

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


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 1.500000 in range [0.000000, 3.000000]...	solution exists & found.
	Iteration #002: testing norm threshold 0.349616 in range [0.000000, 0.699232]...	solution exists & found.
	Iteration #003: testing norm threshold 0.194886 in range [0.000000, 0.389772]...	no solution exists.
	Iteration #004: testing norm threshold 0.292329 in range [0.194886, 0.389772]...	solution exists & found.
	Iteration #005: testing norm threshold 0.236132 in range [0.194886, 0.277378]...	solution exists & found.
	Iteration #006: testing norm threshold 0.248492 in range [0.194886, 0.302099]...	solution exists & found.
	Iteration #007: testing norm threshold 0.249142 in range [0.194886, 0.303398]...	solution exists & found.
	Iteration #008: testing norm threshold 0.232512 in range [0.194886, 0.270138]...	solution exists & found.
	Iteration #009: testing norm threshold 0.246682 in range [0.194886, 0.298479]...	solution exists & found.
	Iteration #010: testing norm threshold 0.253767 in range [0.194886, 0.312649]...	solution exists & found.
	Iteration #011: testing norm threshold 0.256807 in range [0.194886, 0.318727]...	solution exists & found.
	Iteration #012: testing norm threshold 0.241410 in range [0.194886, 0.287934]...	solution exists & found.
	Iteration #013: testing norm threshold 0.237773 in range [0.194886, 0.280660]...	solution exists & found.
	Iteration #014: testing norm threshold 0.230426 in range [0.194886, 0.265966]...	solution exists & found.
	Iteration #015: testing norm threshold 0.243897 in range [0.194886, 0.292909]...	solution exists & found.
	Iteration #016: testing norm threshold 0.230426 in range [0.194886, 0.265966]...	solution exists & found.
	Iteration #017: testing norm threshold 0.242169 in range [0.194886, 0.289453]...	solution exists & found.
	Iteration #018: testing norm threshold 0.251511 in range [0.194886, 0.308136]...	solution exists & found.
	Iteration #019: testing norm threshold 0.239111 in range [0.194886, 0.283335]...	solution exists & found.
	Iteration #020: testing norm threshold 0.240593 in range [0.194886, 0.286299]...	solution exists & found.
	Iteration #021: testing norm threshold 0.242195 in range [0.194886, 0.289504]...	solution exists & found.
	Iteration #022: testing norm threshold 0.247884 in range [0.194886, 0.300882]...	solution exists & found.
	Iteration #023: testing norm threshold 0.248907 in range [0.194886, 0.302928]...	solution exists & found.
	Iteration #024: testing norm threshold 0.238226 in range [0.194886, 0.281567]...	solution exists & found.
	Iteration #025: testing norm threshold 0.245180 in range [0.194886, 0.295473]...	solution exists & found.
	Iteration #026: testing norm threshold 0.238001 in range [0.194886, 0.281116]...	solution exists & found.
	Iteration #027: testing norm threshold 0.249071 in range [0.194886, 0.303256]...	solution exists & found.
	Iteration #028: testing norm threshold 0.252730 in range [0.194886, 0.310574]...	solution exists & found.
	Iteration #029: testing norm threshold 0.253772 in range [0.194886, 0.312659]...	solution exists & found.
	Iteration #030: testing norm threshold 0.236978 in range [0.194886, 0.279071]...	solution exists & found.
	Iteration #031: testing norm threshold 0.236505 in range [0.194886, 0.278123]...	solution exists & found.
	Iteration #032: testing norm threshold 0.236608 in range [0.194886, 0.278331]...	solution exists & found.
	Iteration #033: testing norm threshold 0.241949 in range [0.194886, 0.289011]...	solution exists & found.
	Iteration #034: testing norm threshold 0.251008 in range [0.194886, 0.307130]...	solution exists & found.
	Iteration #035: testing norm threshold 0.231571 in range [0.194886, 0.268257]...	solution exists & found.
	Iteration #036: testing norm threshold 0.238393 in range [0.194886, 0.281900]...	solution exists & found.
	Iteration #037: testing norm threshold 0.235936 in range [0.194886, 0.276985]...	solution exists & found.
	Iteration #038: testing norm threshold 0.230426 in range [0.194886, 0.265966]...	solution exists & found.
	Iteration #039: testing norm threshold 0.235936 in range [0.194886, 0.276985]...	solution exists & found.
	Iteration #040: testing norm threshold 0.246337 in range [0.194886, 0.297788]...	solution exists & found.
	Iteration #041: testing norm threshold 0.249598 in range [0.194886, 0.304310]...	solution exists & found.
	Iteration #042: testing norm threshold 0.252386 in range [0.194886, 0.309885]...	solution exists & found.
	Iteration #043: testing norm threshold 0.233664 in range [0.194886, 0.272441]...	solution exists & found.
	Iteration #044: testing norm threshold 0.247258 in range [0.194886, 0.299630]...	solution exists & found.
	Iteration #045: testing norm threshold 0.238013 in range [0.194886, 0.281140]...	solution exists & found.
	Iteration #046: testing norm threshold 0.247256 in range [0.194886, 0.299627]...	solution exists & found.
	Iteration #047: testing norm threshold 0.236184 in range [0.194886, 0.277483]...	solution exists & found.
	Iteration #048: testing norm threshold 0.248180 in range [0.194886, 0.301474]...	solution exists & found.
	Iteration #049: testing norm threshold 0.254516 in range [0.194886, 0.314146]...	solution exists & found.
	Iteration #050: testing norm threshold 0.257684 in range [0.194886, 0.320483]...	solution exists & found.
