

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


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 0.091548 in range [0.000000, 0.183095]...	solution exists & found.
	Iteration #004: testing norm threshold 0.078016 in range [0.000000, 0.156032]...	solution exists & found.
	Iteration #005: testing norm threshold 0.071250 in range [0.000000, 0.142500]...	solution exists & found.
	Iteration #006: testing norm threshold 0.064961 in range [0.000000, 0.129921]...	solution exists & found.
	Iteration #007: testing norm threshold 0.064722 in range [0.000000, 0.129445]...	solution exists & found.
	Iteration #008: testing norm threshold 0.064603 in range [0.000000, 0.129207]...	solution exists & found.
	Iteration #009: testing norm threshold 0.064544 in range [0.000000, 0.129088]...	solution exists & found.
	Iteration #010: testing norm threshold 0.064514 in range [0.000000, 0.129028]...	solution exists & found.
	Iteration #011: testing norm threshold 0.064499 in range [0.000000, 0.128998]...	solution exists & found.
	Iteration #012: testing norm threshold 0.063256 in range [0.000000, 0.126512]...	solution exists & found.
	Iteration #013: testing norm threshold 0.063870 in range [0.000000, 0.127740]...	solution exists & found.
	Iteration #014: testing norm threshold 0.064177 in range [0.000000, 0.128354]...	solution exists & found.
	Iteration #015: testing norm threshold 0.064331 in range [0.000000, 0.128661]...	solution exists & found.
	Iteration #016: testing norm threshold 0.064407 in range [0.000000, 0.128815]...	solution exists & found.
	Iteration #017: testing norm threshold 0.064446 in range [0.000000, 0.128892]...	solution exists & found.
	Iteration #018: testing norm threshold 0.064465 in range [0.000000, 0.128930]...	solution exists & found.
	Iteration #019: testing norm threshold 0.064475 in range [0.000000, 0.128949]...	solution exists & found.
	Iteration #020: testing norm threshold 0.064479 in range [0.000000, 0.128959]...	solution exists & found.
	Iteration #021: testing norm threshold 0.064482 in range [0.000000, 0.128964]...	solution exists & found.
	Iteration #022: testing norm threshold 0.064483 in range [0.000000, 0.128966]...	solution exists & found.
	Iteration #023: testing norm threshold 0.064484 in range [0.000000, 0.128967]...	solution exists & found.
	Iteration #024: testing norm threshold 0.058656 in range [0.000000, 0.117313]...	solution exists & found.
	Iteration #025: testing norm threshold 0.061570 in range [0.000000, 0.123141]...	solution exists & found.
	Iteration #026: testing norm threshold 0.063027 in range [0.000000, 0.126055]...	solution exists & found.
	Iteration #027: testing norm threshold 0.063756 in range [0.000000, 0.127512]...	solution exists & found.
	Iteration #028: testing norm threshold 0.064120 in range [0.000000, 0.128240]...	solution exists & found.
	Iteration #029: testing norm threshold 0.064302 in range [0.000000, 0.128604]...	solution exists & found.
	Iteration #030: testing norm threshold 0.064393 in range [0.000000, 0.128786]...	solution exists & found.
	Iteration #031: testing norm threshold 0.064439 in range [0.000000, 0.128877]...	solution exists & found.
	Iteration #032: testing norm threshold 0.064461 in range [0.000000, 0.128923]...	solution exists & found.
	Iteration #033: testing norm threshold 0.064473 in range [0.000000, 0.128946]...	solution exists & found.
	Iteration #034: testing norm threshold 0.064479 in range [0.000000, 0.128957]...	solution exists & found.
	Iteration #035: testing norm threshold 0.064481 in range [0.000000, 0.128963]...	solution exists & found.
	Iteration #036: testing norm threshold 0.064483 in range [0.000000, 0.128966]...	solution exists & found.
	Iteration #037: testing norm threshold 0.064484 in range [0.000000, 0.128967]...	solution exists & found.
	Iteration #038: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #039: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #040: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #041: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #042: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #043: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #044: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #045: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #046: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #047: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #048: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #049: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #050: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #051: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #052: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #053: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #054: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #055: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #056: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #057: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #058: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #059: testing norm threshold 0.057393 in range [0.000000, 0.114787]...	solution exists & found.
