

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


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 0.212225 in range [0.000000, 0.424450]...	solution exists & found.
	Iteration #003: testing norm threshold 0.130533 in range [0.000000, 0.261065]...	solution exists & found.
	Iteration #004: testing norm threshold 0.093741 in range [0.000000, 0.187481]...	solution exists & found.
	Iteration #005: testing norm threshold 0.063192 in range [0.000000, 0.126384]...	solution exists & found.
	Iteration #006: testing norm threshold 0.063838 in range [0.000000, 0.127676]...	solution exists & found.
	Iteration #007: testing norm threshold 0.064161 in range [0.000000, 0.128322]...	solution exists & found.
	Iteration #008: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #009: testing norm threshold 0.063197 in range [0.000000, 0.126395]...	solution exists & found.
	Iteration #010: testing norm threshold 0.063168 in range [0.000000, 0.126336]...	solution exists & found.
	Iteration #011: testing norm threshold 0.063826 in range [0.000000, 0.127652]...	solution exists & found.
	Iteration #012: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #013: testing norm threshold 0.063795 in range [0.000000, 0.127591]...	solution exists & found.
	Iteration #014: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #015: testing norm threshold 0.063795 in range [0.000000, 0.127591]...	solution exists & found.
	Iteration #016: testing norm threshold 0.064140 in range [0.000000, 0.128279]...	solution exists & found.
	Iteration #017: testing norm threshold 0.048296 in range [0.000000, 0.096591]...	solution exists & found.
	Iteration #018: testing norm threshold 0.056390 in range [0.000000, 0.112780]...	solution exists & found.
	Iteration #019: testing norm threshold 0.060437 in range [0.000000, 0.120874]...	solution exists & found.
	Iteration #020: testing norm threshold 0.062461 in range [0.000000, 0.124921]...	solution exists & found.
	Iteration #021: testing norm threshold 0.063472 in range [0.000000, 0.126945]...	solution exists & found.
	Iteration #022: testing norm threshold 0.063978 in range [0.000000, 0.127957]...	solution exists & found.
	Iteration #023: testing norm threshold 0.061010 in range [0.000000, 0.122019]...	solution exists & found.
	Iteration #024: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #025: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #026: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #027: testing norm threshold 0.053579 in range [0.000000, 0.107157]...	solution exists & found.
	Iteration #028: testing norm threshold 0.057440 in range [0.000000, 0.114880]...	solution exists & found.
	Iteration #029: testing norm threshold 0.060962 in range [0.000000, 0.121924]...	solution exists & found.
	Iteration #030: testing norm threshold 0.062723 in range [0.000000, 0.125446]...	solution exists & found.
	Iteration #031: testing norm threshold 0.063604 in range [0.000000, 0.127207]...	solution exists & found.
	Iteration #032: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #033: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #034: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	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 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #038: testing norm threshold 0.063125 in range [0.000000, 0.126250]...	solution exists & found.
	Iteration #039: testing norm threshold 0.063805 in range [0.000000, 0.127609]...	solution exists & found.
	Iteration #040: testing norm threshold 0.064144 in range [0.000000, 0.128289]...	solution exists & found.
	Iteration #041: testing norm threshold 0.064085 in range [0.000000, 0.128169]...	solution exists & found.
	Iteration #042: testing norm threshold 0.064284 in range [0.000000, 0.128569]...	solution exists & found.
	Iteration #043: testing norm threshold 0.064384 in range [0.000000, 0.128769]...	solution exists & found.
	Iteration #044: testing norm threshold 0.064434 in range [0.000000, 0.128869]...	solution exists & found.
	Iteration #045: testing norm threshold 0.064459 in range [0.000000, 0.128918]...	solution exists & found.
	Iteration #046: testing norm threshold 0.063905 in range [0.000000, 0.127811]...	solution exists & found.
	Iteration #047: testing norm threshold 0.064195 in range [0.000000, 0.128390]...	solution exists & found.
	Iteration #048: testing norm threshold 0.064340 in range [0.000000, 0.128679]...	solution exists & found.
	Iteration #049: testing norm threshold 0.064212 in range [0.000000, 0.128423]...	solution exists & found.
