diff --git a/.gitattributes b/.gitattributes
index 28df5f900b358436f0267334b3e3e9af33f917ba..ef7951a4ee2c262f8ab94a7fe9c4451923c7ce10 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -53,3 +53,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.jpg filter=lfs diff=lfs merge=lfs -text
 *.jpeg filter=lfs diff=lfs merge=lfs -text
 *.webp filter=lfs diff=lfs merge=lfs -text
+.pt filter=lfs diff=lfs merge=lfs -text
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_100000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_100000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..559c173caa24cb8cff1dec1f69ea72e097769245
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_100000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714522170-3679,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d3 e5 2. c4 Nc6 3. Nc3 Nf6 4. e4 Bb4 5. a3 Bxc3 6. bxc3 d6 7. Ne2 Bg4 8. f3 Bh5 9. d4 exd4 10. cxd4 O-O 11. Rb1 b6 12. Ng3 Bg6 13. h4 h6 14. h5 Bh7 15. Be3 Re8 16. Kf2 Na5 17. Bd2 Nxc4 18. Bf4 Nxa3 19. Rb3 Nc4 20. Bxc4 c5 21. Bb5 Re7 22. Bc6 Rc8 23. Bb5 cxd4 24. Qxd4 Rc2 25. Be2 Rec7 26. Qxd6 R7c6 27. Qxd8+ Ne8 28. Qxe8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,0.1,,1,0,0,0,28,28,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,28,8.531829595565796,28,0,0.001,,
+1714522177-8715,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. c4 dxc4 3. Nc3 Nc6 4. d5 Nb4 5. a3 Na6 6. g3 e6 7. e4 exd5 8. Nf3 dxe4 9. Qxd8+ Kxd8 10. Ng5 Be6 11. Be3 Be7 12. h4 Bxg5 13. O-O-O+ Ke7 14. Nd5+ Bxd5 15. Rxd5 Bxe3 16. Kc2 Bxf2 17. Re5+ Kf6 18. Rg5 Bxg3 19. Kb1 Bxh4 20. Rb5 Ne7 21. Bxc4 Nc5 22. Rf1+ Kg6 23. Bxf7+ Kh6 24. b4 Nd3 25. Rh5#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,0.1,,1,0,0,0,25,25,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,25,7.29092812538147,25,0,0.001,,
+1714522186-9732,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. d4 exd4 4. Be2 Bc5 5. a3 Nf6 6. e5 Ne4 7. O-O d6 8. Bd3 dxe5 9. b4 Bb6 10. b5 Ne7 11. Re1 Nc3 12. Nxc3 dxc3 13. Qe2 Bg4 14. Qxe5 Bxf3 15. Bf4 Bd5 16. Qxg7 Rg8 17. Qxg8+ Kd7 18. Qxh7 Qg8 19. Qxg8 Rxg8 20. Bf1 Nf5 21. Be5 Nh4 22. Bg3 Nf5 23. Rad1 Nxg3 24. Rxd5+ Kc8 25. Bc4 Ne4 26. Rxe4 Rg7 27. Re8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,0.1,,1,0,0,0,27,27,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,27,9.105656862258911,27,0,0.001,,
+1714522192-6047,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. d4 exd4 3. Ne2 Nc6 4. Nxd4 Nxd4 5. Qxd4 Nf6 6. Bf4 d6 7. Nc3 Be7 8. Be2 O-O 9. h4 c5 10. Qe3 Bg4 11. Qd3 Bxe2 12. Kxe2 Qb6 13. Rae1 Qxb2 14. Rb1 Qa3 15. Rxb7 Rab8 16. Rxe7 Rb2 17. Bc1 Rxc2 18. Qxc2 Qxc1 19. Qxc1 Re8 20. Nd5 Nxd5 21. Rxe8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,0.1,,1,0,0,0,21,21,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,21,6.353697776794434,21,0,0.001,,
+1714522202-7492,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. c4 e5 2. e3 Nf6 3. Be2 Nc6 4. Nf3 Bc5 5. Nc3 d6 6. d3 Bf5 7. b3 O-O 8. a3 a6 9. h3 h6 10. Bb2 Qe7 11. Nh2 Rad8 12. Qc2 Rfe8 13. g4 Bg6 14. b4 Bb6 15. Bf3 Nd7 16. Nd5 Qe6 17. Nf1 Nf6 18. Rg1 Nxd5 19. Bxd5 Qd7 20. Ng3 Ne7 21. Bh1 c6 22. Rd1 d5 23. c5 Bc7 24. Qb3 e4 25. dxe4 dxe4 26. Rxd7 Rxd7 27. Nf5 Nxf5 28. Qc3 Nh4 29. Qxg7#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,0.1,,1,0,0,0,29,29,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,29,9.11909031867981,29,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_10000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_10000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c2fd930c9a80e7050a6522a2c18cac6a9349babd
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_10000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714466674-3478,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. e3 Nc6 3. d4 Nf6 4. Bb5 Bd7 5. Nbd2 e6 6. a3 Bd6 7. O-O O-O 8. c4 dxc4 9. Nxc4 Ne4 10. Qc2 Nf6 11. Bd2 Ne4 12. Qxe4 f5 13. Qb1 Na5 14. Re1 Bxb5 15. Nxa5 Bxe2 16. Ng5 Bd3 17. Nxb7 Qb8 18. Qd1",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,0.1,,1,0,0,5,18,17,False,False,False,True,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,18,7.426808834075928,18,0,0.001,,
+1714466684-2778,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. d4 Nc6 3. Bf4 Nf6 4. h3 e6 5. Nc3 Bb4 6. Bd2 O-O 7. e3 Ne4 8. Bd3 Nxd2 9. Kxd2 Bxc3 10. Kxc3 Qd6 11. a3 e5 12. dxe5 Nxe5 13. Nxe5 Qxe5 14. Kd2 Qxb2 15. Qf3 Qxa1 16. Rxa1 Be6 17. a4 c6 18. h4 Rad8 19. a5 d4 20. exd4 Rxd4 21. Ra3 Rfd8 22. h5 Rxd3 23. cxd3 Rxd3 24. Qxd3 Bc4 25. Qd8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,0.1,,1,0,0,0,25,25,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,25,9.586019515991211,25,0,0.001,,
+1714466694-4355,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. c4 e5 2. Nc3 Nc6 3. g3 Nf6 4. Nf3 Bc5 5. d3 d6 6. Bg5 Bg4 7. Nh4 Bxe2 8. Bxe2 Bxf2 9. Kd2 Be3 10. Bxe3 Ng4 11. Bxg4 Qg5 12. Ne4 Qxe3 13. Kxe3 Nd4 14. Nf5 Nxf5 15. Bxf5 g6 16. Bg4 h5 17. Bc8 Rxc8 18. h4 Rh6 19. Nf6+ Ke7 20. Nd5+ Kd7 21. Nf6+ Ke7 22. Nd5+ Kd7 23. d4 exd4 24. Qxd4 Re8 25. Kd2 Re5 26. Raf1 Rxd5 27. Rxf7+ Kc6 28. Qxd5+ Kb6 29. Qb5#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,0.1,,1,0,0,0,29,29,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,29,9.672844886779785,29,0,0.001,,
+1714466705-3378,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. e3 Nc6 3. Nf3 Nf6 4. Bd2 Bg4 5. Bb5 a6 6. Bd3 e6 7. Bc3 Bd6 8. Nbd2 O-O 9. h3 Bh5 10. Qe2 Ne4 11. Nxe4 dxe4 12. Bxe4 Bxf3 13. Qxf3 Qg5 14. O-O-O Qg6 15. g3 Nb4 16. a3 Na2 17. Kb1 Nxc3 18. bxc3 Qxe4 19. Qxe4 Rad8 20. Ka1 Bxa3 21. Rd3 Bb2 22. Kb1 Bxc3 23. Rxc3 Rb8 24. Kc1 b5 25. Kd2 b4 26. Rb3 a5 27. Rbb1 a4 28. Rhd1 a3 29. Re1 a2 30. Qh1 b3 31. f4 b2 32. Ke2",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,0.1,,1,0,0,5,32,31,False,False,False,True,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,32,11.334080696105957,32,0,0.001,,
+1714466716-3672,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e3 e5 2. Be2 Nc6 3. c4 Nf6 4. Nc3 Bc5 5. h3 O-O 6. Nf3 d6 7. Qc2 Bf5 8. Qxf5 g6 9. Qg5 Nb4 10. O-O Nc2 11. Rb1 Nb4 12. d4 exd4 13. Nxd4 Bxd4 14. exd4 Nxa2 15. Bd3 Nxc3 16. bxc3 Re8 17. Rxb7 Rb8 18. Rb5 Rxb5 19. Qxb5 Qe7 20. Bc2 Qe1 21. Bd3 Qxc3 22. c5 Qxd3 23. Qxd3 Nd5 24. cxd6 cxd6 25. Qa3 Rb8 26. Bh6 Rb1 27. g4 Rxf1 28. Kg2 Rc1 29. Qxc1 Nf4 30. Kf3 Nxh3 31. Qc8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,0.1,,1,0,0,0,31,31,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,31,11.203824996948242,31,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_110000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_110000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..217aa1366d4b8a58e5410375201fbf6112cb96cd
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_110000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714528041-5344,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nc3 Nf6 3. f4 exf4 4. d4 d5 5. e5 Ne4 6. Bxf4 Nxc3 7. Qd3 Ne4 8. Nf3 Bf5 9. Qb5+ c6 10. Qxb7 Nd7 11. Qxc6 Rc8 12. Qxd5 Rxc2 13. Bd3 Rxb2 14. Bxe4 Bxe4 15. Qxe4 Qa5 16. Bd2 Qb5 17. a4 Qb3 18. Qa8+ Ke7 19. Qxa7 Qc2 20. O-O",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,0.1,,1,0,0,5,20,19,False,False,False,True,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,20,7.084430456161499,20,0,0.001,,
+1714528066-3777,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Bc4 Nf6 3. Qe2 Bc5 4. Nf3 Nc6 5. c3 d6 6. a4 Bg4 7. O-O O-O 8. h3 Bh5 9. d3 a6 10. Nbd2 b5 11. Ba2 bxa4 12. g4 Bg6 13. Bb1 d5 14. Bc2 dxe4 15. dxe4 Nxe4 16. Bxe4 Bxe4 17. Nxe4 Bb6 18. Rd1 Qe7 19. Kh2 Rad8 20. Be3 Bxe3 21. fxe3 Rxd1 22. Rxd1 Rd8 23. Rf1 f6 24. Nfd2 g6 25. Qxa6 f5 26. gxf5 gxf5 27. Qxc6 fxe4 28. Nb1 Qh4 29. Qb5 Rf8 30. Rxf8+ Kxf8 31. Qe2 Qf6 32. Na3 Qf3 33. Qxf3+ exf3 34. e4 Kf7 35. Kg3 Kf6 36. Nc4 Kg5 37. Nxe5 Kf6 38. Ng4+ Kg5 39. Nf2 Kf6 40. Ng4+ Kg5 41. Nf2 Kf6 42. Kg4 Ke5 43. Kxf3 Kd6 44. Kf4 Kc5 45. Nd1 Kc4 46. e5 Kd5 47. h4 Ke6 48. Ne3 Kf7 49. Ng4 Kg6 50. Nf6 Kf7 51. Kf5 Kg7 52. Nh5+ Kh6 53. Nf6 Kg7 54. Ne4 Kf7 55. c4 Ke7 56. c5 Kd7 57. e6+ Ke7 58. Nc3 Ke8 59. Ne4 Ke7 60. Ke5 Ke8 61. Nc3 Ke7 62. Nd5+ Ke8 63. Nc3 Ke7 64. c6 Ke8 65. Kf6 Kd8 66. e7+ Ke8 67. Ne4",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,0.1,,1,0,0,5,67,66,False,False,False,True,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,67,24.495682954788208,67,0,0.001,,
+1714528074-8264,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. Nf3 Nc6 3. c4 dxc4 4. e3 Nf6 5. Bxc4 Bg4 6. h3 Bxf3 7. Qxf3 e6 8. a3 Bd6 9. Bd2 O-O 10. Be2 e5 11. d5 Ne7 12. Bb5 Nexd5 13. Bd3 e4 14. Bxe4 Nxe4 15. Qxe4 Nf6 16. Qa4 Qd7 17. Nc3 Qxa4 18. Nxa4 Rad8 19. Ke2 Be5 20. Rhd1 Bxb2 21. Nxb2 Ne4 22. Nc4 Nxd2 23. Nxd2 Rfe8 24. Nf3 Rxd1 25. Rxd1 Re6 26. Rd8+ Re8 27. Rxe8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,0.1,,1,0,0,0,27,27,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,27,8.301901817321777,27,0,0.001,,
+1714528088-4585,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. e3 Nc6 3. c4 dxc4 4. Nf3 Nf6 5. Qa4 Bd7 6. Qc2 e6 7. Bd2 Bb4 8. Qxc4 Bxd2 9. Nbxd2 O-O 10. Be2 Na5 11. Qc2 Nc6 12. O-O Nb4 13. Qc3 Nbd5 14. Qc5 b6 15. Qc4 Ne7 16. b4 Ned5 17. Ne5 Ne7 18. Bf3 Rb8 19. a3 Bb5 20. Qxb5 Nfd5 21. Qe2 Nc3 22. Qd3 Ncd5 23. Rfc1 Nf5 24. Rcb1 Nh4 25. Be2 Qg5 26. g3 Nf5 27. Ndf3 Qf6 28. Bf1 Nd6 29. Qc2 Nf5 30. Re1 Nd6 31. e4 Ne7 32. Be2 Ng6 33. Bf1 Ne7 34. Qe2 Ng6 35. h4 Ne7 36. Rac1 Ng6 37. Rc2 Ne7 38. h5",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,0.1,,1,0,0,5,38,37,False,False,False,True,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,38,14.01893925666809,38,0,0.001,,
+1714528100-6428,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e3 e5 2. c4 Nc6 3. d4 exd4 4. Nf3 dxe3 5. Bxe3 Nf6 6. Nc3 Bb4 7. Bd3 Bxc3 8. Kf1 Bxb2 9. Rb1 Bc3 10. Qb3 Be5 11. Bc5 d6 12. Ba3 O-O 13. c5 dxc5 14. Nxe5 Nxe5 15. Bb5 c6 16. Be2 Be6 17. Qxe6 fxe6 18. Rxb7 Qd1 19. Bxd1 Rad8 20. Be2 Rd1 21. Bxd1 Rd8 22. Be2 Rd1 23. Bxd1 Nd3 24. Rb3 Ne4 25. Rxd3 Nxf2 26. Kxf2 e5 27. Bb3+ Kf8 28. Bxc5+ Ke8 29. Rhd1",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,0.1,,1,0,0,5,29,28,False,False,False,True,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,29,11.371536493301392,29,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_120000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_120000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fe356109140f892177bf87c21906539301159733
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_120000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714533890-3274,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. e3 Nc6 3. Bb5 Bd7 4. Bxc6 Bxc6 5. Ne5 Qd6 6. d4 f6 7. Nd3 e5 8. dxe5 fxe5 9. b3 e4 10. Nb2 Nf6 11. O-O Be7 12. h3 O-O 13. Nd2 Bd7 14. a4 Nh5 15. Ndc4 Qg6 16. Qxd5+ Be6 17. Qxb7 Bxh3 18. Qd5+ Kh8 19. Qxe4 Qxe4 20. gxh3 Qg6 21. Kh1 Nf6 22. Ne5 Qe4 23. Kh2 Qxe5 24. Kg1 Qg5 25. Kh2 Bd6 26. f4 Qg3 27. Kxg3 Ne4 28. Kg2 Nc3 29. Nd3 Ne2 30. Bd2 Rae8 31. Rae1 Nxf4 32. exf4 Rxe1 33. Nxe1 Bxf4 34. Bxf4 Rxf4 35. Rf3 Rxf3 36. Kxf3 Kg8 37. Kg4 Kf7 38. Ng2 Kf6 39. h4 g6 40. Kf3 h6 41. Ne1 g5 42. Nd3 gxh4 43. Nb4 Kg5 44. a5 h3 45. Nc6 h2 46. Kg2 h1=Q 47. Kxh1 Kg4 48. Nxa7 h5 49. Nc6 h4 50. a6 h3 51. b4 Kg3 52. Ne5 h2 53. Nd3 Kh3 54. Nf4+ Kg3 55. a7 Kxf4 56. c3 Kg3 57. a8=Q Kf2 58. Qe4 Kg3 59. Qg2+ Kh4 60. Kxh2 Kh5 61. Qc6 Kg4 62. b5 Kf4 63. Kh3 Ke3 64. Qe6+ Kd3 65. Qd7+ Kxc3 66. Qxc7+ Kb4 67. b6 Kb5 68. Qa7 Kc6 69. Qc7+ Kb5 70. Kh4 Ka6 71. Qa7+ Kb5 72. b7 Kc6 73. b8=Q Kd5 74. Kg3 Ke4 75. Qa2 Kd3 76. Qb5+ Ke4 77. Qb8 Kd4 78. Qd2+ Ke4 79. Qbf4#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,0.1,,1,0,0,0,79,79,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,79,20.39341974258423,79,0,0.001,,
+1714533897-4713,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. c4 e5 2. e3 Nf6 3. Be2 Bc5 4. a3 O-O 5. Nc3 d6 6. b3 Bf5 7. d3 Nc6 8. Ra2 Qe7 9. Nf3 Rad8 10. h3 Rfe8 11. g4 Bg6 12. Nh4 e4 13. Nxg6 fxg6 14. d4 Bb6 15. b4 a6 16. g5 Nh5 17. Qb3 Qxg5 18. c5+ Kh8 19. cxb6 cxb6 20. Rf1 Qg2 21. Nd5 Qxh3 22. Nxb6 Rb8 23. Rc2 Re6 24. Rc3 Rf6 25. Qb1 Qg2 26. Nd7 Rxf2 27. Qc2 Rxe2 28. Qxe2 Qxe2 29. Kxe2 Ng3 30. Kf2 Nxf1 31. Nxb8 Nxb8 32. Rc8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,0.1,,1,0,0,0,32,32,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,32,7.2794508934021,32,0,0.001,,
+1714533912-1180,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Bc4 Nf6 3. d4 Nxe4 4. Qf3 Nf6 5. dxe5 d5 6. Nc3 dxc4 7. Bg5 Be7 8. exf6 Bxf6 9. Bxf6 Qxf6 10. Qe4+ Qe7 11. Qe2 Qxe2 12. Ngxe2 O-O 13. O-O-O Bg4 14. Rd4 Bxe2 15. Rd2 Bg4 16. Nd5 Na6 17. Re1 Rad8 18. Rd4 Be6 19. Nf6+ gxf6 20. Rg1 Rxd4 21. a4 Nb4 22. a5 Na2 23. Kb1 Nb4 24. f3 Rfd8 25. Rc1 Rd1 26. h4 Rxc1 27. Kxc1 Na2 28. Kb1 Rd1# 29. Kxa2 Rd2 30. a6 bxa6 31. g4 Rxc2 32. Kb1 Rh2 33. f4 Rxh4 34. b3 Rxg4 35. Ka1 Rxf4 36. Kb1 Rf3 37. Kc2 Rxb3 38. Kd1 Rb1 39. Ke2 c3 40. Kf3 c2 41. Kf2 c1=Q 42. Ke2 Qc3 43. Kf2 Rb2 44. Kf1 Qc1#",0-1,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,0.1,,0,1,0,0,44,44,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,45,14.646804094314575,44,0,0.001,,
+1714533930-6868,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. c4 e5 2. g3 Nf6 3. Nc3 Bc5 4. Na4 Bd4 5. Bg2 Ng4 6. e3 Bxe3 7. fxe3 Qf6 8. Qe2 d6 9. d3 Nc6 10. Nh3 Nb4 11. e4 Nxd3 12. Kd2 Ndf2 13. Nxf2 Nxf2 14. Nc3 Nxh1 15. Kd3 Nf2 16. Kd2 Bg4 17. Qe1 Nxe4 18. Bxe4 Qg5 19. Kd3 Qh5 20. b3 Qxh2 21. Be3 Qxg3 22. Qxg3 Be6 23. Kc2 O-O-O 24. Bc1 d5 25. Bg5 dxe4 26. Qg1 Rd3 27. Na4 Rhd8 28. Be3 Rxe3 29. Qxe3 Bf5 30. Qxa7 e3 31. Kc1 e2 32. Qa8+ Kd7 33. Qa5 e1=Q 34. Qxe1 Ke6 35. a3 Rd3 36. b4 Rd4 37. Nc5+ Kd6 38. Qe2 Rxc4 39. Kd1 Rd4 40. Kc1 Rc4 41. Kb2 Rd4 42. Nxb7+ Kd5 43. Qb5+ Ke4 44. Re1+ Kf4 45. Qxe5+ Kg5 46. Qxd4 h5 47. Qxg7+ Kf4 48. Qh6+ Kg4 49. Rg1+ Kf3 50. Nc5 h4 51. Qxh4 Ke3 52. Rg2 Kf3 53. Rg3+ Ke2 54. Qh2+ Kf1 55. a4 Ke1 56. Rg1#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,0.1,,1,0,0,0,56,56,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,56,18.200700044631958,56,0,0.001,,
+1714533951-9003,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. c4 dxc4 3. e3 Nc6 4. Qa4 Bd7 5. d5 Ne5 6. Qd1 Nf6 7. Qd4 Ng6 8. Qxc4 Ne5 9. Qd4 Ng6 10. h4 e5 11. dxe6 Bxe6 12. Qxd8+ Rxd8 13. Nf3 Bb4 14. Nbd2 O-O 15. b3 Bc3 16. Rb1 Bf5 17. Rb2 Bxb2 18. Bxb2 Ne4 19. Nd4 Nxd2 20. Kxd2 Be4 21. Ke1 c5 22. Nb5 a6 23. Nc3 Bc2 24. f3 Rfe8 25. h5 Rxe3 26. Kf2 Red3 27. Bxd3 Rxd3 28. Rc1 Bd1 29. Rxd1 Rxd1 30. Nxd1 Nf4 31. Bc3 Nd3 32. Ke3 Nc1 33. Ba5 Nxa2 34. Kd2 Nb4 35. Bxb4 cxb4 36. Nf2 a5 37. Nd1 a4 38. Ne3 axb3 39. f4 b2 40. Kc2 b1=Q 41. Kxb1 b3 42. Nf5 g6 43. Nd6 b5 44. g4 b4 45. Kc1 Kg7 46. hxg6 hxg6 47. Ne4 f5 48. Ng3 fxg4 49. Ne4 Kh6 50. Kd1 Kh5 51. f5 gxf5 52. Nd2 g3 53. Ke2 Kh4 54. Nxb3 Kh3 55. Nd2 g2 56. Nf3 Kg3 57. Ke3 b3 58. Ng1 b2 59. Kd4 b1=Q 60. Kc3 Qxg1 61. Kb3 Qe3 62. Kb2 g1=Q 63. Ka2 Qg2 64. Kb1 Qe1#",0-1,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,0.1,,0,1,0,0,64,64,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,65,21.135063648223877,64,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_20000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_20000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c080218a5d8008c4514f711f9272b763dcdd620f
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_20000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714472792-2484,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e3 e5 2. d4 exd4 3. Qxd4 Nc6 4. Qd1 Nf6 5. Nf3 Bc5 6. Nbd2 O-O 7. Be2 d5 8. O-O Bg4 9. b3 Bxf3 10. Bxf3 d4 11. Nc4 dxe3 12. Bxe3 Bxe3 13. Nxe3 Qxd1 14. Nxd1 Rad8 15. Bxc6 bxc6 16. Re1 Rfe8 17. Rxe8+ Rxe8 18. f3 Re1 19. Kf2 Re5 20. Rc1 Rc5 21. c4 Ra5 22. Rc2 Ra6 23. Rd2 Rb6 24. Rd8+ Ne8 25. Rxe8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,0.1,,1,0,0,0,25,25,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,25,9.297161340713501,25,0,0.001,,
+1714472805-4270,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. d3 Nc6 3. c4 dxc4 4. d4 Nf6 5. e3 Bg4 6. Qa4 Bxf3 7. gxf3 e6 8. Bxc4 Bb4 9. Nc3 Bxc3 10. bxc3 O-O 11. Rb1 b6 12. Be2 Nd5 13. Qxc6 Nxc3 14. Rb2 Nxe2 15. Kxe2 Qd7 16. Qb5 Qxb5 17. Rxb5 Rfd8 18. Rg1 c6 19. Rb2 c5 20. h4 cxd4 21. Rd1 dxe3 22. fxe3 Rxd1 23. Kxd1 Rd8 24. Ke1 Rd3 25. Bd2 Rxe3 26. Bxe3 f5 27. Bc1 g6 28. Rd2 Kg7 29. Ke2 Kf6 30. Rd7 Ke5 31. Kf2 Kf6 32. Bg5+ Ke5 33. Bc1 Kf6 34. Bg5+ Ke5 35. Bh6 Kf6 36. Bg7#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,0.1,,1,0,0,0,36,36,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,36,12.52104926109314,36,0,0.001,,
+1714472810-4031,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. c4 dxc4 3. Nc3 Nc6 4. d5 Nb4 5. a3 Na6 6. e3 Nf6 7. Bxc4 Bg4 8. Nf3 Bxf3 9. Qa4+ c6 10. e4 Bxg2 11. dxc6 Bxh1 12. cxb7+ Nd7 13. bxa8=B Qxa8 14. Bxa6 Qc6 15. Bb5 Qc7 16. Bf4 Qxf4 17. Qxa7 Qxh2 18. Qxd7#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,0.1,,1,0,0,0,18,18,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,18,5.0473127365112305,18,0,0.001,,
