

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


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 1.500000 in range [0.000000, 3.000000]...	solution exists & found.
	Iteration #002: testing norm threshold 0.181129 in range [0.000000, 0.362258]...	solution exists & found.
	Iteration #003: testing norm threshold 0.092040 in range [0.000000, 0.184079]...	solution exists & found.
	Iteration #004: testing norm threshold 0.078262 in range [0.000000, 0.156524]...	solution exists & found.
	Iteration #005: testing norm threshold 0.071373 in range [0.000000, 0.142746]...	solution exists & found.
	Iteration #006: testing norm threshold 0.066131 in range [0.000000, 0.132262]...	solution exists & found.
	Iteration #007: testing norm threshold 0.065308 in range [0.000000, 0.130615]...	solution exists & found.
	Iteration #008: testing norm threshold 0.064896 in range [0.000000, 0.129792]...	solution exists & found.
	Iteration #009: testing norm threshold 0.064690 in range [0.000000, 0.129380]...	solution exists & found.
	Iteration #010: testing norm threshold 0.064587 in range [0.000000, 0.129174]...	solution exists & found.
	Iteration #011: testing norm threshold 0.056933 in range [0.000000, 0.113867]...	solution exists & found.
	Iteration #012: testing norm threshold 0.060709 in range [0.000000, 0.121418]...	solution exists & found.
	Iteration #013: testing norm threshold 0.059639 in range [0.000000, 0.119278]...	solution exists & found.
	Iteration #014: testing norm threshold 0.062062 in range [0.000000, 0.124123]...	solution exists & found.
	Iteration #015: testing norm threshold 0.063273 in range [0.000000, 0.126546]...	solution exists & found.
	Iteration #016: testing norm threshold 0.063879 in range [0.000000, 0.127757]...	solution exists & found.
	Iteration #017: testing norm threshold 0.064181 in range [0.000000, 0.128363]...	solution exists & found.
	Iteration #018: testing norm threshold 0.064333 in range [0.000000, 0.128666]...	solution exists & found.
	Iteration #019: testing norm threshold 0.064409 in range [0.000000, 0.128817]...	solution exists & found.
	Iteration #020: testing norm threshold 0.064446 in range [0.000000, 0.128893]...	solution exists & found.
	Iteration #021: testing norm threshold 0.063234 in range [0.000000, 0.126468]...	solution exists & found.
	Iteration #022: testing norm threshold 0.057355 in range [0.000000, 0.114710]...	solution exists & found.
	Iteration #023: testing norm threshold 0.060920 in range [0.000000, 0.121839]...	solution exists & found.
	Iteration #024: testing norm threshold 0.062702 in range [0.000000, 0.125404]...	solution exists & found.
	Iteration #025: testing norm threshold 0.063593 in range [0.000000, 0.127186]...	solution exists & found.
	Iteration #026: testing norm threshold 0.064039 in range [0.000000, 0.128077]...	solution exists & found.
	Iteration #027: testing norm threshold 0.064261 in range [0.000000, 0.128523]...	solution exists & found.
	Iteration #028: testing norm threshold 0.064373 in range [0.000000, 0.128746]...	solution exists & found.
	Iteration #029: testing norm threshold 0.064429 in range [0.000000, 0.128857]...	solution exists & found.
	Iteration #030: testing norm threshold 0.064456 in range [0.000000, 0.128913]...	solution exists & found.
	Iteration #031: testing norm threshold 0.064470 in range [0.000000, 0.128941]...	solution exists & found.
	Iteration #032: testing norm threshold 0.058655 in range [0.000000, 0.117310]...	solution exists & found.
	Iteration #033: testing norm threshold 0.061570 in range [0.000000, 0.123139]...	solution exists & found.
	Iteration #034: testing norm threshold 0.063027 in range [0.000000, 0.126054]...	solution exists & found.
	Iteration #035: testing norm threshold 0.063756 in range [0.000000, 0.127511]...	solution exists & found.
	Iteration #036: testing norm threshold 0.064120 in range [0.000000, 0.128240]...	solution exists & found.
	Iteration #037: testing norm threshold 0.057362 in range [0.000000, 0.114725]...	solution exists & found.
	Iteration #038: testing norm threshold 0.060923 in range [0.000000, 0.121847]...	solution exists & found.
	Iteration #039: testing norm threshold 0.062704 in range [0.000000, 0.125408]...	solution exists & found.
	Iteration #040: testing norm threshold 0.063594 in range [0.000000, 0.127188]...	solution exists & found.
	Iteration #041: testing norm threshold 0.062877 in range [0.000000, 0.125755]...	solution exists & found.
	Iteration #042: testing norm threshold 0.063681 in range [0.000000, 0.127362]...	solution exists & found.
	Iteration #043: testing norm threshold 0.064083 in range [0.000000, 0.128165]...	solution exists & found.
	Iteration #044: testing norm threshold 0.056933 in range [0.000000, 0.113867]...	solution exists & found.
	Iteration #045: testing norm threshold 0.060709 in range [0.000000, 0.121418]...	solution exists & found.
	Iteration #046: testing norm threshold 0.062597 in range [0.000000, 0.125193]...	solution exists & found.
	Iteration #047: testing norm threshold 0.063540 in range [0.000000, 0.127081]...	solution exists & found.
	Iteration #048: testing norm threshold 0.064012 in range [0.000000, 0.128025]...	solution exists & found.
	Iteration #049: testing norm threshold 0.064248 in range [0.000000, 0.128497]...	solution exists & found.
