  360.55658   760.7499     67.33608  1252.0698  ],
caps: 491.1375470956796,
results file
model type:linear

1000,mle: 305.32063949321383,
policy mean: 393.6453552246094,
model-based: [ 131.         31.136814  200.        587.92944    24.        352.9859
   97.06441   729.6083    295.4567    344.        639.9444    275.
  869.40405   587.65204    75.         93.73319   587.5       595.6216
   75.        592.2419    294.2171     75.         11.        400.
   48.        117.969215  587.49994   371.        200.        587.5123
   75.        946.82544   130.32402   337.89508   229.01015    14.943338
  200.        177.        314.09375   601.01575    24.       1085.2336
   75.        200.         11.         75.       1355.5295     48.
   48.        248.83237    75.         22.326714   24.        400.
  200.27534    48.        619.836      11.         24.        200.00038
  130.81538   754.4172    587.50006   200.00468   330.8292    727.69037
  587.61786    11.        304.36407    75.        849.3801     75.
  254.08748   596.909      11.        257.2753    647.3523    134.87946
  387.78256    24.        587.5001    597.49384    75.        222.16104
   62.292873  593.1998     11.         11.        400.        587.5115
   75.        261.232      75.        590.96875    75.        290.4874
  234.98389   474.1706     31.749401  587.5679  ],
caps: 491.73897947202937,
results file
model type:linear

1000,mle: 429.403466652978,
policy mean: 498.10546875,
model-based: [  35.        344.        546.11743   591.0218    200.3683    210.87407
  219.79962   774.8186    316.4053    658.85046  1629.9146    373.7098
  816.369     648.3396    182.91284   371.8402    587.60547   870.7461
  142.80594   607.4688    114.        162.4303    131.        400.
   48.        744.66296   595.3242    289.79318   240.28851   594.86334
   86.42635   560.6028     24.        537.3944    200.        131.
  375.35284   222.5571     77.45293  1791.0946    344.        842.0238
   91.866005  213.39153   183.65971   279.31296   825.65234    45.336708
   24.        228.90033    75.         35.         52.64575   315.46393
  423.04572    48.       2100.         53.285015   31.637548  200.
  213.77774   262.74692  1838.21      200.         29.79037   714.68036
  694.52435   111.04076   200.         75.       1734.4396    231.00319
  294.5731   1200.        131.        265.69937  2100.        275.
  400.        139.16551   590.0816    821.33936   149.81978   370.81454
  120.21526   620.0246    180.60089   280.51743   257.58978   626.8433
   75.        192.51218   220.26807   712.30347   132.59232   161.15508
  400.        283.28372   126.838295  607.20044 ],
caps: 507.36583645801113,
results file
model type:linear

1000,mle: 274.53451589714376,
policy mean: 383.1049499511719,
model-based: [  11.        24.       200.       587.5002    48.       200.01978
  220.27336 3108.       630.51056   24.       629.21765  146.0113
   24.       587.50287  177.       243.       587.50006  587.5025
   75.       588.81586   24.       548.3676    11.       200.70117
   24.       128.84477  587.5       11.       200.00047  587.50006
  177.        24.        24.        24.       712.        11.
  200.09698   89.12898   75.       655.71686  232.3057  1333.9836
  324.3623   200.       125.62382   75.       587.5941    24.
   24.       263.28265  243.        11.        48.       400.
  200.25716   24.       622.26447   11.        24.       200.00002
   75.        75.       587.5001   201.42267   24.       950.0576
  587.502     11.       200.        83.48774 2100.       177.
   11.       593.5315    11.       314.03152 1575.3019   252.94046
  200.00302   24.       587.5      588.433     75.       200.45923
   11.       587.9576    11.        11.       234.4189   587.50006
   75.        24.        75.       587.7819    75.       333.17963
  200.00002   24.        24.       589.6238 ],
caps: 358.4700488974686,
results file
model type:linear