	Iteration #060: testing norm threshold 0.060939 in range [0.000000, 0.121878]...	solution exists & found.
	Iteration #061: testing norm threshold 0.062711 in range [0.000000, 0.125423]...	solution exists & found.
	Iteration #062: testing norm threshold 0.063598 in range [0.000000, 0.127196]...	solution exists & found.
	Iteration #063: testing norm threshold 0.064041 in range [0.000000, 0.128082]...	solution exists & found.
	Iteration #064: testing norm threshold 0.064263 in range [0.000000, 0.128525]...	solution exists & found.
	Iteration #065: testing norm threshold 0.064373 in range [0.000000, 0.128747]...	solution exists & found.
	Iteration #066: testing norm threshold 0.064429 in range [0.000000, 0.128858]...	solution exists & found.
	Iteration #067: testing norm threshold 0.064457 in range [0.000000, 0.128913]...	solution exists & found.
	Iteration #068: testing norm threshold 0.064470 in range [0.000000, 0.128941]...	solution exists & found.
	Iteration #069: testing norm threshold 0.063244 in range [0.000000, 0.126488]...	solution exists & found.
	Iteration #070: testing norm threshold 0.063864 in range [0.000000, 0.127728]...	solution exists & found.
	Iteration #071: testing norm threshold 0.064174 in range [0.000000, 0.128348]...	solution exists & found.
	Iteration #072: testing norm threshold 0.064329 in range [0.000000, 0.128658]...	solution exists & found.
	Iteration #073: testing norm threshold 0.064407 in range [0.000000, 0.128813]...	solution exists & found.
	Iteration #074: testing norm threshold 0.064445 in range [0.000000, 0.128891]...	solution exists & found.
	Iteration #075: testing norm threshold 0.064465 in range [0.000000, 0.128930]...	solution exists & found.
	Iteration #076: testing norm threshold 0.064475 in range [0.000000, 0.128949]...	solution exists & found.
	Iteration #077: testing norm threshold 0.064479 in range [0.000000, 0.128959]...	solution exists & found.
	Iteration #078: testing norm threshold 0.064482 in range [0.000000, 0.128964]...	solution exists & found.
	Iteration #079: testing norm threshold 0.064483 in range [0.000000, 0.128966]...	solution exists & found.
	Iteration #080: testing norm threshold 0.064484 in range [0.000000, 0.128967]...	solution exists & found.
	Iteration #081: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #082: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #083: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #084: testing norm threshold 0.064484 in range [0.000000, 0.128968]...	solution exists & found.
	Iteration #085: testing norm threshold 0.054873 in range [0.000000, 0.109746]...	solution exists & found.
	Iteration #086: testing norm threshold 0.059679 in range [0.000000, 0.119357]...	solution exists & found.
	Iteration #087: testing norm threshold 0.062081 in range [0.000000, 0.124163]...	solution exists & found.
	Iteration #088: testing norm threshold 0.063283 in range [0.000000, 0.126566]...	solution exists & found.
	Iteration #089: testing norm threshold 0.063884 in range [0.000000, 0.127767]...	solution exists & found.
	Iteration #090: testing norm threshold 0.056933 in range [0.000000, 0.113867]...	solution exists & found.
	Iteration #091: testing norm threshold 0.060709 in range [0.000000, 0.121418]...	solution exists & found.
	Iteration #092: testing norm threshold 0.062597 in range [0.000000, 0.125193]...	solution exists & found.
	Iteration #093: testing norm threshold 0.063540 in range [0.000000, 0.127081]...	solution exists & found.
	Iteration #094: testing norm threshold 0.064012 in range [0.000000, 0.128025]...	solution exists & found.
	Iteration #095: testing norm threshold 0.064248 in range [0.000000, 0.128497]...	solution exists & found.
	Iteration #096: testing norm threshold 0.064366 in range [0.000000, 0.128732]...	solution exists & found.
	Iteration #097: testing norm threshold 0.064425 in range [0.000000, 0.128850]...	solution exists & found.
	Iteration #098: testing norm threshold 0.064455 in range [0.000000, 0.128909]...	solution exists & found.
	Iteration #099: testing norm threshold 0.064469 in range [0.000000, 0.128939]...	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 : 0.8682304809162869, x8 : 0.28993713329862497, y: True} (verified)
Minimum counterfactual distance: 0.109746
