diff --git a/final.csv b/final.csv
new file mode 100644
index 0000000..336b70f
--- /dev/null
+++ b/final.csv
@@ -0,0 +1,157 @@
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diff --git a/ml_util.py b/ml_util.py
index bb748cf..817fae3 100644
--- a/ml_util.py
+++ b/ml_util.py
@@ -165,7 +165,7 @@ def __init__( self, dataset, sensitive=None, target=None):
             self.num_data = self.num_data.drop(self.sup_ind['Gender'], axis = 1)
             self.sup_ind['Gender'] = ['Gender']
 
-            if sensitive is None:
+            if sensitive is None or sensitive == 'Gender':
                 self.get_sensitive = (lambda X: X['Gender'])
             elif (sensitive == 'Race'):
                 self.get_sensitive = (lambda X: X['Race_"Black"'])
@@ -370,15 +370,16 @@ def plot_series(series, args, xlabel, ylabel):
     plt.ylabel(ylabel, labelfont)
     plt.tight_layout()
     if (args.output_pdf == True):
-        pp = PdfPages('figure-' + measure + '-' + args.dataset + '-' + args.classifier +'.pdf')
-        print ('Writing to figure-' + measure + '-' + args.dataset + '-' + args.classifier + '.pdf')
+        pp = PdfPages('figure-' + args.measure + '-' + args.dataset + '-' + args.classifier +'.pdf')
+        print ('Writing to figure-' + args.measure + '-' + args.dataset + '-' + args.classifier + '.pdf')
         pp.savefig(bbox_inches='tight')
         pp.close()
-    plt.show()
+    if (args.show_plot == True):
+        plt.show()
 
 
 def plot_series_with_baseline(series, args, xlabel, ylabel, baseline):
-    series.sort(ascending = True)
+    series.sort_values(ascending = True)
     plt.figure(figsize=(5,4))
     #plt.bar(range(series.size), series.as_matrix() - baseline)
     #(series - baseline).plot(kind="bar", facecolor='#ff9999', edgecolor='white')
@@ -401,8 +402,8 @@ def plot_series_with_baseline(series, args, xlabel, ylabel, baseline):
     plt.ylabel(ylabel, labelfont)
     plt.tight_layout()
     if (args.output_pdf == True):
-        pp = PdfPages('figure-' + measure + '-' + dataset.name + '-' + dataset.sensitive_ix + '-' + args.classifier + '.pdf')
-        print ('Writing to figure-' + measure + '-' + dataset.name + '-' + dataset.sensitive_ix + '-' + args.classifier + '.pdf')
+        pp = PdfPages('figure-' + args.measure + '-' + args.dataset.name + '-' + args.dataset.sensitive_ix + '-' + args.classifier + '.pdf')
+        print ('Writing to figure-' + args.measure + '-' + args.dataset.name + '-' + args.dataset.sensitive_ix + '-' + args.classifier + '.pdf')
         pp.savefig()
         pp.close()
     plt.show()
diff --git a/qii.py b/qii.py
index e6075b1..3e6e012 100644
--- a/qii.py
+++ b/qii.py
@@ -72,7 +72,7 @@ def eval_average_unary_individual(dataset, args, dat):
         dataset, dat.cls, dat.x_test)
     average_local_inf_series = pd.Series(average_local_inf,
                                          index=average_local_inf.keys())
-    if args.show_plot:
+    if args.show_plot or args.output_pdf:
         plot_series(average_local_inf_series, args,
                     'Feature', 'QII on Outcomes')
 
@@ -84,7 +84,7 @@ def eval_unary_individual(dataset, args, dat):
         dataset, dat.cls, x_individual, dat.x_test)
     average_local_inf_series = pd.Series(
         average_local_inf, index=average_local_inf.keys())
-    if args.show_plot:
+    if args.show_plot or args.output_pdf:
         plot_series(average_local_inf_series, args,
                     'Feature', 'QII on Outcomes')
 
@@ -95,7 +95,7 @@ def eval_banzhaf(dataset, args, dat):
 
     banzhaf = qii_lib.banzhaf_influence(dataset, dat.cls, x_individual, dat.x_test)
     banzhaf_series = pd.Series(banzhaf, index=banzhaf.keys())
-    if args.show_plot:
+    if args.show_plot or args.output_pdf:
         plot_series(banzhaf_series, args, 'Feature', 'QII on Outcomes (Banzhaf)')
 
 def eval_shapley(dataset, args, dat):
@@ -107,7 +107,7 @@ def eval_shapley(dataset, args, dat):
 
     shapley, _ = qii_lib.shapley_influence(dataset, dat.cls, x_individual, dat.x_test)
     shapley_series = pd.Series(shapley, index=shapley.keys())
-    if args.show_plot:
+    if args.show_plot or args.output_pdf:
         plot_series(shapley_series, args, 'Feature', 'QII on Outcomes (Shapley)')
 
 __main__()