1000,model-based: [ 131.        108.95338   347.13275   597.5057    114.        200.37914
  109.03874  2928.7776    197.9109    197.8053    792.37866   107.64605
  344.        587.5333     82.50685   183.55191   587.50006   589.8127
  186.89992   758.2317     24.        342.35846    11.        208.48305
   24.        112.34107   587.5004     11.        200.03122   587.5128
  177.         24.         24.         24.        712.         11.
  203.17107    75.83345   102.67373   603.196     419.55164   760.5084
  179.50488   200.        343.90146    75.        592.86005    24.
   24.        105.034004   85.69042    11.         24.        214.61792
  200.34387    24.        917.24884    11.         24.        200.00098
   75.        421.51047   587.5006    320.16916    24.        529.0463
  587.51447    11.        417.2678     75.        615.4082     75.
   11.        781.5235     11.        255.43349   696.92505   240.89409
  200.16827    24.        587.50006   587.8439     75.        200.08228
   11.        593.7647     11.         93.337654  218.76672   587.5662
   75.        106.17248    75.        609.2692     75.        341.6062
  200.12245    24.         46.561714  593.58246 ],
results file
model type:linear

1000,model-based: [ 119.20166   106.84066   415.40533   596.8148    114.        200.98788
   69.27405  2834.1614    234.89413   115.28488   809.39795   139.16136
  474.69086   587.62634    75.         88.2276    587.49994   590.6997
  116.480255  624.58844    24.        327.38098    35.        203.67671
   24.        214.81328   587.51355   137.61203   200.00026   587.5293
   76.735016  364.86633   114.         24.        400.         35.
  200.40517    84.94633    75.        641.02264   459.93927  1014.37866
   75.        200.        207.70567   239.65356   651.89197    24.
   24.        186.66594    75.         11.         60.800976  241.79938
  203.48817    24.        624.7238     35.        110.24571   200.00026
   75.46694   609.6822    587.51196   212.78018    42.555557  811.2054
  587.5559     11.        328.47766    75.        800.2932     75.
   11.        627.40576    11.        215.08804   636.93097   188.38065
  201.21767    84.17614   587.50024   595.9144     75.        203.07292
   35.        589.1879     35.        147.6405    217.44998   587.644
   75.        199.27176   108.15465   599.7584    216.10193   332.8503
  203.22704   114.        114.        589.9918  ],
results file
model type:linear

1000,results file
model type:linear

1000,caps: 471.9587543217364,
results file
model type:linear

1000,policy mean: 385.2734375,
model-based: [  47.406857   24.        442.96332   587.60547    77.834526  200.48106
   51.83728   632.80475   214.23898   205.87932  2015.2783    102.22721
  881.11554   588.00543    75.        243.        587.50006   590.49524
   75.       1745.2523     24.         75.         11.        400.
   24.        256.79565   587.5        54.409992  200.1455    587.501
  136.69427   608.71313    24.         24.        400.         35.
  207.53911    82.34102    75.        622.48694   570.74994   696.6394
   75.        200.         11.         75.        699.4281     24.
   24.        190.51617    75.         11.         24.        400.
  202.36295    24.        624.3697     11.         24.        200.00006
   75.        390.084     587.50165   200.         24.        387.34695
  592.3002     11.        200.         75.       2100.         94.18504
   11.        828.9444     55.503654  257.52066   648.0934    201.46309
  201.24426    37.82321   587.5008    591.21423    75.        201.4631
   11.        609.3186     11.         11.        400.        587.5079
   75.         24.         75.        630.5113    177.55327   201.1669
  207.64545   414.0677     24.        601.5425  ],
results file
model type:linear

1000,results file
model type:linear

1000,policy mean: 388.6583251953125,
model-based: [  89.88228    24.        474.28745   587.7299    106.039986  209.57556
   65.65793   663.1566    386.01495   124.7197    827.22644   272.9818
  733.8533    613.1303     75.        275.        587.50006   599.24506
   75.       1774.6416    153.55066    84.69893    11.        200.49164
   24.        242.1787    587.5003     32.521317  203.56786   587.8014
   81.136475  407.83835    24.         24.        620.3541     11.
  219.62228   243.         75.        764.4564    331.5375   1075.835
   75.        381.0676     89.144424  164.1285    634.4639     24.601896
   45.787422  159.34404    92.00112    25.416718   48.        400.
  210.85872    24.        701.43964    11.         24.        200.11023
   75.        528.0387    593.7058    350.2553     24.        671.7821
  595.32196    13.711328  200.         80.517395 2100.        113.36427
   11.        816.10693    74.443535  224.70235  1363.8745    131.97098
  220.2784     24.        587.54626   620.53986    80.93804   202.26234
   11.        590.1692     11.        255.79741   400.        590.1626
   75.         24.         75.        602.8099    244.41125   185.98825
  691.52686   107.10114    76.86795   629.45984 ],
caps: 497.99338489257053,
results file
model type:linear

