diff --git a/gamesAgainstOtherAGroup.txt b/gamesAgainstOtherAGroup.txt
new file mode 100644
index 0000000..c22fca7
--- /dev/null
+++ b/gamesAgainstOtherAGroup.txt
@@ -0,0 +1,2276 @@
+joe@Joes-MacBook-Pro ~/D/S/C/C/bin> 
+java -cp ../dependencies/commons-math3-3.6.1.jar:. RmCheckersClient 1 7
+read: SAM v1.0
+read: ?Username:
+sent: 9
+read: ?Password:
+read: ?Opponent:
+sent: 7
+read: Game:5618
+read: Color:White
+I am playing as White in Game:5618
+read: Move:Black:(5:5):(4:6)
+read: ?Move(180):
+-b-b-b-b
+b-b-b-b-
+-b-b---b
+------b-
+--------
+w-w-w-w-
+-w-w-w-w
+w-w-w-w-
+
+sent: (2:4):(3:5)
+read: Move:White:(2:4):(3:5)
+read: Move:Black:(4:6):(2:4)
+read: ?Move(178):
+-b-b-b-b
+b-b-b-b-
+-b-b---b
+--------
+--------
+w-w-b-w-
+-w-w-w-w
+w-w-w-w-
+
+sent: (1:5):(3:3)
+read: Move:White:(1:5):(3:3)
+read: Move:Black:(5:3):(4:4)
+read: ?Move(177):
+-b-b-b-b
+b-b-b-b-
+-b-----b
+----b---
+---w----
+w-w---w-
+-w-w---w
+w-w-w-w-
+
+sent: (3:3):(5:5)
+read: Move:White:(3:3):(5:5)
+read: Move:Black:(6:6):(4:4)
+read: ?Move(177):
+-b-b-b-b
+b-b-b---
+-b-----b
+----b---
+--------
+w-w---w-
+-w-w---w
+w-w-w-w-
+
+sent: (2:2):(3:3)
+read: Move:White:(2:2):(3:3)
+read: Move:Black:(4:4):(2:2)
+read: ?Move(175):
+-b-b-b-b
+b-b-b---
+-b-----b
+--------
+--------
+w-b---w-
+-w-w---w
+w-w-w-w-
+
+sent: (1:1):(3:3)
+read: Move:White:(1:1):(3:3)
+read: Move:Black:(5:1):(4:2)
+read: ?Move(174):
+-b-b-b-b
+b-b-b---
+-------b
+--b-----
+---w----
+w-----w-
+---w---w
+w-w-w-w-
+
+sent: (3:3):(5:1)
+read: Move:White:(3:3):(5:1)
+read: Move:Black:(6:0):(4:2)
+read: ?Move(174):
+-b-b-b-b
+--b-b---
+-------b
+--b-----
+--------
+w-----w-
+---w---w
+w-w-w-w-
+
+sent: (1:3):(2:4)
+read: Move:White:(1:3):(2:4)
+read: Move:Black:(6:2):(5:1)
+read: ?Move(166):
+-b-b-b-b
+----b---
+-b-----b
+--b-----
+--------
+w---w-w-
+-------w
+w-w-w-w-
+
+sent: (0:4):(1:5)
+read: Move:White:(0:4):(1:5)
+read: Move:Black:(7:7):(6:6)
+read: ?Move(158):
+-b-b-b--
+----b-b-
+-b-----b
+--b-----
+--------
+w---w-w-
+-----w-w
+w-w---w-
+
+sent: (2:6):(3:5)
+read: Move:White:(2:6):(3:5)
+read: Move:Black:(6:4):(5:3)
+read: ?Move(156):
+-b-b-b--
+------b-
+-b-b---b
+--b-----
+-----w--
+w---w---
+-----w-w
+w-w---w-
+
+sent: (0:0):(1:1)
+read: Move:White:(0:0):(1:1)
+read: Move:Black:(6:6):(5:5)
+read: ?Move(154):
+-b-b-b--
+--------
+-b-b-b-b
+--b-----
+-----w--
+w---w---
+-w---w-w
+--w---w-
+
+sent: (1:1):(2:2)
+read: Move:White:(1:1):(2:2)
+read: Move:Black:(5:5):(4:4)
+read: ?Move(153):
+-b-b-b--
+--------
+-b-b---b
+--b-b---
+-----w--
+w-w-w---
+-----w-w
+--w---w-
+
+sent: (1:5):(2:6)
+read: Move:White:(1:5):(2:6)
+read: Move:Black:(7:5):(6:6)
+read: ?Move(153):
+-b-b----
+------b-
+-b-b---b
+--b-b---
+-----w--
+w-w-w-w-
+-------w
+--w---w-
+
+sent: (0:2):(1:3)
+read: Move:White:(0:2):(1:3)
+read: Move:Black:(6:6):(5:5)
+read: ?Move(152):
+-b-b----
+--------
+-b-b-b-b
+--b-b---
+-----w--
+w-w-w-w-
+---w---w
+------w-
+
+sent: (2:6):(3:7)
+read: Move:White:(2:6):(3:7)
+read: Move:Black:(4:4):(2:6)
+read: ?Move(152):
+-b-b----
+--------
+-b-b-b-b
+--b-----
+-------w
+w-w-w-b-
+---w---w
+------w-
+
+sent: (1:7):(3:5)
+read: Move:White:(1:7):(3:5)
+read: Move:Black:(5:5):(4:4)
+read: ?Move(152):
+-b-b----
+--------
+-b-b---b
+--b-b---
+-----w-w
+w-w-w---
+---w----
+------w-
+
+sent: (0:6):(1:7)
+read: Move:White:(0:6):(1:7)
+read: Move:Black:(4:4):(2:6)
+read: ?Move(152):
+-b-b----
+--------
+-b-b---b
+--b-----
+-------w
+w-w-w-b-
+---w---w
+--------
+
+sent: (1:7):(3:5)
+read: Move:White:(1:7):(3:5)
+read: Move:Black:(7:3):(6:4)
+read: ?Move(152):
+-b------
+----b---
+-b-b---b
+--b-----
+-----w-w
+w-w-w---
+---w----
+--------
+
+sent: (3:5):(4:6)
+read: Move:White:(3:5):(4:6)
+read: Move:Black:(5:7):(3:5)
+read: ?Move(151):
+-b------
+----b---
+-b-b----
+--b-----
+-----b-w
+w-w-w---
+---w----
+--------
+
+sent: (2:4):(4:6)
+read: Move:White:(2:4):(4:6)
+read: Move:Black:(5:3):(4:4)
+read: ?Move(151):
+-b------
+----b---
+-b------
+--b-b-w-
+-------w
+w-w-----
+---w----
+--------
+
+sent: (4:6):(5:5)
+read: Move:White:(4:6):(5:5)
+read: Move:Black:(6:4):(4:6)
+read: ?Move(151):
+-b------
+--------
+-b------
+--b-b-b-
+-------w
+w-w-----
+---w----
+--------
+
+sent: (3:7):(5:5)
+read: Move:White:(3:7):(5:5)
+read: Move:Black:(4:2):(3:3)
+read: ?Move(151):
+-b------
+--------
+-b---w--
+----b---
+---b----
+w-w-----
+---w----
+--------
+
+sent: (2:2):(3:1)
+read: Move:White:(2:2):(3:1)
+read: Move:Black:(3:3):(2:2)
+read: ?Move(151):
+-b------
+--------
+-b---w--
