

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


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 0.192331 in range [0.000000, 0.384663]...	no solution exists.
	Iteration #003: testing norm threshold 0.288497 in range [0.192331, 0.384663]...	solution exists & found.
	Iteration #004: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #005: testing norm threshold 0.240399 in range [0.192331, 0.288467]...	solution exists & found.
	Iteration #006: testing norm threshold 0.245864 in range [0.192331, 0.299396]...	solution exists & found.
	Iteration #007: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #008: testing norm threshold 0.230950 in range [0.192331, 0.269569]...	solution exists & found.
	Iteration #009: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #010: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #011: testing norm threshold 0.242261 in range [0.192331, 0.292190]...	solution exists & found.
	Iteration #012: testing norm threshold 0.236076 in range [0.192331, 0.279821]...	solution exists & found.
	Iteration #013: testing norm threshold 0.243073 in range [0.192331, 0.293814]...	solution exists & found.
	Iteration #014: testing norm threshold 0.245773 in range [0.192331, 0.299214]...	solution exists & found.
	Iteration #015: testing norm threshold 0.231978 in range [0.192331, 0.271624]...	solution exists & found.
	Iteration #016: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #017: testing norm threshold 0.240399 in range [0.192331, 0.288467]...	solution exists & found.
	Iteration #018: testing norm threshold 0.231646 in range [0.192331, 0.270960]...	solution exists & found.
	Iteration #019: testing norm threshold 0.231105 in range [0.192331, 0.269878]...	solution exists & found.
	Iteration #020: testing norm threshold 0.243141 in range [0.192331, 0.293950]...	solution exists & found.
	Iteration #021: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #022: testing norm threshold 0.230950 in range [0.192331, 0.269569]...	solution exists & found.
	Iteration #023: testing norm threshold 0.231062 in range [0.192331, 0.269792]...	solution exists & found.
	Iteration #024: testing norm threshold 0.231069 in range [0.192331, 0.269806]...	solution exists & found.
	Iteration #025: testing norm threshold 0.231644 in range [0.192331, 0.270957]...	solution exists & found.
	Iteration #026: testing norm threshold 0.231680 in range [0.192331, 0.271028]...	solution exists & found.
	Iteration #027: testing norm threshold 0.243399 in range [0.192331, 0.294467]...	solution exists & found.
	Iteration #028: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #029: testing norm threshold 0.231563 in range [0.192331, 0.270795]...	solution exists & found.
	Iteration #030: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #031: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #032: testing norm threshold 0.238707 in range [0.192331, 0.285082]...	solution exists & found.
	Iteration #033: testing norm threshold 0.239380 in range [0.192331, 0.286429]...	solution exists & found.
	Iteration #034: testing norm threshold 0.245442 in range [0.192331, 0.298553]...	solution exists & found.
	Iteration #035: testing norm threshold 0.231957 in range [0.192331, 0.271583]...	solution exists & found.
	Iteration #036: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #037: testing norm threshold 0.233927 in range [0.192331, 0.275522]...	solution exists & found.
	Iteration #038: testing norm threshold 0.231246 in range [0.192331, 0.270160]...	solution exists & found.
	Iteration #039: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #040: testing norm threshold 0.238707 in range [0.192331, 0.285082]...	solution exists & found.
	Iteration #041: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #042: testing norm threshold 0.240399 in range [0.192331, 0.288467]...	solution exists & found.
	Iteration #043: testing norm threshold 0.239380 in range [0.192331, 0.286429]...	solution exists & found.
	Iteration #044: testing norm threshold 0.231583 in range [0.192331, 0.270834]...	solution exists & found.
	Iteration #045: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #046: testing norm threshold 0.230950 in range [0.192331, 0.269569]...	solution exists & found.
	Iteration #047: testing norm threshold 0.231464 in range [0.192331, 0.270597]...	solution exists & found.
	Iteration #048: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #049: testing norm threshold 0.241209 in range [0.192331, 0.290087]...	solution exists & found.
	Iteration #050: testing norm threshold 0.239961 in range [0.192331, 0.287590]...	solution exists & found.
	Iteration #051: testing norm threshold 0.232195 in range [0.192331, 0.272059]...	solution exists & found.
	Iteration #052: testing norm threshold 0.231557 in range [0.192331, 0.270783]...	solution exists & found.
	Iteration #053: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #054: testing norm threshold 0.232701 in range [0.192331, 0.273070]...	solution exists & found.
