

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


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 2.500000 in range [0.000000, 5.000000]...	solution exists & found.
	Iteration #002: testing norm threshold 0.151801 in range [0.000000, 0.303603]...	solution exists & found.
	Iteration #003: testing norm threshold 0.107055 in range [0.000000, 0.214109]...	solution exists & found.
	Iteration #004: testing norm threshold 0.062887 in range [0.000000, 0.125774]...	solution exists & found.
	Iteration #005: testing norm threshold 0.062887 in range [0.000000, 0.125774]...	solution exists & found.
	Iteration #006: testing norm threshold 0.063686 in range [0.000000, 0.127371]...	solution exists & found.
	Iteration #007: testing norm threshold 0.061491 in range [0.000000, 0.122982]...	solution exists & found.
	Iteration #008: testing norm threshold 0.062887 in range [0.000000, 0.125774]...	solution exists & found.
	Iteration #009: testing norm threshold 0.034383 in range [0.000000, 0.068766]...	solution exists & found.
	Iteration #010: testing norm threshold 0.049434 in range [0.000000, 0.098867]...	solution exists & found.
	Iteration #011: testing norm threshold 0.054046 in range [0.000000, 0.108093]...	solution exists & found.
	Iteration #012: testing norm threshold 0.059265 in range [0.000000, 0.118531]...	solution exists & found.
	Iteration #013: testing norm threshold 0.061875 in range [0.000000, 0.123750]...	solution exists & found.
	Iteration #014: testing norm threshold 0.054984 in range [0.000000, 0.109967]...	solution exists & found.
	Iteration #015: testing norm threshold 0.059734 in range [0.000000, 0.119468]...	solution exists & found.
	Iteration #016: testing norm threshold 0.061228 in range [0.000000, 0.122456]...	solution exists & found.
	Iteration #017: testing norm threshold 0.054984 in range [0.000000, 0.109967]...	solution exists & found.
	Iteration #018: testing norm threshold 0.059384 in range [0.000000, 0.118768]...	solution exists & found.
	Iteration #019: testing norm threshold 0.060985 in range [0.000000, 0.121969]...	solution exists & found.
	Iteration #020: testing norm threshold 0.062734 in range [0.000000, 0.125469]...	solution exists & found.
	Iteration #021: testing norm threshold 0.063609 in range [0.000000, 0.127219]...	solution exists & found.
	Iteration #022: testing norm threshold 0.064047 in range [0.000000, 0.128094]...	solution exists & found.
	Iteration #023: testing norm threshold 0.062887 in range [0.000000, 0.125774]...	solution exists & found.
	Iteration #024: testing norm threshold 0.063686 in range [0.000000, 0.127371]...	solution exists & found.
	Iteration #025: testing norm threshold 0.062887 in range [0.000000, 0.125774]...	solution exists & found.
	Iteration #026: testing norm threshold 0.055675 in range [0.000000, 0.111350]...	solution exists & found.
	Iteration #027: testing norm threshold 0.060080 in range [0.000000, 0.120159]...	solution exists & found.
	Iteration #028: testing norm threshold 0.059799 in range [0.000000, 0.119598]...	solution exists & found.
	Iteration #029: testing norm threshold 0.062142 in range [0.000000, 0.124283]...	solution exists & found.
	Iteration #030: testing norm threshold 0.062175 in range [0.000000, 0.124350]...	solution exists & found.
	Iteration #031: testing norm threshold 0.060683 in range [0.000000, 0.121366]...	solution exists & found.
	Iteration #032: testing norm threshold 0.062584 in range [0.000000, 0.125167]...	solution exists & found.
	Iteration #033: testing norm threshold 0.063534 in range [0.000000, 0.127068]...	solution exists & found.
	Iteration #034: testing norm threshold 0.062887 in range [0.000000, 0.125774]...	solution exists & found.
	Iteration #035: testing norm threshold 0.062887 in range [0.000000, 0.125774]...	solution exists & found.
	Iteration #036: testing norm threshold 0.062887 in range [0.000000, 0.125774]...	solution exists & found.
	Iteration #037: testing norm threshold 0.062887 in range [0.000000, 0.125774]...	solution exists & found.
	Iteration #038: testing norm threshold 0.063686 in range [0.000000, 0.127371]...	solution exists & found.
	Iteration #039: testing norm threshold 0.042969 in range [0.000000, 0.085939]...	solution exists & found.
	Iteration #040: testing norm threshold 0.053727 in range [0.000000, 0.107454]...	solution exists & found.
	Iteration #041: testing norm threshold 0.059106 in range [0.000000, 0.118211]...	solution exists & found.
	Iteration #042: testing norm threshold 0.058433 in range [0.000000, 0.116866]...	solution exists & found.
	Iteration #043: testing norm threshold 0.061459 in range [0.000000, 0.122917]...	solution exists & found.
	Iteration #044: testing norm threshold 0.062971 in range [0.000000, 0.125943]...	solution exists & found.
	Iteration #045: testing norm threshold 0.063728 in range [0.000000, 0.127456]...	solution exists & found.
	Iteration #046: testing norm threshold 0.062887 in range [0.000000, 0.125774]...	solution exists & found.
	Iteration #047: testing norm threshold 0.062887 in range [0.000000, 0.125774]...	solution exists & found.
	Iteration #048: testing norm threshold 0.063686 in range [0.000000, 0.127371]...	solution exists & found.
	Iteration #049: testing norm threshold 0.064085 in range [0.000000, 0.128170]...	solution exists & found.
