

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


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 0.059036 in range [0.000000, 0.118073]...	solution exists & found.
	Iteration #012: testing norm threshold 0.061760 in range [0.000000, 0.123521]...	solution exists & found.
	Iteration #013: testing norm threshold 0.056876 in range [0.000000, 0.113753]...	solution exists & found.
	Iteration #014: testing norm threshold 0.060680 in range [0.000000, 0.121361]...	solution exists & found.
	Iteration #015: testing norm threshold 0.062582 in range [0.000000, 0.125164]...	solution exists & found.
	Iteration #016: testing norm threshold 0.063177 in range [0.000000, 0.126354]...	solution exists & found.
	Iteration #017: testing norm threshold 0.063831 in range [0.000000, 0.127661]...	solution exists & found.
	Iteration #018: testing norm threshold 0.050922 in range [0.000000, 0.101844]...	solution exists & found.
	Iteration #019: testing norm threshold 0.054548 in range [0.000000, 0.109095]...	solution exists & found.
	Iteration #020: testing norm threshold 0.059516 in range [0.000000, 0.119032]...	solution exists & found.
	Iteration #021: testing norm threshold 0.057691 in range [0.000000, 0.115382]...	solution exists & found.
	Iteration #022: testing norm threshold 0.061088 in range [0.000000, 0.122175]...	solution exists & found.
	Iteration #023: testing norm threshold 0.056933 in range [0.000000, 0.113867]...	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 0.050615 in range [0.000000, 0.101229]...	solution exists & found.
	Iteration #027: testing norm threshold 0.047934 in range [0.000000, 0.095867]...	solution exists & found.
	Iteration #028: testing norm threshold 0.056209 in range [0.000000, 0.112418]...	solution exists & found.
	Iteration #029: testing norm threshold 0.054329 in range [0.000000, 0.108657]...	solution exists & found.
	Iteration #030: testing norm threshold 0.059406 in range [0.000000, 0.118813]...	solution exists & found.
	Iteration #031: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #032: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #033: testing norm threshold 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #034: testing norm threshold 0.063125 in range [0.000000, 0.126250]...	solution exists & found.
	Iteration #035: testing norm threshold 0.063805 in range [0.000000, 0.127609]...	solution exists & found.
	Iteration #036: testing norm threshold 0.064144 in range [0.000000, 0.128289]...	solution exists & found.
	Iteration #037: testing norm threshold 0.052875 in range [0.000000, 0.105750]...	solution exists & found.
	Iteration #038: testing norm threshold 0.047646 in range [0.000000, 0.095292]...	solution exists & found.
	Iteration #039: testing norm threshold 0.056065 in range [0.000000, 0.112130]...	solution exists & found.
	Iteration #040: testing norm threshold 0.058204 in range [0.000000, 0.116407]...	solution exists & found.
	Iteration #041: testing norm threshold 0.060122 in range [0.000000, 0.120243]...	solution exists & found.
	Iteration #042: testing norm threshold 0.062303 in range [0.000000, 0.124606]...	solution exists & found.
	Iteration #043: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #044: testing norm threshold 0.063718 in range [0.000000, 0.127436]...	solution exists & found.
	Iteration #045: testing norm threshold 0.063793 in range [0.000000, 0.127587]...	solution exists & found.
	Iteration #046: testing norm threshold 0.064139 in range [0.000000, 0.128278]...	solution exists & found.
	Iteration #047: testing norm threshold 0.064312 in range [0.000000, 0.128623]...	solution exists & found.
	Iteration #048: testing norm threshold 0.064398 in range [0.000000, 0.128796]...	solution exists & found.
	Iteration #049: testing norm threshold 0.035378 in range [0.000000, 0.070757]...	solution exists & found.
	Iteration #050: testing norm threshold 0.049931 in range [0.000000, 0.099863]...	solution exists & found.
	Iteration #051: testing norm threshold 0.055716 in range [0.000000, 0.111431]...	solution exists & found.
	Iteration #052: testing norm threshold 0.060100 in range [0.000000, 0.120200]...	solution exists & found.
	Iteration #053: testing norm threshold 0.062292 in range [0.000000, 0.124584]...	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 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #057: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #058: testing norm threshold 0.053489 in range [0.000000, 0.106978]...	solution exists & found.
	Iteration #059: testing norm threshold 0.058987 in range [0.000000, 0.117973]...	solution exists & found.
	Iteration #060: testing norm threshold 0.049505 in range [0.000000, 0.099009]...	solution exists & found.
	Iteration #061: testing norm threshold 0.056994 in range [0.000000, 0.113989]...	solution exists & found.
	Iteration #062: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #063: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #064: testing norm threshold 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #065: testing norm threshold 0.063125 in range [0.000000, 0.126250]...	solution exists & found.
	Iteration #066: testing norm threshold 0.063805 in range [0.000000, 0.127609]...	solution exists & found.
	Iteration #067: testing norm threshold 0.064144 in range [0.000000, 0.128289]...	solution exists & found.
	Iteration #068: testing norm threshold 0.064314 in range [0.000000, 0.128629]...	solution exists & found.
	Iteration #069: testing norm threshold 0.064399 in range [0.000000, 0.128799]...	solution exists & found.
	Iteration #070: testing norm threshold 0.064442 in range [0.000000, 0.128883]...	solution exists & found.
	Iteration #071: testing norm threshold 0.064463 in range [0.000000, 0.128926]...	solution exists & found.
	Iteration #072: testing norm threshold 0.064474 in range [0.000000, 0.128947]...	solution exists & found.
	Iteration #073: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #074: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #075: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #076: testing norm threshold 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #077: testing norm threshold 0.063125 in range [0.000000, 0.126250]...	solution exists & found.
	Iteration #078: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #079: testing norm threshold 0.039310 in range [0.000000, 0.078620]...	solution exists & found.
	Iteration #080: testing norm threshold 0.043746 in range [0.000000, 0.087492]...	solution exists & found.
	Iteration #081: testing norm threshold 0.053737 in range [0.000000, 0.107473]...	solution exists & found.
	Iteration #082: testing norm threshold 0.059110 in range [0.000000, 0.118221]...	solution exists & found.
	Iteration #083: testing norm threshold 0.061797 in range [0.000000, 0.123595]...	solution exists & found.
	Iteration #084: testing norm threshold 0.063141 in range [0.000000, 0.126282]...	solution exists & found.
	Iteration #085: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #086: testing norm threshold 0.063795 in range [0.000000, 0.127591]...	solution exists & found.
	Iteration #087: testing norm threshold 0.064140 in range [0.000000, 0.128279]...	solution exists & found.
	Iteration #088: testing norm threshold 0.046694 in range [0.000000, 0.093388]...	solution exists & found.
	Iteration #089: testing norm threshold 0.055589 in range [0.000000, 0.111178]...	solution exists & found.
	Iteration #090: testing norm threshold 0.060037 in range [0.000000, 0.120073]...	solution exists & found.
	Iteration #091: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #092: testing norm threshold 0.056498 in range [0.000000, 0.112996]...	solution exists & found.
	Iteration #093: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #094: testing norm threshold 0.053489 in range [0.000000, 0.106978]...	solution exists & found.
	Iteration #095: testing norm threshold 0.058987 in range [0.000000, 0.117973]...	solution exists & found.
	Iteration #096: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #097: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #098: testing norm threshold 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #099: testing norm threshold 0.063125 in range [0.000000, 0.126250]...	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 : 0.4410665534259935, y: True} (verified)
Minimum counterfactual distance: 0.070756