+1714472819-6904,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. Nf3 Nc6 3. Bf4 Nf6 4. e3 Bf5 5. c4 e6 6. Be2 Bd6 7. Bg3 Bxg3 8. hxg3 O-O 9. Nc3 Nb4 10. Kf1 Nc2 11. cxd5 Nxa1 12. dxe6 Bxe6 13. Qxa1 Ne4 14. Bd3 Nxc3 15. Bxh7+ Kh8 16. Bc2+ Kg8 17. Bh7+ Kh8 18. Bc2+ Kg8 19. bxc3 Bc4 20. Kg1 Qd5 21. e4 Qh5 22. Qc1 Bxa2 23. Rxh5 Bc4 24. Ne5 Be6 25. Kh2 g6 26. Rh4 f6 27. Nd7 Bxd7 28. Qh6 Rf7 29. Qh8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,0.1,,1,0,0,0,29,29,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,29,9.119032859802246,29,0,0.001,,
+1714472829-4548,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. c4 e5 2. e3 Nf6 3. Nc3 Nc6 4. Nf3 Bc5 5. d4 exd4 6. exd4 Bb4 7. Bd3 d6 8. Bf4 Bg4 9. d5 Ne5 10. Bxe5 dxe5 11. Qc2 O-O 12. Ng5 Re8 13. f3 Bh5 14. O-O-O e4 15. Ncxe4 Nxe4 16. Nxe4 Qh4 17. a3 Ba5 18. c5 Rad8 19. Bb5 Re5 20. Qa4 Bb6 21. Rd2 Rdxd5 22. Rxd5 Rxd5 23. cxb6 cxb6 24. g3 Qh3 25. Re1 Qxh2 26. Bf1 Qxg3 27. Qe8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,0.1,,1,0,0,0,27,27,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,27,9.706006050109863,27,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_30000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_30000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8623ff3e4c052818f6ac099d32159b02aea2f7b9
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_30000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714478908-9864,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. e3 Nc6 3. Bb5 Bd7 4. c4 dxc4 5. O-O a6 6. Bxc6 Bxc6 7. Na3 Bxf3 8. Qxf3 Nf6 9. Rd1 e6 10. Nxc4 Bc5 11. Qxb7 O-O 12. d4 Bd6 13. Qf3 Nd5 14. g3 Nb4 15. b3 Nc2 16. Rb1 Nb4 17. Rd2 Nxa2 18. Rxa2 Bb4 19. Qg2 Qd5 20. Ne5 Qxb3 21. Rbb2 Qxa2 22. Rxa2 Bc3 23. Qxa8 Rxa8 24. Nd3 Rb8 25. f4 Rb1 26. Kf2 Rxc1 27. Nxc1 Bb4 28. Kg1 Bc3 29. g4 Bb4 30. Nd3 Bc3 31. g5 Bb4 32. Rc2 Ba3 33. Ra2 Bb4 34. Ne5 Bc3 35. Re2 Bb4 36. g6 fxg6 37. Rg2 Bc3 38. Nc6 Bb4 39. Nb8 Bc3 40. Rc2 Bb4 41. Rxc7 Ba5 42. Rc6 Bb6 43. Rc8+ Kf7 44. Nc6 Ba5 45. Ra8 Bb6 46. Kf1 Bc7 47. Ra7",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,0.1,,1,0,0,5,47,46,False,False,False,True,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,47,18.418981075286865,47,0,0.001,,
+1714478918-5404,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. Nf3 Nc6 3. g3 Nf6 4. c3 Bf5 5. Nh4 Bxb1 6. Rxb1 e6 7. Bg2 Bd6 8. Qc2 O-O 9. b3 Ne4 10. Bxe4 dxe4 11. b4 Qf6 12. O-O e5 13. d5 Ne7 14. Bd2 Nxd5 15. c4 Nb6 16. a3 Nxc4 17. Qxc4 Rad8 18. Be3 b6 19. Ng2 c5 20. Qxe4 cxb4 21. axb4 Bxb4 22. Qxb4 Rd7 23. h4 Rfd8 24. Kh2 Qe6 25. Qa4 Qd6 26. Ra1 Qc7 27. Rfd1 Rxd1 28. Rxd1 Rxd1 29. Qe8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,0.1,,1,0,0,0,29,29,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,29,9.127841711044312,29,0,0.001,,
+1714478930-9781,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. c4 e5 2. e3 Nf6 3. a3 d5 4. Nf3 dxc4 5. Nc3 Bg4 6. Qc2 Bxf3 7. gxf3 Nc6 8. Qa4 Bd6 9. Rg1 O-O 10. Be2 a6 11. Qxc4 b5 12. Qxc6 Rb8 13. Ra2 b4 14. axb4 Rxb4 15. Rf1 Rb6 16. Qa4 Rb4 17. Qc6 Rb6 18. Qa4 Rb4 19. Qxa6 Rb6 20. Qc4 Rb4 21. Qd3 Rb3 22. Qc2 Rb4 23. b3 Rb6 24. Bb2 Rb4 25. Ba3 Rb6 26. h3 Rb7 27. Ra1 Rb6 28. Bc1 Rb7 29. h4 Rb6 30. Rg1 Rb7 31. Bc4 Rb6 32. Bd3 Rb7 33. Bb2 Rb6 34. Ne2 Rb7 35. Bc3 Rb6 36. Bc4 Rb7 37. Ng3 Rb6 38. h5 Nxh5 39. Rh1 Nxg3 40. Qxh7#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,0.1,,1,0,0,0,40,40,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,40,12.80442762374878,40,0,0.001,,
+1714478939-5513,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. g3 e5 2. d4 exd4 3. Qxd4 Nc6 4. Qa4 Nf6 5. Bg2 d5 6. Bg5 Bd7 7. c4 Nd4 8. Qd1 Ne6 9. Nf3 Nxg5 10. Qb3 Nxf3 11. Bxf3 dxc4 12. Qc3 Be6 13. Bxb7 Rb8 14. O-O Rxb7 15. Nd2 Bd6 16. Rad1 O-O 17. Nxc4 Bxc4 18. Qxc4 Rxb2 19. Qc3 Rxa2 20. Qc6 Rxe2 21. Qxd6 Qxd6 22. Rxd6 cxd6 23. g4 Nxg4 24. Rb1 Rxf2 25. h4 Re8 26. Rc1 Ree2 27. Rc8+ Re8 28. Rxe8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,0.1,,1,0,0,0,28,28,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,28,8.796361446380615,28,0,0.001,,
+1714478954-1565,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. Bf4 Nc6 3. Nf3 Nf6 4. e3 Bf5 5. Nh4 Bg4 6. Nf3 e6 7. h3 Bxf3 8. gxf3 Bd6 9. Bg5 O-O 10. f4 h6 11. Bxf6 Qxf6 12. Rg1 Nb4 13. c3 Nc6 14. Nd2 Rae8 15. Bb5 a6 16. Ba4 b5 17. Bb3 e5 18. dxe5 Bxe5 19. fxe5 Nxe5 20. Kf1 Nd3 21. Qe2 Nxb2 22. Rb1 Nc4 23. Nf3 Nxe3 24. fxe3 Qxc3 25. Re1 Qxb3 26. Rxg7+ Kxg7 27. axb3 Re6 28. Rd1 Rfe8 29. Qh2 Rxe3 30. Nd4 Rxb3 31. Qf4 Rb4 32. Qg3+ Kf8 33. Qh4 Re5 34. Qxh6+ Ke7 35. Qh4+ Kd6 36. Qd8+ Kc5 37. Qxc7#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,0.1,,1,0,0,0,37,37,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,37,14.393636703491211,37,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_40000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_40000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b13ec2dea4e4762ce15c48a41f2d905c78a51c61
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_40000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714485662-7285,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e3 e5 2. c4 Nf6 3. d4 exd4 4. exd4 Nc6 5. d5 Ne5 6. Nc3 Bb4 7. Nf3 Nxf3 8. Qxf3 O-O 9. Bg5 Re8 10. Be2 Bxc3 11. Qxc3 Re5 12. Bf4 Re4 13. Bd2 Rxe2 14. Kxe2 Qe8 15. Kf1 Ne4 16. Re1 Nxc3 17. Rxe8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,0.1,,1,0,0,0,17,17,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,17,2.7674219608306885,17,0,0.001,,
+1714485666-6085,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. c4 e5 2. e3 Nf6 3. Nc3 Bc5 4. a3 O-O 5. d3 d6 6. Nf3 Bg4 7. Na4 Bxf3 8. Qd2 Bxg2 9. Bxg2 Nc6 10. Qd1 Bb6 11. Qf3 Na5 12. Qd1 Nb3 13. Qxb3 Ng4 14. Nxb6 cxb6 15. Rf1 Qh4 16. Bh1 Qxh2 17. Bd5 Qh3 18. Rg1 Qh2 19. Rxg4 Qh1 20. Bxh1 Rac8 21. Rg3 Rc5 22. Kd2 Rfc8 23. Bxb7 R8c7 24. Bf3",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,0.1,,1,0,0,5,24,23,False,False,False,True,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,24,4.129472255706787,24,0,0.001,,
+1714485678-4403,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. Bf4 Nc6 3. c3 Nf6 4. a3 Bf5 5. Nd2 e6 6. Qb3 Bd6 7. Qxb7 Bxf4 8. Qxc6+ Nd7 9. b4 O-O 10. Ngf3 Bxd2 11. Nxd2 Nb6 12. g3 Be4 13. f3 Bf5 14. e3 Qd6 15. Bb5 Qxc6 16. Bxc6 Rab8 17. g4 Bd3 18. Nb3 Bc4 19. Nd2 Bb5 20. Bxb5 Nc4 21. Bxc4 dxc4 22. a4 Rfd8 23. h4 Rd5 24. Ne4 Rbd8 25. f4 Rb8 26. Ng3 Rdb5 27. g5 Rxb4 28. cxb4 Rxb4 29. Ne2 Rb2 30. a5 Rb3 31. Kf2 Rb2 32. a6 Rb6 33. g6 Rxa6 34. gxh7+ Kxh7 35. Kg3 Rxa1 36. Rxa1 Kg6 37. Rxa7 Kf6 38. Ra1 Ke7 39. d5 Kd6 40. dxe6 Kxe6 41. Nc3 Kd6 42. Kh3 Kc6 43. h5 Kb6 44. Rg1 Kc6 45. Rxg7 Kd6 46. h6 Ke6 47. Rg3 Kf6 48. Rg1 Ke6 49. h7 Kf6 50. Rg3 Ke6 51. Rg1 Kf6 52. Ne4+ Ke6 53. h8=Q Kd5 54. Qe5+ Kc6 55. Qe8+ Kd5 56. Qe5+ Kc6 57. Nf6 Kb6 58. Rb1+ Kc6 59. e4",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,0.1,,1,0,0,5,59,58,False,False,False,True,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,59,11.80495023727417,59,0,0.001,,
+1714485684-9601,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nc3 e5 2. e4 Nf6 3. f4 exf4 4. d4 d5 5. e5 Ne4 6. Nxe4 dxe4 7. Bxf4 Bb4 8. c3 Ba5 9. Nh3 O-O 10. Bc4 Bxh3 11. gxh3 Qh4 12. Bg3 Qxh3 13. Qe2 Nc6 14. O-O-O Rad8 15. Rhf1 Rd7 16. d5 Nxe5 17. Bxe5 Re8 18. Bd4 c6 19. Kb1 cxd5 20. Bb5 Rd6 21. Ba4 Red8 22. Qf2 f6 23. a3 Bb6 24. Bc5 Bxc5 25. Qxc5 b6 26. Qb5 Qxh2 27. Bb3 Qe5 28. Ka2 e3 29. Qe2",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,0.1,,1,0,0,5,29,28,False,False,False,True,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,29,6.036594867706299,29,0,0.001,,
+1714485692-9020,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. e3 Nc6 3. d4 Nf6 4. c4 dxc4 5. Be2 Bf5 6. Bxc4 e6 7. a3 Bd6 8. Nbd2 O-O 9. Bb5 a6 10. Ba4 b5 11. Bc2 Bxc2 12. Qxc2 Na5 13. b3 c5 14. Bb2 cxd4 15. Bxd4 Nc6 16. Qxc6 Rc8 17. Qb6 Qxb6 18. Bxb6 Rc2 19. Bd4 Rfc8 20. Bxf6 gxf6 21. Ke2 Rb2 22. g4 Rxb3 23. Nxb3 Rc2 24. Nbd2 Rc3 25. Ne4 Rc2 26. Kf1 Rc4 27. Nxd6 Rc3 28. Rd1 Rxa3 29. Nd4 Ra4 30. Rb1 Rxd4 31. exd4 e5 32. Kg2 exd4 33. Ne4 d3 34. h3 d2 35. Nxf6+ Kg7 36. Nd5 d1=Q 37. Nf4 Qxb1 38. Nh5+ Kg6 39. Rxb1 Kg5 40. Kh1 Kh4 41. Kg2 Kg5 42. Kf3 Kh4 43. Ng7 Kxh3 44. Rh1#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,0.1,,1,0,0,0,44,44,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,44,8.147963762283325,44,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_50000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_50000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5159b40bdbd833d32eb75e769e543c469009064e
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_50000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714492745-2736,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. e3 Nc6 3. Bb5 Bd7 4. d4 Nf6 5. Bd3 e6 6. Nc3 Bb4 7. Rb1 O-O 8. O-O Bxc3 9. bxc3 Ne4 10. Bxe4 dxe4 11. Nd2 f5 12. Rxb7 Rb8 13. Rb1 Rxb1 14. Nxb1 Qb8 15. Nd2 Qb5 16. f3 exf3 17. Rxf3 Qa4 18. e4 Qxa2 19. h3 Qa1 20. Qe1 Qxc3 21. Rxc3 Nxd4 22. h4 fxe4 23. Kh1 e3 24. Qxe3 Nf5 25. Qg1 Nxh4 26. Qe1 Nf5 27. Ba3 Rf6 28. Nf3 Nd4 29. Nxd4 Rh6 30. Kg1 Rh4 31. Nf3 Ra4 32. Ne5 Rxa3 33. Nd3 Ra2 34. Ra3 Rxa3 35. Ne5 Ra2 36. Qd2 Ra1 37. Kh2 Ra2 38. Qxd7 Rxc2 39. Qxe6+ Kf8 40. Qf7#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,0.1,,1,0,0,0,40,40,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,40,13.705153226852417,40,0,0.001,,
+1714492759-2645,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e3 e5 2. d4 exd4 3. Qxd4 Nc6 4. Qd2 Nf6 5. Nc3 Bb4 6. a3 Bxc3 7. Qxc3 O-O 8. Bd3 d5 9. Bd2 Be6 10. Ne2 Qd6 11. Ng3 Rad8 12. O-O-O a6 13. h3 b5 14. f3 Ne5 15. e4 dxe4 16. Nxe4 Nxe4 17. Bxe4 Qb6 18. Qxe5 Rfe8 19. Qc3 Bd5 20. Bxd5 Rxd5 21. Rhe1 Rxe1 22. Rxe1 Rd8 23. h4 Qf2 24. Rd1 Qxg2 25. Qxc7 Rf8 26. Qc3 Qg6 27. Qe3 Qc6 28. Qd4 Qxf3 29. Bb4 Qf6 30. Qxf6 gxf6 31. Rg1+ Kh8 32. Rg3 Rg8 33. Rh3 Rg1 34. Kd2 Rg2 35. Kc1 Rg1 36. Kd2 Rg2 37. Kd3 Rg3 38. Rxg3 f5 39. Bc3+ f6 40. Bxf6#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,0.1,,1,0,0,0,40,40,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,40,13.969968557357788,40,0,0.001,,
+1714492780-4042,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Bc4 Nf6 3. Qe2 Nc6 4. a4 Nd4 5. Qd3 Bc5 6. Nc3 O-O 7. Nf3 Nxf3 8. gxf3 d6 9. Ne2 Bh3 10. b4 Bxb4 11. f4 Bg2 12. Rg1 Bxe4 13. Qg3 g6 14. Rb1 Bxc2 15. Rb3 Bxb3 16. Bxb3 Ne4 17. Qe3 d5 18. Rg4 Bxd2 19. Bxd2 Nxd2 20. Kxd2 d4 21. Qxe5 d3 22. Nc3 Qd7 23. Rg5 Rae8 24. Nd5 Rxe5 25. Nf6+ Kg7 26. Nxd7 Rxg5 27. Nf6 Rg2 28. Ba2 Rxf2 29. Ke3 Rxh2 30. Bd5 Re8 31. Nxe8+ Kf8 32. Kxd3 Rh3 33. Kd4 Rh4 34. a5 Rxf4 35. Kc5 Rf5 36. Kc4 Rxd5 37. Kxd5 Kxe8 38. Ke5 Ke7 39. a6 bxa6 40. Kd5 a5 41. Ke4 a4 42. Ke3 a3 43. Kf2 a2 44. Ke1 a1=Q 45. Ke2 Qa2 46. Kf3 Qa3 47. Kg2 Qa2 48. Kf1 Qa1 49. Kg2 Qa2 50. Kg1 Qa1 51. Kg2 Qa2 52. Kg3 Qa3 53. Kg2 Qa2 54. Kh3 Qa3 55. Kg2 Qa2",1/2-1/2,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,0.1,,1/2,1/2,0,0,55,55,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,56,21.131194829940796,55,0,0.001,,
+1714492795-3142,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. c4 dxc4 3. e4 Nf6 4. Qc2 Be6 5. Bxc4 Bxc4 6. Na3 Be6 7. d4 Nc6 8. Bf4 Nxd4 9. O-O-O Nxc2 10. Rxd8+ Rxd8 11. Nb5 Nxe4 12. g3 Nxf2 13. Kxc2 Nxh1 14. Kc1 Nf2 15. Ne5 Rd1 16. Kc2 Rd5 17. Nc3 Rc5 18. b4 Rc4 19. Be3 Rxb4 20. Kc1 Rc4 21. Kc2 Rxc3 22. Kb1 Rxe3 23. Ng6 Re1 24. Kb2 Re2 25. Kc3 Re3 26. Kd2 Re2 27. Kxe2 Ne4 28. Nf4 Nc3 29. Kd2 Nxa2 30. Ng6 Nb4 31. Kc3 Nd5 32. Kd3 Nb4 33. Kd4 Nc2 34. Ke5 Nd4 35. Ke4 Nc2 36. Nf4 Nd4 37. Nd3 Nc2 38. Nf4 Nd4 39. Nd3 Nc2 40. Nf4 Nd4 41. Nd3",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,0.1,,1,0,0,5,41,40,False,False,False,True,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,41,14.415278673171997,41,0,0.001,,
+1714492815-6701,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. g3 e5 2. c4 Nf6 3. Bg2 Bc5 4. Nc3 Ng4 5. e3 Qf6 6. Qxg4 d6 7. Qd1 Nc6 8. h4 Nb4 9. d4 exd4 10. exd4 Bxd4 11. Qe2+ Be6 12. Ne4 Qe5 13. a3 Nc2 14. Qxc2 Bf5 15. Ne2 Bxe4 16. Bxe4 O-O-O 17. Kf1 Rhe8 18. Nxd4 Qxd4 19. Bf5+ Kb8 20. Bd2 Qxc4 21. Qxc4 Re5 22. Bxh7 Rde8 23. Qc1 Rh5 24. Bf4 Rxh7 25. Qd2 Rhh8 26. b4 Re4 27. Rc1 Rhe8 28. a4 Re1 29. Qxe1 Rxe1 30. Kg2 Rxc1 31. Bxc1 c5 32. Be3 cxb4 33. h5 b3 34. Bd4 b2 35. Rb1 b5 36. Bxb2 bxa4 37. Kh3 a3 38. Bd4+ Kc7 39. Ra1 Kc6 40. Bxa7 Kb5 41. Rxa3 Kb4 42. Rd3 Kc4 43. Rd4+ Kc3 44. Rd5 Kc4 45. Rxd6 Kb5 46. Rd3 Kc6 47. Be3 Kb5 48. Rc3 Kb4 49. Rc5 Kb3 50. Rf5 Kc3 51. Rxf7 Kd3 52. Rd7+ Ke2 53. Rxg7 Kf1 54. Rd7 Ke2 55. Kg4 Kf1 56. Kf3 Ke1 57. Rc7 Kd1 58. Rc6 Ke1 59. Rc8 Kd1 60. Rc1#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,0.1,,1,0,0,0,60,60,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,60,20.52174735069275,60,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_60000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_60000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1914fe9ab5d23e5847efda786b3b9e1048689159
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_60000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714498786-8500,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bc4 Nf6 4. Ng5 d5 5. Bb3 Nxe4 6. Nxe4 dxe4 7. Nc3 Bf5 8. Bd5 Bc5 9. Bxe4 Bxe4 10. Nxe4 Bb6 11. Qg4 O-O 12. Ng3 Qf6 13. Nf5 g6 14. Nh6+ Kg7 15. Qh3 Qxf2 16. Kd1 Nd4 17. Rb1 Qe2#",0-1,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,0.1,,0,1,0,0,17,17,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,18,5.430378198623657,17,0,0.001,,
+1714498797-1500,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bc4 Nf6 4. Ng5 d5 5. Bb5 dxe4 6. Nc3 Bd7 7. Ncxe4 Nxe4 8. Nxe4 Nd4 9. a4 Bxb5 10. axb5 Nxb5 11. d3 Bb4 12. c3 Ba5 13. Rxa5 b6 14. Rxb5 O-O 15. Rb3 Qd5 16. O-O Rad8 17. c4 Qd4 18. Qf3 f5 19. Qe2 fxe4 20. Be3 Qd6 21. Qe1 Qxd3 22. Rc3 Qd6 23. h3 Qg6 24. Bc1 Rf6 25. Kh1 Rdf8 26. b3 Rf4 27. Qe2 Rh4 28. b4 Rff4 29. Rg3 Qf5 30. Be3 Rfg4 31. Kh2 Rxg3 32. fxg3 Qxf1 33. Qxf1 Rxh3 34. gxh3 g5 35. h4 gxh4 36. gxh4 h5 37. Bh6 Kh7 38. Qf6 Kg8 39. Qg7#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,0.1,,1,0,0,0,39,39,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,39,10.91305661201477,39,0,0.001,,
+1714498807-2676,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. e3 Nc6 3. Bb5 Bd7 4. c4 dxc4 5. d5 Nb4 6. Bxc4 Bf5 7. Qa4+ c6 8. Qxb4 cxd5 9. Qb5+ Bd7 10. Qxd5 e6 11. Qd3 Bb4 12. Nd2 Nf6 13. a3 Bxd2 14. Bxd2 O-O 15. Nf3 Bc6 16. Bb4 Qxd3 17. Bxd3 Rfd8 18. Be2 Ne4 19. Rg1 a5 20. Bc3 Nxc3 21. bxc3 Rac8 22. Nd2 Ba4 23. c4 Rc7 24. Nf3 Rcd7 25. Rh1 Rd1 26. Rxd1 Bxd1 27. Rg1 Bxe2 28. Kxe2 Rc8 29. Rb1 Rxc4 30. Rxb7 Rc2 31. Kd3 Rxf2 32. Rb8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,0.1,,1,0,0,0,32,32,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,32,9.679674625396729,32,0,0.001,,
+1714498824-2023,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. c4 e5 2. Nf3 Nc6 3. e3 Nf6 4. Nc3 Bc5 5. a3 d6 6. Be2 Bf5 7. b4 Bb6 8. O-O O-O 9. d3 a5 10. Nh4 Bg6 11. bxa5 Bxa5 12. Qc2 Bxc3 13. Nxg6 fxg6 14. Qxc3 Na5 15. Bd2 Nc6 16. Rfb1 b6 17. Qb2 Na5 18. h3 c5 19. a4 Nc6 20. Qb5 Na7 21. Qb3 Nc6 22. Bc3 Na5 23. Qb2 Nc6 24. Qd2 Na5 25. Qb2 Nc6 26. Bf3 Na5 27. Bxa8 Qxa8 28. Be1 Nc6 29. Kh2 Na5 30. f4 exf4 31. exf4 Nh5 32. Qxb6 Nxf4 33. Qb2 Nxd3 34. Qe2 Nxe1 35. Rxe1 Nc6 36. Qe6+ Rf7 37. Rab1 Nd8 38. Qe8+ Rf8 39. Qd7 Nf7 40. Rf1 Ne5 41. Qe6+ Nf7 42. Kh1 Qxa4 43. Kh2 Qxc4 44. Qxc4 d5 45. Qa2 c4 46. Qa5 c3 47. Qxd5 c2 48. Qxf7+ Rxf7 49. Rb8+ Rf8 50. Rfxf8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,0.1,,1,0,0,0,50,50,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,50,17.042623281478882,50,0,0.001,,
+1714498841-4840,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. c4 dxc4 3. a3 Nc6 4. d5 Ne5 5. Qd4 f6 6. Nf3 Nxf3 7. gxf3 e5 8. Qe4 Bd6 9. Rg1 Ne7 10. e3 O-O 11. a4 Bf5 12. Qxc4 c6 13. Nc3 cxd5 14. Qb5 a6 15. Qe2 d4 16. e4 Be6 17. Na2 Bxa2 18. Rxa2 Bb4 19. Kd1 d3 20. Qxd3 Qxd3 21. Bxd3 Rad8 22. Ke2 Nc6 23. Be3 Nd4 24. Bxd4 Rxd4 25. Rc1 Rfd8 26. Bc4+ Kf8 27. Kf1 Rd1 28. Rxd1 Rxd1 29. Ke2 Rd2 30. Ke1 Rd4 31. Ke2 Rxc4 32. Ra3 Bxa3 33. b3 Rc2 34. Kf1 Rc1 35. Ke2 Rc2 36. Kd3 Rxf2 37. h4 Rxf3 38. Kd2 Rh3 39. Ke1 Rxh4 40. Kf2 Rxe4 41. Kg3 Re3 42. Kh4 Rxb3 43. a5",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,0.1,,1,0,0,5,43,42,False,False,False,True,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,43,16.744644165039062,43,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_70000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_70000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dfb1077093d30c8dc8e4fb7e42ae3090f7fa132c