+----b---
+-w------
+w-b-----
+---w----
+--------
+
+sent: (3:1):(4:2)
+read: Move:White:(3:1):(4:2)
+read: Move:Black:(2:2):(0:4)
+read: ?Move(151):
+-b------
+--------
+-b---w--
+--w-b---
+--------
+w-------
+--------
+----B---
+
+sent: (4:2):(6:0)
+read: Move:White:(4:2):(6:0)
+read: Move:Black:(0:4):(1:3)
+read: ?Move(150):
+-b------
+w-------
+-----w--
+----b---
+--------
+w-------
+---B----
+--------
+
+sent: (5:5):(6:6)
+read: Move:White:(5:5):(6:6)
+read: Move:Black:(4:4):(3:5)
+read: ?Move(150):
+-b------
+w-----w-
+--------
+--------
+-----b--
+w-------
+---B----
+--------
+
+sent: (6:6):(7:5)
+read: Move:White:(6:6):(7:5)
+read: Move:Black:(1:3):(2:2)
+read: ?Move(150):
+-b---W--
+w-------
+--------
+--------
+-----b--
+w-B-----
+--------
+--------
+
+sent: (7:5):(6:4)
+read: Move:White:(7:5):(6:4)
+read: Move:Black:(3:5):(2:6)
+read: ?Move(150):
+-b------
+w---W---
+--------
+--------
+--------
+w-B---b-
+--------
+--------
+
+sent: (6:4):(5:5)
+read: Move:White:(6:4):(5:5)
+read: Move:Black:(2:6):(1:7)
+read: ?Move(150):
+-b------
+w-------
+-----W--
+--------
+--------
+w-B-----
+-------b
+--------
+
+sent: (5:5):(4:4)
+read: Move:White:(5:5):(4:4)
+read: Move:Black:(1:7):(0:6)
+read: ?Move(149):
+-b------
+w-------
+--------
+----W---
+--------
+w-B-----
+--------
+------B-
+
+sent: (4:4):(5:5)
+read: Move:White:(4:4):(5:5)
+read: Move:Black:(0:6):(1:5)
+read: ?Move(149):
+-b------
+w-------
+-----W--
+--------
+--------
+w-B-----
+-----B--
+--------
+
+sent: (5:5):(6:6)
+read: Move:White:(5:5):(6:6)
+read: Move:Black:(1:5):(2:4)
+read: ?Move(149):
+-b------
+w-----W-
+--------
+--------
+--------
+w-B-B---
+--------
+--------
+
+sent: (6:6):(7:5)
+read: Move:White:(6:6):(7:5)
+read: Move:Black:(2:4):(3:3)
+read: ?Move(148):
+-b---W--
+w-------
+--------
+--------
+---B----
+w-B-----
+--------
+--------
+
+sent: (7:5):(6:4)
+read: Move:White:(7:5):(6:4)
+read: Move:Black:(3:3):(4:4)
+read: ?Move(148):
+-b------
+w---W---
+--------
+----B---
+--------
+w-B-----
+--------
+--------
+
+sent: (6:4):(7:3)
+read: Move:White:(6:4):(7:3)
+read: Move:Black:(4:4):(5:5)
+read: ?Move(148):
+-b-W----
+w-------
+-----B--
+--------
+--------
+w-B-----
+--------
+--------
+
+sent: (7:3):(6:2)
+read: Move:White:(7:3):(6:2)
+read: Move:Black:(7:1):(5:3)
+read: ?Move(148):
+--------
+w-------
+---b-B--
+--------
+--------
+w-B-----
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(5:3):(4:2)
+read: ?Move(148):
+-W------
+--------
+-----B--
+--b-----
+--------
+w-B-----
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(2:2):(3:3)
+read: ?Move(148):
+--------
+W-------
+-----B--
+--b-----
+---B----
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(3:3):(4:4)
+read: ?Move(148):
+-W------
+--------
+-----B--
+--b-B---
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(4:4):(5:3)
+read: ?Move(148):
+--------
+W-------
+---B-B--
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(5:5):(6:4)
+read: ?Move(147):
+-W------
+----B---
+---B----
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(5:3):(6:2)
+read: ?Move(147):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(147):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(147):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(147):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(147):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(147):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(146):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(146):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(146):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(146):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(146):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(146):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(146):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(145):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(145):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(145):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(145):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(145):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(144):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(144):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(144):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(144):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(144):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(144):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(144