

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


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 0.162455 in range [0.000000, 0.324910]...	solution exists & found.
	Iteration #003: testing norm threshold 0.113470 in range [0.000000, 0.226939]...	solution exists & found.
	Iteration #004: testing norm threshold 0.088784 in range [0.000000, 0.177568]...	solution exists & found.
	Iteration #005: testing norm threshold 0.050113 in range [0.000000, 0.100226]...	solution exists & found.
	Iteration #006: testing norm threshold 0.057299 in range [0.000000, 0.114597]...	solution exists & found.
	Iteration #007: testing norm threshold 0.060891 in range [0.000000, 0.121783]...	solution exists & found.
	Iteration #008: testing norm threshold 0.062688 in range [0.000000, 0.125376]...	solution exists & found.
	Iteration #009: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #010: testing norm threshold 0.063795 in range [0.000000, 0.127591]...	solution exists & found.
	Iteration #011: testing norm threshold 0.035885 in range [0.000000, 0.071770]...	solution exists & found.
	Iteration #012: testing norm threshold 0.050185 in range [0.000000, 0.100369]...	solution exists & found.
	Iteration #013: testing norm threshold 0.047380 in range [0.000000, 0.094760]...	solution exists & found.
	Iteration #014: testing norm threshold 0.051099 in range [0.000000, 0.102199]...	solution exists & found.
	Iteration #015: testing norm threshold 0.033746 in range [0.000000, 0.067492]...	solution exists & found.
	Iteration #016: testing norm threshold 0.048293 in range [0.000000, 0.096587]...	solution exists & found.
	Iteration #017: testing norm threshold 0.056389 in range [0.000000, 0.112778]...	solution exists & found.
	Iteration #018: testing norm threshold 0.060436 in range [0.000000, 0.120873]...	solution exists & found.
	Iteration #019: testing norm threshold 0.050799 in range [0.000000, 0.101598]...	solution exists & found.
	Iteration #020: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #021: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #022: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #023: testing norm threshold 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #024: testing norm threshold 0.063125 in range [0.000000, 0.126250]...	solution exists & found.
	Iteration #025: testing norm threshold 0.059227 in range [0.000000, 0.118454]...	solution exists & found.
	Iteration #026: testing norm threshold 0.061856 in range [0.000000, 0.123711]...	solution exists & found.
	Iteration #027: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #028: testing norm threshold 0.058271 in range [0.000000, 0.116543]...	solution exists & found.
	Iteration #029: testing norm threshold 0.061378 in range [0.000000, 0.122756]...	solution exists & found.
	Iteration #030: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #031: testing norm threshold 0.032242 in range [0.000000, 0.064484]...	solution exists & found.
	Iteration #032: testing norm threshold 0.045484 in range [0.000000, 0.090967]...	solution exists & found.
	Iteration #033: testing norm threshold 0.054984 in range [0.000000, 0.109968]...	solution exists & found.
	Iteration #034: testing norm threshold 0.059734 in range [0.000000, 0.119468]...	solution exists & found.
	Iteration #035: testing norm threshold 0.062109 in range [0.000000, 0.124218]...	solution exists & found.
	Iteration #036: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	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 0.063125 in range [0.000000, 0.126250]...	solution exists & found.
	Iteration #041: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #042: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #043: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #044: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #045: testing norm threshold 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #046: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #047: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #048: testing norm threshold 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #049: testing norm threshold 0.063125 in range [0.000000, 0.126250]...	solution exists & found.
	Iteration #050: testing norm threshold 0.063805 in range [0.000000, 0.127609]...	solution exists & found.
	Iteration #051: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #052: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #053: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #054: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #055: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #056: testing norm threshold 0.048957 in range [0.000000, 0.097914]...	solution exists & found.
	Iteration #057: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #058: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #059: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #060: testing norm threshold 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #061: testing norm threshold 0.063125 in range [0.000000, 0.126250]...	solution exists & found.
	Iteration #062: testing norm threshold 0.063805 in range [0.000000, 0.127609]...	solution exists & found.
	Iteration #063: testing norm threshold 0.064144 in range [0.000000, 0.128289]...	solution exists & found.
	Iteration #064: testing norm threshold 0.049134 in range [0.000000, 0.098269]...	solution exists & found.
	Iteration #065: testing norm threshold 0.056809 in range [0.000000, 0.113619]...	solution exists & found.
	Iteration #066: testing norm threshold 0.054002 in range [0.000000, 0.108003]...	solution exists & found.
	Iteration #067: testing norm threshold 0.059243 in range [0.000000, 0.118486]...	solution exists & found.
	Iteration #068: testing norm threshold 0.061864 in range [0.000000, 0.123727]...	solution exists & found.
	Iteration #069: testing norm threshold 0.063174 in range [0.000000, 0.126348]...	solution exists & found.
	Iteration #070: testing norm threshold 0.063829 in range [0.000000, 0.127658]...	solution exists & found.
	Iteration #071: testing norm threshold 0.064157 in range [0.000000, 0.128313]...	solution exists & found.
	Iteration #072: testing norm threshold 0.064320 in range [0.000000, 0.128641]...	solution exists & found.
	Iteration #073: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #074: testing norm threshold 0.063795 in range [0.000000, 0.127591]...	solution exists & found.
	Iteration #075: testing norm threshold 0.064140 in range [0.000000, 0.128279]...	solution exists & found.
	Iteration #076: testing norm threshold 0.054190 in range [0.000000, 0.108380]...	solution exists & found.
	Iteration #077: testing norm threshold 0.054470 in range [0.000000, 0.108939]...	solution exists & found.
	Iteration #078: testing norm threshold 0.059477 in range [0.000000, 0.118954]...	solution exists & found.
	Iteration #079: testing norm threshold 0.061981 in range [0.000000, 0.123961]...	solution exists & found.
	Iteration #080: testing norm threshold 0.063129 in range [0.000000, 0.126258]...	solution exists & found.
	Iteration #081: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #082: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #083: testing norm threshold 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #084: testing norm threshold 0.063125 in range [0.000000, 0.126250]...	solution exists & found.
	Iteration #085: testing norm threshold 0.063805 in range [0.000000, 0.127609]...	solution exists & found.
	Iteration #086: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #087: testing norm threshold 0.063795 in range [0.000000, 0.127591]...	solution exists & found.
	Iteration #088: testing norm threshold 0.064140 in range [0.000000, 0.128279]...	solution exists & found.
	Iteration #089: testing norm threshold 0.064312 in range [0.000000, 0.128624]...	solution exists & found.
	Iteration #090: testing norm threshold 0.064398 in range [0.000000, 0.128796]...	solution exists & found.
	Iteration #091: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #092: testing norm threshold 0.063795 in range [0.000000, 0.127591]...	solution exists & found.
	Iteration #093: testing norm threshold 0.064140 in range [0.000000, 0.128279]...	solution exists & found.
	Iteration #094: testing norm threshold 0.064312 in range [0.000000, 0.128624]...	solution exists & found.
	Iteration #095: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #096: testing norm threshold 0.063795 in range [0.000000, 0.127591]...	solution exists & found.
	Iteration #097: testing norm threshold 0.064140 in range [0.000000, 0.128279]...	solution exists & found.
	Iteration #098: testing norm threshold 0.064312 in range [0.000000, 0.128624]...	solution exists & found.
	Iteration #099: testing norm threshold 0.064398 in range [0.000000, 0.128796]...	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 : 0.5555555555555556, x8 : 0.38461538461538464, y: True} (verified)
Minimum counterfactual distance: 0.064484