1000,policy mean: 590.74755859375,
model-based: [1457.9753    400.         24.       1924.1084    400.        200.1356
 1205.7766    712.        114.        330.4541    449.91614   364.1017
  243.         11.        220.44638   131.        625.10876   766.28156
 1515.0854    608.5619   1201.2498     75.       1201.8179   1200.0491
  338.67334   103.227516  587.5265    268.18033   494.44623   588.4662
  341.39868   158.36497   227.39102    98.2098    264.6608   1200.5413
 1206.6456   1240.1084    400.        662.6824    182.65671   225.45737
  447.66284   310.40717   275.         24.        712.        199.99998
 1200.0157   1219.277      75.        131.       1201.5923   1206.6929
 1200.3784   1200.0227    914.81476  1200.2283    312.45398   200.1165
 1205.272     961.7694    587.5023     24.       1202.1908    219.59657
  592.53796   249.49858   203.81174   342.0909    186.14127  1374.2087
   24.        667.8309    214.96773   203.52219   297.88226  1383.3066
  200.0005    329.9456    587.49994    24.         75.        400.
  201.21562   455.10867   200.00237   281.1538    231.00941   587.5199
  290.63943   244.02223   264.89056   610.297    1200.2681   1235.9916
 1205.8578     11.        214.35622   661.4988  ],
caps: 594.2350474621912,
results file
model type:linear

1000,policy mean: 300.1109313964844,
model-based: [ 200.96425    48.        202.0601    356.0085    304.3601     48.
  200.46335   203.75026   200.00027   114.        200.00021   203.51596
  208.20076  1346.2319    114.       1372.3682     24.       1274.141
  400.        215.8617     33.42089   218.69157   250.91605   200.06856
  200.40714   361.5561     28.570667  294.8581   1328.5807    215.10658
  218.1385     24.        252.25586   200.00955   200.66719   344.
  245.48108   192.3969    280.3416   1286.9902    200.32967    24.
  243.        206.17659   202.64954    39.23443   114.        184.57297
   48.        299.7221    205.0488    334.60742    29.307587  149.71693
  114.        205.26584    48.        168.87018   208.63034   130.98505
  637.04297    27.839384  308.00662    48.        329.53772   260.92416
  320.85464   238.94144   200.         46.349182  200.01697   198.09634
  211.92307   216.85568   306.74762    48.        295.7757    345.13373
  214.02072   205.11667    48.        279.36334   200.13058    24.
  200.34993   354.84375   200.96931   334.9979    167.88222   312.80872
   24.         24.         24.        358.4391     34.975567  200.07129
   24.        200.        189.43651   125.73755 ],
caps: 328.2936731932535,
results file
model type:linear

1000,caps: 310.722011083695,
results file
model type:linear

1000,caps: 356.643644644858,
results file
model type:linear

1000,caps: 344.6027923686042,
results file
model type:linear

1000,caps: 300.0219993201371,
results file
model type:linear

1000,caps: 413.881679356015,
results file
model type:linear

1000,policy mean: 592.7029418945312,
model-based: [ 872.7023    200.        397.28516  1503.5637    200.        712.
  799.5129    374.39468   176.83563   675.35077   330.1959    697.8319
  504.84384   579.4802    200.        288.75592   330.01736   773.20276
  738.7263    369.34418  1013.72144   152.90591   992.25543   913.8805
  185.69263   192.6164    749.19196   104.45913   433.80197  1275.8435
  114.        372.4678    344.        371.        420.18045  1354.1985
  900.64      997.6334    352.54312   619.0922    425.0589    275.
  453.58014   476.13727   553.0643    269.76898   206.08206   200.
 1296.6033    801.75244   110.90248   473.37305   831.2291    811.36884
  690.22455  1200.       1330.4163   1200.        344.        543.1536
 1224.4064    384.3797    643.0164     48.        705.45795   419.54892
  701.63      131.        344.6296    539.9956    552.91754  1200.
   48.        718.1454    483.72958   338.8786    601.21844   861.71014
  535.17444   344.        892.6439    519.9394    275.        205.54753
  237.61952   295.70508   222.00476   184.0919    581.41986   998.52783
   37.939632  413.07547   347.3994    815.1432   1487.8254    904.40027
  900.0531    371.        389.74466   748.3047  ],
caps: 612.3993851532354,
results file
model type:linear

1000,caps: 584.46528345888,
results file
model type:linear

1000,caps: 593.7807226681973,
