

==============================================


Model Symbols:
{'counterfactual': {'x0': {'lower_bound': 0,
                           'symbol': x0_counterfactual,
                           'upper_bound': 1},
                    'x1_cat_0': {'lower_bound': 0,
                                 'symbol': x1_cat_0_counterfactual,
                                 'upper_bound': 1},
                    'x1_cat_1': {'lower_bound': 0,
                                 'symbol': x1_cat_1_counterfactual,
                                 'upper_bound': 1},
                    'x1_cat_2': {'lower_bound': 0,
                                 'symbol': x1_cat_2_counterfactual,
                                 'upper_bound': 1},
                    'x1_cat_3': {'lower_bound': 0,
                                 'symbol': x1_cat_3_counterfactual,
                                 'upper_bound': 1},
                    'x2_cat_0': {'lower_bound': 0,
                                 'symbol': x2_cat_0_counterfactual,
                                 'upper_bound': 1},
                    'x2_cat_1': {'lower_bound': 0,
                                 'symbol': x2_cat_1_counterfactual,
                                 'upper_bound': 1},
                    'x3_cat_0': {'lower_bound': 0,
                                 'symbol': x3_cat_0_counterfactual,
                                 'upper_bound': 1},
                    'x3_cat_1': {'lower_bound': 0,
                                 'symbol': x3_cat_1_counterfactual,
                                 'upper_bound': 1},
                    'x4_cat_0': {'lower_bound': 0,
                                 'symbol': x4_cat_0_counterfactual,
                                 'upper_bound': 1},
                    'x4_cat_1': {'lower_bound': 0,
                                 'symbol': x4_cat_1_counterfactual,
                                 'upper_bound': 1},
                    'x5_cat_0': {'lower_bound': 0,
                                 'symbol': x5_cat_0_counterfactual,
                                 'upper_bound': 1},
                    'x5_cat_1': {'lower_bound': 0,
                                 'symbol': x5_cat_1_counterfactual,
                                 'upper_bound': 1},
                    'x5_cat_2': {'lower_bound': 0,
                                 'symbol': x5_cat_2_counterfactual,
                                 'upper_bound': 1},
                    'x5_cat_3': {'lower_bound': 0,
                                 'symbol': x5_cat_3_counterfactual,
                                 'upper_bound': 1},
                    'x5_cat_4': {'lower_bound': 0,
                                 'symbol': x5_cat_4_counterfactual,
                                 'upper_bound': 1},
                    'x6': {'lower_bound': 0,
                           'symbol': x6_counterfactual,
                           'upper_bound': 1},
                    'x7': {'lower_bound': 0.0,
                           'symbol': x7_counterfactual,
                           'upper_bound': 1.0},
                    'x8': {'lower_bound': 0.0,
                           'symbol': x8_counterfactual,
                           'upper_bound': 1.0}},
 'interventional': {'x0': {'lower_bound': 0,
                           'symbol': x0_interventional,
                           'upper_bound': 1},
                    'x1_cat_0': {'lower_bound': 0,
                                 'symbol': x1_cat_0_interventional,
                                 'upper_bound': 1},
                    'x1_cat_1': {'lower_bound': 0,
                                 'symbol': x1_cat_1_interventional,
                                 'upper_bound': 1},
                    'x1_cat_2': {'lower_bound': 0,
                                 'symbol': x1_cat_2_interventional,
                                 'upper_bound': 1},
                    'x1_cat_3': {'lower_bound': 0,
                                 'symbol': x1_cat_3_interventional,
                                 'upper_bound': 1},
                    'x2_cat_0': {'lower_bound': 0,
                                 'symbol': x2_cat_0_interventional,
                                 'upper_bound': 1},
                    'x2_cat_1': {'lower_bound': 0,
                                 'symbol': x2_cat_1_interventional,
                                 'upper_bound': 1},
                    'x3_cat_0': {'lower_bound': 0,
                                 'symbol': x3_cat_0_interventional,
                                 'upper_bound': 1},