):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(143):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(143):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(143):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(143):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(143):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(143):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(142):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(142):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(142):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(142):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(142):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(142):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(142):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(141):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(141):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(141):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(141):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(141):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: ?Move(141):
+-W-B----
+----B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (7:1):(6:0)
+read: Move:White:(7:1):(6:0)
+read: Move:Black:(7:3):(6:2)
+read: ?Move(141):
+--------
+W-B-B---
+--------
+--b-----
+--------
+w-------
+--------
+--------
+
+sent: (6:0):(7:1)
+read: Move:White:(6:0):(7:1)
+read: Move:Black:(6:2):(7:3)
+read: Result:Draw
+Done.
+joe@Joes-MacBook-Pro ~/D/S/C/C/bin> 
+java -cp ../dependencies/commons-math3-3.6.1.jar:. RmCheckersClient 1 7
+read: SAM v1.0
+read: ?Username:
+sent: 9
+read: ?Password:
+read: ?Opponent:
+sent: 7
+read: Game:74370
+read: Color:Black
+I am playing as Black in Game:74370
+read: ?Move(180):
+-b-b-b-b
+b-b-b-b-
+-b-b-b-b
+--------
+--------
+w-w-w-w-
+-w-w-w-w
+w-w-w-w-
+
+sent: (5:5):(4:6)
+read: Move:Black:(5:5):(4:6)
+read: Move:White:(2:4):(3:5)
+read: ?Move(177):
+-b-b-b-b
+b-b-b-b-
+-b-b---b
+------b-
+-----w--
+w-w---w-
+-w-w-w-w
+w-w-w-w-
+
+sent: (4:6):(2:4)
+read: Move:Black:(4:6):(2:4)
+read: Move:White:(1:3):(3:5)
+read: ?Move(177):
+-b-b-b-b
+b-b-b-b-
+-b-b---b
+--------
+-----w--
+w-w---w-
+-w---w-w
+w-w-w-w-
+
+sent: (6:6):(5:5)
+read: Move:Black:(6:6):(5:5)
+read: Move:White:(1:5):(2:4)
+read: ?Move(176):
+-b-b-b-b
+b-b-b---
+-b-b-b-b
+--------
+-----w--
+w-w-w-w-
+-w-----w
+w-w-w-w-
+
+sent: (5:5):(4:6)
+read: Move:Black:(5:5):(4:6)
+read: Move:White:(2:2):(3:1)
+read: ?Move(175):
+-b-b-b-b
+b-b-b---
+-b-b---b
+------b-
+-w---w--
+w---w-w-
+-w-----w
+w-w-w-w-
+
+sent: (4:6):(3:7)
+read: Move:Black:(4:6):(3:7)
+read: Move:White:(2:4):(3:3)
+read: ?Move(174):
+-b-b-b-b
+b-b-b---
+-b-b---b
+--------
+-w-w-w-b
+w-----w-
+-w-----w
+w-w-w-w-
+
+sent: (3:7):(1:5)
+read: Move:Black:(3:7):(1:5)
+read: Move:White:(0:6):(2:4)
+read: ?Move(174):
+-b-b-b-b
+b-b-b---
+-b-b---b
+--------
+-w-w-w--
+w---w---
+-w-----w
+w-w-w---
+
+sent: (5:3):(4:2)
+read: Move:Black:(5:3):(4:2)
+read: Move:White:(3:1):(5:3)
+read: ?Move(174):
+-b-b-b-b
+b-b-b---
+-b-w---b
+--------
+---w-w--
+w---w---
+-w-----w
+w-w-w---
+
+sent: (6:2):(4:4):(2:6)
+read: Move:Black:(6:2):(4:4):(2:6)
+read: Move:White:(1:7):(3:5)
+read: ?Move(173):
+-b-b-b-b
+b---b---
+-b-----b
+--------
+---w-w--
+w---w---
+-w------
+w-w-w---
+
+sent: (6:4):(5:3)
+read: Move:Black:(6:4):(5:3)
+read: Move:White:(0:4):(1:5)
+read: ?Move(173):
+-b-b-b-b
+b-------
+-b-b---b
+--------
+---w-w--
+w---w---
+-w---w--
+w-w-----
+
+sent: (7:1):(6:2)
+read: Move:Black:(7:1):(6:2)
+read: Move:White:(0:2):(1:3)
+read: ?Move(172):
+---b-b-b
+b-b-----
+-b-b---b
+--------
+---w-w--
+w---w---
+-w-w-w--
+w-------
+
+sent: (7:7):(6:6)
+read: Move:Black:(7:7):(6:6)
+read: Move:White:(1:1):(2:2)
+read: ?Move(171):
+---b-b--
+b-b---b-
+-b-b---b
+--------
+---w-w--
+w-w-w---
+---w-w--
+w-------
+
+sent: (7:5):(6:4)
+read: Move:Black:(7:5):(6:4)
+read: Move:White:(0:0):(1:1)
+read: ?Move(171):
+---b----
+b-b-b-b-
+-b-b---b
+--------
+---w-w--
+w-w-w---
+-w-w-w--
+--------
+
+sent: (5:1):(4:2)
+read: Move:Black:(5:1):(4:2)
+read: Move:White:(3:3):(5:1)
+read: ?Move(171):
+---b----
+b-b-b-b-
+-w-b---b
+--------
+-----w--
+w-w-w---
+-w-w-w--
+--------
+
+sent: (6:2):(4:0)
+read: Move:Black:(6:2):(4:0)
+read: Move:White:(2:4):(3:3)
+read: ?Move(171):
+---b----
+b---b-b-
+---b---b
+b-------
+---w-w--
+w-w-----
+-w-w-w--
+--------
+
+sent: (5:3):(4:2)
+read: Move:Black:(5:3):(4:2)
+read: Move:White:(3:3):(5:1)
+read: ?Move(170):
+---b----