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_70000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714504677-6044,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d3 e5 2. c4 Nc6 3. g3 Nf6 4. Nc3 Bb4 5. Bd2 d6 6. a3 Bxc3 7. Bxc3 Bg4 8. Rc1 O-O 9. b3 Nd4 10. h3 Bf5 11. Bg2 c6 12. Bb2 d5 13. cxd5 cxd5 14. g4 Bg6 15. Bxd4 exd4 16. f4 Re8 17. Nf3 Qa5 18. Qd2 Qxa3 19. Rc7 Qxb3 20. f5 Bxf5 21. gxf5 Rac8 22. Qc1 Rxc7 23. Qxc7 Qb1 24. Kf2 Qb6 25. Qf4 Qb2 26. Qd2 Qb6 27. Qf4 Qb2 28. Qd2 Qb6 29. Rg1 Qb5 30. Nxd4 Qb6 31. e3 Qb4 32. Qe2 Qb2 33. Qxb2 Rxe3 34. Qxb7 Rxd3 35. Qc8+ Ne8 36. Qxe8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,0.1,,1,0,0,0,36,36,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,36,7.459153652191162,36,0,0.001,,
+1714504683-7471,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. g3 e5 2. c4 Nc6 3. Nc3 Nf6 4. e4 Bc5 5. d3 d6 6. Bg5 Bg4 7. Qc1 O-O 8. Bg2 Nd4 9. h3 Be6 10. Nf3 Nxf3 11. Bxf3 h6 12. Be3 Bxe3 13. fxe3 c5 14. b3 Qa5 15. Qd2 Qa3 16. Nb5 Qa6 17. g4 g5 18. h4 gxh4 19. O-O-O h5 20. Nc7 Qc6 21. Nxe6 fxe6 22. Qg2 d5 23. Rxh4 dxe4 24. gxh5+ Kf7 25. Bxe4 Nxe4 26. Rxe4 Rg8 27. Qf2+ Ke7 28. h6 Rh8 29. Rg4 Rxh6 30. Rf1 Rf8 31. Qxf8+ Kd7 32. Rf7#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,0.1,,1,0,0,0,32,32,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,32,6.197522163391113,32,0,0.001,,
+1714504692-6545,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. g3 Nc6 3. a3 e5 4. c4 dxc4 5. Qc2 Nf6 6. Qxc4 Be6 7. Qc2 Bd6 8. Nc3 O-O 9. e3 e4 10. Nxe4 Nxe4 11. b4 Bf5 12. Nh4 Bg6 13. Nxg6 fxg6 14. Bc4+ Kh8 15. Qxe4 Re8 16. Qd3 Ne5 17. Qb3 Nxc4 18. Qxc4 Qf6 19. Rb1 Re7 20. Rb3 Rae8 21. O-O Qf3 22. Rc3 Re4 23. Qd3 R4e5 24. Qc2 Rh5 25. Rc4 Qf5 26. d4 Qh3 27. f4 Qxh2 28. Qxh2 Rxh2 29. Kxh2 Rxe3 30. Kh3 Rxg3 31. Kxg3 Bxf4 32. Bxf4 g5 33. Bxg5 h6 34. Bxh6 gxh6 35. b5 h5 36. d5 h4 37. Rxh4+ Kg7 38. Kg2 Kg6 39. Rg4+ Kh5 40. Kg3 Kh6 41. Rh4+ Kg6 42. Rg4+ Kh6 43. Rh1#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,0.1,,1,0,0,0,43,43,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,43,8.93191909790039,43,0,0.001,,
+1714504704-3933,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. c4 e5 2. Nf3 Nc6 3. g3 Nf6 4. Nc3 Bc5 5. Na4 d6 6. b3 Bf5 7. Bb2 O-O 8. Nh4 Be4 9. Rg1 Ng4 10. e3 Nxh2 11. Bg2 Bxg2 12. Rxg2 Ng4 13. Qxg4 Nb4 14. Ke2 Nc2 15. Nf5 g6 16. Rc1 Nb4 17. Rf1 Nxa2 18. Ra1 Nb4 19. Nh6+ Kg7 20. Rh1 Nc2 21. Rgh2 Nxa1 22. d4 Nxb3 23. Nxc5 dxc5 24. Bc3 cxd4 25. Bb4 dxe3 26. f4 exf4 27. Ke1 Qd2 28. Bxd2 exd2 29. Ke2 Rfe8 30. Kf2 Re1 31. Nf5+ Kf6 32. Qh4+ Kxf5 33. Qxf4+ Ke6 34. g4 Rd8 35. Rxh7 d1=Q 36. Qxf7+ Ke5 37. Qe7+ Kd4 38. Qxd8+ Kxc4 39. Qxd1 Rxd1 40. Rxc7+ Kb5 41. Rxb7+ Ka6 42. Rhh7 Rd2 43. Kf3 Nc5 44. Rxa7+ Kb6 45. Ra1 Nd3 46. Kg3 Nf2 47. Rf1 Ne4 48. Kf3 Ng5 49. Ke3 Rd5 50. Rf6+ Kc5 51. Ra7 Re5 52. Kd3 Nf3 53. Raa6 Ne1 54. Kc3 Re3 55. Kd2 Re4 56. g5 Nf3 57. Rxf3 Rd4 58. Ke3 Rd5 59. Ra5+ Kc4 60. Rf4+",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,0.1,,1,0,0,5,60,59,False,False,False,True,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,60,12.294373750686646,60,0,0.001,,
+1714504712-1519,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. Nd2 Nc6 3. c3 Nf6 4. Qa4 Bd7 5. Ngf3 Nxd4 6. Qxd4 e6 7. c4 dxc4 8. Qxc4 Bd6 9. e4 O-O 10. e5 Bxe5 11. Ne4 Nxe4 12. Nxe5 Nd6 13. Qg4 f6 14. Nf3 e5 15. Qh4 Nf5 16. Qe4 Bc6 17. Bc4+ Kh8 18. Qxf5 Bxf3 19. Qxf3 Qd4 20. Bb3 Rad8 21. Qc3 Qe4 22. Kf1 Rd1 23. Bxd1 Qd4 24. Bf3 Qxc3 25. bxc3 Rd8 26. Be2 Rd1 27. Bxd1 c5 28. g3 b5 29. Be3 c4 30. Be2 a5 31. h4 b4 32. Kg2 bxc3 33. Bh5 c2 34. Kh2 c3 35. Rhc1 e4 36. Rxc2 f5 37. Bc5 f4 38. Rb1 fxg3 39. Kh3 gxf2 40. Rb8#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,0.1,,1,0,0,0,40,40,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,40,7.971515893936157,40,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_80000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_80000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..30ddde1c74986b762addf256a5359da8eb5fe788
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_80000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714510442-6579,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. c4 dxc4 3. e4 Nf6 4. Bxc4 Nxe4 5. d4 Bg4 6. Bxf7+ Kxf7 7. Nc3 Nxc3 8. Ne5+ Ke8 9. Qb3 Ne4 10. Qf7#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,0.1,,1,0,0,0,10,10,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,10,2.454183578491211,10,0,0.001,,
+1714510450-5193,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bb5 Nf6 4. d3 Bc5 5. a3 O-O 6. Bxc6 dxc6 7. O-O Bg4 8. Nbd2 Bxf3 9. Nxf3 Ng4 10. Qe1 Qf6 11. Qe2 Qh6 12. Bxh6 Nxh6 13. b4 Bd6 14. Rfe1 Ng4 15. h4 Rae8 16. Red1 Re6 17. b5 Rh6 18. Qe1 Re8 19. a4 Ree6 20. g3 Ref6 21. Qe2 Rfg6 22. Kg2 Rf6 23. Qe1 Rfg6 24. Qh1 Rf6 25. Ra2 Rfg6 26. c3 Rf6 27. Re1 Rfg6 28. Raa1 Rf6 29. bxc6 Rfg6 30. Ra2 Rf6 31. c4 Rfg6 32. cxb7 Rf6 33. b8=Q+",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,0.1,,1,0,0,5,33,32,False,False,False,True,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,33,7.732609748840332,33,0,0.001,,
+1714510457-8392,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. e3 Nc6 3. c4 dxc4 4. Bxc4 e5 5. d4 exd4 6. Qb3 Be6 7. O-O dxe3 8. Qxb7 Bxc4 9. Qxc6+ Qd7 10. Qxa8+ Qd8 11. Qe4+ Be7 12. Bxe3 Bxf1 13. Nc3 Ba6 14. Qa4+ Qd7 15. Qxa6 Nf6 16. Ne1 O-O 17. Nf3 Nd5 18. Re1 Nxc3 19. bxc3 Bf6 20. Bd2 Re8 21. Rf1 Qe7 22. h3 Qe2 23. Qxa7 Qxf1 24. Kxf1 Bxc3 25. Bxc3 Re1 26. Kxe1 Kf8 27. Qb8+ Ke7 28. Qxc7+ Ke6 29. Ne5 Kf5 30. Qd7+ Kf4 31. Qxf7+ Ke4 32. Qf3#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,0.1,,1,0,0,0,32,32,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,32,6.985796689987183,32,0,0.001,,
+1714510469-3896,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nc3 Nf6 3. Nf3 Nc6 4. Bc4 Bc5 5. a3 O-O 6. Ba2 d6 7. d3 Bg4 8. h3 Bxf3 9. Qxf3 Nd4 10. Qd1 Qd7 11. Ne2 Nxe2 12. Kxe2 Qb5 13. Kf3 Qc6 14. Kg3 Qd7 15. Qf3 Qe7 16. Re1 Qd7 17. Bg5 Qe7 18. Bxf6 Qxf6 19. Rad1 Qxf3 20. Kxf3 Rae8 21. c3 Re6 22. Rf1 Rf6 23. Kg3 Rg6 24. Kh2 Rf6 25. Kg3 Rg6 26. Kf3 Rf6 27. Ke2 Rg6 28. g3 Rf6 29. h4 Rg6 30. a4 Rf6 31. b4 Rg6 32. bxc5 Rf6 33. Ra1 Rg6 34. Rab1 Rf6 35. a5 Rg6 36. Bc4 Rf6 37. Rh1 Rg6 38. Rhf1 Rf6 39. cxd6 Rg6 40. Rxb7 Rf6 41. Rxc7 Rg6 42. Rb1 Rf6 43. Rxa7 Rg6 44. a6 Rf6 45. Rb4 Rg6 46. d7 Rf6 47. Rc7 Rg6 48. Rb1 Rf6 49. Rb8 Rg6 50. Rxf8+",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,0.1,,1,0,0,5,50,49,False,False,False,True,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,50,11.856351137161255,50,0,0.001,,
+1714510474-2141,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. b3 Nc6 3. Bb2 e5 4. e3 e4 5. Ng1 Nf6 6. a3 Bg4 7. Be2 Bxe2 8. Kxe2 Bc5 9. d3 exd3 10. cxd3 O-O 11. Nf3 Re8 12. Qc2 d4 13. Qxc5 dxe3 14. fxe3 Ng4 15. Nbd2 Rxe3 16. Kf1 Qxd3 17. Kg1 Re2 18. h3 Nf2 19. Qg5 Nxh1 20. Qxg7#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,0.1,,1,0,0,0,20,20,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,20,4.351911306381226,20,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_90000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_90000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2d0948cf5d86f7a3cc19e0dba0d84aee873d895e
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_1_vs_ckpt_90000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714516247-4807,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bb5 Nf6 4. Qe2 Bc5 5. d3 O-O 6. O-O d6 7. Bg5 Bg4 8. Nbd2 Nd4 9. Qe1 Nxc2 10. Qb1 Nxa1 11. b4 Bxb4 12. Bxf6 Qxf6 13. Qxb4 Nc2 14. Qa4 Nd4 15. h3 Bxf3 16. Nb3 Ne2 17. Kh2 Qf4 18. g3 Qh6 19. Bc4 Qh5 20. Qd7 Qg5 21. a4 Qh5 22. Qe7 Qg5 23. Qxg5 h6 24. Qe3 Nxg3 25. fxg3 Bh5 26. Kg1 Rae8 27. Qd2 Re6 28. a5 Rg6 29. g4 Bxg4 30. Kh1 Bxh3 31. Rf5 Bxf5 32. exf5 Rg5 33. Qf2 Rxf5 34. Qg2 Rg5 35. Qxb7 Re8 36. Nd2 Re6 37. Qxc7 Reg6 38. Bxf7+ Kh7 39. Bxg6+ Kxg6 40. Qe7 Rf5 41. Qxd6+ Kg5 42. Ne4+ Kf4 43. Kg1 Rg5 44. Nxg5 Kxg5 45. Qxe5+ Kg6 46. Qe8+ Kh7 47. Kg2 g5 48. Qe4+ Kg7 49. Qb7+ Kg6 50. Qxa7 h5 51. Qb7 h4 52. Qd7 Kh5 53. Kf3 g4 54. Qxg4+ Kh6 55. Kf4 Kh7 56. Ke4 Kh6 57. Kf5 Kh7 58. Ke4 Kh6 59. a6 Kh7 60. Kf5 Kh6 61. Qg6#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,0.1,,1,0,0,0,61,61,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,61,21.312219381332397,61,0,0.001,,
+1714516259-9285,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. h3 Nc6 3. c4 dxc4 4. e4 e5 5. Qc2 Nf6 6. Qxc4 Be6 7. Qa4 Bd7 8. Nc3 Nd4 9. Qc4 Nc2 10. Ke2 Nxa1 11. d4 exd4 12. Nxd4 Be6 13. Qd3 Bb4 14. Bg5 Bxc3 15. bxc3 O-O 16. e5 Nd5 17. Qg3 Qd7 18. Ke1 Nc2 19. Kd2 Nxd4 20. cxd4 Qa4 21. Ke1 Qxa2 22. Bf6 Nxf6 23. exf6 g6 24. Be2 Qa1 25. Bd1 Qxd4 26. Qg5 Qe4 27. Be2 Qb1 28. Bd1 Qe4 29. Kd2 Rad8 30. Kc3 Qc4 31. Kb2 Rxd1 32. Re1 Rxe1 33. Qxg6+ fxg6 34. f7+ Rxf7 35. f4 Re2 36. Kb1 Qc2 37. Ka1 Rf5 38. g4 Rd5 39. f5 Rd1#",0-1,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,0.1,,0,1,0,0,39,39,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,40,11.814690828323364,39,0,0.001,,
+1714516287-5344,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e3 e5 2. c4 Nc6 3. a3 Nf6 4. d3 d5 5. Nd2 dxc4 6. dxc4 Bc5 7. Qc2 O-O 8. Ne2 Bg4 9. b4 Bb6 10. Ng3 a5 11. h3 Be6 12. c5 Ba7 13. Rb1 axb4 14. axb4 b6 15. b5 Na5 16. c6 Qd6 17. Be2 Rfd8 18. Nf3 Bb3 19. Rxb3 Nxb3 20. Qxb3 Qd1 21. Qxd1 Rxd1 22. Kxd1 Rd8 23. Kc2 Nd5 24. Kb3 Nc3 25. Ne4 Nxe4 26. Rf1 Nc5 27. Kc4 Ne4 28. Ba3 Nd2 29. Kb4 Nxf1 30. Nxe5 Nd2 31. f3 Nb1 32. f4 Nxa3 33. Kc3 Nxb5 34. Kb4 Nd6 35. g4 Ne4 36. Bf3 Nf2 37. g5 Nxh3 38. Bg2 Nf2 39. Nd7 Nd3 40. Kb5 Nc5 41. Bd5 Nxd7 42. g6 hxg6 43. f5 gxf5 44. Be4 fxe4 45. Kb4 Ne5 46. Kc3 Nxc6 47. Kc2 Nb4 48. Kb1 Nd3 49. Ka1 Nf2 50. Kb2 Ng4 51. Kc3 Nxe3 52. Kb3 Nd5 53. Kc4 Ne3 54. Kb5 Ng2 55. Ka6 Nf4 56. Kb5 Nd3 57. Kc6 Nb4 58. Kb5 Nd3 59. Ka6 Nf2 60. Kb5 Ng4 61. Ka4 Nf2 62. Kb3 Nd3 63. Kc3 Nf2 64. Kc4 Ng4 65. Kb4 Nf2 66. Kc3 Ng4 67. Kb2 Nf2 68. Kc1 Ng4 69. Kb2 Nf2 70. Ka2 Ng4 71. Kb2 Nf2 72. Kc3 Ng4 73. Kb2 Nf2 74. Kc3 Ng4 75. Kc4 Nf2 76. Kc3 Ng4 77. Kb2",1/2-1/2,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,0.1,,1/2,1/2,0,0,77,77,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,77,27.872833490371704,77,0,0.001,,
+1714516304-8466,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nc3 Nc6 3. Bb5 Nf6 4. Nge2 Bc5 5. h3 O-O 6. O-O d6 7. Bxc6 bxc6 8. d3 Be6 9. Bd2 d5 10. Na4 Bd6 11. b3 dxe4 12. Bg5 exd3 13. cxd3 h6 14. Bh4 g5 15. f4 gxh4 16. Rc1 exf4 17. Nxf4 Bxf4 18. Rxc6 Bd5 19. Rxf6 Qxf6 20. Nc3 Be3 21. Kh1 Qxc3 22. Rf5 Be6 23. Rf3 Bd4 24. Rf1 Rad8 25. Rg1 Bxg1 26. d4 Rxd4 27. Qh5 Rd1 28. Qxd1 Qg3 29. Kxg1 Bxh3 30. Qc2 Re8 31. Qf2 Qxf2 32. Kxf2 Be6 33. Kf1 Bd5 34. b4 Bxa2 35. Kf2 Bc4 36. g3 hxg3 37. Kg1 Re1 38. Kg2 Re3 39. Kg1 Re2 40. b5 Bxb5 41. Kf1 Re3 42. Kg2 Bc6 43. Kg1 Re2 44. Kf1 Re3 45. Kg1 Re2 46. Kf1 Re3 47. Kg1 Re2 48. Kf1 Re3 49. Kg1 Re2 50. Kf1 Re3 51. Kg1",1/2-1/2,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,0.1,,1/2,1/2,0,0,51,51,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,51,17.043102979660034,51,0,0.001,,
+1714516309-5625,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. Nf3 Nc6 3. e3 Nf6 4. c4 dxc4 5. Nc3 Bg4 6. Bd2 Bxf3 7. gxf3 e6 8. Bxc4 Bb4 9. Rg1 Bxc3 10. Bxc3 O-O 11. e4 e5 12. d5 Ne7 13. Qb3 c6 14. dxc6 bxc6 15. Bxe5 Nd7 16. Bxg7 Re8 17. Bxf7#",1-0,Stockfish 1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,0.1,,1,0,0,0,17,17,False,False,False,False,Stockfish 1 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,17,5.626292943954468,17,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_100000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_100000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1909a178319f4a8446b5e20e5bce17f870c34fe2
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_100000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714522290-1515,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bb5 Nf6 4. Nc3 Bc5 5. O-O O-O 6. Nxe5 Nxe5 7. d4 Bxd4 8. Qxd4 Nc6 9. Qd3 Nb4 10. Qd2 c6 11. Ba4 b5 12. a3 Na6 13. e5 Ng4 14. Qf4 d5 15. h3 Nh6 16. Bb3 Nc5 17. a4 b4 18. Ne2 Ne6 19. Qxb4 Ba6 20. Bxh6 gxh6 21. Qd2 Qg5 22. Rfd1 Qxe5 23. Re1 Qxb2 24. Rab1 Qe5 25. c4 dxc4 26. Bc2 c3 27. Qxh6 Ng7 28. Bxh7+ Kh8 29. Bf5+ Kg8 30. Qh7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,0.1,,1,0,0,0,30,30,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,30,9.238651514053345,30,0,0.001,,
+1714522308-3380,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. c4 dxc4 3. Nc3 Nc6 4. e3 e5 5. Bxc4 exd4 6. exd4 Nxd4 7. Nf3 Nxf3 8. gxf3 Qxd1 9. Nxd1 Bb4 10. Ke2 Nf6 11. Bg5 O-O 12. Bxf6 gxf6 13. Rc1 Re8 14. Kd3 Bf5 15. Kd4 Rad8 16. Bd5 c6 17. Ne3 cxd5 18. Nxf5 Re5 19. Ng3 Rde8 20. Kd3 Re2 21. Nxe2 Rxe2 22. Rhg1+ Kf8 23. Rc8+ Ke7 24. Rc7+ Kd6 25. Kxe2 Kxc7 26. Rg7 Kd6 27. Rxf7 Ke5 28. Rxh7 Kf4 29. Rd7 Ke5 30. Rxb7 Kd4 31. Rh7 Kc4 32. a3 Bc5 33. Rb7 d4 34. Rc7 d3 35. Ke1 Kd4 36. Rd7+ Kc4 37. Rb7 Kd4 38. Kd1 Kc4 39. h4 Kd4 40. h5 Kc4 41. a4 Kd4 42. Rd7+ Kc4 43. h6 Kb4 44. h7 Kxa4 45. Kd2 Kb3 46. Rd8 Kxb2 47. f4 a5 48. f5 a4 49. Ra8 a3 50. Rb8+ Ka2 51. h8=Q Ka1 52. f4 a2 53. Qh1+",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,0.1,,1,0,0,5,53,52,False,False,False,True,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,53,18.56325674057007,53,0,0.001,,
+1714522315-6570,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. c4 e5 2. b3 Nc6 3. Nc3 Nf6 4. Bb2 Bc5 5. e3 d6 6. a3 Bf5 7. b4 Bb6 8. Nge2 O-O 9. Rc1 Ne4 10. Nxe4 Bxe4 11. Ng3 Bg6 12. h3 Qf6 13. Ba1 Rae8 14. Qb3 a5 15. Be2 axb4 16. Bb2 bxa3 17. Qxa3 Bc5 18. Qa4 Ra8 19. Qb5 Ra5 20. Qxb7 Rb8 21. Qxc6 Rxb2 22. Qe8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,0.1,,1,0,0,0,22,22,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,22,7.263670921325684,22,0,0.001,,
+1714522320-2789,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. d4 Nc6 3. c4 dxc4 4. d5 Nb4 5. Qa4+ Bd7 6. Qxb4 e6 7. Qa5 exd5 8. e4 dxe4 9. Ng5 b6 10. Qd2 Be7 11. Qd5 Bxg5 12. Bxc4 Bxc1 13. Qxf7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,0.1,,1,0,0,0,13,13,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,13,3.9949424266815186,13,0,0.001,,
+1714522332-7390,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Bc4 Nf6 3. d3 Nc6 4. a3 Bc5 5. Nf3 d6 6. b4 Bb6 7. a4 a6 8. a5 Ba7 9. Bd2 Bg4 10. h3 Bh5 11. Bg5 h6 12. Bxf6 Qxf6 13. c3 O-O 14. g4 Bg6 15. Ba2 Rad8 16. h4 h5 17. Rg1 hxg4 18. Rxg4 Bh5 19. Rg3 Bxf3 20. Qxf3 Qxh4 21. Rg4 Qh1 22. Qxh1 Ne7 23. Nd2 Ng6 24. Rg3 Nf4 25. Bc4 c6 26. Kd1 d5 27. Bxd5 cxd5 28. Rb1 dxe4 29. Nxe4 Rxd3 30. Rxd3 Nxd3 31. Nf6+ gxf6 32. Qg2+ Kh8 33. Kc2 Nf4 34. Rh1+ Nh5 35. Rxh5#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,0.1,,1,0,0,0,35,35,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,35,11.991939306259155,35,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_10000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_10000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..16138a8e29289fe20d6439148bb6c198ccc653ae
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_10000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714466780-6762,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. e3 Nc6 3. c4 dxc4 4. Nf3 Nf6 5. Bxc4 e6 6. O-O Bb4 7. Qe2 O-O 8. b3 Ne4 9. Rd1 Nc3 10. Nxc3 Bxc3 11. Bb2 Bxb2 12. Qxb2 Nb4 13. e4 Nc6 14. Rac1 Nb4 15. h4 Nxa2 16. Qxa2 c6 17. b4 b5 18. Bd3 a6 19. Ne1 Qxd4 20. Bxb5 Qxe4 21. Bc4 Qxh4 22. Qa5 Qxc4 23. Rxc4 Bb7 24. f3 Rfd8 25. Qxd8+ Rxd8 26. Rxd8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,0.1,,1,0,0,0,26,26,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,26,9.959013938903809,26,0,0.001,,
+1714466788-3025,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. c4 e5 2. d3 Nc6 3. g3 Nf6 4. Nf3 Bc5 5. a3 Ng4 6. e3 d6 7. Bg2 O-O 8. h3 Nf6 9. b3 Bf5 10. Bb2 e4 11. Nfd2 exd3 12. b4 Bb6 13. Nc3 Ne5 14. Bxb7 Rb8 15. Bg2 Nxc4 16. Nxc4 Be4 17. Kf1 Bxg2 18. Kxg2 Ne4 19. Nxe4 Qe7 20. Nc3 Rbe8 21. Qxd3 Qe5 22. Raf1 Qxc3 23. Qxc3 Bxe3 24. Qxg7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,0.1,,1,0,0,0,24,24,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,24,7.960988998413086,24,0,0.001,,
+1714466794-6077,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nc3 Nc6 3. Nf3 Nf6 4. Bc4 Bc5 5. O-O O-O 6. d3 d6 7. a4 Bg4 8. Ne2 Nd4 9. Ng3 Nxf3 10. gxf3 Bh3 11. Re1 Nh5 12. d4 exd4 13. Nxh5 Qg5 14. Bxg5",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,0.1,,1,0,0,5,14,13,False,False,False,True,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,14,5.069919586181641,14,0,0.001,,
+1714466806-4264,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. Nf3 Nc6 3. Bf4 Nf6 4. a3 Bg4 5. Ne5 Nxe5 6. dxe5 Ne4 7. f3 Bf5 8. fxe4 Bxe4 9. e3 e6 10. Nc3 Bc5 11. Nxe4 dxe4 12. c3 O-O 13. Qh5 g6 14. Qg4 f5 15. exf6 Rxf6 16. Bc4 Rxf4 17. Qxf4 Qd6 18. Qxd6 Bxd6 19. O-O-O Rf8 20. Be2 Rf2 21. Bc4 Rxg2 22. Bf1 Rf2 23. h4 Rf5 24. Kb1 Rxe5 25. Bc4",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,0.1,,1,0,0,5,25,24,False,False,False,True,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,25,12.197430849075317,25,0,0.001,,