	Iteration #055: testing norm threshold 0.243859 in range [0.192331, 0.295386]...	solution exists & found.
	Iteration #056: testing norm threshold 0.247295 in range [0.192331, 0.302259]...	solution exists & found.
	Iteration #057: testing norm threshold 0.252797 in range [0.192331, 0.313262]...	solution exists & found.
	Iteration #058: testing norm threshold 0.249526 in range [0.192331, 0.306720]...	solution exists & found.
	Iteration #059: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #060: testing norm threshold 0.230950 in range [0.192331, 0.269569]...	solution exists & found.
	Iteration #061: testing norm threshold 0.243071 in range [0.192331, 0.293811]...	solution exists & found.
	Iteration #062: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #063: testing norm threshold 0.239380 in range [0.192331, 0.286429]...	solution exists & found.
	Iteration #064: testing norm threshold 0.244348 in range [0.192331, 0.296364]...	solution exists & found.
	Iteration #065: testing norm threshold 0.242686 in range [0.192331, 0.293040]...	solution exists & found.
	Iteration #066: testing norm threshold 0.231787 in range [0.192331, 0.271242]...	solution exists & found.
	Iteration #067: testing norm threshold 0.234359 in range [0.192331, 0.276387]...	solution exists & found.
	Iteration #068: testing norm threshold 0.242410 in range [0.192331, 0.292488]...	solution exists & found.
	Iteration #069: testing norm threshold 0.239380 in range [0.192331, 0.286429]...	solution exists & found.
	Iteration #070: testing norm threshold 0.238707 in range [0.192331, 0.285082]...	solution exists & found.
	Iteration #071: testing norm threshold 0.231541 in range [0.192331, 0.270751]...	solution exists & found.
	Iteration #072: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #073: testing norm threshold 0.230950 in range [0.192331, 0.269569]...	solution exists & found.
	Iteration #074: testing norm threshold 0.241954 in range [0.192331, 0.291578]...	solution exists & found.
	Iteration #075: testing norm threshold 0.245341 in range [0.192331, 0.298351]...	solution exists & found.
	Iteration #076: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #077: testing norm threshold 0.241029 in range [0.192331, 0.289727]...	solution exists & found.
	Iteration #078: testing norm threshold 0.244984 in range [0.192331, 0.297637]...	solution exists & found.
	Iteration #079: testing norm threshold 0.229799 in range [0.192331, 0.267267]...	solution exists & found.
	Iteration #080: testing norm threshold 0.229799 in range [0.192331, 0.267267]...	solution exists & found.
	Iteration #081: testing norm threshold 0.230991 in range [0.192331, 0.269650]...	solution exists & found.
	Iteration #082: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #083: testing norm threshold 0.241209 in range [0.192331, 0.290087]...	solution exists & found.
	Iteration #084: testing norm threshold 0.242185 in range [0.192331, 0.292038]...	solution exists & found.
	Iteration #085: testing norm threshold 0.231756 in range [0.192331, 0.271181]...	solution exists & found.
	Iteration #086: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #087: testing norm threshold 0.230950 in range [0.192331, 0.269569]...	solution exists & found.
	Iteration #088: testing norm threshold 0.239380 in range [0.192331, 0.286429]...	solution exists & found.
	Iteration #089: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #090: testing norm threshold 0.230950 in range [0.192331, 0.269569]...	solution exists & found.
	Iteration #091: testing norm threshold 0.243071 in range [0.192331, 0.293811]...	solution exists & found.
	Iteration #092: testing norm threshold 0.245772 in range [0.192331, 0.299213]...	solution exists & found.
	Iteration #093: testing norm threshold 0.246815 in range [0.192331, 0.301298]...	solution exists & found.
	Iteration #094: testing norm threshold 0.234978 in range [0.192331, 0.277625]...	solution exists & found.
	Iteration #095: testing norm threshold 0.231765 in range [0.192331, 0.271199]...	solution exists & found.
	Iteration #096: testing norm threshold 0.241409 in range [0.192331, 0.290486]...	solution exists & found.
	Iteration #097: testing norm threshold 0.231708 in range [0.192331, 0.271085]...	solution exists & found.
	Iteration #098: testing norm threshold 0.229149 in range [0.192331, 0.265966]...	solution exists & found.
	Iteration #099: testing norm threshold 0.230950 in range [0.192331, 0.269569]...	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