                    'x3_cat_1': {'lower_bound': 0,
                                 'symbol': x3_cat_1_interventional,
                                 'upper_bound': 1},
                    'x4_cat_0': {'lower_bound': 0,
                                 'symbol': x4_cat_0_interventional,
                                 'upper_bound': 1},
                    'x4_cat_1': {'lower_bound': 0,
                                 'symbol': x4_cat_1_interventional,
                                 'upper_bound': 1},
                    'x5_cat_0': {'lower_bound': 0,
                                 'symbol': x5_cat_0_interventional,
                                 'upper_bound': 1},
                    'x5_cat_1': {'lower_bound': 0,
                                 'symbol': x5_cat_1_interventional,
                                 'upper_bound': 1},
                    'x5_cat_2': {'lower_bound': 0,
                                 'symbol': x5_cat_2_interventional,
                                 'upper_bound': 1},
                    'x5_cat_3': {'lower_bound': 0,
                                 'symbol': x5_cat_3_interventional,
                                 'upper_bound': 1},
                    'x5_cat_4': {'lower_bound': 0,
                                 'symbol': x5_cat_4_interventional,
                                 'upper_bound': 1},
                    'x6': {'lower_bound': 0,
                           'symbol': x6_interventional,
                           'upper_bound': 1},
                    'x7': {'lower_bound': 0.0,
                           'symbol': x7_interventional,
                           'upper_bound': 1.0},
                    'x8': {'lower_bound': 0.0,
                           'symbol': x8_interventional,
                           'upper_bound': 1.0}},
 'output': {'y': {'symbol': y}}}
Constructing initial formulas: model, counterfactual, distance, plausibility, diversity		done.
Solving (not searching) for closest counterfactual using various distance thresholds...
	Iteration #001: testing norm threshold 1.500000 in range [0.000000, 3.000000]...	solution exists & found.
	Iteration #002: testing norm threshold 0.176388 in range [0.000000, 0.352775]...	solution exists & found.
	Iteration #003: testing norm threshold 0.120436 in range [0.000000, 0.240872]...	solution exists & found.
	Iteration #004: testing norm threshold 0.087798 in range [0.000000, 0.175595]...	solution exists & found.
	Iteration #005: testing norm threshold 0.074977 in range [0.000000, 0.149954]...	solution exists & found.
	Iteration #006: testing norm threshold 0.069731 in range [0.000000, 0.139461]...	solution exists & found.
	Iteration #007: testing norm threshold 0.067107 in range [0.000000, 0.134215]...	solution exists & found.
	Iteration #008: testing norm threshold 0.065796 in range [0.000000, 0.131592]...	solution exists & found.
	Iteration #009: testing norm threshold 0.065140 in range [0.000000, 0.130280]...	solution exists & found.
	Iteration #010: testing norm threshold 0.056015 in range [0.000000, 0.112029]...	solution exists & found.
	Iteration #011: testing norm threshold 0.060249 in range [0.000000, 0.120499]...	solution exists & found.
	Iteration #012: testing norm threshold 0.062367 in range [0.000000, 0.124734]...	solution exists & found.
	Iteration #013: testing norm threshold 0.063426 in range [0.000000, 0.126851]...	solution exists & found.
	Iteration #014: testing norm threshold 0.063955 in range [0.000000, 0.127910]...	solution exists & found.
	Iteration #015: testing norm threshold 0.064220 in range [0.000000, 0.128439]...	solution exists & found.
	Iteration #016: testing norm threshold 0.064352 in range [0.000000, 0.128704]...	solution exists & found.
	Iteration #017: testing norm threshold 0.064418 in range [0.000000, 0.128836]...	solution exists & found.
	Iteration #018: testing norm threshold 0.063509 in range [0.000000, 0.127019]...	solution exists & found.
	Iteration #019: testing norm threshold 0.063997 in range [0.000000, 0.127994]...	solution exists & found.
	Iteration #020: testing norm threshold 0.064241 in range [0.000000, 0.128481]...	solution exists & found.
	Iteration #021: testing norm threshold 0.064362 in range [0.000000, 0.128725]...	solution exists & found.
	Iteration #022: testing norm threshold 0.064423 in range [0.000000, 0.128847]...	solution exists & found.
	Iteration #023: testing norm threshold 0.064454 in range [0.000000, 0.128908]...	solution exists & found.
	Iteration #024: testing norm threshold 0.064469 in range [0.000000, 0.128938]...	solution exists & found.
