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Reg_diff_MMR_RIS.txt
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Reg_diff_MMR_RIS.txt
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Turn process_data to True to be able to run the data_processing main function (debuging, ignore this)
regret value of Reg_ASP_MMR.pkl - Reg_ASP_RIS.pkl
pi_l = 0
[ 0.1043 -0.0228 -0.1307 -0.1987 -0.2351 -0.2465 -0.235 -0.1993 -0.1395
-0.0773] [-0.1921 -0.1924 -0.1384 -0.0591 0.0253 0.1081 0.179 0.2272 0.2519
0.2609] [-0.1831 -0.2088 -0.1835 -0.1018 -0.0087 0.082 0.1608 0.2165 0.2468
0.2588] [-0.1654 -0.2082 -0.2323 -0.1831 -0.0784 0.0299 0.1259 0.1988 0.2428
0.2626] [-0.1496 -0.1998 -0.2522 -0.2666 -0.1924 -0.0574 0.0723 0.1781 0.249
0.2854] [-0.1801 -0.2133 -0.2656 -0.3128 -0.3159 -0.2054 -0.0213 0.1409 0.2577
0.3231] [-0.1614 -0.1736 -0.2052 -0.254 -0.2974 -0.2994 -0.1899 -0.0054 0.1572
0.2662] [-0.1142 -0.1201 -0.1383 -0.1734 -0.2178 -0.2517 -0.2459 -0.1479 0.0148
0.1488] [-0.0931 -0.0957 -0.1067 -0.1326 -0.1713 -0.2082 -0.224 -0.1896 -0.0611
0.0904] [-0.0699 -0.0711 -0.0787 -0.0994 -0.133 -0.1688 -0.19 -0.1764 -0.0934
0.048 ] [-0.0081 -0.0094 -0.0175 -0.0391 -0.0743 -0.1135 -0.1415 -0.1411 -0.0847
0.0142]
pi_l = 1
[-0.2186 -0.2123 -0.2166 -0.2318 -0.247 -0.2497 -0.2311 -0.1813 -0.0699
0.1201] [ 0.0255 -0.1343 -0.2323 -0.2568 -0.2328 -0.1774 -0.1006 -0.0104 0.079
0.1429] [ 0.0241 -0.1035 -0.2052 -0.2387 -0.2191 -0.1646 -0.0862 0.0077 0.1029
0.1736] [-0.0535 -0.1308 -0.2167 -0.2634 -0.2439 -0.1816 -0.0928 0.0133 0.1223
0.2075] [-0.1725 -0.2064 -0.2594 -0.3094 -0.3077 -0.2354 -0.126 0.003 0.1339
0.2373] [-0.3005 -0.3075 -0.3332 -0.3744 -0.4004 -0.3504 -0.2087 -0.0323 0.1428
0.2781] [-0.3872 -0.387 -0.3936 -0.4153 -0.4456 -0.4519 -0.3755 -0.1995 0.0269
0.2426] [-0.4375 -0.436 -0.4368 -0.4466 -0.466 -0.4806 -0.4609 -0.3545 -0.1249
0.1676] [-0.4809 -0.4793 -0.4786 -0.4839 -0.4976 -0.5121 -0.5071 -0.4488 -0.256
0.0969] [-0.5014 -0.4997 -0.4987 -0.5023 -0.5136 -0.5271 -0.5262 -0.4858 -0.3478
0.006 ] [-0.4514 -0.4499 -0.4488 -0.4524 -0.4633 -0.4764 -0.4761 -0.4387 -0.3089
0.0257]
pi_l = 2
[-0.2095 -0.202 -0.2029 -0.2155 -0.2303 -0.2337 -0.2166 -0.1691 -0.0626
0.1202] [ 0.0732 -0.0996 -0.1919 -0.2213 -0.2047 -0.1561 -0.0896 -0.0167 0.0535
0.1049] [ 0.049 -0.1102 -0.2229 -0.2571 -0.2378 -0.1838 -0.1067 -0.015 0.0764
0.1419] [-0.0006 -0.0945 -0.1886 -0.2431 -0.2322 -0.1771 -0.0942 0.0067 0.1105
0.1899] [-0.1426 -0.1808 -0.2364 -0.2903 -0.2952 -0.2298 -0.1259 -0.0016 0.1258
