

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


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 0.151405 in range [0.000000, 0.302810]...	no solution exists.
	Iteration #004: testing norm threshold 0.227108 in range [0.151405, 0.302810]...	solution exists & found.
	Iteration #005: testing norm threshold 0.210361 in range [0.151405, 0.269317]...	solution exists & found.
	Iteration #006: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #007: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #008: testing norm threshold 0.212038 in range [0.151405, 0.272671]...	solution exists & found.
	Iteration #009: testing norm threshold 0.209430 in range [0.151405, 0.267454]...	solution exists & found.
	Iteration #010: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #011: testing norm threshold 0.212670 in range [0.151405, 0.273934]...	solution exists & found.
	Iteration #012: testing norm threshold 0.214385 in range [0.151405, 0.277365]...	solution exists & found.
	Iteration #013: testing norm threshold 0.209280 in range [0.151405, 0.267155]...	solution exists & found.
	Iteration #014: testing norm threshold 0.212525 in range [0.151405, 0.273645]...	solution exists & found.
	Iteration #015: testing norm threshold 0.209460 in range [0.151405, 0.267515]...	solution exists & found.
	Iteration #016: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #017: testing norm threshold 0.212038 in range [0.151405, 0.272671]...	solution exists & found.
	Iteration #018: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #019: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #020: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #021: testing norm threshold 0.209223 in range [0.151405, 0.267040]...	solution exists & found.
	Iteration #022: testing norm threshold 0.209256 in range [0.151405, 0.267106]...	solution exists & found.
	Iteration #023: testing norm threshold 0.209814 in range [0.151405, 0.268222]...	solution exists & found.
	Iteration #024: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #025: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #026: testing norm threshold 0.212038 in range [0.151405, 0.272671]...	solution exists & found.
	Iteration #027: testing norm threshold 0.213332 in range [0.151405, 0.275259]...	solution exists & found.
	Iteration #028: testing norm threshold 0.209870 in range [0.151405, 0.268334]...	solution exists & found.
	Iteration #029: testing norm threshold 0.209818 in range [0.151405, 0.268231]...	solution exists & found.
	Iteration #030: testing norm threshold 0.213595 in range [0.151405, 0.275785]...	solution exists & found.
	Iteration #031: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #032: testing norm threshold 0.212038 in range [0.151405, 0.272671]...	solution exists & found.
	Iteration #033: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #034: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #035: testing norm threshold 0.213029 in range [0.151405, 0.274652]...	solution exists & found.
	Iteration #036: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #037: testing norm threshold 0.209353 in range [0.151405, 0.267302]...	solution exists & found.
	Iteration #038: testing norm threshold 0.212296 in range [0.151405, 0.273186]...	solution exists & found.
	Iteration #039: testing norm threshold 0.213431 in range [0.151405, 0.275458]...	solution exists & found.
	Iteration #040: testing norm threshold 0.209280 in range [0.151405, 0.267155]...	solution exists & found.
	Iteration #041: testing norm threshold 0.211488 in range [0.151405, 0.271571]...	solution exists & found.
	Iteration #042: testing norm threshold 0.209396 in range [0.151405, 0.267386]...	solution exists & found.
	Iteration #043: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #044: testing norm threshold 0.212593 in range [0.151405, 0.273781]...	solution exists & found.
	Iteration #045: testing norm threshold 0.213546 in range [0.151405, 0.275687]...	solution exists & found.
	Iteration #046: testing norm threshold 0.211256 in range [0.151405, 0.271108]...	solution exists & found.
	Iteration #047: testing norm threshold 0.213030 in range [0.151405, 0.274655]...	solution exists & found.
	Iteration #048: testing norm threshold 0.212751 in range [0.151405, 0.274097]...	solution exists & found.
	Iteration #049: testing norm threshold 0.213607 in range [0.151405, 0.275809]...	solution exists & found.
	Iteration #050: testing norm threshold 0.214781 in range [0.151405, 0.278156]...	solution exists & found.
	Iteration #051: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #052: testing norm threshold 0.212279 in range [0.151405, 0.273154]...	solution exists & found.
	Iteration #053: testing norm threshold 0.208961 in range [0.151405, 0.266518]...	solution exists & found.
