

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


Model Symbols:
{'counterfactual': {'x0_cat_0': {'lower_bound': 0,
                                 'symbol': x0_cat_0_counterfactual,
                                 'upper_bound': 1},
                    'x0_cat_1': {'lower_bound': 0,
                                 'symbol': x0_cat_1_counterfactual,
                                 'upper_bound': 1},
                    'x0_cat_2': {'lower_bound': 0,
                                 'symbol': x0_cat_2_counterfactual,
                                 'upper_bound': 1},
                    'x0_cat_3': {'lower_bound': 0,
                                 'symbol': x0_cat_3_counterfactual,
                                 'upper_bound': 1},
                    'x1': {'lower_bound': 0,
                           'symbol': x1_counterfactual,
                           'upper_bound': 1},
                    'x2': {'lower_bound': 0.0,
                           'symbol': x2_counterfactual,
                           'upper_bound': 1.0},
                    'x3': {'lower_bound': 0.0,
                           'symbol': x3_counterfactual,
                           'upper_bound': 1.0},
                    'x4': {'lower_bound': 0,
                           'symbol': x4_counterfactual,
                           'upper_bound': 1}},
 'interventional': {'x0_cat_0': {'lower_bound': 0,
                                 'symbol': x0_cat_0_interventional,
                                 'upper_bound': 1},
                    'x0_cat_1': {'lower_bound': 0,
                                 'symbol': x0_cat_1_interventional,
                                 'upper_bound': 1},
                    'x0_cat_2': {'lower_bound': 0,
                                 'symbol': x0_cat_2_interventional,
                                 'upper_bound': 1},
                    'x0_cat_3': {'lower_bound': 0,
                                 'symbol': x0_cat_3_interventional,
                                 'upper_bound': 1},
                    'x1': {'lower_bound': 0,
                           'symbol': x1_interventional,
                           'upper_bound': 1},
                    'x2': {'lower_bound': 0.0,
                           'symbol': x2_interventional,
                           'upper_bound': 1.0},
                    'x3': {'lower_bound': 0.0,
                           'symbol': x3_interventional,
                           'upper_bound': 1.0},
                    'x4': {'lower_bound': 0,
                           'symbol': x4_interventional,
                           'upper_bound': 1}},
 '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 0.500000 in range [0.000000, 1.000000]...	solution exists & found.
	Iteration #002: testing norm threshold 0.210919 in range [0.000000, 0.421838]...	solution exists & found.
	Iteration #003: testing norm threshold 0.137501 in range [0.000000, 0.275002]...	no solution exists.
	Iteration #004: testing norm threshold 0.206251 in range [0.137501, 0.275002]...	solution exists & found.
	Iteration #005: testing norm threshold 0.204146 in range [0.137501, 0.270792]...	solution exists & found.
	Iteration #006: testing norm threshold 0.203449 in range [0.137501, 0.269398]...	solution exists & found.
	Iteration #007: testing norm threshold 0.203458 in range [0.137501, 0.269416]...	solution exists & found.
	Iteration #008: testing norm threshold 0.203068 in range [0.137501, 0.268636]...	solution exists & found.
	Iteration #009: testing norm threshold 0.202918 in range [0.137501, 0.268335]...	solution exists & found.
	Iteration #010: testing norm threshold 0.202941 in range [0.137501, 0.268381]...	solution exists & found.
	Iteration #011: testing norm threshold 0.196061 in range [0.137501, 0.254622]...	no solution exists.
	Iteration #012: testing norm threshold 0.225342 in range [0.196061, 0.254622]...	solution exists & found.
	Iteration #013: testing norm threshold 0.243685 in range [0.196061, 0.291308]...	solution exists & found.
	Iteration #014: testing norm threshold 0.231014 in range [0.196061, 0.265966]...	solution exists & found.
	Iteration #015: testing norm threshold 0.242984 in range [0.196061, 0.289906]...	solution exists & found.
	Iteration #016: testing norm threshold 0.231014 in range [0.196061, 0.265966]...	solution exists & found.
	Iteration #017: testing norm threshold 0.246521 in range [0.196061, 0.296980]...	solution exists & found.
	Iteration #018: testing norm threshold 0.248969 in range [0.196061, 0.301876]...	solution exists & found.
	Iteration #019: testing norm threshold 0.248355 in range [0.196061, 0.300649]...	solution exists & found.
	Iteration #020: testing norm threshold 0.231014 in range [0.196061, 0.265966]...	solution exists & found.
	Iteration #021: testing norm threshold 0.242984 in range [0.196061, 0.289906]...	solution exists & found.
	Iteration #022: testing norm threshold 0.247604 in range [0.196061, 0.299146]...	solution exists & found.