0.2262] [-0.2846 -0.2909 -0.3158 -0.3575 -0.3865 -0.3423 -0.2071 -0.0361 0.1349
0.2676] [-0.3693 -0.3686 -0.3742 -0.3957 -0.4279 -0.4376 -0.3669 -0.1976 0.0229
0.2342] [-0.4228 -0.4207 -0.4207 -0.4295 -0.4486 -0.4646 -0.4479 -0.3469 -0.1242
0.1622] [-0.4656 -0.4637 -0.4623 -0.4667 -0.4802 -0.4956 -0.4927 -0.438 -0.2518
0.094 ] [-0.4861 -0.4842 -0.4826 -0.4854 -0.4964 -0.5104 -0.5112 -0.4736 -0.3409
0.0055] [-0.436 -0.4341 -0.4326 -0.4354 -0.4461 -0.4598 -0.4612 -0.4264 -0.3017
0.0257]
pi_l = 3
[-0.1798 -0.1784 -0.178 -0.1862 -0.1988 -0.2029 -0.1878 -0.1447 -0.0476
0.1183] [ 0.1056 -0.0266 -0.1006 -0.1285 -0.1252 -0.0983 -0.0638 -0.0287 0.0076
0.0392] [ 0.0909 -0.0553 -0.1491 -0.176 -0.1688 -0.1326 -0.0812 -0.0253 0.0303
0.0739] [ 0.0758 -0.073 -0.198 -0.255 -0.2475 -0.1979 -0.1205 -0.0256 0.07
0.1392] [-0.0441 -0.1066 -0.1789 -0.2449 -0.2652 -0.2154 -0.1245 -0.0108 0.1076
0.2002] [-0.2409 -0.2495 -0.2762 -0.32 -0.3558 -0.3242 -0.2028 -0.0436 0.1185
0.2456] [-0.3377 -0.3361 -0.34 -0.3596 -0.3917 -0.4067 -0.3473 -0.1923 0.0149
0.2164] [-0.3903 -0.3875 -0.3859 -0.3925 -0.4109 -0.4295 -0.4192 -0.3294 -0.1218
0.1512] [-0.4322 -0.4297 -0.427 -0.4295 -0.4422 -0.4595 -0.461 -0.4139 -0.2416
0.0887] [-0.4524 -0.4501 -0.4473 -0.4485 -0.4587 -0.4744 -0.4787 -0.4469 -0.3254
0.0056] [-0.402 -0.3997 -0.3971 -0.3983 -0.4082 -0.4234 -0.4279 -0.3988 -0.2851
0.0269]
pi_l = 4
[-0.1141 -0.1504 -0.1652 -0.171 -0.1741 -0.172 -0.1562 -0.1176 -0.0353
0.0974] [-0.0058 0.0399 0.0357 0.015 0.0023 -0.0013 -0.0002 0.0023 0.0059
0.0102] [ 0.0244 0.0045 -0.0219 -0.0356 -0.0413 -0.0371 -0.0279 -0.0187 -0.0096
-0.0006] [ 0.087 -0.0067 -0.0983 -0.1287 -0.1241 -0.1023 -0.0688 -0.0317 0.0072
0.0411] [ 0.1088 -0.025 -0.1532 -0.2375 -0.2591 -0.2214 -0.1454 -0.0457 0.0577
0.1336] [-0.1172 -0.142 -0.1871 -0.2459 -0.2971 -0.289 -0.1927 -0.0542 0.092
0.2085] [-0.2746 -0.2727 -0.2764 -0.2948 -0.3272 -0.3505 -0.3107 -0.1806 0.004
0.1875] [-0.3298 -0.3261 -0.3226 -0.3261 -0.343 -0.366 -0.3664 -0.2956 -0.1139
0.1352] [-0.377 -0.3738 -0.3697 -0.3695 -0.3795 -0.3973 -0.4044 -0.3692 -0.2204
0.0827] [-0.3998 -0.3971 -0.3934 -0.3924 -0.3993 -0.4136 -0.4213 -0.3984 -0.2954
0.0087] [-0.3479 -0.3453 -0.3418 -0.3408 -0.3476 -0.3614 -0.3692 -0.3485 -0.253
0.0316]
pi_l = 5
[ 0.0215 0.0006 -0.0509 -0.0935 -0.1167 -0.1198 -0.1065 -0.078 -0.0203
0.0653] [-0.239 -0.0335 0.2298 0.275 0.251 0.2247 0.2093 0.2084 0.221
0.2364] [-0.1805 -0.0563 0.1533 0.2079 0.1897 0.1654 0.1491 0.1447 0.1524