	Iteration #025: testing norm threshold 0.063419 in range [0.000000, 0.126838]...	solution exists & found.
	Iteration #026: testing norm threshold 0.061010 in range [0.000000, 0.122019]...	solution exists & found.
	Iteration #027: testing norm threshold 0.062747 in range [0.000000, 0.125494]...	solution exists & found.
	Iteration #028: testing norm threshold 0.054148 in range [0.000000, 0.108296]...	solution exists & found.
	Iteration #029: testing norm threshold 0.059316 in range [0.000000, 0.118632]...	solution exists & found.
	Iteration #030: testing norm threshold 0.061900 in range [0.000000, 0.123800]...	solution exists & found.
	Iteration #031: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #032: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #033: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #034: testing norm threshold 0.057691 in range [0.000000, 0.115382]...	solution exists & found.
	Iteration #035: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #036: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #037: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #038: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #039: testing norm threshold 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #040: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #041: testing norm threshold 0.063795 in range [0.000000, 0.127591]...	solution exists & found.
	Iteration #042: testing norm threshold 0.064140 in range [0.000000, 0.128279]...	solution exists & found.
	Iteration #043: testing norm threshold 0.064312 in range [0.000000, 0.128624]...	solution exists & found.
	Iteration #044: testing norm threshold 0.064398 in range [0.000000, 0.128796]...	solution exists & found.
	Iteration #045: testing norm threshold 0.064441 in range [0.000000, 0.128882]...	solution exists & found.
	Iteration #046: testing norm threshold 0.064463 in range [0.000000, 0.128925]...	solution exists & found.
	Iteration #047: testing norm threshold 0.064473 in range [0.000000, 0.128947]...	solution exists & found.
	Iteration #048: testing norm threshold 0.064325 in range [0.000000, 0.128650]...	solution exists & found.
	Iteration #049: testing norm threshold 0.054196 in range [0.000000, 0.108392]...	solution exists & found.
	Iteration #050: testing norm threshold 0.059340 in range [0.000000, 0.118680]...	solution exists & found.
	Iteration #051: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #052: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #053: testing norm threshold 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #054: testing norm threshold 0.063125 in range [0.000000, 0.126250]...	solution exists & found.
	Iteration #055: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #056: testing norm threshold 0.063795 in range [0.000000, 0.127591]...	solution exists & found.
	Iteration #057: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #058: testing norm threshold 0.057742 in range [0.000000, 0.115483]...	solution exists & found.
	Iteration #059: testing norm threshold 0.058271 in range [0.000000, 0.116543]...	solution exists & found.
	Iteration #060: testing norm threshold 0.061378 in range [0.000000, 0.122756]...	solution exists & found.
	Iteration #061: testing norm threshold 0.062931 in range [0.000000, 0.125862]...	solution exists & found.
	Iteration #062: testing norm threshold 0.063708 in range [0.000000, 0.127415]...	solution exists & found.
	Iteration #063: testing norm threshold 0.064096 in range [0.000000, 0.128192]...	solution exists & found.
	Iteration #064: testing norm threshold 0.064290 in range [0.000000, 0.128580]...	solution exists & found.
	Iteration #065: testing norm threshold 0.064387 in range [0.000000, 0.128774]...	solution exists & found.
	Iteration #066: testing norm threshold 0.057691 in range [0.000000, 0.115382]...	solution exists & found.
	Iteration #067: testing norm threshold 0.061088 in range [0.000000, 0.122175]...	solution exists & found.
	Iteration #068: testing norm threshold 0.062786 in range [0.000000, 0.125572]...	solution exists & found.
	Iteration #069: testing norm threshold 0.063439 in range [0.000000, 0.126877]...	solution exists & found.
	Iteration #070: testing norm threshold 0.063961 in range [0.000000, 0.127923]...	solution exists & found.
	Iteration #071: testing norm threshold 0.064223 in range [0.000000, 0.128446]...	solution exists & found.
	Iteration #072: testing norm threshold 0.064354 in range [0.000000, 0.128707]...	solution exists & found.
	Iteration #073: testing norm threshold 0.064419 in range [0.000000, 0.128838]...	solution exists & found.