	Iteration #023: testing norm threshold 0.254816 in range [0.196061, 0.313570]...	solution exists & found.
	Iteration #024: testing norm threshold 0.252170 in range [0.196061, 0.308279]...	solution exists & found.
	Iteration #025: testing norm threshold 0.252599 in range [0.196061, 0.309137]...	solution exists & found.
	Iteration #026: testing norm threshold 0.252776 in range [0.196061, 0.309491]...	solution exists & found.
	Iteration #027: testing norm threshold 0.252850 in range [0.196061, 0.309638]...	solution exists & found.
	Iteration #028: testing norm threshold 0.252880 in range [0.196061, 0.309699]...	solution exists & found.
	Iteration #029: testing norm threshold 0.250129 in range [0.196061, 0.304197]...	solution exists & found.
	Iteration #030: testing norm threshold 0.250361 in range [0.196061, 0.304661]...	solution exists & found.
	Iteration #031: testing norm threshold 0.250451 in range [0.196061, 0.304840]...	solution exists & found.
	Iteration #032: testing norm threshold 0.237247 in range [0.196061, 0.278432]...	solution exists & found.
	Iteration #033: testing norm threshold 0.249637 in range [0.196061, 0.303213]...	solution exists & found.
	Iteration #034: testing norm threshold 0.250171 in range [0.196061, 0.304282]...	solution exists & found.
	Iteration #035: testing norm threshold 0.251772 in range [0.196061, 0.307483]...	solution exists & found.
	Iteration #036: testing norm threshold 0.256900 in range [0.196061, 0.317739]...	solution exists & found.
	Iteration #037: testing norm threshold 0.252974 in range [0.196061, 0.309888]...	solution exists & found.
	Iteration #038: testing norm threshold 0.252932 in range [0.196061, 0.309802]...	solution exists & found.
	Iteration #039: testing norm threshold 0.251443 in range [0.196061, 0.306825]...	solution exists & found.
	Iteration #040: testing norm threshold 0.250868 in range [0.196061, 0.305675]...	solution exists & found.
	Iteration #041: testing norm threshold 0.249305 in range [0.196061, 0.302549]...	solution exists & found.
	Iteration #042: testing norm threshold 0.250043 in range [0.196061, 0.304025]...	solution exists & found.
	Iteration #043: testing norm threshold 0.253990 in range [0.196061, 0.311919]...	solution exists & found.
	Iteration #044: testing norm threshold 0.253352 in range [0.196061, 0.310643]...	solution exists & found.
	Iteration #045: testing norm threshold 0.253088 in range [0.196061, 0.310115]...	solution exists & found.
	Iteration #046: testing norm threshold 0.250129 in range [0.196061, 0.304197]...	solution exists & found.
	Iteration #047: testing norm threshold 0.245350 in range [0.196061, 0.294639]...	solution exists & found.
	Iteration #048: testing norm threshold 0.250129 in range [0.196061, 0.304197]...	solution exists & found.
	Iteration #049: testing norm threshold 0.256078 in range [0.196061, 0.316096]...	solution exists & found.
	Iteration #050: testing norm threshold 0.252657 in range [0.196061, 0.309253]...	solution exists & found.
	Iteration #051: testing norm threshold 0.254601 in range [0.196061, 0.313140]...	solution exists & found.
	Iteration #052: testing norm threshold 0.252087 in range [0.196061, 0.308113]...	solution exists & found.
	Iteration #053: testing norm threshold 0.231014 in range [0.196061, 0.265966]...	solution exists & found.
	Iteration #054: testing norm threshold 0.242984 in range [0.196061, 0.289906]...	solution exists & found.
	Iteration #055: testing norm threshold 0.247604 in range [0.196061, 0.299146]...	solution exists & found.
	Iteration #056: testing norm threshold 0.254816 in range [0.196061, 0.313570]...	solution exists & found.
	Iteration #057: testing norm threshold 0.253694 in range [0.196061, 0.311326]...	solution exists & found.
	Iteration #058: testing norm threshold 0.257861 in range [0.196061, 0.319660]...	solution exists & found.
	Iteration #059: testing norm threshold 0.253345 in range [0.196061, 0.310629]...	solution exists & found.
	Iteration #060: testing norm threshold 0.231014 in range [0.196061, 0.265966]...	solution exists & found.
	Iteration #061: testing norm threshold 0.246521 in range [0.196061, 0.296980]...	solution exists & found.
	Iteration #062: testing norm threshold 0.250262 in range [0.196061, 0.304462]...	solution exists & found.
	Iteration #063: testing norm threshold 0.250412 in range [0.196061, 0.304763]...	solution exists & found.