	Iteration #054: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #055: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #056: testing norm threshold 0.211228 in range [0.151405, 0.271050]...	solution exists & found.
	Iteration #057: testing norm threshold 0.213331 in range [0.151405, 0.275257]...	solution exists & found.
	Iteration #058: testing norm threshold 0.210887 in range [0.151405, 0.270368]...	solution exists & found.
	Iteration #059: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #060: testing norm threshold 0.212318 in range [0.151405, 0.273231]...	solution exists & found.
	Iteration #061: testing norm threshold 0.209870 in range [0.151405, 0.268334]...	solution exists & found.
	Iteration #062: testing norm threshold 0.209296 in range [0.151405, 0.267186]...	solution exists & found.
	Iteration #063: testing norm threshold 0.209260 in range [0.151405, 0.267115]...	solution exists & found.
	Iteration #064: testing norm threshold 0.212260 in range [0.151405, 0.273114]...	solution exists & found.
	Iteration #065: testing norm threshold 0.212188 in range [0.151405, 0.272971]...	solution exists & found.
	Iteration #066: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #067: testing norm threshold 0.209223 in range [0.151405, 0.267040]...	solution exists & found.
	Iteration #068: testing norm threshold 0.212245 in range [0.151405, 0.273085]...	solution exists & found.
	Iteration #069: testing norm threshold 0.210178 in range [0.151405, 0.268951]...	solution exists & found.
	Iteration #070: testing norm threshold 0.212614 in range [0.151405, 0.273823]...	solution exists & found.
	Iteration #071: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #072: testing norm threshold 0.212038 in range [0.151405, 0.272671]...	solution exists & found.
	Iteration #073: testing norm threshold 0.214101 in range [0.151405, 0.276797]...	solution exists & found.
	Iteration #074: testing norm threshold 0.215029 in range [0.151405, 0.278652]...	solution exists & found.
	Iteration #075: testing norm threshold 0.209615 in range [0.151405, 0.267824]...	solution exists & found.
	Iteration #076: testing norm threshold 0.212664 in range [0.151405, 0.273922]...	solution exists & found.
	Iteration #077: testing norm threshold 0.209468 in range [0.151405, 0.267532]...	solution exists & found.
	Iteration #078: testing norm threshold 0.212878 in range [0.151405, 0.274351]...	solution exists & found.
	Iteration #079: testing norm threshold 0.213656 in range [0.151405, 0.275907]...	solution exists & found.
	Iteration #080: testing norm threshold 0.214802 in range [0.151405, 0.278200]...	solution exists & found.
	Iteration #081: testing norm threshold 0.214399 in range [0.151405, 0.277392]...	solution exists & found.
	Iteration #082: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #083: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #084: testing norm threshold 0.212038 in range [0.151405, 0.272671]...	solution exists & found.
	Iteration #085: testing norm threshold 0.213332 in range [0.151405, 0.275259]...	solution exists & found.
	Iteration #086: testing norm threshold 0.214202 in range [0.151405, 0.276998]...	solution exists & found.
	Iteration #087: testing norm threshold 0.209563 in range [0.151405, 0.267722]...	solution exists & found.
	Iteration #088: testing norm threshold 0.209277 in range [0.151405, 0.267149]...	solution exists & found.
	Iteration #089: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #090: testing norm threshold 0.209704 in range [0.151405, 0.268002]...	solution exists & found.
	Iteration #091: testing norm threshold 0.213051 in range [0.151405, 0.274696]...	solution exists & found.
	Iteration #092: testing norm threshold 0.214085 in range [0.151405, 0.276766]...	solution exists & found.
	Iteration #093: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #094: testing norm threshold 0.208686 in range [0.151405, 0.265966]...	solution exists & found.
	Iteration #095: testing norm threshold 0.212279 in range [0.151405, 0.273154]...	solution exists & found.
	Iteration #096: testing norm threshold 0.209280 in range [0.151405, 0.267155]...	solution exists & found.
	Iteration #097: testing norm threshold 0.209086 in range [0.151405, 0.266767]...	solution exists & found.
	Iteration #098: testing norm threshold 0.213229 in range [0.151405, 0.275053]...	solution exists & found.
	Iteration #099: testing norm threshold 0.211906 in range [0.151405, 0.272407]...	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
