diff --git a/go_player/myPlayer.py b/go_player/myPlayer.py
index 1e072ad..c8689cd 100644
--- a/go_player/myPlayer.py
+++ b/go_player/myPlayer.py
@@ -17,6 +17,7 @@ import torch.nn as nn
 import torch.nn.functional as F
 import numpy as np
 from torch.utils.data import Dataset
+import json
 
 def setup_device():
     # Allows to use the GPU if available
@@ -131,17 +132,23 @@ class myPlayer(PlayerInterface):
         self.maxtime = 1800
         self.time = 0
 
+        self.plays = []
+        with open("plays-8x8.json") as f:
+            plays = json.load(f)
+
+        l = "W" if self._mycolor == Goban.Board._WHITE else "B"
+        filtered = filter(lambda t: l in t["result"], self.plays)
+
+        lp = l + "+"
+        for el in filtered:
+            el["result"] = float(el["result"].replace(lp, ""))
+            self.plays.append(el)
+
+        self.plays.sort(key=lambda t: t["result"])
+
     def getPlayerName(self):
         return "xXx_7h3_5cRuM_M45T3r_xXx"
 
-    @staticmethod
-    def simple_heuristic(board, color):
-        # Simple stone difference heuristic
-        score = board.compute_score()
-        return (
-            score[0] - score[1] if color == Goban.Board._BLACK else score[1] - score[0]
-        )
-
     def nnheuristic(self, board: Goban.Board, color):
         if board.is_game_over():
             if board.winner() == board._EMPTY:
@@ -184,6 +191,9 @@ class myPlayer(PlayerInterface):
             move = -1
             score = math.inf
 
+        elif self._board._nbBLACK + self._board._nbWHITE < 20:
+            move = 1
+
         else:
             move, score = IDDFS(
                 self._board, self.nnheuristic, self._mycolor, duration=duration, maxdepth=64