	Iteration #051: testing norm threshold 0.241725 in range [0.194886, 0.288563]...	solution exists & found.
	Iteration #052: testing norm threshold 0.249487 in range [0.194886, 0.304088]...	solution exists & found.
	Iteration #053: testing norm threshold 0.245736 in range [0.194886, 0.296587]...	solution exists & found.
	Iteration #054: testing norm threshold 0.251258 in range [0.194886, 0.307630]...	solution exists & found.
	Iteration #055: testing norm threshold 0.251634 in range [0.194886, 0.308382]...	solution exists & found.
	Iteration #056: testing norm threshold 0.239984 in range [0.194886, 0.285082]...	solution exists & found.
	Iteration #057: testing norm threshold 0.241725 in range [0.194886, 0.288563]...	solution exists & found.
	Iteration #058: testing norm threshold 0.246530 in range [0.194886, 0.298174]...	solution exists & found.
	Iteration #059: testing norm threshold 0.238083 in range [0.194886, 0.281279]...	solution exists & found.
	Iteration #060: testing norm threshold 0.247287 in range [0.194886, 0.299689]...	solution exists & found.
	Iteration #061: testing norm threshold 0.251947 in range [0.194886, 0.309008]...	solution exists & found.
	Iteration #062: testing norm threshold 0.241725 in range [0.194886, 0.288563]...	solution exists & found.
	Iteration #063: testing norm threshold 0.245736 in range [0.194886, 0.296587]...	solution exists & found.
	Iteration #064: testing norm threshold 0.232368 in range [0.194886, 0.269849]...	solution exists & found.
	Iteration #065: testing norm threshold 0.230426 in range [0.194886, 0.265966]...	solution exists & found.
	Iteration #066: testing norm threshold 0.245639 in range [0.194886, 0.296393]...	solution exists & found.
	Iteration #067: testing norm threshold 0.238121 in range [0.194886, 0.281356]...	solution exists & found.
	Iteration #068: testing norm threshold 0.247897 in range [0.194886, 0.300907]...	solution exists & found.
	Iteration #069: testing norm threshold 0.233386 in range [0.194886, 0.271887]...	solution exists & found.
	Iteration #070: testing norm threshold 0.245208 in range [0.194886, 0.295530]...	solution exists & found.
	Iteration #071: testing norm threshold 0.230426 in range [0.194886, 0.265966]...	solution exists & found.
	Iteration #072: testing norm threshold 0.245355 in range [0.194886, 0.295823]...	solution exists & found.
	Iteration #073: testing norm threshold 0.245736 in range [0.194886, 0.296587]...	solution exists & found.
	Iteration #074: testing norm threshold 0.245736 in range [0.194886, 0.296587]...	solution exists & found.
	Iteration #075: testing norm threshold 0.245736 in range [0.194886, 0.296587]...	solution exists & found.
	Iteration #076: testing norm threshold 0.248078 in range [0.194886, 0.301270]...	solution exists & found.
	Iteration #077: testing norm threshold 0.236285 in range [0.194886, 0.277683]...	solution exists & found.
	Iteration #078: testing norm threshold 0.237463 in range [0.194886, 0.280040]...	solution exists & found.
	Iteration #079: testing norm threshold 0.245736 in range [0.194886, 0.296587]...	solution exists & found.
	Iteration #080: testing norm threshold 0.253294 in range [0.194886, 0.311703]...	solution exists & found.
	Iteration #081: testing norm threshold 0.241725 in range [0.194886, 0.288563]...	solution exists & found.
	Iteration #082: testing norm threshold 0.245736 in range [0.194886, 0.296587]...	solution exists & found.
	Iteration #083: testing norm threshold 0.245736 in range [0.194886, 0.296587]...	solution exists & found.
	Iteration #084: testing norm threshold 0.251262 in range [0.194886, 0.307639]...	solution exists & found.
	Iteration #085: testing norm threshold 0.251636 in range [0.194886, 0.308386]...	solution exists & found.
	Iteration #086: testing norm threshold 0.243694 in range [0.194886, 0.292503]...	solution exists & found.
	Iteration #087: testing norm threshold 0.248505 in range [0.194886, 0.302123]...	solution exists & found.
	Iteration #088: testing norm threshold 0.238604 in range [0.194886, 0.282322]...	solution exists & found.
	Iteration #089: testing norm threshold 0.248110 in range [0.194886, 0.301334]...	solution exists & found.
	Iteration #090: testing norm threshold 0.245736 in range [0.194886, 0.296587]...	solution exists & found.
	Iteration #091: testing norm threshold 0.230426 in range [0.194886, 0.265966]...	solution exists & found.
	Iteration #092: testing norm threshold 0.239984 in range [0.194886, 0.285082]...	solution exists & found.
	Iteration #093: testing norm threshold 0.248129 in range [0.194886, 0.301372]...	solution exists & found.
	Iteration #094: testing norm threshold 0.230426 in range [0.194886, 0.265966]...	solution exists & found.
	Iteration #095: testing norm threshold 0.242169 in range [0.194886, 0.289453]...	solution exists & found.
	Iteration #096: testing norm threshold 0.230426 in range [0.194886, 0.265966]...	solution exists & found.
	Iteration #097: testing norm threshold 0.243015 in range [0.194886, 0.291144]...	solution exists & found.
	Iteration #098: testing norm threshold 0.245736 in range [0.194886, 0.296587]...	solution exists & found.
	Iteration #099: testing norm threshold 0.238977 in range [0.194886, 0.283068]...	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