+b---b-b-
+-w-----b
+b-------
+-----w--
+w-w-----
+-w-w-w--
+--------
+
+sent: (6:0):(4:2)
+read: Move:Black:(6:0):(4:2)
+read: Move:White:(1:3):(2:4)
+read: ?Move(170):
+---b----
+----b-b-
+-------b
+b-b-----
+-----w--
+w-w-w---
+-w---w--
+--------
+
+sent: (7:3):(6:2)
+read: Move:Black:(7:3):(6:2)
+read: Move:White:(2:2):(3:3)
+read: ?Move(170):
+--------
+--b-b-b-
+-------b
+b-b-----
+---w-w--
+w---w---
+-w---w--
+--------
+
+sent: (6:2):(5:1)
+read: Move:Black:(6:2):(5:1)
+read: Move:White:(1:1):(2:2)
+read: ?Move(170):
+--------
+----b-b-
+-b-----b
+b-b-----
+---w-w--
+w-w-w---
+-----w--
+--------
+
+sent: (6:6):(5:5)
+read: Move:Black:(6:6):(5:5)
+read: Move:White:(1:5):(2:6)
+read: ?Move(170):
+--------
+----b---
+-b---b-b
+b-b-----
+---w-w--
+w-w-w-w-
+--------
+--------
+
+sent: (5:5):(4:6)
+read: Move:Black:(5:5):(4:6)
+read: Move:White:(2:6):(3:7)
+read: ?Move(169):
+--------
+----b---
+-b-----b
+b-b---b-
+---w-w-w
+w-w-w---
+--------
+--------
+
+sent: (6:4):(5:5)
+read: Move:Black:(6:4):(5:5)
+read: Move:White:(3:5):(4:4)
+read: ?Move(169):
+--------
+--------
+-b---b-b
+b-b-w-b-
+---w---w
+w-w-w---
+--------
+--------
+
+sent: (4:6):(3:5)
+read: Move:Black:(4:6):(3:5)
+read: Move:White:(2:4):(4:6):(6:4)
+read: ?Move(169):
+--------
+----w---
+-b-----b
+b-b-w---
+---w---w
+w-w-----
+--------
+--------
+
+sent: (4:2):(2:4)
+read: Move:Black:(4:2):(2:4)
+read: Move:White:(6:4):(7:3)
+read: ?Move(169):
+---W----
+--------
+-b-----b
+b---w---
+-------w
+w-w-b---
+--------
+--------
+
+sent: (2:4):(1:3)
+read: Move:Black:(2:4):(1:3)
+read: Move:White:(7:3):(6:2)
+read: ?Move(169):
+--------
+--W-----
+-b-----b
+b---w---
+-------w
+w-w-----
+---b----
+--------
+
+sent: (1:3):(0:4)
+read: Move:Black:(1:3):(0:4)
+read: Move:White:(2:2):(3:1)
+read: ?Move(168):
+--------
+--W-----
+-b-----b
+b---w---
+-w-----w
+w-------
+--------
+----B---
+
+sent: (4:0):(2:2)
+read: Move:Black:(4:0):(2:2)
+read: Move:White:(6:2):(4:0)
+read: ?Move(168):
+--------
+--------
+-------b
+W---w---
+-------w
+w-b-----
+--------
+----B---
+
+sent: (2:2):(1:1)
+read: Move:Black:(2:2):(1:1)
+read: Move:White:(4:0):(5:1)
+read: ?Move(168):
+--------
+--------
+-W-----b
+----w---
+-------w
+w-------
+-b------
+----B---
+
+sent: (1:1):(0:2)
+read: Move:Black:(1:1):(0:2)
+read: Move:White:(4:4):(5:3)
+read: ?Move(168):
+--------
+--------
+-W-w---b
+--------
+-------w
+w-------
+--------
+--B-B---
+
+sent: (0:2):(1:3)
+read: Move:Black:(0:2):(1:3)
+read: Move:White:(5:1):(6:2)
+read: ?Move(167):
+--------
+--W-----
+---w---b
+--------
+-------w
+w-------
+---B----
+----B---
+
+sent: (1:3):(2:4)
+read: Move:Black:(1:3):(2:4)
+read: Move:White:(5:3):(6:4)
+read: ?Move(167):
+--------
+--W-w---
+-------b
+--------
+-------w
+w---B---
+--------
+----B---
+
+sent: (2:4):(3:5)
+read: Move:Black:(2:4):(3:5)
+read: Move:White:(6:2):(5:3)
+read: ?Move(167):
+--------
+----w---
+---W---b
+--------
+-----B-w
+w-------
+--------
+----B---
+
+sent: (0:4):(1:5)
+read: Move:Black:(0:4):(1:5)
+read: Move:White:(2:0):(3:1)
+read: ?Move(166):
+--------
+----w---
+---W---b
+--------
+-w---B-w
+--------
+-----B--
+--------
+
+sent: (1:5):(0:4)
+read: Move:Black:(1:5):(0:4)
+read: Move:White:(3:1):(4:0)
+read: ?Move(166):
+--------
+----w---
+---W---b
+w-------
+-----B-w
+--------
+--------
+----B---
+
+sent: (3:5):(2:4)
+read: Move:Black:(3:5):(2:4)
+read: Move:White:(5:3):(4:4)
+read: ?Move(166):
+--------
+----w---
+-------b
+w---W---
+-------w
+----B---
+--------
+----B---
+
+sent: (0:4):(1:3)
+read: Move:Black:(0:4):(1:3)
+read: Move:White:(3:7):(4:6)
+read: ?Move(165):
+--------
+----w---
+-------b
+w---W-w-
+--------
+----B---
+---B----
+--------
+
+sent: (5:7):(3:5)
+read: Move:Black:(5:7):(3:5)
+read: Move:White:(4:4):(2:6)
+read: ?Move(165):
+--------
+----w---
+--------
+w-------
+--------
+----B-W-
+---B----
+--------
+
+sent: (2:4):(3:3)
+read: Move:Black:(2:4):(3:3)
+read: Move:White:(6:4):(7:3)
+read: ?Move(165):
+---W----
+--------
+--------
+w-------
+---B----
+------W-
+---B----
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(7:3):(6:4)
+read: ?Move(164):
+--------
+----W---
+--------
+w-B-----
+--------
+------W-
+---B----
+--------
+
+sent: (1:3):(2:4)
+read: Move:Black:(1:3):(2:4)
+read: Move:White:(6:4):(5:5)
+read: ?Move(164):
+--------
+--------
+-----W--
+w-B-----
+--------
+----B-W-
+--------
+--------
+
+sent: (2:4):(1:3)
+read: Move:Black:(2:4):(1:3)
+read: Move:White:(2:6):(1:5)
+read: ?Move(163):
+--------
+--------