0.1644] [-0.0852 -0.0251 0.0655 0.1029 0.096 0.0802 0.0679 0.0618 0.0629
0.0686] [ 0.0471 0.041 0.0003 -0.0355 -0.0432 -0.0373 -0.0284 -0.0183 -0.0079
0.0028] [ 0.1639 0.0567 -0.0708 -0.1823 -0.252 -0.2541 -0.1888 -0.0835 0.0334
0.1222] [-0.1135 -0.1148 -0.1271 -0.1561 -0.1981 -0.2372 -0.2303 -0.1432 -0.0004
0.1422] [-0.2303 -0.2239 -0.2176 -0.2188 -0.2321 -0.254 -0.2649 -0.2223 -0.0844
0.1176] [-0.2841 -0.2796 -0.2735 -0.2702 -0.2751 -0.2893 -0.3018 -0.2843 -0.1738
0.0809] [-0.306 -0.3026 -0.2975 -0.2938 -0.2962 -0.3071 -0.3191 -0.3094 -0.2357
0.023 ] [-0.2502 -0.2469 -0.2422 -0.239 -0.2413 -0.2515 -0.2628 -0.2547 -0.1879
0.0478]
pi_l = 6
[-0.2979 0.0512 0.4049 0.3233 0.2536 0.222 0.2222 0.2439 0.2753
0.283 ] [-0.8286 -0.1813 0.5383 0.8153 0.8679 0.8564 0.8442 0.8493 0.8673
0.8844] [-0.6805 -0.2148 0.3828 0.6577 0.7192 0.7109 0.6983 0.7013 0.7177
0.7341] [-0.5192 -0.1928 0.2317 0.4708 0.5474 0.5474 0.5368 0.5389 0.554
0.5701] [-0.3325 -0.1323 0.1133 0.2533 0.328 0.3438 0.341 0.346 0.3617
0.3782] [-0.0724 -0.0256 0.0073 0.005 0.0122 0.0468 0.0828 0.1135 0.1402
0.16 ] [ 0.2291 0.158 0.0431 -0.0828 -0.1888 -0.2541 -0.2519 -0.1829 -0.0815
0.0048] [ 1.118e-01 7.040e-02 1.970e-02 -2.460e-02 -6.280e-02 -9.380e-02
-1.142e-01 -1.105e-01 -5.800e-02 -1.000e-04] [-0.0108 -0.0236 -0.0392 -0.0541 -0.0699 -0.0869 -0.1017 -0.1029 -0.0546
0.0357] [-0.0473 -0.0548 -0.0624 -0.0693 -0.0784 -0.0904 -0.102 -0.1019 -0.0663
0.0424] [ 0.0233 0.01 -0.0048 -0.016 -0.0249 -0.0331 -0.0394 -0.0396 -0.0288
0. ]
pi_l = 7
[-0.3125 -0.0063 0.3453 0.3831 0.3249 0.2787 0.256 0.2555 0.2697
0.2801] [-0.8703 -0.287 0.4033 0.7188 0.8476 0.901 0.9183 0.9256 0.9373
0.949 ] [-0.7393 -0.3291 0.2447 0.562 0.7026 0.7621 0.7815 0.7884 0.799
0.8098] [-0.5923 -0.315 0.0865 0.3667 0.5253 0.599 0.6251 0.6336 0.6436
0.6539] [-0.424 -0.2648 -0.0376 0.1429 0.2972 0.3985 0.4436 0.4596 0.4703
0.4803] [-0.2109 -0.1811 -0.1391 -0.095 -0.0196 0.0981 0.1898 0.234 0.2562
0.2692] [ 0.0509 0.0321 -0.0118 -0.0737 -0.1259 -0.1342 -0.0754 -0.0028 0.0532
0.0878] [ 0.2312 0.1672 0.0669 -0.0448 -0.1453 -0.2214 -0.2591 -0.2379 -0.1624
-0.0819] [ 0.1919 0.14 0.0681 -0.0075 -0.0767 -0.1311 -0.1617 -0.174 -0.1517
-0.0888] [ 0.1695 0.1227 0.0642 0.008 -0.0424 -0.0838 -0.1067 -0.115 -0.1237
-0.0988] [ 0.1615 0.1153 0.0585 0.0045 -0.0436 -0.0829 -0.1045 -0.1119 -0.1199
-0.0954]
pi_l = 8
[-0.3323 -0.0545 0.2777 0.383 0.365 0.3308 0.3039 0.2884 0.287
0.2907] [-0.9004 -0.3531 0.3231 0.6585 0.8158 0.9006 0.9463 0.9683 0.9799