+1714466816-2031,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. e3 Nc6 3. Bd2 Nf6 4. Bb5 Bg4 5. Qc1 a6 6. Be2 Bxe2 7. Nxe2 e6 8. f3 Bb4 9. Bxb4 Nxb4 10. h3 Nc6 11. Qd2 O-O 12. g4 h6 13. Nbc3 b5 14. b3 b4 15. Na4 Na5 16. O-O-O Nc6 17. g5 hxg5 18. Kb1 Nh5 19. h4 gxh4 20. Rdg1 Ng3 21. Rh2 Nxe2 22. Qxe2 Qg5 23. Rxg5 f6 24. Rg1 g5 25. Qd1 Rf7 26. f4 Rg7 27. fxg5 fxg5 28. Ka1",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,0.1,,1,0,0,5,28,27,False,False,False,True,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,28,9.759642124176025,28,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_110000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_110000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a76c871239602536bd23e7c063d5cf8c0ddcf936
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_110000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714528181-2824,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nc3 e5 2. e3 Nc6 3. Bc4 Nf6 4. d4 exd4 5. exd4 d5 6. Bb3 Bb4 7. Ne2 Bxc3 8. Nxc3 Bg4 9. Ne2 Bxe2 10. Kxe2 Qe7 11. Kf1 O-O-O 12. Bg5 h6 13. Bxf6 Qxf6 14. c3 Rhe8 15. g3 Re7 16. Rg1 Rde8 17. Rg2 Re1 18. Qxe1 Rxe1 19. Rxe1 Na5 20. f4 Nxb3 21. Rge2 Na5 22. c4 dxc4 23. b4 Nc6 24. f5 Qxf5 25. Kg1 Qd3 26. b5 Qxe2 27. Rxe2 Nxd4 28. Re7 Nxb5 29. a4 Nd6 30. Kf2 c3 31. Re2 Nc4 32. Ke1 Na3 33. Re7 c2 34. Kd2 c1=Q 35. Kxc1 Nc4 36. Rxf7 Ne5 37. Re7 Nf3 38. h4 Nd4 39. g4 Nc6 40. Rf7 Ne5 41. Rxg7 Nf3 42. Rh7 Nxh4 43. Rxh6 Nf3 44. Rh3 Ng5 45. Rh6 Nf7 46. Rh7 Ng5 47. Rg7 Ne6 48. Rf7 Nd8 49. Rf6 Nc6 50. Kd2 Ne5 51. Rf8+ Kd7 52. Rg8 Nf7 53. Ke3 Nh6 54. Rg7+ Ke6 55. Rg6+ Kf7 56. Rxh6 Kg7 57. Rh5 Kg6 58. Rb5 Kf6 59. Rxb7 Ke5 60. Rxa7 Kd5 61. Kf4 Kc6 62. a5 Kb5 63. Rxc7 Kxa5 64. Rb7 Ka6 65. Rh7 Kb5 66. g5 Kc5 67. g6 Kd6 68. Rb7 Ke6 69. Rf7 Kd6 70. g7 Ke6 71. Rf5 Ke7 72. g8=Q Kd6 73. Ke4 Kc6 74. Kf4 Kd6 75. Qg7 Ke6 76. Qg5 Kd6 77. Qg6+ Ke7 78. Rf7+ Ke8 79. Ra7+ Kf8 80. Rf7+ Ke8 81. Rh7+ Kf8 82. Rh2",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,0.1,,1,0,0,5,82,81,False,False,False,True,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,82,24.195712089538574,82,0,0.001,,
+1714528187-4506,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. c4 dxc4 3. e3 Nc6 4. Bxc4 Nf6 5. Nc3 e5 6. d5 Nb4 7. e4 Bg4 8. Nf3 Bxf3 9. Qa4+ c6 10. dxc6 Nxc6 11. gxf3 Bb4 12. Be3 Bxc3 13. bxc3 O-O 14. Qb3 Na5 15. Qb4 Nxc4 16. Qxc4 Rc8 17. Qa4 Rxc3 18. O-O Rc7 19. Qb5 Re8 20. Rfc1 Rxc1 21. Rxc1 Qd7 22. Rc5 Qxb5 23. Rxb5 Rd8 24. Rxb7 Rd1 25. Kg2 Ra1 26. Rb8+ Ne8 27. Rxe8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,0.1,,1,0,0,0,27,27,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,27,6.49655818939209,27,0,0.001,,
+1714528193-4771,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e3 e5 2. c4 Nc6 3. d4 exd4 4. exd4 Nf6 5. Nc3 Bb4 6. Nf3 Bxc3 7. bxc3 O-O 8. a4 Re8 9. Be2 d5 10. cxd5 Nxd5 11. Qc2 Bg4 12. h4 Bxf3 13. gxf3 Qf6 14. Qd3 Nf4 15. Bxf4 Qxf4 16. Kf1 Rad8 17. Kg2 Nxd4 18. Bd1 Nxf3 19. Qxf3 Qxf3 20. Bxf3 Rd3 21. Rad1 Rxd1 22. Bxd1 Rd8 23. Re1 Rd2 24. Re8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,0.1,,1,0,0,0,24,24,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,24,6.104797601699829,24,0,0.001,,
+1714528202-4153,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. c4 dxc4 3. Nf3 Nc6 4. e4 Nf6 5. Bxc4 Nxe4 6. Nc3 Nxc3 7. bxc3 e6 8. O-O Bd6 9. Re1 O-O 10. Qd3 Re8 11. Ng5 g6 12. Qh3 h5 13. g4 e5 14. Nxf7 Qf6 15. Nxd6+ Kf8 16. Nxe8 Kxe8 17. Re3 Bxg4 18. Qg2 Rd8 19. Bd2 Na5 20. Bb5+ c6 21. Be2 Bxe2 22. c4 Nxc4 23. Rxe2 Nxd2 24. Rxd2 exd4 25. Rd3 c5 26. Qxb7 c4 27. Rg3 d3 28. Re1+ Kf8 29. Rf3 Qxf3 30. Qxf3+ Kg7 31. Re7+ Kh6 32. Qe3+ g5 33. Qe5 d2 34. Qe6#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,0.1,,1,0,0,0,34,34,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,34,8.09299087524414,34,0,0.001,,
+1714528213-9285,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. d4 exd4 4. Nxd4 Nxd4 5. Qxd4 Nf6 6. e5 Nh5 7. Be2 g6 8. O-O Bg7 9. g4 Nf4 10. Bxf4 O-O 11. f3 d6 12. Nc3 dxe5 13. Qxd8 Rxd8 14. Bg5 Rd2 15. Bxd2 Be6 16. Rae1 Rd8 17. Be3 b6 18. Rf2 c5 19. a3 a5 20. a4 Rd6 21. Ne4 Rd7 22. Nd2 Rd6 23. h4 Rd7 24. Bb5 Rd6 25. g5 Rd7 26. c3 Rd6 27. h5 gxh5 28. Bf1 Rd7 29. Nc4 Rd6 30. Be2 Rd7 31. Nxb6 Rd6 32. Nc4 Rd7 33. Na3 Rd6 34. Nc4 Rd7 35. Nd2 Rd6 36. Bb5 Rd7 37. f4 Rd6 38. Nf1 Rd7 39. Rfe2 Rd6 40. Ng3 Rd7 41. f5 Rd6 42. fxe6 Rd7 43. exd7 Kf8 44. d8=Q#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,0.1,,1,0,0,0,44,44,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,44,11.380287885665894,44,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_120000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_120000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ed67deb839c60cc14833e54be569b87d03ecd5ce
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_120000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714534025-6325,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. Bf4 Nc6 3. Nf3 Nf6 4. e3 Bf5 5. Bd3 Bxd3 6. cxd3 e6 7. Nc3 Bb4 8. Ne5 Nxe5 9. Bxe5 Bxc3 10. bxc3 O-O 11. Qb3 b6 12. O-O Ng4 13. c4 Nxe5 14. dxe5 dxc4 15. dxc4 Qd2 16. a3 Rad8 17. Qb5 Qc3 18. Rfc1 Qd2 19. Rf1 Rd3 20. a4 Rfd8 21. a5 R8d5 22. Qe8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,0.1,,1,0,0,0,22,22,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,22,6.627565860748291,22,0,0.001,,
+1714534030-9207,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. Nf3 Nc6 3. c4 dxc4 4. Nc3 Nf6 5. e4 e6 6. e5 Nd5 7. Bxc4 Nxc3 8. bxc3 Be7 9. Bd3 O-O 10. h4 h6 11. Bb1 Bd7 12. Qd3 g6 13. a4 Bxh4 14. Nxh4 Qxh4 15. Rxh4 g5 16. Qh7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,0.1,,1,0,0,0,16,16,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,16,5.534279823303223,16,0,0.001,,
+1714534037-3168,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. c4 e5 2. a3 Nf6 3. d3 Bc5 4. b4 Bd4 5. Ra2 Ng4 6. e3 Bc3 7. Nxc3 Qf6 8. Nf3 d6 9. Bb2 Be6 10. h4 Nc6 11. Bc1 O-O-O 12. Rd2 d5 13. cxd5 Bxd5 14. Nxd5 Rxd5 15. Ng5 Qxf2 16. Rxf2 Nxf2 17. Kxf2 Rhd8 18. Kg3 Rxd3 19. Qg4+ Kb8 20. Nxf7 R8d7 21. Qxg7 Rxf7 22. Qxf7 Rd1 23. h5 Rxc1 24. Qf8+ Nd8 25. Qxd8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,0.1,,1,0,0,0,25,25,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,25,7.117264270782471,25,0,0.001,,
+1714534043-6547,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. c4 e5 2. d3 Nf6 3. Nc3 Bc5 4. Nf3 Ng4 5. e3 Nc6 6. d4 exd4 7. h3 Nge5 8. Nxd4 Nxd4 9. exd4 Bxd4 10. Qxd4 Nc6 11. Qxg7 Rf8 12. Bh6 Qe7 13. Kd2 Nb4 14. a3 Nc6 15. Re1 Qxe1 16. Kxe1 d6 17. Qxf8+ Kd7 18. Nd5 Nd4 19. Qe7+ Kc6 20. Qxc7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,0.1,,1,0,0,0,20,20,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,20,5.310060024261475,20,0,0.001,,
+1714534058-9815,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. g3 Nc6 3. Nf3 Nf6 4. Bg2 Bg4 5. Ne5 Nxe5 6. dxe5 Ne4 7. Qd4 e6 8. f3 Bc5 9. Qa4+ c6 10. fxe4 dxe4 11. Bxe4 O-O 12. Rf1 Qd4 13. Qxd4 Bxd4 14. Rf4 Bxe5 15. Bxh7+ Kxh7 16. Rxg4 Rad8 17. Rh4+ Kg8 18. e3 Bf6 19. Rh5 g6 20. Ra5 Rd5 21. Rxd5 cxd5 22. c3 Rd8 23. Nd2 d4 24. Ne4 Be5 25. cxd4 Bxd4 26. Nf2 Bxe3 27. Bxe3 Rd3 28. Bg5 Rd5 29. Be3 Re5 30. Ng4 Re4 31. Nf6+ Kg7 32. Nxe4 f5 33. Nc3 Kf6 34. Rd1 g5 35. a3 f4 36. Bg1 fxg3 37. h4 gxh4 38. Ne2 g2 39. Rc1 h3 40. Kd2 h2 41. Bxh2 g1=Q 42. Be5+ Kxe5 43. Nxg1 Kf4 44. Ne2+ Kf3 45. Rf1+ Kg2 46. Ke1 e5 47. Rf6 e4 48. Rg6+ Kf3 49. Rg3#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,0.1,,1,0,0,0,49,49,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,49,14.99715542793274,49,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_20000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_20000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..30c6536cf488eae19ffbe3d51768c7111e837c7e
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_20000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714472887-6192,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. Nf3 Nc6 3. c4 dxc4 4. e4 Nf6 5. Bxc4 Nxe4 6. Qe2 Nf6 7. Nc3 Bg4 8. Ne5 Nxd4 9. Bxf7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,0.1,,1,0,0,0,9,9,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,9,2.9944145679473877,9,0,0.001,,
+1714472901-5691,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e3 e5 2. Nf3 Nc6 3. d4 exd4 4. exd4 d5 5. Bb5 Bd7 6. Nc3 Nf6 7. O-O Bd6 8. Bxc6 Bxc6 9. Bg5 O-O 10. Ne5 Bxe5 11. dxe5 Ne4 12. Bxd8 Rfxd8 13. h3 Nxc3 14. Qg4 Ne2 15. Kh1 Nd4 16. a3 Nxc2 17. Rac1 Nd4 18. Qxd4 Bb5 19. Rg1 Be2 20. Qd2 Bc4 21. g3 Bb5 22. e6 fxe6 23. f3 Rf8 24. Qg2 Rxf3 25. Qxf3 Bc4 26. Rxc4 dxc4 27. Re1 Rf8 28. Qxb7 Rf3 29. Rg1 Rf2 30. Qc8+ Kf7 31. Ra1 Rxb2 32. Re1 Rb3 33. Qxe6+ Kf8 34. Qf5+ Kg8 35. Qc8+ Kf7 36. Qd7+ Kf6 37. Re6+ Kf5 38. Re1+ Kf6 39. Qe7+ Kf5 40. Qf7+ Kg5 41. Re5+ Kh6 42. Qh5#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,0.1,,1,0,0,0,42,42,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,42,14.554624319076538,42,0,0.001,,
+1714472911-6311,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bb5 Nf6 4. Nc3 Bc5 5. O-O O-O 6. Re1 d6 7. d3 Bg4 8. h3 Bh5 9. g4 Bg6 10. Na4 Bb4 11. c3 Ba5 12. b4 Bb6 13. Qe2 a6 14. Nxb6 cxb6 15. Bc4 b5 16. Bb3 a5 17. Bg5 axb4 18. cxb4 Nxb4 19. Qd2 Nc6 20. Qe3 Nd4 21. Nxd4 exd4 22. Qg3 h6 23. Bc1 Re8 24. Rb1 Ra3 25. Bxf7+ Bxf7 26. Bxa3 d5 27. e5 Nd7 28. f4 Nc5 29. g5 Nxd3 30. gxh6 Nxe1 31. Qxg7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,0.1,,1,0,0,0,31,31,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,31,9.151312828063965,31,0,0.001,,
+1714472915-5765,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. c4 dxc4 3. e3 Nc6 4. d5 Ne5 5. Nf3 Nxf3 6. Qxf3 Nf6 7. Bxc4 Bg4 8. Bb5+ c6 9. dxc6 bxc6 10. Bxc6+ Bd7 11. Bxa8 Qxa8 12. Qxa8+ Bc8 13. Qxc8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,0.1,,1,0,0,0,13,13,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,13,3.871779203414917,13,0,0.001,,
+1714472937-1709,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. c4 e5 2. g3 Nf6 3. Bg2 Nc6 4. d3 Bc5 5. Nf3 Ng4 6. O-O Nxf2 7. Rxf2 Bxf2 8. Kxf2 O-O 9. a4 d6 10. Kg1 Bg4 11. h3 Bxf3 12. exf3 Qf6 13. a5 Nd4 14. Be3 Nf5 15. Bf2 Rae8 16. Kh2 Nd4 17. Kg1 Nf5 18. Kh2 Ne3 19. Bxe3 Qg6 20. Nc3 Qxg3 21. Kh1 Qh4 22. Nd5 Re6 23. Qd2 Rg6 24. Bg1 Rxg2 25. Kxg2 Qg5 26. Qxg5 f6 27. Qh5 g6 28. Ne7+ Kg7 29. Qg4 Rf7 30. Be3 Rxe7 31. Qg3 Re6 32. a6 Re8 33. Qf2 Re6 34. h4 Re7 35. c5 Re6 36. Rg1 Re7 37. Kh2 Re6 38. Kg2 Re7 39. f4 Re6 40. f5 Re7 41. axb7 Re8 42. Rf1 Re7 43. cxd6 Re8 44. d7 Re7 45. b8=N Re8 46. Bh6+ Kf7 47. fxg6+ Kxg6 48. Qf5+ Kxh6 49. dxe8=B Kg7 50. Qxf6+ Kg8 51. Qg5+ Kh8 52. Qf5 h6 53. Qg6 h5 54. Qf6+ Kh7 55. Qg6+ Kh8 56. Kh2 a5 57. Qh6+ Kg8 58. Qg6+ Kh8 59. Rf8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,0.1,,1,0,0,0,59,59,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,59,22.368545055389404,59,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_30000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_30000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2f5e416f726c56970c5f854ec343a3c8948a9c55
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_30000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714479032-9170,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bb5 Nf6 4. d3 Bc5 5. Bxc6 dxc6 6. b3 Bg4 7. h3 Bxf3 8. Qxf3 O-O 9. Ba3 Bxa3 10. Nxa3 Qd4 11. Rb1 Qc3 12. Ke2 Qd4 13. Rhc1 Rad8 14. Nc4 b5 15. Na5 c5 16. b4 cxb4 17. Qe3 Qxe3 18. Kxe3 b3 19. a4 bxa4 20. Nc6 Rd6 21. Nxe5 Re6 22. d4 Nd7 23. Nxd7 Rd8 24. Ne5 Rde8 25. cxb3 axb3 26. g4 Rb6 27. g5 b2 28. Rc5 Rb3 29. Kd2 Rxh3 30. Rxb2 Rh2 31. Kc3 Rxf2 32. Rb1 Rf3 33. Nxf3 Rxe4 34. Rb8+ Re8 35. Rxe8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,0.1,,1,0,0,0,35,35,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,35,12.738888502120972,35,0,0.001,,
+1714479040-6629,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Nc3 Nf6 4. Bb5 Bc5 5. Bxc6 dxc6 6. a4 O-O 7. O-O Bg4 8. d3 Bxf3 9. Qxf3 Bd4 10. h3 Bxc3 11. bxc3 c5 12. Qf5 Qd6 13. Be3 b6 14. c4 a5 15. Rae1 Rae8 16. Bc1 Qd4 17. Re3 Qc3 18. Rg3 Qxc2 19. Qxf6 Qxd3 20. Rxg7+ Kh8 21. Rg6#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,0.1,,1,0,0,0,21,21,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,21,7.594932556152344,21,0,0.001,,
+1714479051-3772,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. d4 exd4 3. Ne2 Nc6 4. Nxd4 Nxd4 5. Qxd4 Nf6 6. Bf4 d6 7. f3 Be7 8. Nc3 O-O 9. g4 h6 10. O-O-O c5 11. Qf2 Be6 12. Kb1 a6 13. Qg2 b5 14. e5 dxe5 15. g5 hxg5 16. Rxd8 Raxd8 17. Bc1 Bd6 18. Be2 b4 19. Nd1 a5 20. c4 a4 21. Ne3 a3 22. Rd1 axb2 23. Kxb2 Rb8 24. Qg3 b3 25. a3 Ra8 26. Rxd6 Rab8 27. Qxe5 Rfd8 28. Rxe6 fxe6 29. Qxe6+ Kh7 30. Ng4 Re8 31. Nxf6+ gxf6 32. Qf7+ Kh8 33. Bd3 Rf8 34. Qh7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,0.1,,1,0,0,0,34,34,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,34,11.086279153823853,34,0,0.001,,
+1714479061-7154,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Bc4 Nf6 3. Qe2 Nc6 4. Bb3 Bc5 5. Nf3 O-O 6. O-O d6 7. c3 Bg4 8. h3 Bxf3 9. Qxf3 d5 10. exd5 Nxd5 11. Qxd5 Qxd5 12. Bxd5 Rad8 13. Bc4 Rfe8 14. d3 e4 15. d4 Bb6 16. Be2 Nxd4 17. cxd4 Bxd4 18. Na3 Bxb2 19. Bxb2 Rd2 20. Bb5 Red8 21. Nc4 R2d3 22. Ne3 Rd2 23. Bc4 Rxb2 24. a4 Rdd2 25. h4 Rxf2 26. a5 Rxf1 27. Kxf1 Rb4 28. Kg1 Rxc4 29. Rb1 Rc3 30. Rxb7 Rxe3 31. Rb8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,0.1,,1,0,0,0,31,31,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,31,9.949122905731201,31,0,0.001,,
+1714479071-9477,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. c4 e5 2. e3 Nf6 3. Nc3 Bc5 4. d4 exd4 5. exd4 Bb4 6. Nf3 O-O 7. Be3 Re8 8. Qc2 Nc6 9. Be2 d5 10. c5 Bg4 11. O-O Bxf3 12. gxf3 Nxd4 13. Bxd4 Qd7 14. Rfd1 Qh3 15. Bxf6 gxf6 16. Nxd5 Re5 17. Nxf6+ Kg7 18. Ng4 Rg5 19. Kh1 Rxg4 20. fxg4 Qxg4 21. Bxg4 Re8 22. a3 Bxc5 23. Rg1 Bxf2 24. Qxf2 Re4 25. Be6+ Kf8 26. Qc5+ Ke8 27. Rg8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,0.1,,1,0,0,0,27,27,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,27,9.812849283218384,27,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_40000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_40000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9ce9e9eef68452015fbfde0e812fc82d0fc5b938
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_40000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714485779-7359,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. c4 dxc4 3. Nf3 Nc6 4. e4 Nf6 5. Nc3 Bg4 6. e5 Nd5 7. Bxc4 Nxc3 8. Bxf7+ Kxf7 9. Qb3+ Nd5 10. Qxb7 Nxd4 11. Nxd4 e6 12. a3 Bc5 13. Nb5 Rb8 14. Qc6 Bb6 15. O-O Re8 16. Qc4 Kg8 17. Qxg4 Ne7 18. Bg5 Qd5 19. a4 Ng6 20. Nc3 Qxe5 21. Rae1 Qf5 22. h3 Qxg4 23. hxg4 Rf8 24. g3 Rf3 25. Ne2 Rbf8 26. Bf4 Nxf4 27. Nxf4 R3xf4 28. gxf4 Rxf4 29. Kh2 Rxg4 30. a5 Bxa5 31. Re5 Bb6 32. Rxe6 Rh4 33. Kg2 Rg4 34. Kh2 Rh4 35. Kg3 Rh6 36. Rfe1 Rxe6 37. Rxe6 Kf7 38. Re1 Kf6 39. Re2 Kf5 40. Re1 Kg5 41. f4+ Kf5 42. Re8 Kf6 43. b3 Kf7 44. Re5 Kf6 45. Rb5 Ke6 46. Kf3 Kd6 47. Re5 Kc6 48. Ke4 Kd6 49. Rd5+ Kc6 50. Rh5 Kd6 51. Rh4 Ke6 52. Rxh7 Kf6 53. Rh3 Kg6 54. Rd3 Kf6 55. Rd7 Ke6 56. Rxg7 Kf6 57. Rg3 Ke6 58. Rg5 Kf6 59. Rg3 Ke6 60. Rg7 Kf6 61. Rg4 Ke6 62. Rg2 Kf6 63. Rc2 Ke6 64. f5+ Kf6 65. Rc3 Kg5 66. Rg3+ Kf6 67. Rc3 Kg5 68. Rc6 Kg4 69. Rg6+ Kh5 70. Rg7 Kh6 71. f6 Kh5 72. Rg3 Kh6 73. f7 Kh7 74. Ke5 Kh8 75. f8=Q+ Kh7 76. Rh3+ Kg6 77. Qf5+ Kg7 78. Qf6+ Kg8 79. Qg5+ Kf7 80. Rh7+ Ke8 81. Qh5+ Kd8 82. Rh8+ Kd7 83. Qf7+ Kc6 84. Qd5#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,0.1,,1,0,0,0,84,84,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,84,37.279977798461914,84,0,0.001,,
+1714485801-3925,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. d4 Nc6 3. c4 dxc4 4. Nc3 Nf6 5. d5 Nb4 6. e4 e6 7. Bg5 exd5 8. exd5 Be7 9. Bxf6 Bxf6 10. Qa4+ Bd7 11. Qxb4 Qe7 12. Qxe7+ Bxe7 13. Be2 O-O 14. a4 Bb4 15. O-O Bxc3 16. bxc3 Bg4 17. h3 Bxf3 18. gxf3 Rfe8 19. Bxc4 Re5 20. Rfb1 Rg5 21. Kh2 Re8 22. Bf1 Rxd5 23. a5 Rde5 24. f4 Re1 25. a6 bxa6 26. Rxe1 Rxe1 27. Rxe1 Kf8 28. Bc4 f6 29. f5 g6 30. Kh1 gxf5 31. Bxa6 Kf7 32. Bc4+ Kg6 33. Bb5 Kg5 34. Bd7 Kf4 35. Bc6 Kg5 36. Ra1 Kf4 37. Rxa7 Kg5 38. Rxc7 Kf4 39. Ra7 Kg5 40. Ra1 Kf4 41. c4 Kg5 42. c5 Kf4 43. Rd1 Kg5 44. Bd5 Kf4 45. Ba8 Kg5 46. c6 Kf4 47. c7 Kg5 48. Rg1+ Kf4 49. c8=Q Ke5 50. Rg7 Kf4 51. Qc7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,0.1,,1,0,0,0,51,51,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,51,22.59470772743225,51,0,0.001,,
