

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


Model Symbols:
{'counterfactual': {'x0': {'lower_bound': 0,
                           'symbol': x0_counterfactual,
                           'upper_bound': 1},
                    'x1_cat_0': {'lower_bound': 0,
                                 'symbol': x1_cat_0_counterfactual,
                                 'upper_bound': 1},
                    'x1_cat_1': {'lower_bound': 0,
                                 'symbol': x1_cat_1_counterfactual,
                                 'upper_bound': 1},
                    'x1_cat_2': {'lower_bound': 0,
                                 'symbol': x1_cat_2_counterfactual,
                                 'upper_bound': 1},
                    'x1_cat_3': {'lower_bound': 0,
                                 'symbol': x1_cat_3_counterfactual,
                                 'upper_bound': 1},
                    'x2_cat_0': {'lower_bound': 0,
                                 'symbol': x2_cat_0_counterfactual,
                                 'upper_bound': 1},
                    'x2_cat_1': {'lower_bound': 0,
                                 'symbol': x2_cat_1_counterfactual,
                                 'upper_bound': 1},
                    'x3_cat_0': {'lower_bound': 0,
                                 'symbol': x3_cat_0_counterfactual,
                                 'upper_bound': 1},
                    'x3_cat_1': {'lower_bound': 0,
                                 'symbol': x3_cat_1_counterfactual,
                                 'upper_bound': 1},
                    'x4_cat_0': {'lower_bound': 0,
                                 'symbol': x4_cat_0_counterfactual,
                                 'upper_bound': 1},
                    'x4_cat_1': {'lower_bound': 0,
                                 'symbol': x4_cat_1_counterfactual,
                                 'upper_bound': 1},
                    'x5_cat_0': {'lower_bound': 0,
                                 'symbol': x5_cat_0_counterfactual,
                                 'upper_bound': 1},
                    'x5_cat_1': {'lower_bound': 0,
                                 'symbol': x5_cat_1_counterfactual,
                                 'upper_bound': 1},
                    'x5_cat_2': {'lower_bound': 0,
                                 'symbol': x5_cat_2_counterfactual,
                                 'upper_bound': 1},
                    'x5_cat_3': {'lower_bound': 0,
                                 'symbol': x5_cat_3_counterfactual,
                                 'upper_bound': 1},
                    'x5_cat_4': {'lower_bound': 0,
                                 'symbol': x5_cat_4_counterfactual,
                                 'upper_bound': 1},
                    'x6': {'lower_bound': 0,
                           'symbol': x6_counterfactual,
                           'upper_bound': 1},
                    'x7': {'lower_bound': 0.0,
                           'symbol': x7_counterfactual,
                           'upper_bound': 1.0},
                    'x8': {'lower_bound': 0.0,
                           'symbol': x8_counterfactual,
                           'upper_bound': 1.0}},
 'interventional': {'x0': {'lower_bound': 0,
                           'symbol': x0_interventional,
                           'upper_bound': 1},
                    'x1_cat_0': {'lower_bound': 0,
                                 'symbol': x1_cat_0_interventional,
                                 'upper_bound': 1},
                    'x1_cat_1': {'lower_bound': 0,
                                 'symbol': x1_cat_1_interventional,
                                 'upper_bound': 1},
                    'x1_cat_2': {'lower_bound': 0,
                                 'symbol': x1_cat_2_interventional,
                                 'upper_bound': 1},
                    'x1_cat_3': {'lower_bound': 0,
                                 'symbol': x1_cat_3_interventional,
                                 'upper_bound': 1},
                    'x2_cat_0': {'lower_bound': 0,
                                 'symbol': x2_cat_0_interventional,
                                 'upper_bound': 1},
                    'x2_cat_1': {'lower_bound': 0,
                                 'symbol': x2_cat_1_interventional,
                                 'upper_bound': 1},
                    'x3_cat_0': {'lower_bound': 0,
                                 'symbol': x3_cat_0_interventional,
                                 'upper_bound': 1},
