

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


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 0.500000 in range [0.000000, 1.000000]...	solution exists & found.
	Iteration #002: testing norm threshold 0.229200 in range [0.000000, 0.458401]...	solution exists & found.
	Iteration #003: testing norm threshold 0.128911 in range [0.000000, 0.257821]...	solution exists & found.
	Iteration #004: testing norm threshold 0.079336 in range [0.000000, 0.158673]...	solution exists & found.
	Iteration #005: testing norm threshold 0.054549 in range [0.000000, 0.109098]...	solution exists & found.
	Iteration #006: testing norm threshold 0.042156 in range [0.000000, 0.084311]...	solution exists & found.
	Iteration #007: testing norm threshold 0.035959 in range [0.000000, 0.071918]...	solution exists & found.
	Iteration #008: testing norm threshold 0.032860 in range [0.000000, 0.065721]...	solution exists & found.
	Iteration #009: testing norm threshold 0.031311 in range [0.000000, 0.062622]...	solution exists & found.
	Iteration #010: testing norm threshold 0.030537 in range [0.000000, 0.061073]...	solution exists & found.
	Iteration #011: testing norm threshold 0.030149 in range [0.000000, 0.060299]...	solution exists & found.
	Iteration #012: testing norm threshold 0.029956 in range [0.000000, 0.059911]...	solution exists & found.
	Iteration #013: testing norm threshold 0.029859 in range [0.000000, 0.059718]...	solution exists & found.
	Iteration #014: testing norm threshold 0.029810 in range [0.000000, 0.059621]...	solution exists & found.
	Iteration #015: testing norm threshold 0.029786 in range [0.000000, 0.059572]...	solution exists & found.
	Iteration #016: testing norm threshold 0.028642 in range [0.000000, 0.057284]...	solution exists & found.
	Iteration #017: testing norm threshold 0.029202 in range [0.000000, 0.058404]...	solution exists & found.
	Iteration #018: testing norm threshold 0.029482 in range [0.000000, 0.058964]...	solution exists & found.
	Iteration #019: testing norm threshold 0.029622 in range [0.000000, 0.059244]...	solution exists & found.
	Iteration #020: testing norm threshold 0.029692 in range [0.000000, 0.059384]...	solution exists & found.
	Iteration #021: testing norm threshold 0.029727 in range [0.000000, 0.059454]...	solution exists & found.
	Iteration #022: testing norm threshold 0.029745 in range [0.000000, 0.059489]...	solution exists & found.
	Iteration #023: testing norm threshold 0.029753 in range [0.000000, 0.059507]...	solution exists & found.
	Iteration #024: testing norm threshold 0.029758 in range [0.000000, 0.059515]...	solution exists & found.
	Iteration #025: testing norm threshold 0.029760 in range [0.000000, 0.059520]...	solution exists & found.
	Iteration #026: testing norm threshold 0.029761 in range [0.000000, 0.059522]...	solution exists & found.
	Iteration #027: testing norm threshold 0.029761 in range [0.000000, 0.059523]...	solution exists & found.
	Iteration #028: testing norm threshold 0.029762 in range [0.000000, 0.059523]...	solution exists & found.
	Iteration #029: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #030: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #031: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #032: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #033: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #034: testing norm threshold 0.029372 in range [0.000000, 0.058744]...	solution exists & found.
	Iteration #035: testing norm threshold 0.029567 in range [0.000000, 0.059134]...	solution exists & found.
	Iteration #036: testing norm threshold 0.029664 in range [0.000000, 0.059329]...	solution exists & found.
	Iteration #037: testing norm threshold 0.029713 in range [0.000000, 0.059426]...	solution exists & found.
	Iteration #038: testing norm threshold 0.029738 in range [0.000000, 0.059475]...	solution exists & found.
	Iteration #039: testing norm threshold 0.029750 in range [0.000000, 0.059500]...	solution exists & found.
	Iteration #040: testing norm threshold 0.029756 in range [0.000000, 0.059512]...	solution exists & found.
	Iteration #041: testing norm threshold 0.029759 in range [0.000000, 0.059518]...	solution exists & found.
	Iteration #042: testing norm threshold 0.029760 in range [0.000000, 0.059521]...	solution exists & found.
	Iteration #043: testing norm threshold 0.029761 in range [0.000000, 0.059522]...	solution exists & found.
	Iteration #044: testing norm threshold 0.029762 in range [0.000000, 0.059523]...	solution exists & found.
	Iteration #045: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #046: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #047: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #048: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #049: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #050: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #051: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #052: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #053: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #054: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #055: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #056: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #057: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #058: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #059: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #060: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #061: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #062: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #063: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #064: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #065: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #066: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #067: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #068: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #069: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #070: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #071: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #072: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #073: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #074: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #075: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #076: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #077: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #078: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #079: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #080: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #081: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #082: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #083: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #084: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #085: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #086: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #087: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #088: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #089: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #090: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #091: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #092: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #093: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #094: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #095: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #096: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #097: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #098: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.
	Iteration #099: testing norm threshold 0.029762 in range [0.000000, 0.059524]...	solution exists & found.


Factual sample: 		 {x0 : 0.14285714285714285, x1_cat_0 : 1.0, x1_cat_1 : 0.0, x1_cat_2 : 0.0, x1_cat_3 : 0.0, x2_cat_0 : 1.0, x2_cat_1 : 0.0, 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 : 0.125, x7 : 0.5, x8 : 0.23076923076923078, y: False}
Nearest counterfactual sample:	 {x0 : 0, x1_cat_0 : 1, x1_cat_1 : 0, x1_cat_2 : 0, x1_cat_3 : 0, x2_cat_0 : 1, x2_cat_1 : 0, 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 : 0.5179721645972633, x8 : 0.46049626383945025, y: True} (verified)
Minimum counterfactual distance: 0.057284
