diff --git a/data.csv b/data.csv
index 458b862..779503e 100644
--- a/data.csv
+++ b/data.csv
@@ -1,27 +1,28 @@
 Date,Absolute Position,Relative Position,Number of Players,Number of Teams,Points on Scattergories,Ciaran,Jay,Sam,Drew,Theo,Tom,Ellora,Chloe,Jamie,Christine,Mide,Ellie
-17/03/2025,9,0.692,2,13,10,1,1,0,0,0,0,0,0,0,0,0,1
-24/03/2025,14,0.933,2,15,4,1,1,0,0,0,0,0,0,0,0,0,1
-31/03/2025,8,0.444,4,18,7,1,1,1,1,0,0,0,0,0,0,0,1
-07/04/2025,9,0.563,2,16,6,1,1,0,0,0,0,0,0,0,0,0,1
-28/04/2025,9,0.529,3,17,5,1,1,1,0,0,0,0,0,0,0,0,1
-26/05/2025,6,0.5,2,12,8,0,1,0,0,1,0,0,0,0,0,0,1
-02/06/2025,12,0.857,3,14,4,1,1,1,0,0,0,0,0,0,0,0,1
-16/06/2025,6,0.545,3,11,6,1,1,1,0,0,0,0,0,0,0,0,1
-30/06/2025,5,0.833,4,6,8,1,1,1,0,0,1,0,0,0,0,0,1
-14/07/2025,5,0.625,3,8,8,1,1,0,0,0,0,1,0,0,0,0,1
-21/07/2025,4,0.5,2,8,9,1,1,0,0,0,0,0,0,0,0,0,1
-28/07/2025,6,0.375,4,16,4,1,1,1,0,0,0,1,0,0,0,0,1
-04/08/2025,4,0.4,3,10,11,1,1,0,0,0,0,1,0,0,0,0,1
-15/09/2025,4,0.333,4,12,5,1,1,1,0,0,0,1,0,0,0,0,1
-22/09/2025,5,0.417,3,12,5,1,0,1,0,0,1,0,0,0,0,0,1
-29/09/2025,8,0.727,2,11,5,0,1,0,1,0,0,0,0,0,0,0,1
-24/11/2025,8,0.889,3,9,6,1,1,0,0,0,0,1,0,0,0,0,1
-05/01/2026,4,0.5,4,8,6,1,1,0,0,0,0,0,1,1,0,0,1
-26/01/2026,7,0.583,2,12,10,1,1,0,0,0,0,0,0,0,0,0,1
-02/02/2026,7,0.7,2,10,5,1,1,0,0,0,0,0,0,0,0,0,1
-16/02/2026,9,0.5,3,18,6,0,1,0,1,0,0,0,0,0,1,0,1
-23/02/2026,6,0.6,2,10,10,1,1,0,0,0,0,0,0,0,0,0,1
-09/03/2026,6,1,5,6,10,1,1,1,0,0,0,0,1,0,0,1,1
-30/03/2026,2,0.133,4,15,12,1,1,1,1,0,0,0,0,0,0,0,1
-27/04/2026,2,0.222,2,9,7,1,1,0,0,0,0,0,0,0,0,0,1
+17/03/2025,9,0.692,2,13,10,1,1,0,0,0,0,0,0,0,0,0,0
+24/03/2025,14,0.933,2,15,4,1,1,0,0,0,0,0,0,0,0,0,0
+31/03/2025,8,0.444,4,18,7,1,1,1,1,0,0,0,0,0,0,0,0
+07/04/2025,9,0.563,2,16,6,1,1,0,0,0,0,0,0,0,0,0,0
+28/04/2025,9,0.529,3,17,5,1,1,1,0,0,0,0,0,0,0,0,0
+26/05/2025,6,0.5,2,12,8,0,1,0,0,1,0,0,0,0,0,0,0
+02/06/2025,12,0.857,3,14,4,1,1,1,0,0,0,0,0,0,0,0,0
+16/06/2025,6,0.545,3,11,6,1,1,1,0,0,0,0,0,0,0,0,0
+30/06/2025,5,0.833,4,6,8,1,1,1,0,0,1,0,0,0,0,0,0
+14/07/2025,5,0.625,3,8,8,1,1,0,0,0,0,1,0,0,0,0,0
+21/07/2025,4,0.5,2,8,9,1,1,0,0,0,0,0,0,0,0,0,0
+28/07/2025,6,0.375,4,16,4,1,1,1,0,0,0,1,0,0,0,0,0
+04/08/2025,4,0.4,3,10,11,1,1,0,0,0,0,1,0,0,0,0,0
+15/09/2025,4,0.333,4,12,5,1,1,1,0,0,0,1,0,0,0,0,0
+22/09/2025,5,0.417,3,12,5,1,0,1,0,0,1,0,0,0,0,0,0
+29/09/2025,8,0.727,2,11,5,0,1,0,1,0,0,0,0,0,0,0,0
+24/11/2025,8,0.889,3,9,6,1,1,0,0,0,0,1,0,0,0,0,0
+05/01/2026,4,0.5,4,8,6,1,1,0,0,0,0,0,1,1,0,0,0
+26/01/2026,7,0.583,2,12,10,1,1,0,0,0,0,0,0,0,0,0,0
+02/02/2026,7,0.7,2,10,5,1,1,0,0,0,0,0,0,0,0,0,0
+16/02/2026,9,0.5,3,18,6,0,1,0,1,0,0,0,0,0,1,0,0
+23/02/2026,6,0.6,2,10,10,1,1,0,0,0,0,0,0,0,0,0,0
+09/03/2026,6,1,5,6,10,1,1,1,0,0,0,0,1,0,0,1,0
+30/03/2026,2,0.133,4,15,12,1,1,1,1,0,0,0,0,0,0,0,0
+27/04/2026,2,0.222,2,9,7,1,1,0,0,0,0,0,0,0,0,0,0
 11/05/2026,7,0.777,4,9,6,1,1,0,0,0,0,0,1,0,0,0,1
+18/05/2026,8,0.666,3,12,6,1,1,1,0,0,0,0,0,0,0,0,0
diff --git a/src/constants.py b/src/constants.py
index a2e4568..61a2e73 100644
--- a/src/constants.py
+++ b/src/constants.py
@@ -20,6 +20,7 @@ PLAYER_NAME_COLUMNS = [
     "Jamie",
     "Christine",
     "Mide",
+    "Ellie",
 ]
 
 FEATURE_COLUMNS = {
@@ -37,6 +38,7 @@ FEATURE_COLUMNS = {
     "Jamie",
     "Christine",
     "Mide",
+    "Ellie",
 }
 
 ATTENDANCE_COLORSCHEME = [