                    'x3_cat_1': {'lower_bound': 0,
                                 'symbol': x3_cat_1_interventional,
                                 'upper_bound': 1},
                    'x4_cat_0': {'lower_bound': 0,
                                 'symbol': x4_cat_0_interventional,
                                 'upper_bound': 1},
                    'x4_cat_1': {'lower_bound': 0,
                                 'symbol': x4_cat_1_interventional,
                                 'upper_bound': 1},
                    'x5_cat_0': {'lower_bound': 0,
                                 'symbol': x5_cat_0_interventional,
                                 'upper_bound': 1},
                    'x5_cat_1': {'lower_bound': 0,
                                 'symbol': x5_cat_1_interventional,
                                 'upper_bound': 1},
                    'x5_cat_2': {'lower_bound': 0,
                                 'symbol': x5_cat_2_interventional,
                                 'upper_bound': 1},
                    'x5_cat_3': {'lower_bound': 0,
                                 'symbol': x5_cat_3_interventional,
                                 'upper_bound': 1},
                    'x5_cat_4': {'lower_bound': 0,
                                 'symbol': x5_cat_4_interventional,
                                 'upper_bound': 1},
                    'x6': {'lower_bound': 0,
                           'symbol': x6_interventional,
                           'upper_bound': 1},
                    'x7': {'lower_bound': 0.0,
                           'symbol': x7_interventional,
                           'upper_bound': 1.0},
                    'x8': {'lower_bound': 0.0,
                           'symbol': x8_interventional,
                           'upper_bound': 1.0}},
 '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 2.500000 in range [0.000000, 5.000000]...	solution exists & found.
	Iteration #002: testing norm threshold 0.212225 in range [0.000000, 0.424450]...	solution exists & found.
	Iteration #003: testing norm threshold 0.127480 in range [0.000000, 0.254961]...	solution exists & found.
	Iteration #004: testing norm threshold 0.092821 in range [0.000000, 0.185642]...	solution exists & found.
	Iteration #005: testing norm threshold 0.078653 in range [0.000000, 0.157305]...	solution exists & found.
	Iteration #006: testing norm threshold 0.040635 in range [0.000000, 0.081271]...	solution exists & found.
	Iteration #007: testing norm threshold 0.052560 in range [0.000000, 0.105120]...	solution exists & found.
	Iteration #008: testing norm threshold 0.058522 in range [0.000000, 0.117044]...	solution exists & found.
	Iteration #009: testing norm threshold 0.061503 in range [0.000000, 0.123006]...	solution exists & found.
	Iteration #010: testing norm threshold 0.062994 in range [0.000000, 0.125987]...	solution exists & found.
	Iteration #011: testing norm threshold 0.063739 in range [0.000000, 0.127478]...	solution exists & found.
	Iteration #012: testing norm threshold 0.048683 in range [0.000000, 0.097366]...	solution exists & found.
	Iteration #013: testing norm threshold 0.056584 in range [0.000000, 0.113167]...	solution exists & found.
	Iteration #014: testing norm threshold 0.060534 in range [0.000000, 0.121068]...	solution exists & found.
	Iteration #015: testing norm threshold 0.062509 in range [0.000000, 0.125018]...	solution exists & found.
	Iteration #016: testing norm threshold 0.063497 in range [0.000000, 0.126993]...	solution exists & found.
	Iteration #017: testing norm threshold 0.056876 in range [0.000000, 0.113753]...	solution exists & found.
	Iteration #018: testing norm threshold 0.060680 in range [0.000000, 0.121361]...	solution exists & found.
	Iteration #019: testing norm threshold 0.062582 in range [0.000000, 0.125164]...	solution exists & found.
	Iteration #020: testing norm threshold 0.063533 in range [0.000000, 0.127066]...	solution exists & found.
	Iteration #021: testing norm threshold 0.064009 in range [0.000000, 0.128017]...	solution exists & found.
	Iteration #022: testing norm threshold 0.064246 in range [0.000000, 0.128493]...	solution exists & found.
	Iteration #023: testing norm threshold 0.064365 in range [0.000000, 0.128731]...	solution exists & found.
	Iteration #024: testing norm threshold 0.064425 in range [0.000000, 0.128850]...	solution exists & found.
	Iteration #025: testing norm threshold 0.064455 in range [0.000000, 0.128909]...	solution exists & found.
	Iteration #026: testing norm threshold 0.064469 in range [0.000000, 0.128939]...	solution exists & found.