	Iteration #064: testing norm threshold 0.231014 in range [0.196061, 0.265966]...	solution exists & found.
	Iteration #065: testing norm threshold 0.231014 in range [0.196061, 0.265966]...	solution exists & found.
	Iteration #066: testing norm threshold 0.242984 in range [0.196061, 0.289906]...	solution exists & found.
	Iteration #067: testing norm threshold 0.247604 in range [0.196061, 0.299146]...	solution exists & found.
	Iteration #068: testing norm threshold 0.236900 in range [0.196061, 0.277739]...	solution exists & found.
	Iteration #069: testing norm threshold 0.235510 in range [0.196061, 0.274959]...	solution exists & found.
	Iteration #070: testing norm threshold 0.240989 in range [0.196061, 0.285916]...	solution exists & found.
	Iteration #071: testing norm threshold 0.250129 in range [0.196061, 0.304197]...	solution exists & found.
	Iteration #072: testing norm threshold 0.256078 in range [0.196061, 0.316096]...	solution exists & found.
	Iteration #073: testing norm threshold 0.254216 in range [0.196061, 0.312371]...	solution exists & found.
	Iteration #074: testing norm threshold 0.251939 in range [0.196061, 0.307816]...	solution exists & found.
	Iteration #075: testing norm threshold 0.252503 in range [0.196061, 0.308945]...	solution exists & found.
	Iteration #076: testing norm threshold 0.251278 in range [0.196061, 0.306494]...	solution exists & found.
	Iteration #077: testing norm threshold 0.250804 in range [0.196061, 0.305548]...	solution exists & found.
	Iteration #078: testing norm threshold 0.254340 in range [0.196061, 0.312618]...	solution exists & found.
	Iteration #079: testing norm threshold 0.251986 in range [0.196061, 0.307911]...	solution exists & found.
	Iteration #080: testing norm threshold 0.231014 in range [0.196061, 0.265966]...	solution exists & found.
	Iteration #081: testing norm threshold 0.231014 in range [0.196061, 0.265966]...	solution exists & found.
	Iteration #082: testing norm threshold 0.242984 in range [0.196061, 0.289906]...	solution exists & found.
	Iteration #083: testing norm threshold 0.247604 in range [0.196061, 0.299146]...	solution exists & found.
	Iteration #084: testing norm threshold 0.231014 in range [0.196061, 0.265966]...	solution exists & found.
	Iteration #085: testing norm threshold 0.231014 in range [0.196061, 0.265966]...	solution exists & found.
	Iteration #086: testing norm threshold 0.231014 in range [0.196061, 0.265966]...	solution exists & found.
	Iteration #087: testing norm threshold 0.243846 in range [0.196061, 0.291630]...	solution exists & found.
	Iteration #088: testing norm threshold 0.249155 in range [0.196061, 0.302248]...	solution exists & found.
	Iteration #089: testing norm threshold 0.231014 in range [0.196061, 0.265966]...	solution exists & found.
	Iteration #090: testing norm threshold 0.231014 in range [0.196061, 0.265966]...	solution exists & found.
	Iteration #091: testing norm threshold 0.245164 in range [0.196061, 0.294266]...	solution exists & found.
	Iteration #092: testing norm threshold 0.249700 in range [0.196061, 0.303339]...	solution exists & found.
	Iteration #093: testing norm threshold 0.251577 in range [0.196061, 0.307093]...	solution exists & found.
	Iteration #094: testing norm threshold 0.231014 in range [0.196061, 0.265966]...	solution exists & found.
	Iteration #095: testing norm threshold 0.243846 in range [0.196061, 0.291630]...	solution exists & found.
	Iteration #096: testing norm threshold 0.247936 in range [0.196061, 0.299811]...	solution exists & found.
	Iteration #097: testing norm threshold 0.231014 in range [0.196061, 0.265966]...	solution exists & found.
	Iteration #098: testing norm threshold 0.239726 in range [0.196061, 0.283390]...	solution exists & found.
	Iteration #099: testing norm threshold 0.250877 in range [0.196061, 0.305692]...	solution exists & found.


Factual sample: 		 {x0_cat_0 : 0.0, x0_cat_1 : 1.0, x0_cat_2 : 0.0, x0_cat_3 : 0.0, x1 : 0.29411764705882354, x2 : 0.09557609772202047, x3 : 0.6666666666666666, x4 : 0.03571428571428571, y: False}
Nearest counterfactual sample:	 {x0_cat_0 : 0, x0_cat_1 : 1, x0_cat_2 : 0, x0_cat_3 : 0, x1 : 0, x2 : 0.088223570247635, x3 : 0.6593141391922812, x4 : 1, y: True} (verified)
Minimum counterfactual distance: 0.254622
