

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


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 0.252804 in range [0.000000, 0.505609]...	solution exists & found.
	Iteration #003: testing norm threshold 0.163444 in range [0.000000, 0.326888]...	no solution exists.
	Iteration #004: testing norm threshold 0.245166 in range [0.163444, 0.326888]...	solution exists & found.
	Iteration #005: testing norm threshold 0.223319 in range [0.163444, 0.283193]...	solution exists & found.
	Iteration #006: testing norm threshold 0.232319 in range [0.163444, 0.301193]...	solution exists & found.
	Iteration #007: testing norm threshold 0.237857 in range [0.163444, 0.312269]...	solution exists & found.
	Iteration #008: testing norm threshold 0.240348 in range [0.163444, 0.317251]...	solution exists & found.
	Iteration #009: testing norm threshold 0.240012 in range [0.163444, 0.316581]...	solution exists & found.
	Iteration #010: testing norm threshold 0.225792 in range [0.163444, 0.288139]...	solution exists & found.
	Iteration #011: testing norm threshold 0.233990 in range [0.163444, 0.304536]...	solution exists & found.
	Iteration #012: testing norm threshold 0.233582 in range [0.163444, 0.303721]...	solution exists & found.
	Iteration #013: testing norm threshold 0.231117 in range [0.163444, 0.298789]...	solution exists & found.
	Iteration #014: testing norm threshold 0.227110 in range [0.163444, 0.290777]...	solution exists & found.
	Iteration #015: testing norm threshold 0.233782 in range [0.163444, 0.304120]...	solution exists & found.
	Iteration #016: testing norm threshold 0.225407 in range [0.163444, 0.287369]...	solution exists & found.
	Iteration #017: testing norm threshold 0.224889 in range [0.163444, 0.286334]...	solution exists & found.
	Iteration #018: testing norm threshold 0.235530 in range [0.163444, 0.307616]...	solution exists & found.
	Iteration #019: testing norm threshold 0.238019 in range [0.163444, 0.312594]...	solution exists & found.
	Iteration #020: testing norm threshold 0.237992 in range [0.163444, 0.312540]...	solution exists & found.
	Iteration #021: testing norm threshold 0.236864 in range [0.163444, 0.310284]...	solution exists & found.
	Iteration #022: testing norm threshold 0.240424 in range [0.163444, 0.317403]...	solution exists & found.
	Iteration #023: testing norm threshold 0.238920 in range [0.163444, 0.314396]...	solution exists & found.
	Iteration #024: testing norm threshold 0.223319 in range [0.163444, 0.283193]...	solution exists & found.
	Iteration #025: testing norm threshold 0.232967 in range [0.163444, 0.302489]...	solution exists & found.
	Iteration #026: testing norm threshold 0.236959 in range [0.163444, 0.310473]...	solution exists & found.
	Iteration #027: testing norm threshold 0.238610 in range [0.163444, 0.313776]...	solution exists & found.
	Iteration #028: testing norm threshold 0.239294 in range [0.163444, 0.315143]...	solution exists & found.
	Iteration #029: testing norm threshold 0.224966 in range [0.163444, 0.286488]...	solution exists & found.
	Iteration #030: testing norm threshold 0.232954 in range [0.163444, 0.302465]...	solution exists & found.
	Iteration #031: testing norm threshold 0.225824 in range [0.163444, 0.288205]...	solution exists & found.
	Iteration #032: testing norm threshold 0.230876 in range [0.163444, 0.298308]...	solution exists & found.
	Iteration #033: testing norm threshold 0.225227 in range [0.163444, 0.287010]...	solution exists & found.
	Iteration #034: testing norm threshold 0.231299 in range [0.163444, 0.299153]...	solution exists & found.
	Iteration #035: testing norm threshold 0.233267 in range [0.163444, 0.303090]...	solution exists & found.
	Iteration #036: testing norm threshold 0.229632 in range [0.163444, 0.295819]...	solution exists & found.
	Iteration #037: testing norm threshold 0.232692 in range [0.163444, 0.301940]...	solution exists & found.
	Iteration #038: testing norm threshold 0.233710 in range [0.163444, 0.303976]...	solution exists & found.
	Iteration #039: testing norm threshold 0.225402 in range [0.163444, 0.287360]...	solution exists & found.
	Iteration #040: testing norm threshold 0.235856 in range [0.163444, 0.308267]...	solution exists & found.
	Iteration #041: testing norm threshold 0.237157 in range [0.163444, 0.310870]...	solution exists & found.
	Iteration #042: testing norm threshold 0.238692 in range [0.163444, 0.313941]...	solution exists & found.
	Iteration #043: testing norm threshold 0.225710 in range [0.163444, 0.287976]...	solution exists & found.
	Iteration #044: testing norm threshold 0.223319 in range [0.163444, 0.283193]...	solution exists & found.
	Iteration #045: testing norm threshold 0.224760 in range [0.163444, 0.286076]...	solution exists & found.
	Iteration #046: testing norm threshold 0.226336 in range [0.163444, 0.289227]...	solution exists & found.
	Iteration #047: testing norm threshold 0.225321 in range [0.163444, 0.287198]...	solution exists & found.
	Iteration #048: testing norm threshold 0.233091 in range [0.163444, 0.302739]...	solution exists & found.
	Iteration #049: testing norm threshold 0.237010 in range [0.163444, 0.310576]...	solution exists & found.
	Iteration #050: testing norm threshold 0.237603 in range [0.163444, 0.311762]...	solution exists & found.
	Iteration #051: testing norm threshold 0.237832 in range [0.163444, 0.312219]...	solution exists & found.
	Iteration #052: testing norm threshold 0.225657 in range [0.163444, 0.287869]...	solution exists & found.