+1714485810-2249,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. Nf3 Nc6 3. e3 Nf6 4. c4 dxc4 5. Bd2 Bg4 6. Bxc4 Bxf3 7. gxf3 e6 8. f4 Bb4 9. Rg1 Bxd2 10. Kxd2 O-O 11. Ke2 Ne4 12. Qd3 Nf6 13. Nd2 Nb4 14. Qb3 Nbd5 15. Bd3 Nb6 16. Nf3 Nbd5 17. Ne5 Nb6 18. Rg5 Nbd5 19. Rc1 Nb6 20. Rcg1 Nbd7 21. Rxg7+ Kh8 22. Qb5 Nxe5 23. dxe5 Nd5 24. Rxh7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,0.1,,1,0,0,0,24,24,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,24,8.784581899642944,24,0,0.001,,
+1714485819-5285,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Bc4 Nf6 3. d4 Nxe4 4. dxe5 Bc5 5. Bxf7+ Kxf7 6. Qf3+ Ke8 7. Qxe4 d5 8. exd6+ Kf8 9. Qf4+ Ke8 10. Qe5+ Kf8 11. Bh6 gxh6 12. Qxh8+ Kf7 13. Qxd8 Bxd6 14. Nc3 Be6 15. O-O-O Nc6 16. Qxa8 Nb4 17. Nge2 Nxa2 18. Nxa2 Bxa2 19. Qxb7 Be5 20. Rd7+ Ke6 21. Qc8 Bd6 22. Nd4+ Kd5 23. Qxc7",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,0.1,,1,0,0,5,23,22,False,False,False,True,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,23,8.775164365768433,23,0,0.001,,
+1714485832-6418,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. e3 Nc6 3. Bd2 Nf6 4. Nf3 Bg4 5. Bb5 Bxf3 6. Qxf3 e6 7. Qe2 Bb4 8. Bxb4 Ne4 9. c3 Qf6 10. a3 O-O-O 11. Bd3 Nxb4 12. axb4 Rhe8 13. O-O e5 14. Na3 exd4 15. Nb5 dxe3 16. Qxe3 Nd6 17. Qh3+ Kb8 18. Nxd6 cxd6 19. Rfd1 Re5 20. Rf1 Rde8 21. Qg3 Re1 22. Rfxe1 Rxe1 23. Rxe1 Qd8 24. Qxg7 Qc7 25. Re8+ Qc8 26. Qf8 Qxe8 27. Qxe8+ Kc7 28. Qe7+ Kc6 29. b5+ Kc5 30. Qe3+",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,0.1,,1,0,0,5,30,29,False,False,False,True,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,30,13.25025725364685,30,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_50000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_50000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..05628ae950f23b9796b5cc59eceb16aac907dc04
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_50000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714492920-9262,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. g3 Nc6 3. Bg2 e5 4. d4 e4 5. Nfd2 Nf6 6. c4 Be6 7. cxd5 Bxd5 8. Nf1 Bb4 9. Bd2 Bxd2 10. Qxd2 O-O 11. Nc3 Bc4 12. Ne3 Nxd4 13. Rd1 Bxe2 14. Nxe2 Nxe2 15. Qb4 Qe7 16. Qxe7 Rfe8 17. Qb4 Rad8 18. Qa4 Rxd1 19. Kxe2 Rxh1 20. Qc2 Rxh2 21. Kf1 Rh5 22. a4 Ra5 23. Bh3 Rd8 24. Qxc7 Rd1 25. Nxd1 Rxa4 26. Qc8+ Ne8 27. Qxe8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,0.1,,1,0,0,0,27,27,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,27,8.26142954826355,27,0,0.001,,
+1714492931-7347,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. e3 Nc6 3. d4 Nf6 4. c4 dxc4 5. a3 Bg4 6. h3 Bxf3 7. Qxf3 e5 8. Bxc4 exd4 9. Bb5 dxe3 10. Bxe3 a6 11. Ba4 b5 12. Qxc6+ Nd7 13. Bc2 Bd6 14. O-O O-O 15. g3 Ne5 16. Qh1 Nf3 17. Qxf3 Re8 18. Re1 Be5 19. Ra2 Bxb2 20. Rxb2 Rxe3 21. Qxe3 Qd1 22. Rf1 Qxe1 23. Qf3 Qxf1 24. Kxf1 Re8 25. Bb3 Re1 26. Kg2 Rxb1 27. Qxf7+ Kh8 28. Rxb1 h6 29. Qg8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,0.1,,1,0,0,0,29,29,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,29,10.45393705368042,29,0,0.001,,
+1714492940-6684,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. Nc3 Nf6 3. d3 Nc6 4. g3 e5 5. Bg5 Be7 6. Bxf6 Bxf6 7. a3 O-O 8. Bg2 Be6 9. e4 d4 10. Ne2 Qd7 11. b3 Bh3 12. Rg1 Bxg2 13. Rxg2 Qh3 14. Kf1 Rad8 15. Neg1 Qe6 16. g4 Qe7 17. g5 Bxg5 18. Rxg5 f6 19. Rg4 Qe6 20. Rg2 Qh3 21. Nxh3 Rd6 22. Qc1 Rfd8 23. Rxg7+ Kxg7 24. Ke2 Kf7 25. Rb1 Ke6 26. Ra1 Rg8 27. Nfg5+ Kd7 28. Nf3 Rg2 29. b4",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,0.1,,1,0,0,5,29,28,False,False,False,True,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,29,9.656607151031494,29,0,0.001,,
+1714492954-8108,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. c4 dxc4 3. e3 Nf6 4. Bxc4 Nc6 5. Nc3 e5 6. Ng5 Be6 7. Nxe6 fxe6 8. Qb3 Qd7 9. Bxe6 Qd6 10. Nb5 Qe7 11. O-O a6 12. Qa4 axb5 13. Qxa8+ Nd8 14. Bh3 g5 15. f3 h5 16. Bf5 g4 17. a4 gxf3 18. Rxf3 e4 19. Rf4 Nd5 20. Rxe4 Qxe4 21. Bxe4 Nxe3 22. axb5 Nc2 23. Bxc2 Bc5 24. Kf1 Rf8 25. Ke1 Rf2 26. Bd3 Rxg2 27. Ra3 Rxh2 28. Ra4 Rh1 29. Ke2 Rxc1 30. Qc8 Rh1 31. Re4+ Kf7 32. Qf5+ Kg7 33. Qe5+ Kf7 34. Qxc7+ Kf6 35. Qe5+ Kf7 36. Qf4+ Kg6 37. Re6+",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,0.1,,1,0,0,5,37,36,False,False,False,True,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,37,13.195467948913574,37,0,0.001,,
+1714492967-1286,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. d4 Nc6 3. e3 Nf6 4. Bb5 Bd7 5. c3 a6 6. Bxc6 Bxc6 7. Qc2 e6 8. Ne5 Bd6 9. c4 Bxe5 10. cxd5 Bxd5 11. dxe5 Ne4 12. a4 O-O 13. O-O Qg5 14. Re1 Qxe5 15. Nd2 Nxd2 16. Bxd2 Rad8 17. Bb4 Rfe8 18. e4 Bc6 19. a5 Bxe4 20. Qxe4 Qxe4 21. Rxe4 Rd2 22. Bxd2 Rd8 23. Rae1 Rxd2 24. g3 Rxb2 25. Kf1 Ra2 26. Kg1 Rxa5 27. Rc1 c6 28. g4 Rg5 29. f3 f5 30. Re2 fxg4 31. Kg2 gxf3 32. Kxf3 Rf5 33. Ke4 Rf6 34. Kd3 Rf3 35. Kd2 Rf4 36. Rxe6 Rd4 37. Ke3 Rd5 38. Re7 Rd8 39. Rg1 Rf8 40. Rgxg7+ Kh8 41. Rxh7+ Kg8 42. Reg7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,0.1,,1,0,0,0,42,42,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,42,13.340262174606323,42,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_60000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_60000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d8a5478e7c43ae24bc5f0f5773d0d4245423246f
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_60000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714498908-1750,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. Nf3 Nc6 3. e3 Nf6 4. a3 Bf5 5. Bb5 a6 6. Ba4 b5 7. Ne5 Nxe5 8. dxe5 Ne4 9. Bb3 e6 10. O-O Bc5 11. f3 Ng5 12. Qe2 O-O 13. Kh1 h6 14. a4 bxa4 15. Bxa4 Rb8 16. Bb3 Rb4 17. Bd2 Rb6 18. Ba5 Rb7 19. Bc3 Qb8 20. g4 Bg6 21. h4 Nh7 22. f4 Be4 23. Kh2 Qa8 24. Nd2 Bg6 25. Kg3 a5 26. Rxa5 Qb8 27. h5 Be4 28. Nxe4 dxe4 29. Rxc5 Rb5 30. Rxb5 Qxb5 31. Qxb5 Nf6 32. exf6 gxf6 33. Rg1 Rd8 34. Qe2 Rd6 35. Kf2 Ra6 36. Rg2 Ra1 37. g5 hxg5 38. fxg5 fxg5 39. h6 Kh7 40. Bc4 Kxh6 41. Rh2+ Kg6 42. Qh5+",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,0.1,,1,0,0,5,42,41,False,False,False,True,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,42,15.422152757644653,42,0,0.001,,
+1714498915-9554,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. e3 Nc6 3. c4 dxc4 4. Nf3 Nf6 5. Qa4 Bd7 6. Qxc4 e6 7. a3 Bd6 8. Qc2 O-O 9. Be2 e5 10. Nc3 exd4 11. exd4 Re8 12. h3 Nxd4 13. Nxd4 Bc5 14. Be3 Bxd4 15. Bxd4 Bb5 16. O-O-O Bxe2 17. Nxe2 Qe7 18. Rhe1 Rad8 19. g3 Ne4 20. Be3 Rxd1 21. Rxd1 Nxf2 22. Bxf2 Qxe2 23. Qxe2 Rxe2 24. Rd8+ Re8 25. Rxe8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,0.1,,1,0,0,0,25,25,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,25,7.596104621887207,25,0,0.001,,
+1714498921-1436,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. d4 Nc6 3. Bf4 Nf6 4. h3 e6 5. a3 Bd6 6. Bxd6 Qxd6 7. Nbd2 O-O 8. c4 dxc4 9. Nxc4 Qd5 10. e3 Ne4 11. Rc1 b5 12. Nce5 Nxe5 13. Nxe5 f6 14. Nc6 Bb7 15. Ne7+ Kf7 16. Rxc7 Qd6 17. Qh5+ g6 18. Nxg6+ Kg8 19. Qxh7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,0.1,,1,0,0,0,19,19,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,19,5.814560174942017,19,0,0.001,,
+1714498939-6203,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. e3 Nc6 3. Bb5 Bd7 4. O-O e5 5. Bxc6 Bxc6 6. Nxe5 Qe7 7. Nxc6 bxc6 8. Re1 Nf6 9. d3 Qd6 10. h3 Be7 11. Nc3 O-O 12. Ne2 Rab8 13. Rb1 c5 14. Ng3 c4 15. dxc4 dxc4 16. Bd2 Rbd8 17. Bc3 Qxd1 18. Rbxd1 Rxd1 19. Rxd1 Bd6 20. Nf5 Be7 21. Nxe7+ Kh8 22. Nc6 Ne4 23. Ba5 Rc8 24. f3 Nc5 25. e4 Nb7 26. f4 Nxa5 27. Nxa5 c5 28. b3 cxb3 29. cxb3 c4 30. Rc1 c3 31. Rc2 Rc5 32. Nc4 Rc6 33. Kf2 Rc5 34. e5 Rc6 35. Ne3 Rc5 36. Ke2 Rc6 37. b4 Rc7 38. Kf3 Rc6 39. b5 Rc5 40. Ke4 Rc7 41. a4 Rc8 42. g4 Rc7 43. f5 Rc8 44. Kd5 Rd8 45. Kc6 Rc8 46. Kd7 Rc5 47. f6 gxf6 48. Kd6 Rxe5 49. Nf5 Re1 50. Rxc3 Rd1 51. Ke7 Rd5 52. Rc8+",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,0.1,,1,0,0,5,52,51,False,False,False,True,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,52,17.79341411590576,52,0,0.001,,
+1714498950-3527,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. g3 Nc6 3. c4 dxc4 4. d5 Nb4 5. Qa4+ Bd7 6. Qxb4 e6 7. Qd2 exd5 8. Qxd5 Bb4 9. Nc3 Bxc3 10. bxc3 Nf6 11. Qxc4 O-O 12. Bg2 Be6 13. Qa4 Bd7 14. Qb3 Be6 15. Qb5 c6 16. Qb1 Bd5 17. Bxd5 Nxd5 18. Nf3 Nxc3 19. Qb3 Nd5 20. Kf1 Qf6 21. Bb2 Qf5 22. Kg2 Rae8 23. Rab1 Rxe2 24. Bc1 Re4 25. h4 Rfe8 26. Rb2 Re2 27. Rd1 Rxb2 28. Qxb2 Qe4 29. Qxb7 Ne3 30. Bxe3 Qxf3 31. Kxf3 Rxe3 32. Kxe3 h6 33. Rd8+ Kh7 34. Qxf7 c5 35. Rg8 c4 36. Qxg7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,0.1,,1,0,0,0,36,36,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,36,10.950231552124023,36,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_70000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_70000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..329f8c294f98efaba56d9419ff1988fc0fc575d0
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_70000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714504756-7542,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. e3 Nc6 3. Bd2 Nf6 4. Bb5 Bd7 5. a3 a6 6. Be2 e6 7. h3 Bd6 8. Nc3 O-O 9. g4 Ne4 10. h4 Nxc3 11. Bxc3 e5 12. dxe5 Bxe5 13. Qd3 Bxc3 14. Qxc3 Bxg4 15. Bxg4 d4 16. exd4 Nxd4 17. Rh3 Re8 18. Kf1 Qd5 19. Rd3 Re4 20. Bf3 Rxh4 21. Bxd5 Rd8 22. Re1 Rxd5 23. Re8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,0.1,,1,0,0,0,23,23,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,23,4.748231649398804,23,0,0.001,,
+1714504762-4756,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. g3 e5 2. d4 exd4 3. c3 dxc3 4. e4 cxb2 5. Bxb2 Nc6 6. Nf3 Nf6 7. Nc3 Bb4 8. Bc4 Bxc3 9. Bxc3 Nxe4 10. Bxg7 Rg8 11. Bb2 d5 12. Bxd5 Bg4 13. Bxe4 Qxd1 14. Rxd1 Bxf3 15. Bxf3 Nb4 16. Kf1 Nxa2 17. Ba1 Nb4 18. Be4 Rd8 19. Rb1 Nd3 20. h4 Nc5 21. Bg2 Rd2 22. Bc3 Rd3 23. Ba1 Rd2 24. Kg1 Nd3 25. Rf1 Nxf2 26. Rxf2 Rxf2 27. Kxf2 Rg4 28. Kf3 Ra4 29. Re1+ Kd7 30. Rd1+ Kc8 31. Bh3+ Kb8 32. Rd8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,0.1,,1,0,0,0,32,32,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,32,6.329924583435059,32,0,0.001,,
+1714504769-8327,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. a3 Nc6 3. Nf3 Nf6 4. Nbd2 Bf5 5. c4 dxc4 6. e4 Bxe4 7. h3 Bxf3 8. Nxf3 Nxd4 9. Nxd4 e5 10. Nb5 Qxd1 11. Kxd1 O-O-O 12. Ke1 a6 13. Nc3 Bc5 14. a4 Nd5 15. Nxd5 Rxd5 16. h4 Rhd8 17. g3 Rd1 18. Ke2 R8d2 19. Bxd2 Rxa1 20. Bh3+ Kb8 21. Rxa1 Bd4 22. Rh1 Bxb2 23. Bf5 g6 24. Bh3 f5 25. Be3 Bd4 26. h5 Bxe3 27. hxg6 hxg6 28. fxe3 b5 29. a5 b4 30. e4 fxe4 31. Be6 b3 32. Ke3 b2 33. Bd5 c3 34. Rh8+ Ka7 35. Bc6 b1=Q 36. Ra8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,0.1,,1,0,0,0,36,36,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,36,6.765506267547607,36,0,0.001,,
+1714504774-2179,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e3 e5 2. c4 Nc6 3. d4 exd4 4. exd4 Nf6 5. a3 d5 6. cxd5 Nxd5 7. Nc3 Nxc3 8. bxc3 Bd6 9. Be2 O-O 10. a4 Re8 11. h3 Bf5 12. Nf3 Be4 13. Be3 Bxf3 14. Bxf3 Qf6 15. a5 Nxa5 16. Rxa5 b6 17. Ra4 c5 18. O-O cxd4 19. Rxd4 Bc5 20. Rg4 Bxe3 21. fxe3 Rxe3 22. Bxa8 Qxc3 23. Qd8+ Re8 24. Qxe8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,0.1,,1,0,0,0,24,24,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,24,5.000445604324341,24,0,0.001,,
+1714504781-4827,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. c4 dxc4 3. Nf3 Nc6 4. d5 Nb4 5. Qa4+ Bd7 6. Qxb4 e6 7. Qxc4 exd5 8. Qxd5 Bb4 9. Nc3 Bxc3 10. bxc3 Nf6 11. Qb3 O-O 12. g3 Be6 13. c4 Ne4 14. Bg2 Nc5 15. Qc2 Qd7 16. a4 Rad8 17. Ne5 Qd4 18. Bb2 Qd6 19. Bc3 Nd3 20. exd3 Bxc4 21. Nxc4 Qe6 22. Be4 Rfe8 23. Ne3 Qh3 24. Ra3 Re7 25. Rf1 Rde8 26. Qd2 Qxh2 27. Kd1 Qh6 28. Nf5 Qh5 29. g4 Qxg4 30. Kc1 Rxe4 31. Ne3 Qf4 32. Nc2 Re2 33. Qxf4 Rxc2 34. Kxc2 Re2 35. Kd1 Re6 36. Qd4 Rd6 37. Qxg7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,0.1,,1,0,0,0,37,37,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,37,7.238523721694946,37,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_80000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_80000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f12ba79efcfe697898563db09cd037e5d67d68b0
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_80000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714510524-1451,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. c4 dxc4 3. e4 Nc6 4. Nf3 Nf6 5. Nbd2 Bg4 6. d5 Nd4 7. Nxc4 Nxf3 8. gxf3 Bh5 9. Bf4 e6 10. Qa4+ c6 11. dxc6 bxc6 12. Be2 Bc5 13. Qxc6+ Nd7 14. Nd6+ Bxd6 15. Bxd6 Rc8 16. Qb5 Rc5 17. Qa4 Rc2 18. Rd1 Rxb2 19. Ba3 Rxe2 20. Kxe2 Qb6 21. Qxd7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,0.1,,1,0,0,0,21,21,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,21,4.352980852127075,21,0,0.001,,
+1714510529-5682,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. e3 Nc6 3. Nf3 Nf6 4. c3 Bf5 5. a3 e6 6. h3 Bd6 7. c4 dxc4 8. Nc3 O-O 9. g4 Be4 10. Bxc4 Bxf3 11. Qxf3 e5 12. d5 Na5 13. g5 Nxc4 14. gxf6 Qxf6 15. Qxf6 gxf6 16. b3 Nb6 17. h4 c6 18. Ne4 cxd5 19. Rg1+ Kh8 20. Nxd6 Rg8 21. Nxf7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,0.1,,1,0,0,0,21,21,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,21,4.445303916931152,21,0,0.001,,
+1714510540-4646,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. Nc3 Nf6 3. d4 Nc6 4. Bg5 Bf5 5. Bxf6 exf6 6. Qd2 Bb4 7. h3 O-O 8. e3 Re8 9. Bb5 a6 10. Be2 b5 11. g4 Be4 12. Rg1 Bxf3 13. Bxf3 Qd6 14. Qd3 Qh2 15. Ke2 Qxh3 16. Nxd5 Rad8 17. c3 Bd6 18. Qf5 g6 19. Nxf6+ Kg7 20. Nxe8+ Rxe8 21. Qb1 Bh2 22. Qf1 Qxf1 23. Rgxf1 Bd6 24. Bxc6 Re6 25. Bd5 Rf6 26. Rad1 h5 27. gxh5 gxh5 28. e4 h4 29. e5 Bxe5 30. dxe5 Rf5 31. Ba8 Rxe5 32. Be4 Rxe4 33. Kd3 Rg4 34. a4 h3 35. axb5 axb5 36. f3 Rg3 37. Rh1 Rxf3 38. Kc2 Rf2 39. Rd2 Rxd2 40. Kc1 Rf2 41. b4 h2 42. Kb1 Rg2 43. Ka1 Rg1 44. Ka2 Rxh1 45. Ka3 Ra1 46. Kb2 h1=Q 47. Kb3 Qb1#",0-1,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,0.1,,0,1,0,0,47,47,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,48,11.131592750549316,47,0,0.001,,
+1714510557-9601,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nf3 d5 2. c4 dxc4 3. e4 Nf6 4. Qa4+ Bd7 5. Qxc4 Nc6 6. Be2 e5 7. d3 Bb4 8. Bd2 Bxd2 9. Nfxd2 O-O 10. Nb3 Be6 11. Qc2 Nd4 12. Nxd4 Qxd4 13. O-O Rad8 14. Nd2 Qd7 15. Qc3 Qd6 16. b4 b6 17. Rfc1 c5 18. f4 exf4 19. bxc5 bxc5 20. Nf3 Bg4 21. e5 Qd5 22. exf6 gxf6 23. a4 Bxf3 24. Bxf3 Qd4 25. Kf1 Qxc3 26. Rxc3 Rd4 27. Rb1 Rxa4 28. Rxc5 Ra2 29. Rd1 Rb8 30. Rf5 Rbb2 31. Kg1 Rf2 32. Re1 Rxg2 33. Bxg2 Rxg2 34. Kh1 Rg5 35. Re8+ Kg7 36. Rxf4 Rd5 37. d4 Ra5 38. Rf1 Ra4 39. Rd8 a5 40. Rd1 Rb4 41. Rc8 a4 42. Rc2 a3 43. Rg2+ Kf8 44. Rgd2 Rb3 45. Rc2 Rb2 46. Rc8+ Ke7 47. Ra8 a2 48. Rg1 Rb1 49. Ra7+ Ke6 50. Rxa2 Rxg1 51. Kxg1 Kd5 52. Kg2 Kxd4 53. Kf3 Ke5 54. h4 f5 55. Ra6 f6 56. h5 h6 57. Ra4 f4 58. Ra5+ Ke6 59. Kxf4 Kf7 60. Ra1 Kg7 61. Ra5 Kf7 62. Ra6 Ke7 63. Ke4 Kf7 64. Kf4 Ke7 65. Kf5 Kf7 66. Rxf6+ Kg7 67. Rd6 Kf7 68. Re6 Kg7 69. Rg6+ Kf7 70. Re6 Kg7 71. Rg6+ Kf7 72. Rd6 Kg7 73. Rf6",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,0.1,,1,0,0,5,73,72,False,False,False,True,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,73,17.02961826324463,73,0,0.001,,
+1714510564-8821,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bc4 Nf6 4. O-O Bc5 5. c3 O-O 6. d3 d6 7. a4 Bg4 8. Nbd2 Bxf3 9. Nxf3 Ng4 10. h3 Nf6 11. Bg5 h6 12. Bc1 Na5 13. Bxf7+ Rxf7 14. b4 Bxb4 15. cxb4 Nc6 16. Ba3 Nd4 17. Nxd4 exd4 18. Rc1 c5 19. bxc5 dxc5 20. Bxc5 b6 21. Bb4 a5 22. Ba3 Rc8 23. Qb3 Rxc1 24. Rxc1 Qd7 25. f3 Qe6 26. Qxe6 Kh7 27. Qxf7 Ng8 28. Rc8 Nf6 29. Rc7 Ng8 30. h4 Nf6 31. Qxg7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,0.1,,1,0,0,0,31,31,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,31,6.417542457580566,31,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_90000_pt.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_90000_pt.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9839054d5c0b6ace66983df45dbed581ac4daf8b
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/Stockfish_4_vs_ckpt_90000_pt.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714516387-8556,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. Nc3 e5 2. Nf3 Nc6 3. d3 Nf6 4. Bg5 Be7 5. Bxf6 Bxf6 6. g3 O-O 7. Nd5 d6 8. Nd2 Be6 9. c4 Nd4 10. e3 Nf5 11. b3 c6 12. Nxf6+ Qxf6 13. Bg2 d5 14. a4 dxc4 15. dxc4 Rad8 16. O-O Rd7 17. Ne4 Rxd1 18. Nxf6+ gxf6 19. Raxd1 b5 20. g4 Nh4 21. h3 bxc4 22. bxc4 Bxc4 23. Rfe1 Bb3 24. Rd6 Bxa4 25. Bh1 c5 26. Be4 c4 27. Rxf6 c3 28. Ra6 Bb3 29. Rc6 Rd8 30. f4 exf4 31. exf4 Rd1 32. Kf2 Rxe1 33. Kxe1 c2 34. f5 Nf3 35. Bxf3 c1=Q 36. Rxc1 a5 37. f6 a4 38. Rc8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,0.1,,1,0,0,0,38,38,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,38,12.384552001953125,38,0,0.001,,
+1714516399-7618,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nc3 Nc6 3. g3 Nf6 4. Bg2 Bc5 5. a3 d6 6. Nge2 Bg4 7. h3 Bxe2 8. Kxe2 Nd4 9. Ke1 O-O 10. Na4 b6 11. c3 Nb5 12. b4 Bxf2 13. Kxf2 Nxe4 14. Bxe4 Qf6 15. Kg2 Rae8 16. Qe2 c6 17. Bxc6 Rc8 18. Be4 d5 19. Bxd5 Rcd8 20. Bf3 Rfe8 21. d3 e4 22. dxe4 Qe5 23. Re1 Qxc3 24. Bf4 Qxa1 25. Rxa1 Nd4 26. Qf1 Nxf3 27. Qxf3 Rd2 28. Kg1 Red8 29. Bxd2 Rxd2 30. h4 Rd3 31. Rd1 Rxf3 32. Rd8#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,0.1,,1,0,0,0,32,32,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,32,11.355180263519287,32,0,0.001,,