+-----W--
+w-B-----
+--------
+--------
+---B-W--
+--------
+
+sent: (1:3):(0:2)
+read: Move:Black:(1:3):(0:2)
+read: Move:White:(5:5):(4:6)
+read: ?Move(163):
+--------
+--------
+--------
+w-B---W-
+--------
+--------
+-----W--
+--B-----
+
+sent: (0:2):(1:3)
+read: Move:Black:(0:2):(1:3)
+read: Move:White:(4:6):(3:7)
+read: ?Move(162):
+--------
+--------
+--------
+w-B-----
+-------W
+--------
+---B-W--
+--------
+
+sent: (1:3):(2:2)
+read: Move:Black:(1:3):(2:2)
+read: Move:White:(1:5):(0:6)
+read: ?Move(162):
+--------
+--------
+--------
+w-B-----
+-------W
+--B-----
+--------
+------W-
+
+sent: (2:2):(3:3)
+read: Move:Black:(2:2):(3:3)
+read: Move:White:(3:7):(2:6)
+read: ?Move(162):
+--------
+--------
+--------
+w-B-----
+---B----
+------W-
+--------
+------W-
+
+sent: (3:3):(2:2)
+read: Move:Black:(3:3):(2:2)
+read: Move:White:(2:6):(3:5)
+read: ?Move(161):
+--------
+--------
+--------
+w-B-----
+-----W--
+--B-----
+--------
+------W-
+
+sent: (2:2):(1:1)
+read: Move:Black:(2:2):(1:1)
+read: Move:White:(0:6):(1:5)
+read: ?Move(161):
+--------
+--------
+--------
+w-B-----
+-----W--
+--------
+-B---W--
+--------
+
+sent: (1:1):(2:2)
+read: Move:Black:(1:1):(2:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(161):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(161):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(160):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(160):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(160):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(160):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(159):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(159):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(159):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(159):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(158):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(158):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(158):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(158):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(157):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(157):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(157):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(157):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(156):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(156):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(156):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(156):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(155):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(155):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(155):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(155):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(154):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(154):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(154):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(154):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(153):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(153):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(153):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(153):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(153):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(152):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(152):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(152):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: ?Move(152):
+--------
+--------
+--------
+w-B-W---
+--------
+--B-----
+-----W--
+--------
+
+sent: (4:2):(3:3)
+read: Move:Black:(4:2):(3:3)
+read: Move:White:(4:4):(3:5)
+read: ?Move(151):
+--------
+--------
+--------
+w-------
+---B-W--
+--B-----
+-----W--
+--------
+
+sent: (3:3):(4:2)
+read: Move:Black:(3:3):(4:2)
+read: Move:White:(3:5):(4:4)
+read: Result:Draw
+Done.
diff --git a/src/CheckersGameState.java b/src/CheckersGameState.java
index 8d9f4b7..0a636ac 100644
--- a/src/CheckersGameState.java
+++ b/src/CheckersGameState.java
@@ -7,4 +7,6 @@ boolean isTerminal();
 int winner();
 void printState ();
 public double[] getFeatures(int player);
+public boolean isEndGame();
+public double[] getEndGameFeatures(int player);
 }
diff --git a/src/CheckersGameState3.java b/src/CheckersGameState3.java
index 64864d7..bcfa0aa 100644
--- a/src/CheckersGameState3.java
+++ b/src/CheckersGameState3.java
@@ -1,5 +1,6 @@
 import java.util.List;
 import java.util.LinkedList;
+import java.util.ArrayList;
 