	Iteration #050: testing norm threshold 0.064366 in range [0.000000, 0.128732]...	solution exists & found.
	Iteration #051: testing norm threshold 0.057390 in range [0.000000, 0.114779]...	solution exists & found.
	Iteration #052: testing norm threshold 0.057844 in range [0.000000, 0.115689]...	solution exists & found.
	Iteration #053: testing norm threshold 0.061164 in range [0.000000, 0.122328]...	solution exists & found.
	Iteration #054: testing norm threshold 0.056933 in range [0.000000, 0.113867]...	solution exists & found.
	Iteration #055: testing norm threshold 0.060709 in range [0.000000, 0.121418]...	solution exists & found.
	Iteration #056: testing norm threshold 0.062597 in range [0.000000, 0.125193]...	solution exists & found.
	Iteration #057: testing norm threshold 0.063540 in range [0.000000, 0.127081]...	solution exists & found.
	Iteration #058: testing norm threshold 0.064012 in range [0.000000, 0.128025]...	solution exists & found.
	Iteration #059: testing norm threshold 0.064248 in range [0.000000, 0.128497]...	solution exists & found.
	Iteration #060: testing norm threshold 0.064366 in range [0.000000, 0.128732]...	solution exists & found.
	Iteration #061: testing norm threshold 0.064425 in range [0.000000, 0.128850]...	solution exists & found.
	Iteration #062: testing norm threshold 0.059639 in range [0.000000, 0.119278]...	solution exists & found.
	Iteration #063: testing norm threshold 0.062062 in range [0.000000, 0.124123]...	solution exists & found.
	Iteration #064: testing norm threshold 0.063273 in range [0.000000, 0.126546]...	solution exists & found.
	Iteration #065: testing norm threshold 0.063879 in range [0.000000, 0.127757]...	solution exists & found.
	Iteration #066: testing norm threshold 0.064181 in range [0.000000, 0.128363]...	solution exists & found.
	Iteration #067: testing norm threshold 0.064333 in range [0.000000, 0.128666]...	solution exists & found.
	Iteration #068: testing norm threshold 0.064409 in range [0.000000, 0.128817]...	solution exists & found.
	Iteration #069: testing norm threshold 0.047805 in range [0.000000, 0.095611]...	solution exists & found.
	Iteration #070: testing norm threshold 0.056145 in range [0.000000, 0.112290]...	solution exists & found.
	Iteration #071: testing norm threshold 0.060315 in range [0.000000, 0.120629]...	solution exists & found.
	Iteration #072: testing norm threshold 0.062399 in range [0.000000, 0.124799]...	solution exists & found.
	Iteration #073: testing norm threshold 0.063442 in range [0.000000, 0.126884]...	solution exists & found.
	Iteration #074: testing norm threshold 0.063963 in range [0.000000, 0.127926]...	solution exists & found.
	Iteration #075: testing norm threshold 0.063032 in range [0.000000, 0.126063]...	solution exists & found.
	Iteration #076: testing norm threshold 0.063758 in range [0.000000, 0.127516]...	solution exists & found.
	Iteration #077: testing norm threshold 0.064121 in range [0.000000, 0.128242]...	solution exists & found.
	Iteration #078: testing norm threshold 0.064303 in range [0.000000, 0.128605]...	solution exists & found.
	Iteration #079: testing norm threshold 0.064393 in range [0.000000, 0.128787]...	solution exists & found.
	Iteration #080: testing norm threshold 0.064439 in range [0.000000, 0.128878]...	solution exists & found.
	Iteration #081: testing norm threshold 0.064462 in range [0.000000, 0.128923]...	solution exists & found.
	Iteration #082: testing norm threshold 0.063240 in range [0.000000, 0.126480]...	solution exists & found.
	Iteration #083: testing norm threshold 0.063862 in range [0.000000, 0.127724]...	solution exists & found.
	Iteration #084: testing norm threshold 0.064173 in range [0.000000, 0.128346]...	solution exists & found.
	Iteration #085: testing norm threshold 0.064329 in range [0.000000, 0.128657]...	solution exists & found.
	Iteration #086: testing norm threshold 0.064406 in range [0.000000, 0.128813]...	solution exists & found.
	Iteration #087: testing norm threshold 0.064445 in range [0.000000, 0.128891]...	solution exists & found.
	Iteration #088: testing norm threshold 0.064465 in range [0.000000, 0.128930]...	solution exists & found.
	Iteration #089: testing norm threshold 0.064475 in range [0.000000, 0.128949]...	solution exists & found.
	Iteration #090: testing norm threshold 0.064479 in range [0.000000, 0.128959]...	solution exists & found.
	Iteration #091: testing norm threshold 0.064482 in range [0.000000, 0.128964]...	solution exists & found.
	Iteration #092: testing norm threshold 0.064483 in range [0.000000, 0.128966]...	solution exists & found.
	Iteration #093: testing norm threshold 0.064484 in range [0.000000, 0.128967]...	solution exists & found.
	Iteration #094: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #095: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #096: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #097: testing norm threshold 0.038233 in range [0.000000, 0.076465]...	solution exists & found.
	Iteration #098: testing norm threshold 0.051358 in range [0.000000, 0.102717]...	solution exists & found.
	Iteration #099: testing norm threshold 0.057921 in range [0.000000, 0.115843]...	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 : 0.5066956860398548, x8 : 0.4435850438487103, y: True} (verified)
Minimum counterfactual distance: 0.076465
