

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


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 0.240953 in range [0.000000, 0.481907]...	solution exists & found.
	Iteration #003: testing norm threshold 0.135514 in range [0.000000, 0.271028]...	no solution exists.
	Iteration #004: testing norm threshold 0.203271 in range [0.135514, 0.271028]...	solution exists & found.
	Iteration #005: testing norm threshold 0.201139 in range [0.135514, 0.266764]...	solution exists & found.
	Iteration #006: testing norm threshold 0.201310 in range [0.135514, 0.267105]...	solution exists & found.
	Iteration #007: testing norm threshold 0.200900 in range [0.135514, 0.266286]...	solution exists & found.
	Iteration #008: testing norm threshold 0.201088 in range [0.135514, 0.266661]...	solution exists & found.
	Iteration #009: testing norm threshold 0.201160 in range [0.135514, 0.266806]...	solution exists & found.
	Iteration #010: testing norm threshold 0.200960 in range [0.135514, 0.266407]...	solution exists & found.
	Iteration #011: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #012: testing norm threshold 0.200831 in range [0.135514, 0.266147]...	solution exists & found.
	Iteration #013: testing norm threshold 0.200777 in range [0.135514, 0.266040]...	solution exists & found.
	Iteration #014: testing norm threshold 0.201107 in range [0.135514, 0.266699]...	solution exists & found.
	Iteration #015: testing norm threshold 0.200809 in range [0.135514, 0.266103]...	solution exists & found.
	Iteration #016: testing norm threshold 0.201145 in range [0.135514, 0.266775]...	solution exists & found.
	Iteration #017: testing norm threshold 0.201313 in range [0.135514, 0.267111]...	solution exists & found.
	Iteration #018: testing norm threshold 0.200900 in range [0.135514, 0.266286]...	solution exists & found.
	Iteration #019: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #020: testing norm threshold 0.200757 in range [0.135514, 0.266000]...	solution exists & found.
	Iteration #021: testing norm threshold 0.200833 in range [0.135514, 0.266151]...	solution exists & found.
	Iteration #022: testing norm threshold 0.201062 in range [0.135514, 0.266609]...	solution exists & found.
	Iteration #023: testing norm threshold 0.200870 in range [0.135514, 0.266225]...	solution exists & found.
	Iteration #024: testing norm threshold 0.201076 in range [0.135514, 0.266638]...	solution exists & found.
	Iteration #025: testing norm threshold 0.201227 in range [0.135514, 0.266940]...	solution exists & found.
	Iteration #026: testing norm threshold 0.201248 in range [0.135514, 0.266982]...	solution exists & found.
	Iteration #027: testing norm threshold 0.201222 in range [0.135514, 0.266930]...	solution exists & found.
	Iteration #028: testing norm threshold 0.201001 in range [0.135514, 0.266487]...	solution exists & found.
	Iteration #029: testing norm threshold 0.201126 in range [0.135514, 0.266739]...	solution exists & found.
	Iteration #030: testing norm threshold 0.200878 in range [0.135514, 0.266241]...	solution exists & found.
	Iteration #031: testing norm threshold 0.201135 in range [0.135514, 0.266756]...	solution exists & found.
	Iteration #032: testing norm threshold 0.200956 in range [0.135514, 0.266397]...	solution exists & found.
	Iteration #033: testing norm threshold 0.200782 in range [0.135514, 0.266051]...	solution exists & found.
	Iteration #034: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #035: testing norm threshold 0.200798 in range [0.135514, 0.266082]...	solution exists & found.
	Iteration #036: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #037: testing norm threshold 0.201110 in range [0.135514, 0.266707]...	solution exists & found.
	Iteration #038: testing norm threshold 0.201169 in range [0.135514, 0.266824]...	solution exists & found.
	Iteration #039: testing norm threshold 0.201224 in range [0.135514, 0.266934]...	solution exists & found.
	Iteration #040: testing norm threshold 0.201213 in range [0.135514, 0.266911]...	solution exists & found.
	Iteration #041: testing norm threshold 0.201208 in range [0.135514, 0.266903]...	solution exists & found.
	Iteration #042: testing norm threshold 0.201207 in range [0.135514, 0.266899]...	solution exists & found.
	Iteration #043: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #044: testing norm threshold 0.201068 in range [0.135514, 0.266622]...	solution exists & found.
	Iteration #045: testing norm threshold 0.201118 in range [0.135514, 0.266723]...	solution exists & found.
	Iteration #046: testing norm threshold 0.201136 in range [0.135514, 0.266758]...	solution exists & found.
	Iteration #047: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #048: testing norm threshold 0.201047 in range [0.135514, 0.266579]...	solution exists & found.
	Iteration #049: testing norm threshold 0.200805 in range [0.135514, 0.266096]...	solution exists & found.
