

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


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 0.196201 in range [0.000000, 0.392401]...	no solution exists.
	Iteration #003: testing norm threshold 0.294301 in range [0.196201, 0.392401]...	solution exists & found.
	Iteration #004: testing norm threshold 0.256814 in range [0.196201, 0.317426]...	solution exists & found.
	Iteration #005: testing norm threshold 0.253011 in range [0.196201, 0.309821]...	solution exists & found.
	Iteration #006: testing norm threshold 0.257589 in range [0.196201, 0.318977]...	solution exists & found.
	Iteration #007: testing norm threshold 0.256988 in range [0.196201, 0.317776]...	solution exists & found.
	Iteration #008: testing norm threshold 0.253078 in range [0.196201, 0.309956]...	solution exists & found.
	Iteration #009: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #010: testing norm threshold 0.234203 in range [0.196201, 0.272205]...	solution exists & found.
	Iteration #011: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #012: testing norm threshold 0.238938 in range [0.196201, 0.281675]...	solution exists & found.
	Iteration #013: testing norm threshold 0.250553 in range [0.196201, 0.304904]...	solution exists & found.
	Iteration #014: testing norm threshold 0.250594 in range [0.196201, 0.304988]...	solution exists & found.
	Iteration #015: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #016: testing norm threshold 0.246625 in range [0.196201, 0.297050]...	solution exists & found.
	Iteration #017: testing norm threshold 0.233965 in range [0.196201, 0.271729]...	solution exists & found.
	Iteration #018: testing norm threshold 0.244192 in range [0.196201, 0.292184]...	solution exists & found.
	Iteration #019: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #020: testing norm threshold 0.233004 in range [0.196201, 0.269808]...	solution exists & found.
	Iteration #021: testing norm threshold 0.233123 in range [0.196201, 0.270046]...	solution exists & found.
	Iteration #022: testing norm threshold 0.243867 in range [0.196201, 0.291534]...	solution exists & found.
	Iteration #023: testing norm threshold 0.249233 in range [0.196201, 0.302266]...	solution exists & found.
	Iteration #024: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #025: testing norm threshold 0.233004 in range [0.196201, 0.269808]...	solution exists & found.
	Iteration #026: testing norm threshold 0.233123 in range [0.196201, 0.270046]...	solution exists & found.
	Iteration #027: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #028: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #029: testing norm threshold 0.233004 in range [0.196201, 0.269808]...	solution exists & found.
	Iteration #030: testing norm threshold 0.243822 in range [0.196201, 0.291443]...	solution exists & found.
	Iteration #031: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #032: testing norm threshold 0.246625 in range [0.196201, 0.297050]...	solution exists & found.
	Iteration #033: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #034: testing norm threshold 0.243944 in range [0.196201, 0.291688]...	solution exists & found.
	Iteration #035: testing norm threshold 0.248044 in range [0.196201, 0.299887]...	solution exists & found.
	Iteration #036: testing norm threshold 0.249626 in range [0.196201, 0.303051]...	solution exists & found.
	Iteration #037: testing norm threshold 0.234150 in range [0.196201, 0.272100]...	solution exists & found.
	Iteration #038: testing norm threshold 0.244264 in range [0.196201, 0.292327]...	solution exists & found.
	Iteration #039: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #040: testing norm threshold 0.245066 in range [0.196201, 0.293931]...	solution exists & found.
	Iteration #041: testing norm threshold 0.250657 in range [0.196201, 0.305113]...	solution exists & found.
	Iteration #042: testing norm threshold 0.253870 in range [0.196201, 0.311540]...	solution exists & found.
	Iteration #043: testing norm threshold 0.253372 in range [0.196201, 0.310543]...	solution exists & found.
	Iteration #044: testing norm threshold 0.251682 in range [0.196201, 0.307164]...	solution exists & found.
	Iteration #045: testing norm threshold 0.234277 in range [0.196201, 0.272354]...	solution exists & found.
	Iteration #046: testing norm threshold 0.241979 in range [0.196201, 0.287757]...	solution exists & found.
	Iteration #047: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #048: testing norm threshold 0.238938 in range [0.196201, 0.281675]...	solution exists & found.