	Iteration #074: testing norm threshold 0.064452 in range [0.000000, 0.128903]...	solution exists & found.
	Iteration #075: testing norm threshold 0.064468 in range [0.000000, 0.128936]...	solution exists & found.
	Iteration #076: testing norm threshold 0.043556 in range [0.000000, 0.087112]...	solution exists & found.
	Iteration #077: testing norm threshold 0.054020 in range [0.000000, 0.108040]...	solution exists & found.
	Iteration #078: testing norm threshold 0.059252 in range [0.000000, 0.118504]...	solution exists & found.
	Iteration #079: testing norm threshold 0.061868 in range [0.000000, 0.123736]...	solution exists & found.
	Iteration #080: testing norm threshold 0.063176 in range [0.000000, 0.126352]...	solution exists & found.
	Iteration #081: testing norm threshold 0.063830 in range [0.000000, 0.127660]...	solution exists & found.
	Iteration #082: testing norm threshold 0.063421 in range [0.000000, 0.126843]...	solution exists & found.
	Iteration #083: testing norm threshold 0.063953 in range [0.000000, 0.127905]...	solution exists & found.
	Iteration #084: testing norm threshold 0.064218 in range [0.000000, 0.128437]...	solution exists & found.
	Iteration #085: testing norm threshold 0.056345 in range [0.000000, 0.112691]...	solution exists & found.
	Iteration #086: testing norm threshold 0.060415 in range [0.000000, 0.120830]...	solution exists & found.
	Iteration #087: testing norm threshold 0.062450 in range [0.000000, 0.124899]...	solution exists & found.
	Iteration #088: testing norm threshold 0.063467 in range [0.000000, 0.126934]...	solution exists & found.
	Iteration #089: testing norm threshold 0.063976 in range [0.000000, 0.127951]...	solution exists & found.
	Iteration #090: testing norm threshold 0.048172 in range [0.000000, 0.096345]...	solution exists & found.
	Iteration #091: testing norm threshold 0.056328 in range [0.000000, 0.112657]...	solution exists & found.
	Iteration #092: testing norm threshold 0.060406 in range [0.000000, 0.120813]...	solution exists & found.
	Iteration #093: testing norm threshold 0.062445 in range [0.000000, 0.124891]...	solution exists & found.
	Iteration #094: testing norm threshold 0.063465 in range [0.000000, 0.126929]...	solution exists & found.
	Iteration #095: testing norm threshold 0.063974 in range [0.000000, 0.127949]...	solution exists & found.
	Iteration #096: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #097: testing norm threshold 0.063795 in range [0.000000, 0.127591]...	solution exists & found.
	Iteration #098: testing norm threshold 0.064140 in range [0.000000, 0.128279]...	solution exists & found.
	Iteration #099: testing norm threshold 0.064142 in range [0.000000, 0.128283]...	solution exists & found.


Factual sample: 		 {x0 : 0.14285714285714285, x1_cat_0 : 0.0, x1_cat_1 : 1.0, x1_cat_2 : 0.0, x1_cat_3 : 0.0, x2_cat_0 : 0.0, x2_cat_1 : 1.0, x3_cat_0 : 1.0, x3_cat_1 : 0.0, x4_cat_0 : 1.0, x4_cat_1 : 0.0, x5_cat_0 : 0.0, x5_cat_1 : 0.0, x5_cat_2 : 0.0, x5_cat_3 : 0.0, x5_cat_4 : 1.0, x6 : 0.4375, x7 : 0.5555555555555556, x8 : 0.38461538461538464, y: False}
Nearest counterfactual sample:	 {x0 : 0, x1_cat_0 : 0, x1_cat_1 : 1, x1_cat_2 : 0, x1_cat_3 : 0, x2_cat_0 : 0, x2_cat_1 : 1, x3_cat_0 : 1, x3_cat_1 : 0, x4_cat_0 : 1, x4_cat_1 : 0, x5_cat_0 : 0, x5_cat_1 : 0, x5_cat_2 : 0, x5_cat_3 : 0, x5_cat_4 : 1, x6 : 0, x7 : 0.48767228109615296, x8 : 0.24884883569657937, y: True} (verified)
Minimum counterfactual distance: 0.087112