0.9881] [-0.7796 -0.399 0.1632 0.502 0.6731 0.7658 0.8154 0.8385 0.8495
0.8568] [-0.6409 -0.3879 0.0016 0.3014 0.4924 0.6031 0.6635 0.6911 0.7023
0.7093] [-0.4846 -0.3436 -0.1257 0.0707 0.2559 0.3982 0.4827 0.5225 0.5369
0.5438] [-0.2938 -0.2692 -0.2258 -0.1674 -0.0664 0.0918 0.2322 0.3104 0.3409
0.3515] [-0.0608 -0.0747 -0.1023 -0.1355 -0.1526 -0.1192 -0.0128 0.0873 0.1377
0.1555] [ 1.283e-01 1.055e-01 5.120e-02 -2.600e-02 -1.009e-01 -1.536e-01
-1.623e-01 -1.123e-01 -4.630e-02 -1.000e-04] [ 0.2321 0.1716 0.0788 -0.0248 -0.1203 -0.1979 -0.2476 -0.2553 -0.2053
-0.1297] [ 0.221 0.165 0.0821 -0.0094 -0.0937 -0.1611 -0.2033 -0.2136 -0.1921
-0.1341] [ 0.2106 0.1553 0.075 -0.0126 -0.093 -0.1571 -0.197 -0.2063 -0.1854
-0.1295]
pi_l = 9
[-0.3491 -0.0883 0.2308 0.3597 0.3728 0.3573 0.3427 0.333 0.3267
0.3213] [-0.9199 -0.3924 0.2763 0.6225 0.7938 0.8928 0.9526 0.9868 1.0052
1.0137] [-0.805 -0.4403 0.1157 0.4663 0.6523 0.7601 0.8248 0.861 0.8793
0.8874] [-0.6712 -0.4309 -0.0481 0.2621 0.4693 0.5971 0.6747 0.7173 0.7373
0.7451] [-0.5214 -0.3893 -0.1764 0.0275 0.2275 0.3877 0.4904 0.5474 0.573
0.5822] [-0.343 -0.3208 -0.2771 -0.2127 -0.1001 0.076 0.2401 0.3424 0.3897
0.405 ] [-0.127 -0.1395 -0.1618 -0.1846 -0.1872 -0.1351 -0.003 0.1272 0.1974
0.2184] [ 0.0489 0.0325 -0.0046 -0.0586 -0.1116 -0.1438 -0.1305 -0.0574 0.0197
0.0588] [ 0.1671 0.1383 0.0751 -0.0091 -0.0913 -0.1573 -0.194 -0.1839 -0.1182
-0.0496] [ 0.2322 0.1736 0.0847 -0.0144 -0.1068 -0.1839 -0.2377 -0.2574 -0.2285
-0.1642] [ 0.2208 0.1633 0.0779 -0.0169 -0.1051 -0.1786 -0.2297 -0.2479 -0.2198
-0.158 ]
pi_l = 10
[-0.3592 -0.1069 0.2053 0.3412 0.3679 0.3629 0.3565 0.3547 0.3542
0.3503] [-0.9292 -0.4108 0.2543 0.6055 0.7828 0.8877 0.9529 0.9919 1.0137
1.0246] [-0.8172 -0.4595 0.0936 0.4497 0.6421 0.7562 0.8269 0.8681 0.8902
0.9008] [-0.6857 -0.451 -0.0711 0.2438 0.4578 0.5924 0.6763 0.7244 0.7485
0.7593] [-0.5387 -0.4104 -0.1999 0.0073 0.2135 0.3811 0.4911 0.5547 0.5857
0.5983] [-0.3662 -0.3448 -0.3012 -0.2342 -0.1168 0.0668 0.2403 0.3519 0.4068
0.4272] [-0.1586 -0.1706 -0.1913 -0.2102 -0.2073 -0.1485 -0.0068 0.1356 0.2187
0.2496] [ 0.0088 -0.0062 -0.0386 -0.0843 -0.1283 -0.1515 -0.1281 -0.0427 0.0478
0.0976] [ 0.1176 0.0956 0.046 -0.0244 -0.096 -0.1535 -0.182 -0.1617 -0.0824
-0.0031] [ 0.1953 0.158 0.0851 -0.0047 -0.0912 -0.1632 -0.2118 -0.2245 -0.1865
-0.1145] [ 0.2322 0.1743 0.0872 -0.0097 -0.1006 -0.1774 -0.2328 -0.2569 -0.2371
-0.1835]
max: 1.0246 mean: -0.027225785123966957 min: -0.9291999999999999