fix things

Makefile

@@ -9,7 +9,7 @@ pylint: *.py
 	pylint -f parseable -j 4 *.py
 
 test-shapley:
-	$(TIME) python qii.py -m shapley final.csv
+	$(TIME) python qii.py -m shapley final.csv --show
 
 test:
 	$(TIME) python qii.py -m average-unary-individual final.csv

ml_util.py

@@ -279,7 +279,7 @@ def get_arguments():
 
     parser.add_argument('--max_depth', type=int, default=2, help='Max depth for decision trees and forests')
     parser.add_argument('--n_estimators', type=int, default=20, help='Number of trees for decision forests')
-    parser.add_argument('--seed', type=int, default=None, help='Random seed, auto seeded if not specified', type=int)
+    parser.add_argument('--seed', default=None, help='Random seed, auto seeded if not specified', type=int)
 
     parser.add_argument('-i', '--individual', default=0, type=int, help='Index for Individualized Transparency Report')
     parser.add_argument('-r', '--record-counterfactuals', action='store_true', help='Store counterfactual pairs for causal analysis')

qii_lib.py

@@ -3,7 +3,7 @@
 import pandas as pd
 import numpy
 
-RECORD_COUNTERFACTUALS = True
+RECORD_COUNTERFACTUALS = False
 
 def intervene(X, features, x0):
     """ Constant intervention """