 public class CheckersGameState3 implements CheckersGameState{
 
@@ -388,9 +389,9 @@ public class CheckersGameState3 implements CheckersGameState{
 
    /* computes feature vector:
       [0: piece-ratio,
-       1: loners,
-       2: safes,
-       3: 1*#pawns+ 2*#kings
+       1: loners, //toss?
+       2: safes,  /toss?
+       3: 1*#pawns+ 2*#kings //toss?
        4: # of moveable pawns + 2*#of moveable kings
        5: aggregate distance of all pawns to promotion line
        6: promotion line opening
@@ -399,6 +400,9 @@ public class CheckersGameState3 implements CheckersGameState{
        9: central pieces
        10: # pawns on diagonal + 2 * # kings on diagonal
        11: ^ same but for the two smaller diagonals
+       12: bridge pattern   TODO!!!
+       13: triangle pattern TODO
+       14: dog pattern      TODO, also take out useless features
        ]
    */
    private boolean king(int piece){
@@ -452,53 +456,53 @@ public class CheckersGameState3 implements CheckersGameState{
 
    /* computes feature vector:
       [0: piece-ratio,
-       1: # of moveable pawns + 2*#of moveable kings
-       2: num attacking pieces
-       3: central pieces
-       4: # pawns on diagonal + 2 * # kings on diagonal
-       5: bridge pattern
-       6: triangle pattern
-       7: dog pattern
-       8: opponents kings are on the side.
+       1: num attacking pieces
+       2: dist to oppon
        ]
    */
    public double[] getEndGameFeatures(int player){
-     double[] features = new double[9];
+     double[] features = new double[3];
      double total = 0.0;
      double mypieces = 0.0;
+     ArrayList<Integer> mykingloc = new ArrayList<Integer>();
+     ArrayList<Integer> opponpieceloc = new ArrayList<Integer>();
      for(int i = 0; i<this.board.length; i++){
        if(i%9!=8){                                  //valid square
-        if(this.board[i] != 0 ) total+=1.0;
-         /****my pieces (pawns and kings)*****/
-        if(myPiece(this.board[i], player)){
-           mypieces+=1.0;
-          /*****pawns features****/
-           if(this.board[i] == player){
-              if(pawn_can_move(i)) features[1] += 1.0;  //moveable pawns
-              if(i == 10 || i == 11 || i == 14 || i == 15 || i == 19 || i == 20 || i == 23 || i ==24){
-                features[3] +=1.0;  //central pawns
-              }
-           }
-           /****kings features****/
-           else if(this.board[i] == player+2){
-             if(king_can_move(i)) features[1] += 2.0;   //add to aggregate distance of the kings
-               if(i == 10 || i == 11 || i == 14 || i == 15 || i == 19 || i == 20 || i == 23 || i ==24){
-               features[3] +=2.0;                //central kings
+        if(this.board[i] != 0 ) {
+          total+=1.0;
+          if(myPiece(this.board[i], player)){
+             mypieces+=1.0;
+             if(this.board[i] == player+2){ //king
+                mykingloc.add(i);
              }
+          }
+          else{
+             opponpieceloc.add(i);
+           }
          }
        }
      }
-   }
      features[0] = mypieces/total; //piece ratio
-     features[2] = numAttacking(player);
-     features[4] = numOnDiag1(player) + numOnDiag2(player);
-     features[5] = bridge(player);
-     features[6] = triangle(player);
-     features[7] = dog(player);
-     features[8] = opponKingsOnSide(player);
+     features[1] = numAttacking(player);
+     features[2] = distToOppon(mykingloc, opponpieceloc);
      return features;
    }
 
+/* takes in list of all my and all my opponent's pieces locations on the board
+    and returns an accumulative sum of the distances between our pieces*/
+   private double distToOppon(ArrayList<Integer> myloc, ArrayList<Integer> opploc){
+      int myrow, opprow;
+      int sum = 0;
+      for(int i = 0; i< myloc.size(); i++){
+          myrow = (myloc.get(i)-((myloc.get(i))/9))/4;
+          for(int j=0; j< opploc.size(); j++){
+            opprow = (opploc.get(j)-((opploc.get(j))/9))/4;
+            sum += Math.abs(myrow - opprow);
+          }
+      }
+      return sum * 1.0;
+   }
+
    /* number of pawns and kings on the long diagonal*/
    public int numOnMainDiag(int player){
      int count = 0;
@@ -626,7 +630,7 @@ public class CheckersGameState3 implements CheckersGameState{
 	   }
 	   return 0.0;
    }
-   /* feature: triangle patter*/
+   /* feature: triangle pattern*/
    public double triangle(int player){
 	   if(player==2){
 		   if((this.board[33]==2 || this.board[33]==4)
@@ -682,7 +686,19 @@ public class CheckersGameState3 implements CheckersGameState{
         return tot;
     }
 
