

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


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 0.210919 in range [0.000000, 0.421838]...	solution exists & found.
	Iteration #003: testing norm threshold 0.137501 in range [0.000000, 0.275002]...	no solution exists.
	Iteration #004: testing norm threshold 0.206251 in range [0.137501, 0.275002]...	solution exists & found.
	Iteration #005: testing norm threshold 0.204320 in range [0.137501, 0.271139]...	solution exists & found.
	Iteration #006: testing norm threshold 0.203521 in range [0.137501, 0.269541]...	solution exists & found.
	Iteration #007: testing norm threshold 0.203494 in range [0.137501, 0.269488]...	solution exists & found.
	Iteration #008: testing norm threshold 0.203481 in range [0.137501, 0.269461]...	solution exists & found.
	Iteration #009: testing norm threshold 0.203077 in range [0.137501, 0.268653]...	solution exists & found.
	Iteration #010: testing norm threshold 0.203007 in range [0.137501, 0.268513]...	solution exists & found.
	Iteration #011: testing norm threshold 0.202894 in range [0.137501, 0.268287]...	solution exists & found.
	Iteration #012: testing norm threshold 0.196038 in range [0.137501, 0.254575]...	no solution exists.
	Iteration #013: testing norm threshold 0.225306 in range [0.196038, 0.254575]...	solution exists & found.
	Iteration #014: testing norm threshold 0.240769 in range [0.196038, 0.285501]...	solution exists & found.
	Iteration #015: testing norm threshold 0.246737 in range [0.196038, 0.297436]...	solution exists & found.
	Iteration #016: testing norm threshold 0.250117 in range [0.196038, 0.304197]...	solution exists & found.
	Iteration #017: testing norm threshold 0.256061 in range [0.196038, 0.316084]...	solution exists & found.
	Iteration #018: testing norm threshold 0.254197 in range [0.196038, 0.312356]...	solution exists & found.
	Iteration #019: testing norm threshold 0.258101 in range [0.196038, 0.320164]...	solution exists & found.
	Iteration #020: testing norm threshold 0.257821 in range [0.196038, 0.319603]...	solution exists & found.
	Iteration #021: testing norm threshold 0.231002 in range [0.196038, 0.265966]...	solution exists & found.
	Iteration #022: testing norm threshold 0.246503 in range [0.196038, 0.296969]...	solution exists & found.
	Iteration #023: testing norm threshold 0.248950 in range [0.196038, 0.301862]...	solution exists & found.
	Iteration #024: testing norm threshold 0.255477 in range [0.196038, 0.314917]...	solution exists & found.
	Iteration #025: testing norm threshold 0.231002 in range [0.196038, 0.265966]...	solution exists & found.
	Iteration #026: testing norm threshold 0.240560 in range [0.196038, 0.285082]...	solution exists & found.
	Iteration #027: testing norm threshold 0.231002 in range [0.196038, 0.265966]...	solution exists & found.
	Iteration #028: testing norm threshold 0.242968 in range [0.196038, 0.289897]...	solution exists & found.
	Iteration #029: testing norm threshold 0.243072 in range [0.196038, 0.290106]...	solution exists & found.
	Iteration #030: testing norm threshold 0.248823 in range [0.196038, 0.301608]...	solution exists & found.
	Iteration #031: testing norm threshold 0.253418 in range [0.196038, 0.310798]...	solution exists & found.
	Iteration #032: testing norm threshold 0.251619 in range [0.196038, 0.307200]...	solution exists & found.
	Iteration #033: testing norm threshold 0.231002 in range [0.196038, 0.265966]...	solution exists & found.
	Iteration #034: testing norm threshold 0.242968 in range [0.196038, 0.289897]...	solution exists & found.
	Iteration #035: testing norm threshold 0.249766 in range [0.196038, 0.303493]...	solution exists & found.
	Iteration #036: testing norm threshold 0.255885 in range [0.196038, 0.315732]...	solution exists & found.
	Iteration #037: testing norm threshold 0.252571 in range [0.196038, 0.309104]...	solution exists & found.
	Iteration #038: testing norm threshold 0.254553 in range [0.196038, 0.313068]...	solution exists & found.
	Iteration #039: testing norm threshold 0.252057 in range [0.196038, 0.308076]...	solution exists & found.
	Iteration #040: testing norm threshold 0.251094 in range [0.196038, 0.306149]...	solution exists & found.
	Iteration #041: testing norm threshold 0.249406 in range [0.196038, 0.302774]...	solution exists & found.
	Iteration #042: testing norm threshold 0.231002 in range [0.196038, 0.265966]...	solution exists & found.
	Iteration #043: testing norm threshold 0.246503 in range [0.196038, 0.296969]...	solution exists & found.
	Iteration #044: testing norm threshold 0.248950 in range [0.196038, 0.301862]...	solution exists & found.
	Iteration #045: testing norm threshold 0.231002 in range [0.196038, 0.265966]...	solution exists & found.
	Iteration #046: testing norm threshold 0.231002 in range [0.196038, 0.265966]...	solution exists & found.
	Iteration #047: testing norm threshold 0.231002 in range [0.196038, 0.265966]...	solution exists & found.
	Iteration #048: testing norm threshold 0.242968 in range [0.196038, 0.289897]...	solution exists & found.
	Iteration #049: testing norm threshold 0.247586 in range [0.196038, 0.299133]...	solution exists & found.
	Iteration #050: testing norm threshold 0.250690 in range [0.196038, 0.305343]...	solution exists & found.
	Iteration #051: testing norm threshold 0.256347 in range [0.196038, 0.316657]...	solution exists & found.
