diff --git a/bpfin/back_end_call/back_end_prelim.py b/bpfin/back_end_call/back_end_prelim.py
index f917a14a14dbe2d448d31fd12d865849a3bcf00a..5cab49725e35c952eb3aba79e2ef0e6199f4a090 100644
--- a/bpfin/back_end_call/back_end_prelim.py
+++ b/bpfin/back_end_call/back_end_prelim.py
@@ -168,11 +168,11 @@ def prelim_scenario(raw_monthly_bill_table, raw_annual_bill_table, raw_income_in
     # the following is front-end formatting building:
     loan_showcase_list = [
         'Lender',
-        'Amount Borrowed',
-        'Amount Upper Limit',
-        'Annual Interest Rate',
-        'Duration, months',
-        'Monthly Debt Service']
+        'Amount Borrowed ($)',
+        'Amount Upper Limit ($)',
+        'Annual Interest Rate (%)',
+        'Duration (months)',
+        'Monthly Debt Service ($)']
     loan_item_list = [
         'institute',
         'amount',
diff --git a/setup.py b/setup.py
index f8d34df9633160396b3816a2b936986f5a6bdcdd..ac4123d6a0ca79c6ba778a1e9fcf4d7f3554d30d 100644
--- a/setup.py
+++ b/setup.py
@@ -1,9 +1,9 @@
 import uuid
 from distutils.core import setup
 from setuptools import find_packages
-try: # for pip >= 10 
-	from pip._internal.req import parse_requirements 
-except ImportError: # for pip <= 9.0.3 
+try: # for pip >= 10
+	from pip._internal.req import parse_requirements
+except ImportError: # for pip <= 9.0.3
 	from pip.req import parse_requirements
 
 
@@ -12,7 +12,7 @@ reqs = [str(req.req) for req in install_reqs]
 
 setup(
     name='bpfin',
-    version='0.2.2',
+    version='0.2.3',
     description='Finance models and utilites',
     author='BlocPower',
     author_email='admin@blocpower.org',