	Iteration #053: testing norm threshold 0.233934 in range [0.163444, 0.304424]...	solution exists & found.
	Iteration #054: testing norm threshold 0.236416 in range [0.163444, 0.309387]...	solution exists & found.
	Iteration #055: testing norm threshold 0.234838 in range [0.163444, 0.306232]...	solution exists & found.
	Iteration #056: testing norm threshold 0.236765 in range [0.163444, 0.310085]...	solution exists & found.
	Iteration #057: testing norm threshold 0.235005 in range [0.163444, 0.306565]...	solution exists & found.
	Iteration #058: testing norm threshold 0.236001 in range [0.163444, 0.308557]...	solution exists & found.
	Iteration #059: testing norm threshold 0.225544 in range [0.163444, 0.287643]...	solution exists & found.
	Iteration #060: testing norm threshold 0.231399 in range [0.163444, 0.299354]...	solution exists & found.
	Iteration #061: testing norm threshold 0.237995 in range [0.163444, 0.312545]...	solution exists & found.
	Iteration #062: testing norm threshold 0.223319 in range [0.163444, 0.283193]...	solution exists & found.
	Iteration #063: testing norm threshold 0.223319 in range [0.163444, 0.283193]...	solution exists & found.
	Iteration #064: testing norm threshold 0.232319 in range [0.163444, 0.301193]...	solution exists & found.
	Iteration #065: testing norm threshold 0.225316 in range [0.163444, 0.287188]...	solution exists & found.
	Iteration #066: testing norm threshold 0.223319 in range [0.163444, 0.283193]...	solution exists & found.
	Iteration #067: testing norm threshold 0.227744 in range [0.163444, 0.292044]...	solution exists & found.
	Iteration #068: testing norm threshold 0.223319 in range [0.163444, 0.283193]...	solution exists & found.
	Iteration #069: testing norm threshold 0.232967 in range [0.163444, 0.302489]...	solution exists & found.
	Iteration #070: testing norm threshold 0.225356 in range [0.163444, 0.287268]...	solution exists & found.
	Iteration #071: testing norm threshold 0.233810 in range [0.163444, 0.304175]...	solution exists & found.
	Iteration #072: testing norm threshold 0.236368 in range [0.163444, 0.309291]...	solution exists & found.
	Iteration #073: testing norm threshold 0.238141 in range [0.163444, 0.312838]...	solution exists & found.
	Iteration #074: testing norm threshold 0.238039 in range [0.163444, 0.312635]...	solution exists & found.
	Iteration #075: testing norm threshold 0.239368 in range [0.163444, 0.315293]...	solution exists & found.
	Iteration #076: testing norm threshold 0.223319 in range [0.163444, 0.283193]...	solution exists & found.
	Iteration #077: testing norm threshold 0.224760 in range [0.163444, 0.286076]...	solution exists & found.
	Iteration #078: testing norm threshold 0.223319 in range [0.163444, 0.283193]...	solution exists & found.
	Iteration #079: testing norm threshold 0.230463 in range [0.163444, 0.297482]...	solution exists & found.
	Iteration #080: testing norm threshold 0.229100 in range [0.163444, 0.294755]...	solution exists & found.
	Iteration #081: testing norm threshold 0.235359 in range [0.163444, 0.307273]...	solution exists & found.
	Iteration #082: testing norm threshold 0.236965 in range [0.163444, 0.310487]...	solution exists & found.
	Iteration #083: testing norm threshold 0.224868 in range [0.163444, 0.286293]...	solution exists & found.
	Iteration #084: testing norm threshold 0.233608 in range [0.163444, 0.303772]...	solution exists & found.
	Iteration #085: testing norm threshold 0.225396 in range [0.163444, 0.287347]...	solution exists & found.
	Iteration #086: testing norm threshold 0.234742 in range [0.163444, 0.306041]...	solution exists & found.
	Iteration #087: testing norm threshold 0.223319 in range [0.163444, 0.283193]...	solution exists & found.
	Iteration #088: testing norm threshold 0.230695 in range [0.163444, 0.297946]...	solution exists & found.
	Iteration #089: testing norm threshold 0.235166 in range [0.163444, 0.306887]...	solution exists & found.
	Iteration #090: testing norm threshold 0.239137 in range [0.163444, 0.314830]...	solution exists & found.
	Iteration #091: testing norm threshold 0.228088 in range [0.163444, 0.292731]...	solution exists & found.
	Iteration #092: testing norm threshold 0.236127 in range [0.163444, 0.308809]...	solution exists & found.
	Iteration #093: testing norm threshold 0.238266 in range [0.163444, 0.313088]...	solution exists & found.
	Iteration #094: testing norm threshold 0.237260 in range [0.163444, 0.311076]...	solution exists & found.
	Iteration #095: testing norm threshold 0.228380 in range [0.163444, 0.293316]...	solution exists & found.
	Iteration #096: testing norm threshold 0.223319 in range [0.163444, 0.283193]...	solution exists & found.
	Iteration #097: testing norm threshold 0.234978 in range [0.163444, 0.306512]...	solution exists & found.
	Iteration #098: testing norm threshold 0.239053 in range [0.163444, 0.314662]...	solution exists & found.
	Iteration #099: testing norm threshold 0.223319 in range [0.163444, 0.283193]...	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 : 0.058823529411764705, x2 : 0.17321448222735777, x3 : 0.6666666666666666, x4 : 0.35714285714285715, y: False}
Nearest counterfactual sample:	 {x0_cat_0 : 1, x0_cat_1 : 0, x0_cat_2 : 0, x0_cat_3 : 0, x1 : 0, x2 : 0.17321448222735777, x3 : 0.6666666666666666, x4 : 0, y: True} (verified)
Minimum counterfactual distance: 0.283193