	Iteration #050: testing norm threshold 0.062887 in range [0.000000, 0.125774]...	solution exists & found.
	Iteration #051: testing norm threshold 0.061668 in range [0.000000, 0.123336]...	solution exists & found.
	Iteration #052: testing norm threshold 0.062887 in range [0.000000, 0.125774]...	solution exists & found.
	Iteration #053: testing norm threshold 0.063686 in range [0.000000, 0.127371]...	solution exists & found.
	Iteration #054: testing norm threshold 0.064085 in range [0.000000, 0.128170]...	solution exists & found.
	Iteration #055: testing norm threshold 0.064285 in range [0.000000, 0.128569]...	solution exists & found.
	Iteration #056: testing norm threshold 0.054984 in range [0.000000, 0.109967]...	solution exists & found.
	Iteration #057: testing norm threshold 0.056408 in range [0.000000, 0.112817]...	solution exists & found.
	Iteration #058: testing norm threshold 0.057720 in range [0.000000, 0.115441]...	solution exists & found.
	Iteration #059: testing norm threshold 0.061102 in range [0.000000, 0.122205]...	solution exists & found.
	Iteration #060: testing norm threshold 0.062793 in range [0.000000, 0.125587]...	solution exists & found.
	Iteration #061: testing norm threshold 0.063639 in range [0.000000, 0.127277]...	solution exists & found.
	Iteration #062: testing norm threshold 0.062887 in range [0.000000, 0.125774]...	solution exists & found.
	Iteration #063: testing norm threshold 0.063686 in range [0.000000, 0.127371]...	solution exists & found.
	Iteration #064: testing norm threshold 0.064085 in range [0.000000, 0.128170]...	solution exists & found.
	Iteration #065: testing norm threshold 0.064285 in range [0.000000, 0.128569]...	solution exists & found.
	Iteration #066: testing norm threshold 0.062887 in range [0.000000, 0.125774]...	solution exists & found.
	Iteration #067: testing norm threshold 0.054984 in range [0.000000, 0.109967]...	solution exists & found.
	Iteration #068: testing norm threshold 0.059734 in range [0.000000, 0.119468]...	solution exists & found.
	Iteration #069: testing norm threshold 0.056441 in range [0.000000, 0.112882]...	solution exists & found.
	Iteration #070: testing norm threshold 0.060462 in range [0.000000, 0.120925]...	solution exists & found.
	Iteration #071: testing norm threshold 0.046694 in range [0.000000, 0.093388]...	solution exists & found.
	Iteration #072: testing norm threshold 0.055589 in range [0.000000, 0.111178]...	solution exists & found.
	Iteration #073: testing norm threshold 0.060037 in range [0.000000, 0.120073]...	solution exists & found.
	Iteration #074: testing norm threshold 0.037204 in range [0.000000, 0.074408]...	solution exists & found.
	Iteration #075: testing norm threshold 0.048591 in range [0.000000, 0.097183]...	solution exists & found.
	Iteration #076: testing norm threshold 0.056538 in range [0.000000, 0.113076]...	solution exists & found.
	Iteration #077: testing norm threshold 0.060511 in range [0.000000, 0.121022]...	solution exists & found.
	Iteration #078: testing norm threshold 0.054984 in range [0.000000, 0.109967]...	solution exists & found.
	Iteration #079: testing norm threshold 0.059734 in range [0.000000, 0.119468]...	solution exists & found.
	Iteration #080: testing norm threshold 0.062109 in range [0.000000, 0.124218]...	solution exists & found.
	Iteration #081: testing norm threshold 0.054984 in range [0.000000, 0.109967]...	solution exists & found.
	Iteration #082: testing norm threshold 0.059734 in range [0.000000, 0.119468]...	solution exists & found.
	Iteration #083: testing norm threshold 0.062109 in range [0.000000, 0.124218]...	solution exists & found.
	Iteration #084: testing norm threshold 0.063297 in range [0.000000, 0.126593]...	solution exists & found.
	Iteration #085: testing norm threshold 0.049460 in range [0.000000, 0.098920]...	solution exists & found.
	Iteration #086: testing norm threshold 0.056972 in range [0.000000, 0.113944]...	solution exists & found.
	Iteration #087: testing norm threshold 0.049460 in range [0.000000, 0.098920]...	solution exists & found.
	Iteration #088: testing norm threshold 0.054984 in range [0.000000, 0.109967]...	solution exists & found.
	Iteration #089: testing norm threshold 0.059734 in range [0.000000, 0.119468]...	solution exists & found.
	Iteration #090: testing norm threshold 0.062109 in range [0.000000, 0.124218]...	solution exists & found.
	Iteration #091: testing norm threshold 0.051097 in range [0.000000, 0.102194]...	solution exists & found.
	Iteration #092: testing norm threshold 0.057791 in range [0.000000, 0.115581]...	solution exists & found.
	Iteration #093: testing norm threshold 0.061137 in range [0.000000, 0.122275]...	solution exists & found.
	Iteration #094: testing norm threshold 0.062811 in range [0.000000, 0.125622]...	solution exists & found.
	Iteration #095: testing norm threshold 0.063648 in range [0.000000, 0.127295]...	solution exists & found.
	Iteration #096: testing norm threshold 0.064066 in range [0.000000, 0.128132]...	solution exists & found.
	Iteration #097: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #098: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #099: testing norm threshold 0.061766 in range [0.000000, 0.123531]...	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 : 0.5940888888888889, x8 : 0.38461538461538464, y: True} (verified)
Minimum counterfactual distance: 0.068766
