

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


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 0.500000 in range [0.000000, 1.000000]...	solution exists & found.
	Iteration #002: testing norm threshold 0.213867 in range [0.000000, 0.427735]...	solution exists & found.
	Iteration #003: testing norm threshold 0.090249 in range [0.000000, 0.180497]...	solution exists & found.
	Iteration #004: testing norm threshold 0.077366 in range [0.000000, 0.154733]...	solution exists & found.
	Iteration #005: testing norm threshold 0.070925 in range [0.000000, 0.141851]...	solution exists & found.
	Iteration #006: testing norm threshold 0.067705 in range [0.000000, 0.135410]...	solution exists & found.
	Iteration #007: testing norm threshold 0.066094 in range [0.000000, 0.132189]...	solution exists & found.
	Iteration #008: testing norm threshold 0.064961 in range [0.000000, 0.129921]...	solution exists & found.
	Iteration #009: testing norm threshold 0.064722 in range [0.000000, 0.129445]...	solution exists & found.
	Iteration #010: testing norm threshold 0.064603 in range [0.000000, 0.129207]...	solution exists & found.
	Iteration #011: testing norm threshold 0.064544 in range [0.000000, 0.129088]...	solution exists & found.
	Iteration #012: testing norm threshold 0.064514 in range [0.000000, 0.129028]...	solution exists & found.
	Iteration #013: testing norm threshold 0.064499 in range [0.000000, 0.128998]...	solution exists & found.
	Iteration #014: testing norm threshold 0.064492 in range [0.000000, 0.128983]...	solution exists & found.
	Iteration #015: testing norm threshold 0.064488 in range [0.000000, 0.128976]...	solution exists & found.
	Iteration #016: testing norm threshold 0.064486 in range [0.000000, 0.128972]...	solution exists & found.
	Iteration #017: testing norm threshold 0.064485 in range [0.000000, 0.128970]...	solution exists & found.
	Iteration #018: testing norm threshold 0.064485 in range [0.000000, 0.128969]...	solution exists & found.
	Iteration #019: testing norm threshold 0.064484 in range [0.000000, 0.128969]...	solution exists & found.
	Iteration #020: testing norm threshold 0.064484 in range [0.000000, 0.128969]...	solution exists & found.
	Iteration #021: testing norm threshold 0.056933 in range [0.000000, 0.113867]...	solution exists & found.
	Iteration #022: testing norm threshold 0.060709 in range [0.000000, 0.121418]...	solution exists & found.
	Iteration #023: testing norm threshold 0.062597 in range [0.000000, 0.125193]...	solution exists & found.
	Iteration #024: testing norm threshold 0.057336 in range [0.000000, 0.114672]...	solution exists & found.
	Iteration #025: testing norm threshold 0.060910 in range [0.000000, 0.121820]...	solution exists & found.
	Iteration #026: testing norm threshold 0.062697 in range [0.000000, 0.125394]...	solution exists & found.
	Iteration #027: testing norm threshold 0.063591 in range [0.000000, 0.127181]...	solution exists & found.
	Iteration #028: testing norm threshold 0.064037 in range [0.000000, 0.128075]...	solution exists & found.
	Iteration #029: testing norm threshold 0.064261 in range [0.000000, 0.128522]...	solution exists & found.
	Iteration #030: testing norm threshold 0.064373 in range [0.000000, 0.128745]...	solution exists & found.
	Iteration #031: testing norm threshold 0.064428 in range [0.000000, 0.128857]...	solution exists & found.
	Iteration #032: testing norm threshold 0.064456 in range [0.000000, 0.128913]...	solution exists & found.
	Iteration #033: testing norm threshold 0.064470 in range [0.000000, 0.128941]...	solution exists & found.
	Iteration #034: testing norm threshold 0.064477 in range [0.000000, 0.128954]...	solution exists & found.
	Iteration #035: testing norm threshold 0.064481 in range [0.000000, 0.128961]...	solution exists & found.
	Iteration #036: testing norm threshold 0.056933 in range [0.000000, 0.113867]...	solution exists & found.
	Iteration #037: testing norm threshold 0.060709 in range [0.000000, 0.121418]...	solution exists & found.
	Iteration #038: testing norm threshold 0.062597 in range [0.000000, 0.125193]...	solution exists & found.
	Iteration #039: testing norm threshold 0.063540 in range [0.000000, 0.127081]...	solution exists & found.
	Iteration #040: testing norm threshold 0.064012 in range [0.000000, 0.128025]...	solution exists & found.
	Iteration #041: testing norm threshold 0.064248 in range [0.000000, 0.128497]...	solution exists & found.
	Iteration #042: testing norm threshold 0.064366 in range [0.000000, 0.128732]...	solution exists & found.
	Iteration #043: testing norm threshold 0.064425 in range [0.000000, 0.128850]...	solution exists & found.
	Iteration #044: testing norm threshold 0.064455 in range [0.000000, 0.128909]...	solution exists & found.
	Iteration #045: testing norm threshold 0.064469 in range [0.000000, 0.128939]...	solution exists & found.
	Iteration #046: testing norm threshold 0.056933 in range [0.000000, 0.113867]...	solution exists & found.
	Iteration #047: testing norm threshold 0.060709 in range [0.000000, 0.121418]...	solution exists & found.
	Iteration #048: testing norm threshold 0.062597 in range [0.000000, 0.125193]...	solution exists & found.
	Iteration #049: testing norm threshold 0.063540 in range [0.000000, 0.127081]...	solution exists & found.
	Iteration #050: testing norm threshold 0.064012 in range [0.000000, 0.128025]...	solution exists & found.