	Iteration #049: testing norm threshold 0.246112 in range [0.196201, 0.296023]...	solution exists & found.
	Iteration #050: testing norm threshold 0.248880 in range [0.196201, 0.301560]...	solution exists & found.
	Iteration #051: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #052: testing norm threshold 0.238938 in range [0.196201, 0.281675]...	solution exists & found.
	Iteration #053: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #054: testing norm threshold 0.245066 in range [0.196201, 0.293931]...	solution exists & found.
	Iteration #055: testing norm threshold 0.233869 in range [0.196201, 0.271537]...	solution exists & found.
	Iteration #056: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #057: testing norm threshold 0.243080 in range [0.196201, 0.289960]...	solution exists & found.
	Iteration #058: testing norm threshold 0.247710 in range [0.196201, 0.299220]...	solution exists & found.
	Iteration #059: testing norm threshold 0.249497 in range [0.196201, 0.302794]...	solution exists & found.
	Iteration #060: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #061: testing norm threshold 0.245066 in range [0.196201, 0.293931]...	solution exists & found.
	Iteration #062: testing norm threshold 0.249729 in range [0.196201, 0.303258]...	solution exists & found.
	Iteration #063: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #064: testing norm threshold 0.233004 in range [0.196201, 0.269808]...	solution exists & found.
	Iteration #065: testing norm threshold 0.245930 in range [0.196201, 0.295659]...	solution exists & found.
	Iteration #066: testing norm threshold 0.233009 in range [0.196201, 0.269817]...	solution exists & found.
	Iteration #067: testing norm threshold 0.233123 in range [0.196201, 0.270046]...	solution exists & found.
	Iteration #068: testing norm threshold 0.239068 in range [0.196201, 0.281935]...	solution exists & found.
	Iteration #069: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #070: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #071: testing norm threshold 0.239013 in range [0.196201, 0.281826]...	solution exists & found.
	Iteration #072: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #073: testing norm threshold 0.233004 in range [0.196201, 0.269808]...	solution exists & found.
	Iteration #074: testing norm threshold 0.237525 in range [0.196201, 0.278849]...	solution exists & found.
	Iteration #075: testing norm threshold 0.237816 in range [0.196201, 0.279432]...	solution exists & found.
	Iteration #076: testing norm threshold 0.239367 in range [0.196201, 0.282533]...	solution exists & found.
	Iteration #077: testing norm threshold 0.246277 in range [0.196201, 0.296354]...	solution exists & found.
	Iteration #078: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #079: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #080: testing norm threshold 0.232387 in range [0.196201, 0.268573]...	solution exists & found.
	Iteration #081: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #082: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #083: testing norm threshold 0.243944 in range [0.196201, 0.291688]...	solution exists & found.
	Iteration #084: testing norm threshold 0.237816 in range [0.196201, 0.279432]...	solution exists & found.
	Iteration #085: testing norm threshold 0.233421 in range [0.196201, 0.270641]...	solution exists & found.
	Iteration #086: testing norm threshold 0.244911 in range [0.196201, 0.293622]...	solution exists & found.
	Iteration #087: testing norm threshold 0.249665 in range [0.196201, 0.303130]...	solution exists & found.
	Iteration #088: testing norm threshold 0.250252 in range [0.196201, 0.304303]...	solution exists & found.
	Iteration #089: testing norm threshold 0.250478 in range [0.196201, 0.304756]...	solution exists & found.
	Iteration #090: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #091: testing norm threshold 0.233004 in range [0.196201, 0.269808]...	solution exists & found.
	Iteration #092: testing norm threshold 0.243822 in range [0.196201, 0.291443]...	solution exists & found.
	Iteration #093: testing norm threshold 0.247240 in range [0.196201, 0.298279]...	solution exists & found.
	Iteration #094: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #095: testing norm threshold 0.238938 in range [0.196201, 0.281675]...	solution exists & found.
	Iteration #096: testing norm threshold 0.232716 in range [0.196201, 0.269231]...	solution exists & found.
	Iteration #097: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #098: testing norm threshold 0.231084 in range [0.196201, 0.265966]...	solution exists & found.
	Iteration #099: testing norm threshold 0.243944 in range [0.196201, 0.291688]...	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