+1714516407-1585,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. c4 e5 2. a3 Nc6 3. Nc3 Nf6 4. d3 Bc5 5. Nf3 d6 6. Bg5 Bg4 7. h3 Bxf3 8. Bxf6 Qxf6 9. gxf3 O-O 10. h4 Nd4 11. b4 Bb6 12. Rh3 c5 13. e3 Nf5 14. Nd5 Qe6 15. f4 exf4 16. Nxf4 Qf6 17. Nd5 Qe5 18. Rc1 cxb4 19. axb4 Rac8 20. Rb1 Nxe3 21. fxe3 Bxe3 22. Rxe3 Qg3 23. Rxg3 Rfe8 24. Kf2 Re5 25. Qg4 Rce8 26. Qxg7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,0.1,,1,0,0,0,26,26,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,26,8.370453596115112,26,0,0.001,,
+1714516413-4845,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. d4 d5 2. Nd2 Nc6 3. c3 e5 4. e3 exd4 5. Nb3 dxc3 6. a3 cxb2 7. Bxb2 Nf6 8. Be2 Bd6 9. Rc1 O-O 10. h3 Be6 11. h4 Ne4 12. Nd4 Nxd4 13. Bxd4 c5 14. Ba1 c4 15. Nf3 Bxa3 16. O-O Bxc1 17. Qd4 Ba3 18. Qxg7#",1-0,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,0.1,,1,0,0,0,18,18,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,18,6.275031089782715,18,0,0.001,,
+1714516432-8905,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. d4 exd4 3. Qxd4 Nc6 4. Qa4 Nf6 5. Nc3 Bb4 6. a3 Bxc3 7. bxc3 O-O 8. Ne2 d5 9. Bg5 dxe4 10. Ng3 Bd7 11. O-O-O Ne5 12. Bb5 Bxb5 13. Qxb5 Qe7 14. Qa4 Rad8 15. Nxe4 Rxd1 16. Rxd1 h6 17. Nxf6+ gxf6 18. Bxh6 Rd8 19. Rd4 Rxd4 20. cxd4 Ng4 21. Qb4 Qxb4 22. axb4 Nxh6 23. b5 Nf5 24. d5 Nd4 25. c4 Ne2 26. Kd2 Nd4 27. Kc3 Ne2 28. Kd3 Nf4 29. Ke3 Nxg2 30. Ke2 Nf4 31. Kf1 Nd3 32. f4 Nxf4 33. Kf2 Nd3 34. Ke2 Nb2 35. b6 axb6 36. d6 cxd6 37. Kd2 Nxc4 38. Kc3 Ne5 39. h3 f5 40. Kd2 f4 41. Ke2 f3 42. Ke1 b5 43. Kd1 b4 44. Kd2 b3 45. h4 b2 46. Kc3 b1=Q 47. h5 Qh7 48. Kb2 Qxh5 49. Ka1 f2 50. Kb2 f1=Q 51. Ka2 Qh4 52. Kb2 Qf3 53. Kc2 Qh2 54. Kc1 Qf1#",0-1,Stockfish 4,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,0.1,,0,1,0,0,54,54,False,False,False,False,Stockfish 4 vs. /n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,55,18.80046057701111,54,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_0.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_0.pt
new file mode 100644
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+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_0.pt
@@ -0,0 +1,3 @@
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diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt
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diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt
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@@ -0,0 +1,3 @@
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diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000_pt_vs_Stockfish_1.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000_pt_vs_Stockfish_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dbc8c7dfb002429b65ea8a5b84256ac10898dfe2
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000_pt_vs_Stockfish_1.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714522112-9893,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 d6 2. Nf3 Bg4 3. Be2 c5 4. Nc3 Nc6 5. d3 g6 6. Be3 Bg7 7. O-O a6 8. h3 Bd7 9. Nd5 e6 10. Nc3 Nge7 11. d4 cxd4 12. Nxd4 O-O 13. Nxc6 Nxc6 14. Qxd6 Be8 15. Qxd8 Nd4 16. Qxd4 f5 17. Qd6 Bb5 18. Qxe6 Kh8 19. Bxb5 axb5 20. Nxb5 f4 21. Bxf4 Rxa2 22. Rxa2 h6 23. Qxg6 b6 24. Bxh6 Bc3 25. Bxf8 Bd4 26. Qh6 Kg8 27. Qg7 Bxg7 28. Bxg7 Kh7 29. Ra7 Kg6 30. Be5 Kh5 31. Rd1 Kg5 32. Rd5 Kg6 33. Bc7 Kf6 34. Bxb6 Ke6 35. Ra6 Kf7 36. Bc5 Ke8 37. Ra7",1/2-1/2,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,Stockfish 1,,0.1,1/2,1/2,0,0,37,37,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt vs. Stockfish 1,37,12.314258098602295,37,0,0.001,,
+1714522119-4068,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e6 2. Nf3 c5 3. Bc4 a6 4. d3 Nf6 5. Nc3 h6 6. Bf4 b5 7. Bb3 d6 8. a3 Nbd7 9. O-O g5 10. Bg3 Bb7 11. Re1 Qc7 12. e5 dxe5 13. Nxe5 Bd6 14. Nxd7 Nxd7 15. Bxd6 Qxd6 16. Ne4 Qc7 17. Qh5 Ke7 18. Qxf7 Kxf7 19. Nxg5 Kf6 20. Nxe6 Qc6 21. Nf4 Rae8 22. Rxe8 Rxe8 23. Nh5 Ke5 24. Ng7 Qxg2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,Stockfish 1,,0.1,0,1,0,0,24,24,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt vs. Stockfish 1,25,6.985460519790649,24,0,0.001,,
+1714522129-8854,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c6 2. Nf3 d6 3. d4 d5 4. exd5 cxd5 5. Nc3 a6 6. Bf4 Nc6 7. Bd3 Bg4 8. O-O e6 9. h3 Bxf3 10. Qxf3 h5 11. Rfe1 Nf6 12. Bg5 Nxd4 13. Qf4 Nc6 14. Bxf6 gxf6 15. Rad1 Rc8 16. Bf5 Be7 17. Bxe6 fxe6 18. Rxe6 O-O 19. Rxd5 Qe8 20. Rxh5 Qxh5 21. Rxe7 Nxe7 22. Qg3 Kh8 23. Ne4 Rcd8 24. Nxf6 Rd1+ 25. Kh2 Rxf6 26. Qb8 Kg7 27. Qxb7 Rf7 28. Qxa6 Ng8 29. Qe2 Rh1+ 30. Kxh1 Qxe2 31. Kh2 Qc4 32. Kg3 Qf4#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,Stockfish 1,,0.1,0,1,0,0,32,32,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt vs. Stockfish 1,33,9.57935380935669,32,0,0.001,,
+1714522140-5522,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e6 2. Nf3 Ne7 3. d4 Ng6 4. Nc3 Na6 5. Bxa6 bxa6 6. O-O Rb8 7. Bg5 f6 8. Bh4 Be7 9. e5 Bb7 10. exf6 Nxh4 11. Nxh4 Bxf6 12. Qh5 g6 13. Qh6 Bxh4 14. Qg7 Rf8 15. Qxh7 Qf6 16. g3 Rh8 17. Qxh8 Qxh8 18. gxh4 Qf6 19. Rae1 Qxh4 20. Re4 Qh7 21. Rfe1 Qh6 22. Rh4 Qg5+ 23. Kf1 Bg2+ 24. Ke2 Bf1+ 25. Kxf1 Qxh4 26. Ne4 Rb5 27. Nf6 Kf7 28. Nxd7 Kg7 29. Ne5 Qxh2 30. Ng4 Qh3+ 31. Ke2 Rxb2 32. Ne5 g5 33. Nf3 Rxa2 34. Nxg5 Rxc2+ 35. Kd1 Qd3#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,Stockfish 1,,0.1,0,1,0,0,35,35,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt vs. Stockfish 1,36,11.083900213241577,35,0,0.001,,
+1714522156-5874,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e6 2. Nf3 d5 3. exd5 exd5 4. d4 Bd6 5. Nc3 Be6 6. Bg5 Ne7 7. Bxe7 Bxe7 8. Bb5 c6 9. Ba4 Nd7 10. O-O Bd6 11. Re1 Qf6 12. Ne5 Nxe5 13. dxe5 Bxe5 14. Nxd5 Bxh2+ 15. Kxh2 Qh4+ 16. Kg1 O-O-O 17. Ne7 Kb8 18. Qf3 Qxa4 19. Rad1 Qxc2 20. Rxd8 Rxd8 21. Nxc6 bxc6 22. Qxc6 Qc4 23. Qxc4 Bxc4 24. Re7 Be6 25. Rxf7 g6 26. Rxh7 Rd1+ 27. Kh2 Bc8 28. Rh8 Rd2 29. Rg8 Rxf2 30. Rxg6 Rd2 31. Rg8 Rxb2 32. Rxc8 Kxc8 33. Kh3 Rxa2 34. g3 Ra1 35. g4 Rg1 36. Kh4 Kd7 37. g5 Kd6 38. Kh5 a5 39. g6 Ke5 40. Kh6 Ke6 41. g7 Kf6 42. Kh7 Rxg7+ 43. Kh8 Rg1 44. Kh7 Rh1+ 45. Kg8 a4 46. Kf8 Rh8#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,Stockfish 1,,0.1,0,1,0,0,46,46,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt vs. Stockfish 1,47,15.91763162612915,46,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000_pt_vs_Stockfish_4.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000_pt_vs_Stockfish_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a8779714fea20d15890d65cd1ef1b783f8e5af9e
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000_pt_vs_Stockfish_4.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714522219-9849,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 d6 2. Nf3 g6 3. Bc4 Bg7 4. Ng5 e6 5. Qf3 Qxg5 6. d3 Qd8 7. Nc3 a6 8. Be3 c5 9. O-O Nf6 10. Bg5 Nc6 11. Bxf6 Qxf6 12. Qxf6 Bxf6 13. Rae1 Ke7 14. Ne2 b5 15. Bb3 a5 16. c4 bxc4 17. Bxc4 Bb7 18. Nf4 Bd4 19. Ne2 Rhb8 20. Nxd4 cxd4 21. Bb5 a4 22. Bxc6 Bxc6 23. Rc1 a3 24. Rxc6 Rxb2 25. Rc7 Kd8 26. Rxf7 Ra5 27. Rxh7 Rc5 28. Rh8 Kd7 29. Rh7 Kc6 30. Rh6 g5 31. Rxe6 Rd2 32. Rg6 Rxa2 33. Rxg5 Rxg5 34. Rc1 Kd7 35. Rc4 Ra1+ 36. Rc1 Rxc1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,Stockfish 4,,0.1,0,1,0,0,36,36,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt vs. Stockfish 4,37,11.21854567527771,36,0,0.001,,
+1714522229-8628,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 a6 2. Nf3 c5 3. Bc4 b5 4. Bd5 Nc6 5. Ng5 e6 6. Bxc6 Ra7 7. Bxd7 Qxd7 8. Qf3 f6 9. Nh3 e5 10. O-O h5 11. d3 Nh6 12. Bxh6 Qg4 13. Qxg4 hxg4 14. Be3 g5 15. Nc3 gxh3 16. gxh3 Rg7 17. Kh1 Bxh3 18. Rg1 Rgh7 19. Rg3 Bf1 20. Rxf1 Rxh2+ 21. Kg1 Rh1+ 22. Kg2 R8h2+ 23. Kf3 Rxf1 24. Rxg4 Rh8 25. Nd5 Be7 26. Nc7 Kf8 27. Ne6 Ke8 28. Ng7 Kf7 29. Nf5 Bf8 30. Nh6 Bxh6 31.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,Stockfish 4,,0.1,0,1,5,0,30,31,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt vs. Stockfish 4,31,9.166993618011475,31,0,0.001,,
+1714522253-9637,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 d6 3. Bc4 a6 4. Ng5 e6 5. Qf3 Qxg5 6. d3 Qf6 7. Qxf6 Nxf6 8. O-O b5 9. Bb3 h5 10. Bg5 Nh7 11. Bf4 Be7 12. Nc3 Ra7 13. a4 b4 14. Ne2 a5 15. c3 Ba6 16. cxb4 Bxd3 17. bxc5 Nc6 18. cxd6 e5 19. dxe7 Bxe2 20. Rfe1 exf4 21. Rxe2 Nd4 22. Rd2 Nxb3 23. Rad1 Nd4 24. Rxd4 Kxe7 25. Rd7 Rxd7 26. Rxd7 Ke8 27. Ra7 Nf8 28. Rxa5 Ng6 29. Ra8 Kd7 30. Rxh8 Nxh8 31. a5 Kc6 32. b4 Kb5 33. e5 f3 34. gxf3 Ng6 35. f4 Nxf4 36. Kf1 h4 37. Ke1 Nd3+ 38. Kd2 Nxe5 39. Kc3 Nf3 40. Kb3 h3 41. a6 Kxa6 42. Ka4 Kb6 43. b5 f6 44. Kb4 Nd2 45. Ka4 Nf3 46. Kb4 Kb7 47. Kc5 Nxh2 48. b6 Nf3 49. Kb5 g5 50. Ka5 g4 51. Kb5 Nd2 52. Ka5 g3 53. fxg3 h2 54. Kb5 f5 55. Kc5 h1=Q 56. Kd6 Kxb6 57. Ke5 Qe4+ 58. Kf6 Nf1 59. Kg5 Kc5 60. Kf6 Nxg3 61. Kg5 Kd6 62. Kf6 Qg4 63. Kf7 Qc4+ 64. Kf6 Qe4 65. Kg5 Qd4 66. Kg6 Qe4 67. Kg5 Qb4 68. Kf6 Qg4 69. Kf7 f4 70. Kf6 Nf5 71. Kf7 Qg7+ 72. Ke8 Qe7#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,Stockfish 4,,0.1,0,1,0,0,72,72,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt vs. Stockfish 4,73,23.85471510887146,72,0,0.001,,
+1714522265-7827,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 e6 3. Bc4 Nc6 4. d3 h6 5. Bf4 a6 6. Nc3 g5 7. Bg3 Bg7 8. O-O b5 9. Bb3 h5 10. h3 Bb7 11. Nxg5 Qxg5 12. Qf3 Nge7 13. Rae1 b4 14. Ne2 a5 15. a3 a4 16. Ba2 Ng6 17. axb4 Nce5 18. Qe3 Qxe3 19. fxe3 h4 20. Bh2 cxb4 21. d4 Ba6 22. dxe5 Nxe5 23. Nd4 Bxf1 24. Rxf1 Ra6 25. Nb5 Ke7 26. Nc7 Rb6 27. Na8 Rxa8 28. Bxe5 Bxe5 29. Rxf7 Ke8 30. Rh7 Kd8 31. Rxh4 Rc8 32. Rh8 Bxh8 33. Bxe6 Rxe6 34. e5 Rxe5 35. g4 Rxe3 36. g5 Rxc2 37. g6 Rxh3 38. g7 Bxg7 39. Kf1 Bf6 40. Ke1 Rh1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,Stockfish 4,,0.1,0,1,0,0,40,40,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt vs. Stockfish 4,41,11.918363332748413,40,0,0.001,,
+1714522272-8123,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 Nc6 3. Bc4 e6 4. d3 Nge7 5. Ng5 d5 6. exd5 exd5 7. Bb3 Bd7 8. Qf3 f6 9. Nh3 Ne5 10. Qh5 N7g6 11. Bxd5 Bg4 12. Qxg4 Nxg4 13. Bxb7 Bd6 14. Bxa8 Qxa8 15. O-O Kd7 16. Nc3 a5 17. Nb5 Qb8 18. Nxd6 Qxd6 19. Bf4 Nxf4 20. Nxf4 Kc6 21. Nxg6 Qxh2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt,Stockfish 4,,0.1,0,1,0,0,21,21,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_100000.pt vs. Stockfish 4,22,7.580787897109985,21,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000_pt_vs_Stockfish_1.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000_pt_vs_Stockfish_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bf2b2d68fe1070bfac2efae6e8f01a45ae5e1b7d
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000_pt_vs_Stockfish_1.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714466620-9863,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 Nc6 2. Nf3 e6 3. Nc3 Bb4 4. Bc4 Na5 5. a3 Bd6 6. d3 Ne7 7. Bg5 Nxc4 8. dxc4 f6 9. Bh4 Ng6 10. Bg3 Be7 11. O-O b6 12. Nb5 e5 13. Qd5 c6 14. Qd3 d5 15. exd5 cxb5 16. cxb5 Bd6 17. Rad1 a6 18. bxa6 Bxa6 19. Qxa6 Rxa6 20. Rfe1 O-O 21.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,Stockfish 1,,0.1,0,1,5,0,20,21,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt vs. Stockfish 1,21,10.162074327468872,21,0,0.001,,
+1714466628-2405,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 d5 3. exd5 Qxd5 4. Nc3 Qc5 5. d4 Qe7 6. dxe5 Be6 7. Bb5 c6 8. Ba4 h6 9. O-O Nd7 10. Re1 Qb4 11. Bd2 O-O-O 12. a3 Qg4 13. h3 Qg6 14. Be3 Bc5 15. Bxc5 Bxh3 16. g3 Nxc5 17. Qe2 h5 18. Rad1 Ne7 19. Rxd8 Rxd8 20. Rd1 Rxd1+ 21. Qxd1 Nf5 22. Qd2 Nxg3 23. fxg3 Qxg3+ 24.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,Stockfish 1,,0.1,0,1,5,0,23,24,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt vs. Stockfish 1,24,8.483444690704346,24,0,0.001,,
+1714466636-5603,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 d5 3. exd5 e4 4. Nd4 Bc5 5. c3 Qxd5 6. Bb5 Kf8 7. O-O Nf6 8. d3 exd3 9. Bxd3 Nc6 10. Nxc6 bxc6 11. Be3 Bxe3 12. fxe3 Ng4 13. Qxg4 Bxg4 14. Nd2 Qxd3 15. Rad1 Bxd1 16. Rxd1 Qe2 17. Rf1 Rd8 18. Nf3 Qxb2 19. Ne5 Rd2 20. Nxc6 Rxg2+ 21. Kh1 Ke8 22. Nxa7 Qxa2 23. Nc6 Rxh2+ 24. Kg1 Qg2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,Stockfish 1,,0.1,0,1,0,0,24,24,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt vs. Stockfish 1,25,8.05956482887268,24,0,0.001,,
+1714466652-8935,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 d6 3. Bc4 e6 4. d3 Nf6 5. Ng5 h6 6. Nf3 Bd7 7. Nc3 a6 8. Be3 b5 9. Bb3 Ng4 10. O-O Bc6 11. h3 Nf6 12. Ne2 Be7 13. Ng3 Qc7 14. Nh5 c4 15. dxc4 Nxh5 16. cxb5 axb5 17. Bd4 Nd7 18. Bxg7 Nxg7 19. Nd4 Rc8 20. Nxc6 Qxc6 21. Qd4 Bf6 22. Qxf6 Rh7 23. Qf3 Ne5 24. Qe3 Qc5 25. Qxc5 Rxc5 26. Rad1 Kd7 27. Rxd6 Kc8 28. Rxe6 Nxe6 29. Bxe6 Kb8 30. Bxf7 Nxf7 31. Rd1 Rc8 32. Rd7 Rxc2 33. Rxf7 Rc1+ 34. Kh2 Rxf7 35. e5 Rxf2 36. e6 Rc8 37. e7 Rf7 38. e8=Q Rxe8 39. Kg3 Kc7 40.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,Stockfish 1,,0.1,0,1,5,0,39,40,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt vs. Stockfish 1,40,15.589939832687378,40,0,0.001,,
+1714466662-5205,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 d6 2. Nf3 c5 3. Bc4 a6 4. Ng5 f6 5. Nf7 Qd7 6. Nxh8 Nh6 7. Qh5 Nf7 8. Nxf7 g6 9. Qxh7 Nc6 10. Qxg6 Nd4 11. Qg8 Qc6 12. Qxf8 Kxf8 13. Nh6 Nxc2+ 14. Kd1 Qxe4 15. Bf7 Bg4+ 16. f3 Nxa1 17. fxg4 e6 18. Bxe6 Qxb1 19. Bd5 Rd8 20. Bxb7 Qd3 21. Bxa6 Qc2+ 22. Ke2 Qe4+ 23. Kf2 Ra8 24. Bb7 d5 25. Bxa8 c4 26. Bxd5 Qd4+ 27. Ke2 Qe5+ 28. Kd1 Qxd5 29. Re1 Qd3 30. Re3 Qd5 31. Rc3 Qxg2 32. Rxc4 Qf1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,Stockfish 1,,0.1,0,1,0,0,32,32,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt vs. Stockfish 1,33,9.405402898788452,32,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000_pt_vs_Stockfish_4.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000_pt_vs_Stockfish_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5477ac0593a812e641893bc56cbc5611dfe4e04a
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000_pt_vs_Stockfish_4.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714466732-3488,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 e6 3. Nc3 Nc6 4. Bc4 Nf6 5. d3 d6 6. Bg5 h6 7. Bxf6 Qxf6 8. O-O Bd7 9. Nb5 Qd8 10. Nc7 Qxc7 11. d4 cxd4 12. Nxd4 Nxd4 13. Qxd4 Rc8 14. Rad1 a5 15. Qxd6 Bc6 16. Qd8 Qxd8 17. Rxd8 Kxd8 18. Rd1 Ke8 19. Bb5 Bxb5 20. Rd6 g5 21. Rb6 Bd7 22. Rxb7 Bd6 23. Rb6 Bf4 24. Rb5 Bc6 25. Rxa5 Bxe4 26. Ra4 Rxc2 27. Rxe4 Rc1+ 28. Re1 Rxe1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,Stockfish 4,,0.1,0,1,0,0,28,28,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt vs. Stockfish 4,29,9.454179286956787,28,0,0.001,,
+1714466740-1716,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 d6 3. Bc4 a6 4. Ng5 e6 5. Qf3 Qxg5 6. d3 Qg6 7. Nc3 Qf6 8. Qxf6 Nxf6 9. O-O Nc6 10. Bg5 b5 11. Bb3 Bd7 12. a4 Rb8 13. axb5 Nd4 14. bxa6 Be7 15. a7 Ra8 16. Ba4 h5 17. Bxf6 Bxf6 18. Nb5 Nxb5 19. Bxb5 Bxb5 20.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,Stockfish 4,,0.1,0,1,5,0,19,20,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt vs. Stockfish 4,20,7.871481418609619,20,0,0.001,,
+1714466749-1037,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 d6 3. Bc4 a6 4. Ng5 Nh6 5. Qf3 e6 6. d3 g6 7. Nc3 Bg7 8. Nd5 b5 9. Bb3 exd5 10. Bxd5 f6 11. Bxa8 Bg4 12. Qg3 Nd7 13. Bd5 Qc8 14. Be6 Qc6 15. Bxg4 fxg5 16. Bxd7 Kxd7 17. Qh3 g4 18. Qg3 Ke8 19. Qxd6 Qxd6 20. Bxg5 Bxb2 21. Rb1 Rf8 22. Rxb2 Nf7 23. Be3 Qe5 24. Bxc5 Qxc5 25. Rb3 Ne5 26. Rc3 Qb4 27.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,Stockfish 4,,0.1,0,1,5,0,26,27,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt vs. Stockfish 4,27,9.402806997299194,27,0,0.001,,
+1714466757-1911,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 a6 3. Nc3 e6 4. d4 cxd4 5. Nxd4 d6 6. Bf4 e5 7. Bg3 exd4 8. Qxd4 Be6 9. O-O-O Nf6 10. e5 Nfd7 11. exd6 Nc6 12. Qe4 Nf6 13. Qe3 Qd7 14. Bd3 g6 15. Rhe1 Bg7 16. Be5 Nxe5 17. Qxe5 O-O-O 18. Bxg6 Kb8 19. Bxf7 Bxf7 20. Qxe6 Bxe6 21. Rxe6 Qxe6 22. Nd5 Rxd6 23. Nb6 Bh6+ 24. Kb1 Rxd1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,Stockfish 4,,0.1,0,1,0,0,24,24,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt vs. Stockfish 4,25,7.4404137134552,24,0,0.001,,
