diff --git a/import2ledger/importers/github.py b/import2ledger/importers/github.py
index b0481b3d67dd9a26c6fb9cce307480948f249cba..6ad5a913d5d5f9b50adc76e479ad8189918ebca1 100644
--- a/import2ledger/importers/github.py
+++ b/import2ledger/importers/github.py
@@ -17,13 +17,17 @@ class SponsorsImporter(_csv.CSVImporterBase):
         'transaction id': 'transaction_id',
     }
     ENTRY_SEED = {'currency': 'USD'}
+    PAYEE_MAP = {
+        'PRIVATE': 'Anonymous',
+    }
 
     def _read_row(self, row):
         amount = strparse.currency_decimal(row['processed amount'])
         if (not amount) or row['status'] != 'settled':
             return None
+        payee = row.get('sponsor profile name') or row['sponsor handle']
         return {
             'amount': amount,
             'date': strparse.date(row['transaction date'], self.DATE_FMT),
-            'payee': row.get('sponsor profile name') or row['sponsor handle'],
+            'payee': self.PAYEE_MAP.get(payee, payee),
         }