-
+    public boolean isEndGame(){
+        int mypieces = 0, others = 0, maxPieces =3;
+        for(int i=0; i<board.length; i++){
+          if(board[i]!=0){
+            if(myPiece(board[i],player)) mypieces+=1;
+            else others+=1;
+          }
+        }
+        if(mypieces <= maxPieces || others <= maxPieces){
+          return true;
+        }
+        else return false;
+    }
 
    public void printState(){
         boolean leading = false;
diff --git a/src/Learn.java b/src/Learn.java
index 37a7e76..695a4a0 100644
--- a/src/Learn.java
+++ b/src/Learn.java
@@ -1,14 +1,24 @@
 import java.util.Random;
 
 public class Learn{
+    CheckersAI alpha;
+    CheckersAI beta;
+    LearningEvaluator le;
+    LearningEvaluator endle;
+    BaseEvaluator be;
+    BaseEvaluator endbe;
 
     public static void main(String[] args){
-        LearningEvaluator le =  new LearningEvaluator("../src/weights/alpha.csv");
-        BaseEvaluator be = new BaseEvaluator("../src/weights/beta.csv");
-        CheckersAI alpha = new CheckersAI(le, 1);
-        CheckersAI beta = new CheckersAI(be, 2);
-        learn(alpha, beta, le, be);
-
+        Learn learn = new Learn();
+        learn.learn();
+    }
+    public Learn(){
+      alpha = new CheckersAI(le, 1);
+      beta = new CheckersAI(be, 2);
+      le =  new LearningEvaluator("../src/weights/alpha.csv");
+      be = new BaseEvaluator("../src/weights/beta.csv");
+      endle = new LearningEvaluator("../src/weights/endalpha.csv");
+      endbe = new BaseEvaluator("../src/weights/endbeta.csv");
     }
 
     // need to decide what to do if we are going on the wrong track
@@ -18,20 +28,23 @@ public class Learn{
     // for draws, make function called is_improved that checks if piece count is greater than 4 (king is worth 2)
     // for learning rate, first 30 with .1, next 30 with .05, then final 30 with .01 and see what happens
 
-    public static void learn(CheckersAI alpha, CheckersAI beta, LearningEvaluator le, BaseEvaluator be){
+    public void learn(){
         final int num_games = 30;
         final int iterations = 7;
 
         Random rand = new Random();
         for(int j = 0; j < iterations; j++){
             for(int i = 1; i <= num_games; i++){ // play num_games amount of games
+                alpha.eval = le;
+                beta.eval = be;
                 System.out.println("playing game " + i);
                 int player = rand.nextInt(2) + 1; // choose which player alpha plays as
-                play(alpha, beta, le, player, true); // alpha and beta play a game
+                play(player, true); // alpha and beta play a game
                 le.updateWeights(learningParameter(i, num_games)); // get new weights using data from game
+                endle.updateWeights(learningParameter(i, num_games)); // get new weights using data from game
                 //le.updateWeights(.1); // get new weights using data from game
             }
-            faceBeta(alpha, beta, le, be);
+            faceBeta();
         }
     }
 
@@ -46,33 +59,38 @@ public class Learn{
         }
     }
 
-    public static void faceBeta(CheckersAI alpha, CheckersAI beta, LearningEvaluator le, BaseEvaluator be){
+    public void faceBeta(){
         boolean w1;
         boolean w2;
         CheckersGameState s;
         System.out.println("facing beta");
         s = new CheckersGameState3();
-        w1 = play(alpha, beta, le, 1, false);
-        w2 = play(alpha, beta, le, 2, false);
+        w1 = play(1, false);
+        w2 = play(2, false);
 
         System.out.println("alpha won " + w1 + " " + w2);
         if(w1 && w2){
             System.out.println("updating beta");
             le.commitWeights("../src/weights/beta.csv");
+            endle.commitWeights("../src/weights/endbeta.csv");
             be.refreshWeights();
+            endbe.refreshWeights();
         }
         else{
             be.commitWeights("../src/weights/alpha.csv");
             le.refreshWeights();
+            endbe.commitWeights("../src/weights/endalpha.csv");
+            endle.refreshWeights();
         }
 
 
 
     }
 
-
-
-    public static boolean play(CheckersAI alpha, CheckersAI beta, LearningEvaluator le, int player, boolean learning){
+    public boolean play(int player, boolean learning){
+        int min_ply = 7;
+        int incr_ply = 0;
+        boolean switchedToEndGame = false;
         CheckersGameState current = new CheckersGameState3();
         int other = 1 - (player - 1)  + 1;
         alpha.setPlayer(player);
@@ -86,23 +104,32 @@ public class Learn{
         Move lastmove = null;
         Move secondlast = null;
         while(!current.isTerminal() && same_moves <= 3 && moves <= 200){
-            Move next = alpha.minimax(current, 7); // get alpha's move
+            if(current.isEndGame() && !switchedToEndGame){
+              switchedToEndGame = true;
+              alpha.eval = endle;
+              beta.eval = endbe;
+              min_ply += incr_ply;
+            }
+            Move next = alpha.minimax(current, min_ply); // get alpha's move
             moves++;
             if(secondlast != null && next.toString().equals(secondlast.toString())){
                 same_moves++;
             }
             secondlast = lastmove;
             lastmove = next;
-            if(learning){
+            if(learning && !switchedToEndGame){
                 le.addData(current.getFeatures(alpha.getPlayer()), next.getValue()); // add this moves data to the data set (the value of the state is stored in the move. there is probably a better way to do this)
             }
+            else if(learning && switchedToEndGame){
+              endle.addData(current.getEndGameFeatures(alpha.getPlayer()), next.getValue());
+            }
             current = current.result(next); // make the move
             moves++;
             //current.printState();
             if(current.isTerminal()){ // if alpha won, then break
                 break;
             }
-            current = current.result(beta.minimax(current, 7)); // beta's move
+            current = current.result(beta.minimax(current, min_ply)); // beta's move
 