	Iteration #050: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #051: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #052: testing norm threshold 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #053: testing norm threshold 0.063125 in range [0.000000, 0.126250]...	solution exists & found.
	Iteration #054: testing norm threshold 0.063805 in range [0.000000, 0.127609]...	solution exists & found.
	Iteration #055: testing norm threshold 0.064144 in range [0.000000, 0.128289]...	solution exists & found.
	Iteration #056: testing norm threshold 0.064314 in range [0.000000, 0.128629]...	solution exists & found.
	Iteration #057: testing norm threshold 0.063350 in range [0.000000, 0.126701]...	solution exists & found.
	Iteration #058: testing norm threshold 0.063793 in range [0.000000, 0.127586]...	solution exists & found.
	Iteration #059: testing norm threshold 0.057545 in range [0.000000, 0.115091]...	solution exists & found.
	Iteration #060: testing norm threshold 0.059752 in range [0.000000, 0.119504]...	solution exists & found.
	Iteration #061: testing norm threshold 0.062118 in range [0.000000, 0.124236]...	solution exists & found.
	Iteration #062: testing norm threshold 0.063301 in range [0.000000, 0.126602]...	solution exists & found.
	Iteration #063: testing norm threshold 0.054970 in range [0.000000, 0.109940]...	solution exists & found.
	Iteration #064: testing norm threshold 0.057691 in range [0.000000, 0.115382]...	solution exists & found.
	Iteration #065: testing norm threshold 0.061088 in range [0.000000, 0.122175]...	solution exists & found.
	Iteration #066: testing norm threshold 0.062786 in range [0.000000, 0.125572]...	solution exists & found.
	Iteration #067: testing norm threshold 0.063635 in range [0.000000, 0.127270]...	solution exists & found.
	Iteration #068: testing norm threshold 0.048677 in range [0.000000, 0.097354]...	solution exists & found.
	Iteration #069: testing norm threshold 0.056581 in range [0.000000, 0.113161]...	solution exists & found.
	Iteration #070: testing norm threshold 0.060532 in range [0.000000, 0.121065]...	solution exists & found.
	Iteration #071: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #072: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #073: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #074: testing norm threshold 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #075: testing norm threshold 0.063125 in range [0.000000, 0.126250]...	solution exists & found.
	Iteration #076: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #077: testing norm threshold 0.063795 in range [0.000000, 0.127591]...	solution exists & found.
	Iteration #078: testing norm threshold 0.050912 in range [0.000000, 0.101824]...	solution exists & found.
	Iteration #079: testing norm threshold 0.056933 in range [0.000000, 0.113867]...	solution exists & found.
	Iteration #080: testing norm threshold 0.060317 in range [0.000000, 0.120635]...	solution exists & found.
	Iteration #081: testing norm threshold 0.062401 in range [0.000000, 0.124802]...	solution exists & found.
	Iteration #082: testing norm threshold 0.063443 in range [0.000000, 0.126885]...	solution exists & found.
	Iteration #083: testing norm threshold 0.063963 in range [0.000000, 0.127927]...	solution exists & found.
	Iteration #084: testing norm threshold 0.063760 in range [0.000000, 0.127521]...	solution exists & found.
	Iteration #085: testing norm threshold 0.064122 in range [0.000000, 0.128245]...	solution exists & found.
	Iteration #086: testing norm threshold 0.064303 in range [0.000000, 0.128607]...	solution exists & found.
	Iteration #087: testing norm threshold 0.063399 in range [0.000000, 0.126798]...	solution exists & found.
	Iteration #088: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #089: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #090: testing norm threshold 0.063689 in range [0.000000, 0.127378]...	solution exists & found.
	Iteration #091: testing norm threshold 0.064087 in range [0.000000, 0.128173]...	solution exists & found.
	Iteration #092: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #093: testing norm threshold 0.063795 in range [0.000000, 0.127591]...	solution exists & found.
	Iteration #094: testing norm threshold 0.064140 in range [0.000000, 0.128279]...	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 0.053610 in range [0.000000, 0.107219]...	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 : 0.36291320822649575, x8 : 0.2882942109508547, y: True} (verified)
Minimum counterfactual distance: 0.096591