+1714466763-4887,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e6 2. Nf3 Be7 3. Nc3 d5 4. exd5 Bb4 5. dxe6 Bxe6 6. Ne5 Ne7 7. Bb5 Nbc6 8. Nxc6 Nxc6 9. Bxc6 bxc6 10. O-O Qd7 11. Re1 O-O 12. a3 Ba5 13. b4 Bb6 14. Ne4 Rae8 15. Ng5 Qd4 16. Rxe6 Qxf2+ 17. Kh1 fxe6 18. Nxe6 Qf1+ 19. Qxf1 Rxf1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt,Stockfish 4,,0.1,0,1,0,0,19,19,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_10000.pt vs. Stockfish 4,20,5.921783447265625,19,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_105000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_105000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fcde5bd236a2650b61c08faccacb41c0eaedc519
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_105000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a5ac85bbc25d0e4c905e878933e0b7422644aeeb7b4b12760002a95a72f7133
+size 610798684
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e976006c6f56ff6751dbcabf8bb6814458ce3dee
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7ac1abc959b33944f7b3b0b19848d93ee09d59e86b642b063203e68b3a1dbe5b
+size 610798684
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000_pt_vs_Stockfish_1.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000_pt_vs_Stockfish_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1442ad65fc18c0c03f6f80b3b8f1aa9d4e67e734
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000_pt_vs_Stockfish_1.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714527983-6626,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 g6 2. Nf3 d6 3. Bc4 c6 4. Ng5 e6 5. d4 Bg7 6. d5 f6 7. Nxe6 Bxe6 8. dxe6 a5 9. O-O Na6 10. Bf4 b5 11. Bb3 Nc7 12. Bxd6 c5 13. Bxc5 Qxd1 14. Rxd1 Rd8 15. Rxd8 Kxd8 16. e7 Nxe7 17. Bxe7 Ke8 18. Bd6 Na6 19. Nc3 Bf8 20. Bxf8 Kxf8 21. Nxb5 Ke7 22. Rd1 Rd8 23. Rxd8 a4 24. Bxa4 Nb4 25. Rd7 Kf8 26. Rxh7 Nxa2 27. Rh6 Kg7 28. Rh3 Kf7 29. Ra3 Kf8 30. Rxa2 Kg8 31.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,Stockfish 1,,0.1,0,1,5,0,30,31,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt vs. Stockfish 1,31,11.301868200302124,31,0,0.001,,
+1714528003-2736,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 g6 3. Bc4 Bg7 4. Ng5 f6 5. Nf7 Qb6 6. Nxh8 e6 7. Nc3 Bxh8 8. d3 Nc6 9. Be3 Nd4 10. Bxd4 cxd4 11. Na4 Qa5+ 12. c3 Bg7 13. b4 Qe5 14. cxd4 Qd6 15. d5 b5 16. Bxb5 Qxb4+ 17. Ke2 Qxb5 18. Rb1 Qa5 19. Qb3 f5 20. exf5 Ne7 21. fxe6 Nxd5 22. exd7 Bxd7 23. Rhe1 Bxa4 24. Qb7 Nc7 25. Qe4 Kd7 26. Qg4 Ke8 27. Qe4 Kd7 28. Qg4 Kd6 29. Qf4 Qe5+ 30. Qxe5 Bxe5 31. Rb4 Be8 32. Rc1 Ne6 33. Rbc4 Bb5 34. Rc6 Bxc6 35. Rxc6 Kxc6 36. d4 Nf4+ 37. Ke3 Bd6 38. Ke4 Rf8 39. d5 Kd7 40. Kd4 Nxg2 41. Kc4 Ke7 42. Kb5 Kd7 43. Ka6 g5 44. Kxa7 Kc7 45. Ka6 Kd7 46. Kb5 Bxh2 47. Kc5 Bd6+ 48. Kd4 Rf4+ 49. Kd3 Rxf2 50. Ke4 g4 51. Kd4 Ne1 52. Ke4 g3 53. Ke3 Ng2+ 54. Ke4 Nh4 55. Kd4 g2 56. Ke4 Nf5 57. Kd3 g1=Q 58. Ke4 Qb1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,Stockfish 1,,0.1,0,1,0,0,58,58,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt vs. Stockfish 1,59,20.380693197250366,58,0,0.001,,
+1714528008-5025,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 e6 3. Bc4 a6 4. d3 b5 5. Bb3 Bb7 6. Nc3 Qc7 7. Be3 Nf6 8. O-O c4 9. dxc4 b4 10. Ne2 Bd6 11. e5 Bxe5 12. Nxe5 Qxe5 13. Bd4 Qe4 14. Bxf6 Qxg2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,Stockfish 1,,0.1,0,1,0,0,14,14,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt vs. Stockfish 1,15,4.395962238311768,14,0,0.001,,
+1714528013-4725,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 d6 2. Nf3 g6 3. Bc4 Bg7 4. Ng5 d5 5. exd5 Nf6 6. d6 e6 7. dxc7 Qxc7 8. Bb5 Kf8 9. O-O h6 10. Nf3 e5 11. d4 e4 12. Ne5 a6 13. Bc4 Bf5 14. Nxf7 Ng4 15. Nxh8 Qxh2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,Stockfish 1,,0.1,0,1,0,0,15,15,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt vs. Stockfish 1,16,4.687941312789917,15,0,0.001,,
+1714528027-7042,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nf6 3. Nc3 d6 4. Bc4 Be6 5. Bxe6 fxe6 6. d3 Qe7 7. Bg5 h6 8. Bxf6 Qxf6 9. O-O c5 10. Nb5 Qe7 11. c3 a6 12. Na3 Qd7 13. d4 exd4 14. cxd4 Qf7 15. dxc5 dxc5 16. Ne5 Qf6 17. Ng4 Qf4 18. g3 Qxe4 19. Re1 Qd4 20. Rxe6 Kd7 21. Qxd4 cxd4 22. Re4 Kc7 23. Rxd4 Nc6 24. Rc4 b5 25. Rc3 b4 26. Rc4 h5 27. Ne5 Kb7 28. Nxc6 bxa3 29. bxa3 Kc7 30. Ne5 Kd8 31. Nf7 Ke7 32. Nxh8 Rb8 33. Re4 Kd7 34. Nf7 Bxa3 35. Rd1 Kc6 36. Re6 Kb5 37. Rd5 Bc5 38. Ree5 Rf8 39. Rxc5 Kb4 40. Rxh5 g5 41.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,Stockfish 1,,0.1,0,1,5,0,40,41,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt vs. Stockfish 1,41,14.215744495391846,41,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000_pt_vs_Stockfish_4.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000_pt_vs_Stockfish_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..86de119364c55b89296a1d68ad4e8a1ccae1b26c
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000_pt_vs_Stockfish_4.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714528111-2761,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 d6 2. Nf3 g6 3. Bc4 Bg7 4. Ng5 f6 5. Nf7 Bh3 6. Nxd8 Bxg2 7. Rg1 Kxd8 8. Rxg2 b5 9. Bxb5 c6 10. Bc4 d5 11. exd5 Bh6 12. dxc6 Be3 13. dxe3 Ke8 14. c7 Na6 15. Bxa6 e5 16. c8=Q Rxc8 17. Bxc8 Kf7 18. Qd7 Ne7 19.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,Stockfish 4,,0.1,0,1,5,0,18,19,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt vs. Stockfish 4,19,5.848613977432251,19,0,0.001,,
+1714528122-9129,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nf6 3. Nc3 Nc6 4. Bc4 Bb4 5. d3 h6 6. Bd2 d6 7. a3 Bxc3 8. Bxc3 a6 9. O-O O-O 10. h3 Re8 11. Re1 Be6 12. Bxe6 Rxe6 13. d4 Nxd4 14. Nxd4 exd4 15. Bxd4 Nd7 16. Qg4 Rg6 17. Qf5 Qe7 18. Rad1 Re8 19. Re3 Re6 20. Rg3 Nf6 21. Bxf6 Rxf6 22. Qg4 g5 23. Re1 d5 24. e5 Kf8 25. exf6 Qxe1+ 26. Kh2 Qxf2 27. Qh5 Qxf6 28. Rf3 Qd6+ 29. Kg1 Re1+ 30. Kf2 Re7 31. Qxh6 Qxh6 32. Rf5 Kg7 33. Rxd5 Qf6+ 34. Kg3 Qf4#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,Stockfish 4,,0.1,0,1,0,0,34,34,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt vs. Stockfish 4,35,10.887687921524048,34,0,0.001,,
+1714528133-6106,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 e6 3. Bc4 a6 4. d3 b5 5. Bb3 Be7 6. c4 Bb7 7. cxb5 Nf6 8. bxa6 Rxa6 9. Bc4 Rb6 10. Nc3 d5 11. exd5 Nxd5 12. Nxd5 Bxd5 13. Bxd5 Qxd5 14. O-O Bf6 15. Rb1 Qxa2 16. Be3 Qd5 17. Bxc5 Qxc5 18. d4 Qb4 19. Ne5 Rb7 20. Nd3 Qb5 21. Nc5 Ra7 22. Nxe6 Na6 23. Nc7 Nxc7 24. Re1 Kd8 25. Qe2 Rf8 26. Qxb5 Nxb5 27. Red1 Kd7 28. d5 Rc8 29. d6 Bd4 30. Rxd4 Nxd4 31. Rd1 Nc6 32. Rd5 Ra1+ 33. Rd1 Rxd1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,Stockfish 4,,0.1,0,1,0,0,33,33,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt vs. Stockfish 4,34,11.18320107460022,33,0,0.001,,
+1714528139-2121,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 d5 3. exd5 Qxd5 4. Nc3 Qa5 5. Bb5 Nd7 6. Bxd7 Bxd7 7. O-O O-O-O 8. Re1 Bd6 9. d4 exd4 10. Nxd4 Be5 11. Bd2 Bxd4 12. Ne4 Qa6 13. c3 Bb6 14. Bg5 f6 15. Bh4 g5 16. Bg3 Bc6 17. Qg4 Bd7 18. Qe2 Qxe2 19. Rxe2 Bc6 20. Rd1 Rxd1+ 21. Re1 Rxe1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,Stockfish 4,,0.1,0,1,0,0,21,21,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt vs. Stockfish 4,22,6.36757493019104,21,0,0.001,,
+1714528152-1550,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 Nc6 3. Bc4 Nf6 4. Ng5 e6 5. Nc3 h6 6. Nf3 d5 7. exd5 Nxd5 8. Nxd5 exd5 9. Bb5 Bd6 10. Bxc6 bxc6 11. O-O O-O 12. d4 cxd4 13. Nxd4 Bd7 14. Qf3 Qh4 15. g3 Qxd4 16. Be3 Qxb2 17. Rab1 Qa3 18. Rb3 Qa6 19. Rfb1 f5 20. Bd4 Rf7 21. Qh5 c5 22. Be3 Bf8 23. Rb8 Qc6 24. Rxa8 Qxa8 25. Bxc5 Bxc5 26. Rb8 Qxb8 27. Qxf7 Kxf7 28. Kg2 Qe8 29. Kh3 Qe1 30. Kh4 Qe4+ 31. Kh5 Qf3+ 32. Kh4 g5+ 33. Kh3 Qe2 34. Kg2 Qxf2+ 35. Kh3 Qf1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt,Stockfish 4,,0.1,0,1,0,0,35,35,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_110000.pt vs. Stockfish 4,36,12.48732042312622,35,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_115000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_115000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d2b302583dda501f460a522512c774ff250ac6c7
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_115000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:431c84f8029924cc50a4b3d1b0e6d03b98a48402f1a8bab43e952bf459034c1a
+size 610798684
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0da2c7c1f032bd887040453bb076460f17f68d9f
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5cb9b5fd165e94bdd9e2a40169245bc119afa21c86f1c85a09a9ead1b90512c7
+size 610798684
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000_pt_vs_Stockfish_1.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000_pt_vs_Stockfish_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7b3146fdaf63c2a3318d62bba7320296a3c2fe3f
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000_pt_vs_Stockfish_1.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714533820-8142,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 Nc6 2. Nf3 e5 3. Bc4 Bc5 4. d3 a5 5. Ng5 Nh6 6. Qf3 O-O 7. Nh3 Nd4 8. Qg3 Nxc2+ 9. Kd1 Nf5 10. Qg4 d5 11. Bh6 Nfe3+ 12. Kd2 Nxg4 13. Kxc2 dxc4 14. Bg5 Qd6 15. Nc3 f5 16. Nb5 Qxd3+ 17. Kc1 Bd7 18. Nxc7 h6 19. Nxa8 Nxf2 20. Nxf2 Bxf2 21. Rd1 Qe2 22. Rxd7 Bc5 23. Nc7 Qe1+ 24. Kc2 Qxe4+ 25. Kc3 Bb4#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,Stockfish 1,,0.1,0,1,0,0,25,25,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt vs. Stockfish 1,26,6.321289777755737,25,0,0.001,,
+1714533835-7743,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 Nc6 3. Bc4 Nf6 4. Ng5 Ne5 5. Bb3 e6 6. d3 Nc6 7. Nc3 d6 8. Bf4 g6 9. O-O Bg7 10. Nb5 Bf8 11. Qf3 h6 12. Nh3 e5 13. Bg3 a6 14. Nc3 Nd4 15. Qe3 g5 16. Nd5 Bg7 17. Nxf6 Bxf6 18. c3 Bxh3 19. gxh3 Nc6 20. Qf3 Rb8 21. Qh5 Qc7 22. Bxf7 Qxf7 23. Qxf7 Kxf7 24. Rae1 Be7 25. Re3 Ke8 26. Rf3 h5 27. Rf5 Nd8 28. Rxg5 Bxg5 29. Bxe5 dxe5 30. Re1 Bf4 31. Re2 Rf8 32. Re1 c4 33. dxc4 Rf7 34. Re2 b6 35. Re1 Rc8 36. Re2 Rxc4 37. Re1 Rc6 38. Re2 Rh6 39. Re1 Rd6 40. Re2 a5 41. Re1 h4 42. Re2 Rdf6 43. Re1 Rh6 44. Re2 Rfh7 45. Re1 Rg7+ 46. Kf1 Rd7 47. Ke2 b5 48. Kf1 Rf7 49. Ke2 Rb7 50. Kf1 Rd7 51. Ke2 Rhd6 52. Kf1 Rg6 53. Ke2 a4 54. Kf1 Rgd6 55. Ke2 Rg7 56. Kf1 Ne6 57. Ke2 Bxh2 58. Kf1 Rd2 59.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,Stockfish 1,,0.1,0,1,5,0,58,59,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt vs. Stockfish 1,59,14.966899871826172,59,0,0.001,,
+1714533849-2562,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bc4 Bc5 4. d3 a6 5. Ng5 Nh6 6. Qf3 Qe7 7. Nc3 Bb4 8. Bd2 b5 9. Bd5 Rb8 10. a3 Nd4 11. Qd1 Ba5 12. b4 Bb6 13. O-O c6 14. Bb3 Rb7 15. a4 f6 16. Nf3 Nxf3+ 17. Qxf3 Nf7 18. axb5 Rb8 19. bxa6 Ra8 20. a7 Rxa7 21. Rxa7 g5 22. Ra8 O-O 23. Qh5 Qe8 24. Bxf7 Rxf7 25. Rxc8 Bd8 26. Rxd8 Qf8 27. Rxf8 Rxf8 28. Qh6 c5 29. bxc5 Rb8 30. Qxf6 d6 31. Qxd6 Rb2 32. Qxe5 Kf8 33. Qxg5 Ke8 34. Qg8 Kd7 35. Qxh7 Kd8 36. Qh8 Kd7 37. Qh7 Ke8 38. Qh6 Kd7 39. Qh5 Rxc2 40. Qh6 Rb2 41. Qh7 Kd8 42. Qh8 Kd7 43. Qh7 Kc6 44. Qh6 Kc7 45. Qh7 Kb8 46. Qh6 Kc8 47. Qh7 Rb8 48. Qh6 Kc7 49. Qh7 Kc6 50. Qh6 Kc7 51. Qh7 Kc6 52. Qh6 Kc7 53. Qh7 Kc6 54. Qh6 Kc7 55. Qh7 Kc6 56. Qh6 Kc7",1/2-1/2,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,Stockfish 1,,0.1,1/2,1/2,0,0,56,56,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt vs. Stockfish 1,57,13.91503620147705,56,0,0.001,,
+1714533856-1575,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 d6 2. Nf3 c5 3. Bc4 Nf6 4. Ng5 d5 5. exd5 h6 6. Nf3 g5 7. Ne5 Qc7 8. Qe2 Bg7 9. d6 exd6 10. Nxf7 Kf8 11. Nxh8 Bxh8 12. O-O d5 13. Bb3 Nc6 14. c4 Nd4 15. Qd3 b5 16. cxd5 Bg4 17. f3 Bf5 18. Qe3 Nh5 19. g4 Be5 20. gxh5 Bxh2+ 21. Kg2 Qg3+ 22. Kh1 Re8 23. Qc3 Qf4 24. Qxc5 Kg7 25. Qxa7 Kf8 26. Qf7# Kxf7 27. d6 Nxb3 28. axb3 Qh4 29. d7 Be5+ 30. Kg2 Qh2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,Stockfish 1,,0.1,0,1,0,0,30,30,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt vs. Stockfish 1,31,7.116652488708496,30,0,0.001,,
+1714533865-1279,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c6 2. Nf3 c5 3. Bc4 Nf6 4. Ng5 d5 5. exd5 h6 6. Nf3 Nxd5 7. Bxd5 Qxd5 8. Nc3 Qh5 9. O-O Nc6 10. d3 Bg4 11. h3 Bxf3 12. Qxf3 g6 13. Qxh5 Bg7 14. Qxc5 a6 15. Nd5 Bd4 16. Qc4 Rc8 17. c3 Rd8 18. cxd4 g5 19. Nc7 Kd7 20. Nd5 g4 21. hxg4 Rhg8 22. f3 b5 23. Qc5 a5 24. Qxb5 Rgf8 25. Qb7 Kd6 26. Nb6 Nxd4 27. Bf4 Ke6 28. Rfe1 Kf6 29. Be5 Ke6 30. Bxd4 Kd6 31. Qd5# Kc7 32. Qc5 Kb7 33. Qxa5 e5 34. Bxe5 f6 35. Bxf6 Rde8 36. Rxe8 Rf7 37. Qa8 Kc7 38. Qc8 Kxb6 39. Qe6 Kc7 40. Qxf7 Kc6 41. Re6 Kc5 42. Qe7 Kd5 43. Qd6#",1-0,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,Stockfish 1,,0.1,1,0,0,0,43,43,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt vs. Stockfish 1,43,9.540106534957886,43,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000_pt_vs_Stockfish_4.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000_pt_vs_Stockfish_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..035e3d2b1f9c9e045e7670280cd43609a0e20da7
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000_pt_vs_Stockfish_4.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714533983-9551,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nf6 3. Nc3 Nc6 4. Bc4 d6 5. d3 g6 6. Bg5 Be7 7. O-O a6 8. Nd5 Nxd5 9. Bxd5 Bxg5 10. Nxg5 Qxg5 11. Qf3 Qe7 12. c3 Nd8 13. d4 O-O 14. dxe5 Qxe5 15. Rad1 Re8 16. Rfe1 a5 17. Re3 c6 18. Bc4 a4 19. Rde1 b5 20. Bd3 Qh8 21. e5 dxe5 22. Qe4 Bd7 23. c4 a3 24. bxa3 f5 25. Qf3 Qg7 26. cxb5 h6 27. bxc6 Bxc6 28. Qe2 Kh7 29. Bb5 Ra7 30. Bxc6 Nxc6 31. Qb5 Qb7 32. Qxb7 Rxb7 33. Rc3 Re6 34. Rec1 Nd4 35. Rc7 Rxc7 36. Rxc7 Kg8 37. Rc8 Kg7 38. Rc7 Kg8 39. Rc8 Kf7 40. Rc7 Kf6 41. Rc8 e4 42. Rf8 Ke7 43. Ra8 Rd6 44. Ra7 Kf6 45. Ra8 Ke5 46. Re8 Re6 47. Rxe6 Kxe6 48. a4 Nc6 49. a5 Nxa5 50. a4 Kd5 51. f3 h5 52. fxe4 fxe4 53. Kf2 g5 54. Ke3 Nc4+ 55. Ke2 Kd4 56. a5 Na3 57. a6 Nb5 58. a7 Nxa7 59. Kf2 Kd3 60. Kg3 Nb5 61. Kf2 Nd4 62. Kg3 e3 63. Kh3 e2 64. g4 e1=Q 65. gxh5 Kc2 66. h6 Qe2 67. h7 Qh5+ 68. Kg3 Qh4+ 69. Kg2 Qe4+ 70. Kg3 Qh4+ 71. Kg2 Qg4+ 72. Kf2 Qf3+ 73. Ke1 Qc3+ 74. Kf2 Qf3+ 75. Ke1 g4 76. h8=Q Qc3+ 77. Kf2 Qf3+ 78. Ke1 Qe2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,Stockfish 4,,0.1,0,1,0,0,78,78,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt vs. Stockfish 4,79,24.85903525352478,78,0,0.001,,
+1714533985-1826,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bc4 Nf6 4. Ng5 d5 5. exd5 h6 6. dxc6 hxg5 7. cxb7 Bxb7 8. O-O Qd7 9. Nc3 Bxg2 10. Kxg2 Qh3+ 11. Kg1 Qxh2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,Stockfish 4,,0.1,0,1,0,0,11,11,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt vs. Stockfish 4,12,2.7218000888824463,11,0,0.001,,
+1714533995-4279,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 d6 3. Bc4 e5 4. d3 Nf6 5. Ng5 b5 6. Nxf7 Qc7 7. Nxh8 bxc4 8. dxc4 Nc6 9. O-O Be6 10. b3 g6 11. Bg5 Qg7 12. Bxf6 Qxf6 13. Nxg6 Bh6 14. Nxe5 Nd4 15. Nc6 Nxc6 16. Qxd6 Ne5 17. Qxc5 Nf3+ 18. gxf3 Qxf3 19. Qc6 Bd7 20. Qxa8 Kf7 21. Qxa7 Qg4+ 22. Kh1 Bf4 23. Rg1 Qf3+ 24. Rg2 Qd1+ 25. Rg1 Qf3+ 26. Rg2 Qd1+ 27. Rg1 Qf3+ 28. Rg2 Qd1+ 29. Rg1 Qf3+ 30. Rg2 Qd1+ 31. Rg1 Qf3+",1/2-1/2,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,Stockfish 4,,0.1,1/2,1/2,0,0,31,31,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt vs. Stockfish 4,32,9.477875232696533,31,0,0.001,,
+1714534004-2108,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 d6 3. Bc4 e6 4. d3 Nf6 5. Bg5 Be7 6. Nc3 h6 7. Bxf6 Bxf6 8. O-O Nc6 9. Bb5 Qc7 10. Bxc6 Qxc6 11. Qe2 O-O 12. Rad1 b5 13. d4 b4 14. Nb1 cxd4 15. Nxd4 Bxd4 16. Rxd4 Ba6 17. Qd2 Bxf1 18. Kxf1 Qa6+ 19. Kg1 Rfb8 20. Rxd6 Qa4 21. b3 Qxa2 22. Qd1 Rc8 23. Rd2 Qa6 24. c3 bxc3 25. Nxc3 Rab8 26. Rd3 Qa3 27. Qc2 h5 28. Nb1 Qb4 29. Rd7 Qe1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,Stockfish 4,,0.1,0,1,0,0,29,29,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt vs. Stockfish 4,30,9.323704242706299,29,0,0.001,,
+1714534014-9465,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 d6 3. Bc4 Nc6 4. Ng5 e6 5. Qf3 Qxg5 6. d3 Qf6 7. Qxf6 gxf6 8. O-O Bd7 9. Nc3 O-O-O 10. Nb5 Be8 11. Nxa7 Kc7 12. Nxc6 Ra8 13. Na5 b5 14. Bxb5 Bxb5 15. Nb3 h5 16. Bf4 Kd8 17. Rfe1 h4 18. h3 Kd7 19. e5 fxe5 20. Bxe5 f6 21. Bf4 Ba4 22. Nd2 Nh6 23. Ne4 e5 24. Bxh6 Rxh6 25. Nxf6 Rxf6 26. Re4 Ke8 27. Rxh4 Bc6 28. Rh8 Rf5 29. Re1 Ra7 30. Re3 Rg7 31.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt,Stockfish 4,,0.1,0,1,5,0,30,31,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_120000.pt vs. Stockfish 4,31,9.114460945129395,31,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_15000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_15000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cd2b4d2bfdfa416ce6aa94902780f6094f8ff7a5
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_15000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:357c40d337334887b311a25f2c93e636b2738b22414c46568bcd991253de0cf1
+size 610798283
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..80f4478adb97a220f13b79011dd79d89386bb662
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:db275ec85bd912d4f7a5445dca214ebcd761c7407baaa1a5d9b7419c2f302ffe