	Iteration #050: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #051: testing norm threshold 0.201026 in range [0.135514, 0.266538]...	solution exists & found.
	Iteration #052: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #053: testing norm threshold 0.201047 in range [0.135514, 0.266579]...	solution exists & found.
	Iteration #054: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #055: testing norm threshold 0.200798 in range [0.135514, 0.266082]...	solution exists & found.
	Iteration #056: testing norm threshold 0.200838 in range [0.135514, 0.266161]...	solution exists & found.
	Iteration #057: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #058: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #059: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #060: testing norm threshold 0.200807 in range [0.135514, 0.266099]...	solution exists & found.
	Iteration #061: testing norm threshold 0.200842 in range [0.135514, 0.266169]...	solution exists & found.
	Iteration #062: testing norm threshold 0.200792 in range [0.135514, 0.266071]...	solution exists & found.
	Iteration #063: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #064: testing norm threshold 0.201026 in range [0.135514, 0.266538]...	solution exists & found.
	Iteration #065: testing norm threshold 0.200804 in range [0.135514, 0.266093]...	solution exists & found.
	Iteration #066: testing norm threshold 0.200790 in range [0.135514, 0.266066]...	solution exists & found.
	Iteration #067: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #068: testing norm threshold 0.200786 in range [0.135514, 0.266058]...	solution exists & found.
	Iteration #069: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #070: testing norm threshold 0.201026 in range [0.135514, 0.266538]...	solution exists & found.
	Iteration #071: testing norm threshold 0.201136 in range [0.135514, 0.266758]...	solution exists & found.
	Iteration #072: testing norm threshold 0.201210 in range [0.135514, 0.266907]...	solution exists & found.
	Iteration #073: testing norm threshold 0.201241 in range [0.135514, 0.266968]...	solution exists & found.
	Iteration #074: testing norm threshold 0.201219 in range [0.135514, 0.266925]...	solution exists & found.
	Iteration #075: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #076: testing norm threshold 0.201047 in range [0.135514, 0.266579]...	solution exists & found.
	Iteration #077: testing norm threshold 0.200872 in range [0.135514, 0.266229]...	solution exists & found.
	Iteration #078: testing norm threshold 0.201176 in range [0.135514, 0.266838]...	solution exists & found.
	Iteration #079: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #080: testing norm threshold 0.201026 in range [0.135514, 0.266538]...	solution exists & found.
	Iteration #081: testing norm threshold 0.200820 in range [0.135514, 0.266126]...	solution exists & found.
	Iteration #082: testing norm threshold 0.201057 in range [0.135514, 0.266600]...	solution exists & found.
	Iteration #083: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #084: testing norm threshold 0.201110 in range [0.135514, 0.266707]...	solution exists & found.
	Iteration #085: testing norm threshold 0.201169 in range [0.135514, 0.266824]...	solution exists & found.
	Iteration #086: testing norm threshold 0.201224 in range [0.135514, 0.266934]...	solution exists & found.
	Iteration #087: testing norm threshold 0.201097 in range [0.135514, 0.266680]...	solution exists & found.
	Iteration #088: testing norm threshold 0.201164 in range [0.135514, 0.266813]...	solution exists & found.
	Iteration #089: testing norm threshold 0.200882 in range [0.135514, 0.266250]...	solution exists & found.
	Iteration #090: testing norm threshold 0.201081 in range [0.135514, 0.266647]...	solution exists & found.
	Iteration #091: testing norm threshold 0.201157 in range [0.135514, 0.266801]...	solution exists & found.
	Iteration #092: testing norm threshold 0.200812 in range [0.135514, 0.266110]...	solution exists & found.
	Iteration #093: testing norm threshold 0.201054 in range [0.135514, 0.266593]...	solution exists & found.
	Iteration #094: testing norm threshold 0.201214 in range [0.135514, 0.266914]...	solution exists & found.
	Iteration #095: testing norm threshold 0.200794 in range [0.135514, 0.266074]...	solution exists & found.
	Iteration #096: testing norm threshold 0.200740 in range [0.135514, 0.265966]...	solution exists & found.
	Iteration #097: testing norm threshold 0.201026 in range [0.135514, 0.266538]...	solution exists & found.
	Iteration #098: testing norm threshold 0.201136 in range [0.135514, 0.266758]...	solution exists & found.
	Iteration #099: testing norm threshold 0.200811 in range [0.135514, 0.266107]...	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 : 1, x0_cat_1 : 0, x0_cat_2 : 0, x0_cat_3 : 0, x1 : 0, x2 : 0.09557609772202047, x3 : 0.6666666666666666, x4 : 0, y: True} (verified)
Minimum counterfactual distance: 0.265966
