diff --git a/chainladder/utils/data/_manifest.py b/chainladder/utils/data/_manifest.py
index c0f65139..c3694e5f 100644
--- a/chainladder/utils/data/_manifest.py
+++ b/chainladder/utils/data/_manifest.py
@@ -77,7 +77,7 @@
         "origin": 'Accident Year',
         "development": 'Calendar Year',
         "index": None,
-        "columns": ['Paid Claims', 'Reported Claims'],
+        "columns": ['Paid Claims', 'Reported Claims','Earned Premium'],
         "cumulative": True,
     },
     "friedland_auto_freq_sev": {
diff --git a/chainladder/utils/data/friedland_auto_bi_insurer.csv b/chainladder/utils/data/friedland_auto_bi_insurer.csv
index 57d7b9d8..e9e5d85d 100644
--- a/chainladder/utils/data/friedland_auto_bi_insurer.csv
+++ b/chainladder/utils/data/friedland_auto_bi_insurer.csv
@@ -1,46 +1,46 @@
-Accident Year,Calendar Year,Paid Claims,Reported Claims
-2000,2000,,
-2000,2001,,
-2000,2002,,
-2000,2003,,
-2000,2004,,
-2000,2005,,
-2000,2006,,
-2000,2007,8673913.04347826,9852941.17647059
-2000,2008,9500000,10000000
-2001,2001,,
-2001,2002,,
-2001,2003,,
-2001,2004,,
-2001,2005,,
-2001,2006,,
-2001,2007,6624000,7922330.09708738
-2001,2008,7200000,8000000
-2002,2002,,
-2002,2003,,
-2002,2004,,
-2002,2005,,
-2002,2006,,
-2002,2007,7037037.03703704,8801818.18181818
-2002,2008,7600000,9400000
-2003,2003,,
-2003,2004,,
-2003,2005,,
-2003,2006,,
-2003,2007,6017142.85714286,14300000
-2003,2008,7800000,15600000
-2004,2004,,
-2004,2005,,
-2004,2006,,
-2004,2007,7840000,14142857.1428571
-2004,2008,11200000,16500000
-2005,2005,,
-2005,2006,,
-2005,2007,5100000,14388888.8888889
-2005,2008,10200000,18500000
-2006,2006,,
-2006,2007,2000000,10241379.3103448
-2006,2008,6000000,16500000
-2007,2007,500000,10150000
-2007,2008,3000000,14000000
-2008,2008,750000,8700000
+Accident Year,Calendar Year,Paid Claims,Reported Claims,Earned Premium
+2000,2000,,,24000000
+2000,2001,,,24000000
+2000,2002,,,24000000
+2000,2003,,,24000000
+2000,2004,,,24000000
+2000,2005,,,24000000
+2000,2006,,,24000000
+2000,2007,8673913.04347826,9852941.17647059,24000000
+2000,2008,9500000,10000000,24000000
+2001,2001,,,18000000
+2001,2002,,,18000000
+2001,2003,,,18000000
+2001,2004,,,18000000
+2001,2005,,,18000000
+2001,2006,,,18000000
+2001,2007,6624000,7922330.09708738,18000000
+2001,2008,7200000,8000000,18000000
+2002,2002,,,19000000
+2002,2003,,,19000000
+2002,2004,,,19000000
+2002,2005,,,19000000
+2002,2006,,,19000000
+2002,2007,7037037.03703704,8801818.18181818,19000000
+2002,2008,7600000,9400000,19000000
+2003,2003,,,23000000
+2003,2004,,,23000000
+2003,2005,,,23000000
+2003,2006,,,23000000
+2003,2007,6017142.85714286,14300000,23000000
+2003,2008,7800000,15600000,23000000
+2004,2004,,,32000000
+2004,2005,,,32000000
+2004,2006,,,32000000
+2004,2007,7840000,14142857.1428571,32000000
+2004,2008,11200000,16500000,32000000
+2005,2005,,,47000000
+2005,2006,,,47000000
+2005,2007,5100000,14388888.8888889,47000000
+2005,2008,10200000,18500000,47000000
+2006,2006,,,50000000
+2006,2007,2000000,10241379.3103448,50000000
+2006,2008,6000000,16500000,50000000
+2007,2007,500000,10150000,57000000
+2007,2008,3000000,14000000,57000000
+2008,2008,750000,8700000,62000000