	Iteration #051: testing norm threshold 0.064248 in range [0.000000, 0.128497]...	solution exists & found.
	Iteration #052: testing norm threshold 0.064366 in range [0.000000, 0.128732]...	solution exists & found.
	Iteration #053: testing norm threshold 0.064425 in range [0.000000, 0.128850]...	solution exists & found.
	Iteration #054: testing norm threshold 0.064455 in range [0.000000, 0.128909]...	solution exists & found.
	Iteration #055: testing norm threshold 0.064469 in range [0.000000, 0.128939]...	solution exists & found.
	Iteration #056: testing norm threshold 0.063312 in range [0.000000, 0.126624]...	solution exists & found.
	Iteration #057: testing norm threshold 0.056933 in range [0.000000, 0.113867]...	solution exists & found.
	Iteration #058: testing norm threshold 0.060709 in range [0.000000, 0.121418]...	solution exists & found.
	Iteration #059: testing norm threshold 0.062597 in range [0.000000, 0.125193]...	solution exists & found.
	Iteration #060: testing norm threshold 0.063540 in range [0.000000, 0.127081]...	solution exists & found.
	Iteration #061: testing norm threshold 0.064012 in range [0.000000, 0.128025]...	solution exists & found.
	Iteration #062: testing norm threshold 0.064248 in range [0.000000, 0.128497]...	solution exists & found.
	Iteration #063: testing norm threshold 0.064366 in range [0.000000, 0.128732]...	solution exists & found.
	Iteration #064: testing norm threshold 0.064425 in range [0.000000, 0.128850]...	solution exists & found.
	Iteration #065: testing norm threshold 0.064455 in range [0.000000, 0.128909]...	solution exists & found.
	Iteration #066: testing norm threshold 0.056933 in range [0.000000, 0.113867]...	solution exists & found.
	Iteration #067: testing norm threshold 0.060709 in range [0.000000, 0.121418]...	solution exists & found.
	Iteration #068: testing norm threshold 0.062597 in range [0.000000, 0.125193]...	solution exists & found.
	Iteration #069: testing norm threshold 0.056933 in range [0.000000, 0.113867]...	solution exists & found.
	Iteration #070: testing norm threshold 0.060709 in range [0.000000, 0.121418]...	solution exists & found.
	Iteration #071: testing norm threshold 0.062597 in range [0.000000, 0.125193]...	solution exists & found.
	Iteration #072: testing norm threshold 0.063540 in range [0.000000, 0.127081]...	solution exists & found.
	Iteration #073: testing norm threshold 0.058104 in range [0.000000, 0.116207]...	solution exists & found.
	Iteration #074: testing norm threshold 0.061294 in range [0.000000, 0.122588]...	solution exists & found.
	Iteration #075: testing norm threshold 0.062889 in range [0.000000, 0.125778]...	solution exists & found.
	Iteration #076: testing norm threshold 0.063687 in range [0.000000, 0.127373]...	solution exists & found.
	Iteration #077: testing norm threshold 0.064085 in range [0.000000, 0.128171]...	solution exists & found.
	Iteration #078: testing norm threshold 0.064285 in range [0.000000, 0.128570]...	solution exists & found.
	Iteration #079: testing norm threshold 0.050920 in range [0.000000, 0.101839]...	solution exists & found.
	Iteration #080: testing norm threshold 0.057702 in range [0.000000, 0.115404]...	solution exists & found.
	Iteration #081: testing norm threshold 0.061093 in range [0.000000, 0.122186]...	solution exists & found.
	Iteration #082: testing norm threshold 0.062789 in range [0.000000, 0.125577]...	solution exists & found.
	Iteration #083: testing norm threshold 0.063636 in range [0.000000, 0.127273]...	solution exists & found.
	Iteration #084: testing norm threshold 0.064060 in range [0.000000, 0.128121]...	solution exists & found.
	Iteration #085: testing norm threshold 0.064272 in range [0.000000, 0.128545]...	solution exists & found.
	Iteration #086: testing norm threshold 0.064378 in range [0.000000, 0.128757]...	solution exists & found.
	Iteration #087: testing norm threshold 0.064431 in range [0.000000, 0.128862]...	solution exists & found.
	Iteration #088: testing norm threshold 0.064458 in range [0.000000, 0.128915]...	solution exists & found.
	Iteration #089: testing norm threshold 0.064471 in range [0.000000, 0.128942]...	solution exists & found.
	Iteration #090: testing norm threshold 0.064478 in range [0.000000, 0.128955]...	solution exists & found.
	Iteration #091: testing norm threshold 0.064481 in range [0.000000, 0.128962]...	solution exists & found.
	Iteration #092: testing norm threshold 0.064483 in range [0.000000, 0.128965]...	solution exists & found.
	Iteration #093: testing norm threshold 0.056933 in range [0.000000, 0.113867]...	solution exists & found.
	Iteration #094: testing norm threshold 0.060709 in range [0.000000, 0.121418]...	solution exists & found.
	Iteration #095: testing norm threshold 0.056933 in range [0.000000, 0.113867]...	solution exists & found.
	Iteration #096: testing norm threshold 0.060709 in range [0.000000, 0.121418]...	solution exists & found.
	Iteration #097: testing norm threshold 0.062597 in range [0.000000, 0.125193]...	solution exists & found.
	Iteration #098: testing norm threshold 0.063540 in range [0.000000, 0.127081]...	solution exists & found.
	Iteration #099: testing norm threshold 0.064012 in range [0.000000, 0.128025]...	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 : 0.8096214644056515, x8 : 0.30248389171930873, y: True} (verified)
Minimum counterfactual distance: 0.101839