	Iteration #027: testing norm threshold 0.054329 in range [0.000000, 0.108657]...	solution exists & found.
	Iteration #028: testing norm threshold 0.059406 in range [0.000000, 0.118813]...	solution exists & found.
	Iteration #029: testing norm threshold 0.059649 in range [0.000000, 0.119298]...	solution exists & found.
	Iteration #030: testing norm threshold 0.062067 in range [0.000000, 0.124133]...	solution exists & found.
	Iteration #031: testing norm threshold 0.063275 in range [0.000000, 0.126551]...	solution exists & found.
	Iteration #032: testing norm threshold 0.063880 in range [0.000000, 0.127760]...	solution exists & found.
	Iteration #033: testing norm threshold 0.063106 in range [0.000000, 0.126213]...	solution exists & found.
	Iteration #034: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #035: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #036: testing norm threshold 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #037: testing norm threshold 0.058441 in range [0.000000, 0.116883]...	solution exists & found.
	Iteration #038: testing norm threshold 0.032242 in range [0.000000, 0.064484]...	solution exists & found.
	Iteration #039: testing norm threshold 0.046929 in range [0.000000, 0.093858]...	solution exists & found.
	Iteration #040: testing norm threshold 0.055707 in range [0.000000, 0.111413]...	solution exists & found.
	Iteration #041: testing norm threshold 0.060095 in range [0.000000, 0.120191]...	solution exists & found.
	Iteration #042: testing norm threshold 0.050631 in range [0.000000, 0.101263]...	solution exists & found.
	Iteration #043: testing norm threshold 0.047059 in range [0.000000, 0.094119]...	solution exists & found.
	Iteration #044: testing norm threshold 0.055772 in range [0.000000, 0.111544]...	solution exists & found.
	Iteration #045: testing norm threshold 0.060128 in range [0.000000, 0.120256]...	solution exists & found.
	Iteration #046: testing norm threshold 0.062306 in range [0.000000, 0.124612]...	solution exists & found.
	Iteration #047: testing norm threshold 0.063395 in range [0.000000, 0.126790]...	solution exists & found.
	Iteration #048: testing norm threshold 0.048663 in range [0.000000, 0.097327]...	solution exists & found.
	Iteration #049: testing norm threshold 0.056574 in range [0.000000, 0.113148]...	solution exists & found.
	Iteration #050: testing norm threshold 0.056015 in range [0.000000, 0.112029]...	solution exists & found.
	Iteration #051: testing norm threshold 0.060249 in range [0.000000, 0.120499]...	solution exists & found.
	Iteration #052: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #053: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #054: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #055: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #056: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #057: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #058: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #059: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #060: testing norm threshold 0.055644 in range [0.000000, 0.111288]...	solution exists & found.
	Iteration #061: testing norm threshold 0.060064 in range [0.000000, 0.120128]...	solution exists & found.
	Iteration #062: testing norm threshold 0.062274 in range [0.000000, 0.124548]...	solution exists & found.
	Iteration #063: testing norm threshold 0.063379 in range [0.000000, 0.126758]...	solution exists & found.
	Iteration #064: testing norm threshold 0.063932 in range [0.000000, 0.127863]...	solution exists & found.
	Iteration #065: testing norm threshold 0.064208 in range [0.000000, 0.128416]...	solution exists & found.
	Iteration #066: testing norm threshold 0.064346 in range [0.000000, 0.128692]...	solution exists & found.
	Iteration #067: testing norm threshold 0.064415 in range [0.000000, 0.128830]...	solution exists & found.
	Iteration #068: testing norm threshold 0.064450 in range [0.000000, 0.128899]...	solution exists & found.
	Iteration #069: testing norm threshold 0.064430 in range [0.000000, 0.128859]...	solution exists & found.
	Iteration #070: testing norm threshold 0.064457 in range [0.000000, 0.128914]...	solution exists & found.
	Iteration #071: testing norm threshold 0.064471 in range [0.000000, 0.128941]...	solution exists & found.
	Iteration #072: testing norm threshold 0.064477 in range [0.000000, 0.128955]...	solution exists & found.
	Iteration #073: testing norm threshold 0.064481 in range [0.000000, 0.128962]...	solution exists & found.