	Iteration #052: testing norm threshold 0.252750 in range [0.196038, 0.309461]...	solution exists & found.
	Iteration #053: testing norm threshold 0.252827 in range [0.196038, 0.309616]...	solution exists & found.
	Iteration #054: testing norm threshold 0.252859 in range [0.196038, 0.309680]...	solution exists & found.
	Iteration #055: testing norm threshold 0.251403 in range [0.196038, 0.306768]...	solution exists & found.
	Iteration #056: testing norm threshold 0.256704 in range [0.196038, 0.317370]...	solution exists & found.
	Iteration #057: testing norm threshold 0.252887 in range [0.196038, 0.309736]...	solution exists & found.
	Iteration #058: testing norm threshold 0.251414 in range [0.196038, 0.306790]...	solution exists & found.
	Iteration #059: testing norm threshold 0.250845 in range [0.196038, 0.305653]...	solution exists & found.
	Iteration #060: testing norm threshold 0.252039 in range [0.196038, 0.308040]...	solution exists & found.
	Iteration #061: testing norm threshold 0.250117 in range [0.196038, 0.304197]...	solution exists & found.
	Iteration #062: testing norm threshold 0.251738 in range [0.196038, 0.307438]...	solution exists & found.
	Iteration #063: testing norm threshold 0.249728 in range [0.196038, 0.303419]...	solution exists & found.
	Iteration #064: testing norm threshold 0.255866 in range [0.196038, 0.315695]...	solution exists & found.
	Iteration #065: testing norm threshold 0.231002 in range [0.196038, 0.265966]...	solution exists & found.
	Iteration #066: testing norm threshold 0.242968 in range [0.196038, 0.289897]...	solution exists & found.
	Iteration #067: testing norm threshold 0.250117 in range [0.196038, 0.304197]...	solution exists & found.
	Iteration #068: testing norm threshold 0.250345 in range [0.196038, 0.304652]...	solution exists & found.
	Iteration #069: testing norm threshold 0.250433 in range [0.196038, 0.304828]...	solution exists & found.
	Iteration #070: testing norm threshold 0.231002 in range [0.196038, 0.265966]...	solution exists & found.
	Iteration #071: testing norm threshold 0.242968 in range [0.196038, 0.289897]...	solution exists & found.
	Iteration #072: testing norm threshold 0.248780 in range [0.196038, 0.301522]...	solution exists & found.
	Iteration #073: testing norm threshold 0.251185 in range [0.196038, 0.306331]...	solution exists & found.
	Iteration #074: testing norm threshold 0.231002 in range [0.196038, 0.265966]...	solution exists & found.
	Iteration #075: testing norm threshold 0.231002 in range [0.196038, 0.265966]...	solution exists & found.
	Iteration #076: testing norm threshold 0.246503 in range [0.196038, 0.296969]...	solution exists & found.
	Iteration #077: testing norm threshold 0.248950 in range [0.196038, 0.301862]...	solution exists & found.
	Iteration #078: testing norm threshold 0.255477 in range [0.196038, 0.314917]...	solution exists & found.
	Iteration #079: testing norm threshold 0.253956 in range [0.196038, 0.311873]...	solution exists & found.
	Iteration #080: testing norm threshold 0.251826 in range [0.196038, 0.307615]...	solution exists & found.
	Iteration #081: testing norm threshold 0.250117 in range [0.196038, 0.304197]...	solution exists & found.
	Iteration #082: testing norm threshold 0.245782 in range [0.196038, 0.295526]...	solution exists & found.
	Iteration #083: testing norm threshold 0.249944 in range [0.196038, 0.303850]...	solution exists & found.
	Iteration #084: testing norm threshold 0.255974 in range [0.196038, 0.315911]...	solution exists & found.
	Iteration #085: testing norm threshold 0.231002 in range [0.196038, 0.265966]...	solution exists & found.
	Iteration #086: testing norm threshold 0.244615 in range [0.196038, 0.293191]...	solution exists & found.
	Iteration #087: testing norm threshold 0.250117 in range [0.196038, 0.304197]...	solution exists & found.
	Iteration #088: testing norm threshold 0.250345 in range [0.196038, 0.304652]...	solution exists & found.
	Iteration #089: testing norm threshold 0.250433 in range [0.196038, 0.304828]...	solution exists & found.
	Iteration #090: testing norm threshold 0.256219 in range [0.196038, 0.316399]...	solution exists & found.
	Iteration #091: testing norm threshold 0.254262 in range [0.196038, 0.312487]...	solution exists & found.
	Iteration #092: testing norm threshold 0.251945 in range [0.196038, 0.307852]...	solution exists & found.
	Iteration #093: testing norm threshold 0.252494 in range [0.196038, 0.308950]...	solution exists & found.
	Iteration #094: testing norm threshold 0.251262 in range [0.196038, 0.306487]...	solution exists & found.
	Iteration #095: testing norm threshold 0.250787 in range [0.196038, 0.305536]...	solution exists & found.
	Iteration #096: testing norm threshold 0.252015 in range [0.196038, 0.307992]...	solution exists & found.
	Iteration #097: testing norm threshold 0.257010 in range [0.196038, 0.317981]...	solution exists & found.
	Iteration #098: testing norm threshold 0.231002 in range [0.196038, 0.265966]...	solution exists & found.
	Iteration #099: testing norm threshold 0.239711 in range [0.196038, 0.283384]...	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 : 0, x0_cat_1 : 1, x0_cat_2 : 0, x0_cat_3 : 0, x1 : 0, x2 : 0.08834056911606478, x3 : 0.659431138060711, x4 : 1, y: True} (verified)
Minimum counterfactual distance: 0.254575