         }
         current.printState();
diff --git a/src/LearningEvaluator.java b/src/LearningEvaluator.java
index 79a16eb..9ecd4b8 100644
--- a/src/LearningEvaluator.java
+++ b/src/LearningEvaluator.java
@@ -1,6 +1,7 @@
 import java.util.ArrayList;
 import org.apache.commons.math3.stat.regression.OLSMultipleLinearRegression;
 import org.apache.commons.math3.linear.SingularMatrixException;
+import org.apache.commons.math3.exception.MathIllegalArgumentException;
 import java.util.Arrays;
 
 public class LearningEvaluator extends BaseEvaluator{
@@ -40,9 +41,9 @@ public class LearningEvaluator extends BaseEvaluator{
             System.out.println(Arrays.toString(params.get(i)));
         }
         //System.out.println(pars);
-        reg.newSampleData(vals, pars); //add data
-        reg.setNoIntercept(true);
         try {
+            reg.newSampleData(vals, pars); //add data
+            reg.setNoIntercept(true);
             double[] new_weights = reg.estimateRegressionParameters(); //get parameters
             for(double x: new_weights){
                 if(Math.abs(x) > 100000){
@@ -57,6 +58,8 @@ public class LearningEvaluator extends BaseEvaluator{
             commitWeights(this.file);
         } catch(SingularMatrixException e) {
             System.out.println("Matrix was singular, not updating weights");
+        } catch(MathIllegalArgumentException e){
+            System.out.println("Not enough data, not updating end game weights");
         }
         values.clear();
         params.clear();
diff --git a/src/RmCheckersClient.java b/src/RmCheckersClient.java
index 17a2647..19faf9b 100644
--- a/src/RmCheckersClient.java
+++ b/src/RmCheckersClient.java
@@ -49,12 +49,12 @@ public class RmCheckersClient {
 
   public Evaluator e;
   public CheckersAI ai;
-  public CheckersGameState currentState;
+  public CheckersGameState3 currentState;
 
   public RmCheckersClient(){
     _socket = openSocket();
     //e = new Evaluator00();
-    e = new BaseEvaluator("weights/beta.csv");
+    e = new BaseEvaluator("weights/beta-hisotry.csv");
     currentState = new CheckersGameState3();
     user = _user1;
     password = _password1;
@@ -63,7 +63,7 @@ public class RmCheckersClient {
 
   public RmCheckersClient(int player, String opponent){
     _socket = openSocket();
-    e = new BaseEvaluator("weights/beta.csv");
+    e = new BaseEvaluator("../src/weights/beta-history.csv");
     currentState = new CheckersGameState3();
     user = player==1 ? _user1 : _user2;
     password = player==1 ? _password1 : _password2;
@@ -150,6 +150,7 @@ public class RmCheckersClient {
 
   public void playGame(int player) {
     int minPly = 8;
+    int maxPly = 15;
     try {
       String msg = readAndEcho(); // initial message
       if(player == 1) { // black
@@ -161,6 +162,9 @@ public class RmCheckersClient {
         readAndEcho(); // move query
       }
       while(currentState.actions().size()>0){
+        if(currentState.isEndGame() && minPly < maxPly){
+          minPly = maxPly;
+        }
         currentState.printState();
         Move myMove = ai.minimax(currentState, minPly);
         writeMessageAndEcho(myMove.toString());
diff --git a/src/weights/alpha.csv b/src/weights/alpha.csv
index 7b73f51..8cb05ee 100644
--- a/src/weights/alpha.csv
+++ b/src/weights/alpha.csv
@@ -211,3 +211,122 @@
 1636.0393033795276, -20.55866486325862, 23.025889823117954, -75.23311382312917, 49.441644873926144, 6.656444927678631, 47.95237701100202, 30.800919183379587, 8.737729875300932, 15.591634738689757, -30.83579903277091, -4.031769509694296
 1638.2330874898776, -20.221504696957055, 21.744347638396736, -75.05160182683231, 48.83751050422706, 6.5445299914688295, 47.92011127154682, 30.690614802855197, 9.967706216168144, 13.976829859173037, -29.54516847523072, -3.3459437553953135
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diff --git a/src/weights/beta.csv b/src/weights/beta.csv
index b531046..b031447 100644
--- a/src/weights/beta.csv
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diff --git a/src/weights/endalpha.csv b/src/weights/endalpha.csv
new file mode 100644
index 0000000..08434e1
--- /dev/null
+++ b/src/weights/endalpha.csv
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diff --git a/src/weights/endbeta.csv b/src/weights/endbeta.csv
new file mode 100644
index 0000000..4f04408
--- /dev/null
+++ b/src/weights/endbeta.csv
@@ -0,0 +1,2 @@
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