	Iteration #074: testing norm threshold 0.064483 in range [0.000000, 0.128965]...	solution exists & found.
	Iteration #075: testing norm threshold 0.048726 in range [0.000000, 0.097451]...	solution exists & found.
	Iteration #076: testing norm threshold 0.055206 in range [0.000000, 0.110412]...	solution exists & found.
	Iteration #077: testing norm threshold 0.054122 in range [0.000000, 0.108243]...	solution exists & found.
	Iteration #078: testing norm threshold 0.059303 in range [0.000000, 0.118606]...	solution exists & found.
	Iteration #079: testing norm threshold 0.035628 in range [0.000000, 0.071257]...	solution exists & found.
	Iteration #080: testing norm threshold 0.043819 in range [0.000000, 0.087637]...	solution exists & found.
	Iteration #081: testing norm threshold 0.054151 in range [0.000000, 0.108303]...	solution exists & found.
	Iteration #082: testing norm threshold 0.059318 in range [0.000000, 0.118636]...	solution exists & found.
	Iteration #083: testing norm threshold 0.061901 in range [0.000000, 0.123802]...	solution exists & found.
	Iteration #084: testing norm threshold 0.063193 in range [0.000000, 0.126385]...	solution exists & found.
	Iteration #085: testing norm threshold 0.063838 in range [0.000000, 0.127677]...	solution exists & found.
	Iteration #086: testing norm threshold 0.046694 in range [0.000000, 0.093388]...	solution exists & found.
	Iteration #087: testing norm threshold 0.055589 in range [0.000000, 0.111178]...	solution exists & found.
	Iteration #088: testing norm threshold 0.060037 in range [0.000000, 0.120073]...	solution exists & found.
	Iteration #089: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #090: testing norm threshold 0.046694 in range [0.000000, 0.093388]...	solution exists & found.
	Iteration #091: testing norm threshold 0.055589 in range [0.000000, 0.111178]...	solution exists & found.
	Iteration #092: testing norm threshold 0.051359 in range [0.000000, 0.102718]...	solution exists & found.
	Iteration #093: testing norm threshold 0.052597 in range [0.000000, 0.105194]...	solution exists & found.
	Iteration #094: testing norm threshold 0.058541 in range [0.000000, 0.117081]...	solution exists & found.
	Iteration #095: testing norm threshold 0.061512 in range [0.000000, 0.123025]...	solution exists & found.
	Iteration #096: testing norm threshold 0.053610 in range [0.000000, 0.107219]...	solution exists & found.
	Iteration #097: testing norm threshold 0.059047 in range [0.000000, 0.118094]...	solution exists & found.
	Iteration #098: testing norm threshold 0.061766 in range [0.000000, 0.123531]...	solution exists & found.
	Iteration #099: testing norm threshold 0.063125 in range [0.000000, 0.126250]...	solution exists & found.


Factual sample: 		 {x0 : 0.14285714285714285, x1_cat_0 : 0.0, x1_cat_1 : 1.0, x1_cat_2 : 0.0, x1_cat_3 : 0.0, x2_cat_0 : 0.0, x2_cat_1 : 1.0, x3_cat_0 : 1.0, x3_cat_1 : 0.0, x4_cat_0 : 1.0, x4_cat_1 : 0.0, x5_cat_0 : 0.0, x5_cat_1 : 0.0, x5_cat_2 : 0.0, x5_cat_3 : 0.0, x5_cat_4 : 1.0, x6 : 0.4375, x7 : 0.5555555555555556, x8 : 0.38461538461538464, y: False}
Nearest counterfactual sample:	 {x0 : 0, x1_cat_0 : 0, x1_cat_1 : 1, x1_cat_2 : 0, x1_cat_3 : 0, x2_cat_0 : 0, x2_cat_1 : 1, x3_cat_0 : 1, x3_cat_1 : 0, x4_cat_0 : 1, x4_cat_1 : 0, x5_cat_0 : 0, x5_cat_1 : 0, x5_cat_2 : 0, x5_cat_3 : 0, x5_cat_4 : 1, x6 : 0, x7 : 0.5555555555555556, x8 : 0.38461538461538464, y: True} (verified)
Minimum counterfactual distance: 0.064484