+size 610798283
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000_pt_vs_Stockfish_1.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000_pt_vs_Stockfish_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..21ff77bed68bf53977c3aa1c32cb81282655e2c0
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000_pt_vs_Stockfish_1.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714472746-9441,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 Nc6 2. Nf3 e5 3. Bc4 Nf6 4. Ng5 Qe7 5. Nxf7 d5 6. Nxh8 dxc4 7. O-O Be6 8. d3 Qd7 9. dxc4 Bxc4 10. Qxd7 Kxd7 11. Rd1 Ke6 12. Nc3 Bd6 13. Nb5 Rxh8 14. Nxd6 cxd6 15. Bg5 a6 16. Bxf6 gxf6 17. Rd2 h5 18. Rad1 Rd8 19. Rxd6 Rxd6 20. Rxd6 Kxd6 21.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,Stockfish 1,,0.1,0,1,5,0,20,21,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt vs. Stockfish 1,21,7.52132773399353,21,0,0.001,,
+1714472755-7918,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 d5 2. exd5 e5 3. Nc3 Bb4 4. Nf3 Nd7 5. Bc4 Ne7 6. d6 Bxd6 7. Ng5 Nd5 8. Bxd5 O-O 9. Qh5 Nf6 10. Qxh7 Nxh7 11. Nxh7 Kxh7 12. O-O Kg8 13. d3 Rb8 14. Be3 a6 15. Rae1 Bb4 16. Bd2 Re8 17. a3 Bxc3 18. Bxc3 Qd6 19. Bb4 Qxd5 20. Bc3 Bg4 21. f3 Bd7 22. f4 Qc5+ 23. Kh1 Qc6 24. fxe5 Bc8 25. Rf4 Bh3 26.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,Stockfish 1,,0.1,0,1,5,0,25,26,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt vs. Stockfish 1,26,8.599968433380127,26,0,0.001,,
+1714472762-9603,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c6 2. Nf3 c5 3. Bc4 Nf6 4. Ng5 e6 5. d3 h6 6. Nf3 Nc6 7. O-O a6 8. Nc3 Qc7 9. Be3 g5 10. Na4 b6 11. Nxb6 Qxb6 12. Bb3 Rb8 13. Ba4 Be7 14. Bxc5 Bxc5 15. Bxc6 Qxc6 16. Ne5 Qb6 17. Nc4 Qb5 18. Nd6 Bxd6 19. c4 Qb7 20. Qa4 Bxh2+ 21. Kxh2 Qb6 22. Qxa6 Qc7+ 23. Kg1 Ng4 24. Qa4 Qh2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,Stockfish 1,,0.1,0,1,0,0,24,24,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt vs. Stockfish 1,25,7.294342994689941,24,0,0.001,,
+1714472771-7201,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nf6 3. Nxe5 d5 4. exd5 Nbd7 5. Nxd7 Bxd7 6. Nc3 Bb4 7. Bc4 O-O 8. O-O Bg4 9. f3 Bh5 10. d3 Bxc3 11. bxc3 Qd7 12. Bg5 h6 13. Bxf6 c5 14. Be5 f6 15. Bg3 Rfe8 16. Re1 b5 17. Bb3 Rac8 18. Rxe8 Qxe8 19. d6 c4 20. dxc4 Rd8 21. cxb5 Kf8 22. Bc4 f5 23.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,Stockfish 1,,0.1,0,1,5,0,22,23,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt vs. Stockfish 1,23,8.966896533966064,23,0,0.001,,
+1714472776-7613,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 Nc6 3. Bc4 d6 4. Ng5 Ne5 5. Bb3 e6 6. d4 cxd4 7. Qxd4 b5 8. Bf4 Ng6 9. Bxe6 Bxe6 10. Qc3 Rc8 11. Qa5 Bd7 12. Qxa7 Nxf4 13. Nc3 Qxg5 14. O-O Qxg2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,Stockfish 1,,0.1,0,1,0,0,14,14,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt vs. Stockfish 1,15,4.752694368362427,14,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000_pt_vs_Stockfish_4.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000_pt_vs_Stockfish_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6beaf68f174c832f74a8086df6ed86160d4e9bc1
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000_pt_vs_Stockfish_4.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714472846-9688,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 d6 2. Nf3 g6 3. Bc4 Nf6 4. Ng5 e6 5. d3 h6 6. Nf3 e5 7. O-O c5 8. Nc3 a6 9. Nd5 Nc6 10. Nxf6 Qxf6 11. Be3 Bg7 12. c3 O-O 13. d4 exd4 14. cxd4 cxd4 15. Nxd4 Nxd4 16. Bxd4 Qxd4 17. Qxd4 Bxd4 18. Rad1 Bh8 19. Rxd6 Kh7 20. Rfd1 h5 21. Rd8 Bg7 22. Rxf8 Bxf8 23. Rd8 Be7 24. Rd7 Bxd7 25. Bxf7 Kh6 26. Bd5 Bg4 27. Bxb7 Rf8 28. Bxa6 Be6 29. Bb5 Bb4 30. Bc4 Bxc4 31. b3 Ba6 32. a4 Be1 33. b4 Bxf2+ 34. Kh1 Be1 35. b5 Rf1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,Stockfish 4,,0.1,0,1,0,0,35,35,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt vs. Stockfish 4,36,10.270023584365845,35,0,0.001,,
+1714472853-1930,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 Nf6 3. Nc3 d6 4. Bc4 a6 5. Ng5 e6 6. d3 Be7 7. Bf4 b5 8. Bb3 Bb7 9. a3 Nc6 10. O-O h6 11. Nf3 Rc8 12. h3 Qc7 13. Nh4 g5 14. Bg3 gxh4 15. Bxh4 Nd4 16. Ba2 Nxe4 17. Nxe4 Rg8 18. Qh5 Bxe4 19. dxe4 Qb7 20. Bxe7 Qxe4 21. Bxd6 Qxg2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,Stockfish 4,,0.1,0,1,0,0,21,21,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt vs. Stockfish 4,22,6.383296489715576,21,0,0.001,,
+1714472865-4971,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c6 2. Nf3 d5 3. exd5 Qxd5 4. Nc3 Qd8 5. Bc4 e6 6. O-O Nf6 7. d3 Bd6 8. Bg5 Be7 9. Ne5 h6 10. Bxf6 Bxf6 11. Ng4 Be7 12. Ne5 O-O 13. Qf3 Qa5 14. Ne4 Qxe5 15. Rfe1 Nd7 16. Ng3 Qa5 17. Re2 Nf6 18. Rae1 Rd8 19. Rxe6 fxe6 20. Bxe6 Kf8 21. Bxc8 Qxe1+ 22. Nf1 Qb4 23. Bxb7 Qa5 24. Bxa8 Qc5 25. Bxc6 Qd4 26. Be4 Qxb2 27. Bg6 Qxa2 28. Qf5 a6 29. Qc8 Rxc8 30.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,Stockfish 4,,0.1,0,1,5,0,29,30,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt vs. Stockfish 4,30,11.860722064971924,30,0,0.001,,
+1714472869-2645,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nf6 3. Nxe5 d6 4. Nf3 Bg4 5. Be2 Nc6 6. Nc3 d5 7. exd5 Nb4 8. Ne5 Bc5 9. Nxg4 Qe7 10. Nxf6 Kd8 11.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,Stockfish 4,,0.1,0,1,5,0,10,11,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt vs. Stockfish 4,11,4.226602554321289,11,0,0.001,,
+1714472878-5850,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 d6 3. Bc4 e6 4. Nc3 Nc6 5. d3 Bd7 6. Bg5 Nf6 7. O-O Be7 8. h3 O-O 9. a3 Re8 10. b4 cxb4 11. axb4 a6 12. b5 Nb4 13. bxa6 bxa6 14. Bxa6 Nxa6 15. Nb5 Qb8 16. Nxd6 Rd8 17. Nc4 Be8 18. Nce5 Qc7 19. Nc4 Nc5 20. Nce5 Bd6 21. Nc4 Be7 22. Nce5 Na4 23. Nc4 Ra6 24. Nce5 h6 25. Bxf6 Bxf6 26. Nc4 Bxa1 27. Qxa1 Rb8 28.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt,Stockfish 4,,0.1,0,1,5,0,27,28,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_20000.pt vs. Stockfish 4,28,8.591516256332397,28,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_25000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_25000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9b79dd9b47429f308318798d8f779b53c252f630
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_25000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:526b8c0969cc46967d515e2e5d66b8a31df4f4279a7f0f0a12cee4c9b51b1fb3
+size 610798283
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4a0019fa32c86925bef5c877aec28b3d8555b176
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bab97f58b4c2c0288189f180274d1efc74a8252835bf6e0578f3b57521f77357
+size 610798283
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000_pt_vs_Stockfish_1.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000_pt_vs_Stockfish_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..48a84878df070f12eb8bb6452ac6af42d8e84e65
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000_pt_vs_Stockfish_1.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714478816-5171,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e6 2. Nf3 Be7 3. d4 d6 4. Nc3 c6 5. Bc4 Qc7 6. O-O h6 7. Bf4 b5 8. Bb3 Nf6 9. e5 Nfd7 10. exd6 Bg5 11. Bxg5 hxg5 12. dxc7 g4 13. Ne5 Nxe5 14. dxe5 O-O 15. Qxg4 Bb7 16. Qh4 Na6 17. Ne4 Rfc8 18. Nf6 Kf8 19. Qh8 Ke7 20. Qxg7 Nb4 21. Qxf7# Kxf7 22. Nh7 Kg6 23. Nf6 Kf7 24. Nh7 c5 25. Ng5 Kg7 26. Nxe6 Kh6 27. Nf4 c4 28. Ne6 cxb3 29. Nf4 bxc2 30. Ne6 Be4 31. Nf4 Bg6 32. Nxg6 Kxg6 33. Rac1 Kf5 34. Rxc2 Nxc2 35. Rc1 Nd4 36. Rd1 Nf3+ 37. gxf3 Kxe5 38. Re1 Kd6 39. Re4 Rxc7 40. Rd4 Kc5 41. Re4 Kc6 42. Re5 Rd7 43. Re6 Kc7 44. Re5 Rb8 45. Re6 a5 46. Re5 a4 47. Re6 Rd5 48. Re7 Rd7 49. Re6 Rg8+ 50. Kf1 Ra8 51. Re5 Kb6 52. Re6 Kc7 53. Re5 Kc6 54. Re6 Kd5 55. Re7 Kc6 56. Re6 Rd6 57. Re7 a3 58. Re8 Rad8 59. Re7 axb2 60. Re1 b4 61. Rb1 Rd1+ 62. Rxd1 Rxd1+ 63. Kg2 b3 64. axb3 Kb7 65. h4 b1=Q 66. h5 Rg1+ 67. Kh3 Qc1 68. h6 Qxh6#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,Stockfish 1,,0.1,0,1,0,0,68,68,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt vs. Stockfish 1,69,25.4058575630188,68,0,0.001,,
+1714478845-7888,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 a6 3. d4 e6 4. dxc5 Qa5+ 5. Bd2 Qc7 6. Bd3 Nc6 7. O-O Bxc5 8. Nc3 b5 9. a3 Bb7 10. b4 Bd6 11. Re1 Nge7 12. e5 Nxe5 13. Nxe5 Bxe5 14. Be4 d5 15. Bf3 Bxc3 16. Bxc3 Qxc3 17. Re3 Qf6 18. Qe1 g6 19. Rd1 h5 20. Re5 Bc6 21. Qe2 Bb7 22. Re1 Rb8 23. Rxe6 fxe6 24. Qxe6 Qxe6 25. Rxe6 Rd8 26. Bxd5 Bxd5 27. Rxg6 Nxg6 28. f3 Rh6 29. Kf2 Bc4 30. Kg3 Bg8 31. Kf2 h4 32. Ke3 Bc4 33. Ke4 Ba2 34. Kf5 Bf7 35. Kg5 Ba2 36. Kxh6 Nf4 37. Kg5 Nxg2 38. Kg4 Bb1 39. Kh3 Kf7 40. Kxg2 Re8 41. Kh3 Ra8 42. Kxh4 Rh8+ 43. Kg3 Rh6 44. Kf4 Kg6 45. Ke3 Kf7 46. Kd4 Rh4+ 47. Kc5 Rc4+ 48. Kb6 Rxc2 49. Kxa6 Rxh2 50. Kxb5 Rf2 51. Ka5 Rb2 52. Kb5 Rh2 53. Ka5 Rh5+ 54. Ka6 Rh6+ 55. Kb5 Re6 56. Ka5 Re3 57. Kb5 Ke6 58. Ka5 Ke7 59. Kb5 Rxf3 60. Ka5 Rh3 61. Kb5 Kd8 62. Ka5 Rxa3+ 63. Kb5 Rc3 64. Ka5 Bd3 65. Kb6 Bb1 66. Ka5 Kc8 67. Kb6 Rc2 68. Ka5 Rf2 69. Kb6 Bg6 70. Ka5 Bc2 71. Kb6 Rh2 72. Ka5 Bg6 73. Kb6 Rc2 74. Ka5 Kb7 75. Kb5 Kc7 76. Ka5 Bd3 77.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,Stockfish 1,,0.1,0,1,5,0,76,77,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt vs. Stockfish 1,77,28.692289113998413,77,0,0.001,,
+1714478853-6252,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bc4 Be7 4. d3 h6 5. O-O Bf6 6. Nc3 Na5 7. Bd5 d6 8. Bd2 Nc6 9. Nb5 Nge7 10. Bxc6 Nxc6 11. Nc3 Be7 12. Nd5 Be6 13. Nxe7 Qxe7 14. Bc3 f6 15. d4 a6 16. dxe5 dxe5 17. Qd2 a5 18. Rad1 Qf7 19. Qd3 Bc4 20. Qd7 Qxd7 21. Rxd7 Kxd7 22. Rd1 Ke7 23. b3 Ba6 24. Nd2 Rad8 25. Nc4 Rxd1+ 26. Be1 Rxe1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,Stockfish 1,,0.1,0,1,0,0,26,26,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt vs. Stockfish 1,27,7.6010072231292725,26,0,0.001,,
+1714478861-6575,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e6 2. Nf3 d5 3. exd5 Nf6 4. dxe6 Qe7 5. Qe2 Bxe6 6. Nc3 h6 7. d4 Nbd7 8. Bf4 O-O-O 9. O-O-O Nb6 10. Nb5 Bxa2 11. Qxe7 Rd7 12. Qe5 Na4 13. Qxc7# Rxc7 14. Bxc7 a6 15. Nd6 Kd7 16. Nxf7 Nh5 17. Nxh8 Ke8 18. Re1 Be7 19. Bb6 Nc3 20. bxc3 Bg8 21. Bc4 Ng3 22. hxg3 g6 23. Nxg6 Be6 24. Rxe6 h5 25. Rxe7",1-0,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,Stockfish 1,,0.1,1,0,0,0,25,25,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt vs. Stockfish 1,25,8.62065577507019,25,0,0.001,,
+1714478882-2456,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bc4 d6 4. d3 h6 5. O-O Na5 6. Bb5 c6 7. Ba4 b5 8. Bb3 Nxb3 9. axb3 Ne7 10. c4 Ng6 11. cxb5 Bb7 12. bxc6 Bc8 13. Nc3 Be6 14. Nd5 Ne7 15. Nxe7 Qxe7 16. b4 Qc7 17. b5 Qd8 18. b3 Qb8 19. Bb2 Qxb5 20. c7 Be7 21. Ra5 Qxa5 22. Qc2 Qb5 23. Qc3 a5 24. Qc2 Rc8 25. Qc3 Qb7 26. Qc2 Rxc7 27. Qd2 Bf6 28. Qe3 Bd8 29. Qe2 Be7 30. Qe3 f6 31. Qe2 Bg4 32. Qe3 g6 33. Qe2 Qc8 34. Qe3 a4 35. bxa4 Rh7 36. Qe2 h5 37. Qe3 Be6 38. Qe2 g5 39. Qe3 Rc5 40. Qe2 h4 41. Qe3 Bg4 42. Qe2 Rc6 43. Qe3 Bd8 44. Qe2 Be7 45. Qe3 Be6 46. Qe2 Rc7 47. Qe3 g4 48. Nxh4 Bf8 49. Ng6 Bg7 50. Nxe5 fxe5 51. Qg5 Bf7 52. Qxg7 Rxg7 53. Bxe5 dxe5 54. d4 Rg5 55. dxe5 Ba2 56. Ra1 Rc1+ 57. Rxc1 Qxc1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,Stockfish 1,,0.1,0,1,0,0,57,57,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt vs. Stockfish 1,58,20.53706932067871,57,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000_pt_vs_Stockfish_4.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000_pt_vs_Stockfish_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5c1e870edc8f30ddfd11304f9d7b100021ac40a
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000_pt_vs_Stockfish_4.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714478969-6285,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e6 2. Nf3 c5 3. Bc4 a6 4. d3 Be7 5. Nc3 Qc7 6. O-O d6 7. Bg5 b5 8. Bb3 h6 9. Bxe7 Nxe7 10. a4 c4 11. dxc4 bxc4 12. Ba2 O-O 13. b3 cxb3 14. cxb3 Bb7 15. Rc1 Nbc6 16. Nd4 Rad8 17. Nxc6 Nxc6 18. Ne2 Ba8 19. Nf4 d5 20. exd5 Qxf4 21. dxc6 Rxd1 22. Rcxd1 Bxc6 23. Rd6 Qxd6 24. Rd1 Qxd1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,Stockfish 4,,0.1,0,1,0,0,24,24,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt vs. Stockfish 4,25,7.338622808456421,24,0,0.001,,
+1714478985-1817,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 e6 3. Bc4 Nc6 4. d3 d5 5. exd5 exd5 6. Bb3 Bg4 7. h3 Be6 8. O-O Bd6 9. Re1 Be7 10. Nc3 a6 11. Ne5 Nf6 12. Nxc6 bxc6 13. Bg5 a5 14. a4 Rb8 15. Bxf6 Bxf6 16. Qf3 Qd6 17. Ne2 O-O 18. Nf4 Bxb2 19. Rab1 Bc3 20. Re3 Bd7 21. Rbe1 Rb4 22. Nh5 Bxe1 23. Rxe1 Kh8 24. Qg3 Qxg3 25. Nxg3 c4 26. dxc4 dxc4 27. Ba2 Be6 28. Ne4 Rxa4 29. Nc5 Rxa2 30. Nxe6 Re8 31. Nc7 Rxe1+ 32. Kh2 h5 33. Ne8 Rxe8 34. Kg3 g6 35. Kf4 a4 36. Kg5 c5 37. Kf6 Rg8 38. Kxf7 Rxc2 39. Kf6 Rxf2+ 40. Kg5 a3 41. Kh6 a2 42. Kg5 Rf1 43. Kh6 Rf5 44.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,Stockfish 4,,0.1,0,1,5,0,43,44,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt vs. Stockfish 4,44,16.27189540863037,44,0,0.001,,
+1714478992-3290,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 a6 2. Nf3 d5 3. exd5 e6 4. dxe6 fxe6 5. Nc3 Nc6 6. d4 Bd6 7. Bg5 Be7 8. Bxe7 Ngxe7 9. Bc4 Qd6 10. O-O Ng6 11. Re1 Bd7 12. d5 Nce7 13. dxe6 Qxd1 14. Raxd1 Bb5 15. Bxb5 axb5 16. Nxb5 O-O 17. Nxc7 Rxa2 18. Ng5 Rxb2 19.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,Stockfish 4,,0.1,0,1,5,0,18,19,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt vs. Stockfish 4,19,6.92606782913208,19,0,0.001,,
+1714478994-8015,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bc4 Nf6 4. Ng5 Nxe4 5. Nxf7 Qf6 6. Nxh8 Qxf2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,Stockfish 4,,0.1,0,1,0,0,6,6,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt vs. Stockfish 4,7,1.8076579570770264,6,0,0.001,,
+1714479014-9141,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 d6 3. Bc4 a6 4. Ng5 e6 5. Qf3 Qxg5 6. d3 Qd8 7. O-O h5 8. Nc3 h4 9. h3 Nd7 10. Bf4 Ne5 11. Bxe5 dxe5 12. Rad1 Nf6 13. d4 cxd4 14. Ne2 Bc5 15. c3 Ba7 16. cxd4 Qa5 17. dxe5 Qxe5 18. Nf4 Qxe4 19. Qxe4 Nxe4 20. Rfe1 Ng5 21. Nh5 Rg8 22. Nf4 Bd7 23. Nh5 O-O-O 24. Nf4 Rh8 25. Nh5 g6 26. Nf6 Be8 27. Nxe8 Rxd1 28. Rxd1 Rxe8 29. Bxe6 Rxe6 30. Rc1 Kd7 31. Rd1 Rd6 32. Rxd6 Ke7 33. Rd5 Ne6 34. Re5 Kd6 35. Re4 Bd4 36. Rxh4 b5 37. Rh7 a5 38. Rxf7 Nc7 39. Rf6 Bxf6 40. f4 Nd5 41. g4 Bd4+ 42. Kg2 Nxf4+ 43. Kg3 Nd3 44. h4 Bf2+ 45. Kf3 Bb6 46. h5 gxh5 47. gxh5 Ne5+ 48. Kf4 Bd8 49. h6 Bf6 50. Kf5 Nd7 51. Kg6 Bh8 52. h7 b4 53. Kh6 Nf8 54.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt,Stockfish 4,,0.1,0,1,5,0,53,54,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_30000.pt vs. Stockfish 4,54,19.932292222976685,54,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_35000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_35000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4ba684cbf05ae18ce1983b62175243c506933e65
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_35000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4bae8ceac159bbc51153b112fc5af0f7d25b448c9c7cc54bb87c85fee627b24d
+size 610798283
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..162bafed8eaa2d09fa5a6277dbf10d122c4dfad5
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+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:784b328f90d4f5ffbd27df94321a8e699531f338b4bcc25dc4b31cd75fec78bf
+size 610798283
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000_pt_vs_Stockfish_1.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000_pt_vs_Stockfish_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b3007b1f17c6defd7a4492a552b4f3ae6953a98
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000_pt_vs_Stockfish_1.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714485613-1344,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 g6 2. Nf3 d6 3. Bc4 Nc6 4. Ng5 Nh6 5. Qf3 Ne5 6. Qf4 f6 7. Ne6 g5 8. Qe3 Nhg4 9. Qh3 Bxe6 10. Bxe6 f5 11. Bxf5 Nh6 12. Qh5 Nef7 13. Be6 Bg7 14. Qxf7# Nxf7 15. Bxf7 Kd7 16. Be6 Kc6 17. Bd5 Kb6 18. d3 Qe8 19. Be3 Ka5 20. Nc3 c6 21. Bb3 Qh5 22. O-O Bxc3 23. bxc3 b6 24. Bd4 Rhf8 25. Bg7 Rfb8 26. Bd4 Qh6 27. Be3 Rf8 28. Bd4 Ka6 29. Bc4 Kb7 30. Be3 Qg6 31. Bd4 h5 32. Be3 Kc7 33. Bd4 e6 34. Be3 Rf7 35. Bd4 c5 36. Be3 h4 37. Bd2 Raf8 38. Be3 a5 39. Bd2 a4 40. Be3 h3 41. gxh3 a3 42. Bd2 g4 43. hxg4 Qxg4+ 44. Kh1 Qf3+ 45. Kg1 Rg7+ 46. Bg5 Qg4+ 47. Kh1 Qf3+ 48. Kg1 Qg4+ 49. Kh1 Rxg5 50. Rg1 Qf3+ 51. Rg2 Qxg2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,Stockfish 1,,0.1,0,1,0,0,51,51,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt vs. Stockfish 1,52,8.763731479644775,51,0,0.001,,
+1714485624-8208,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 Nf6 3. Nc3 Nc6 4. Bc4 e6 5. d3 a6 6. Bg5 h6 7. Bh4 g5 8. Bg3 b5 9. Bb3 g4 10. Ne5 Nxe5 11. Bxe5 d6 12. Bxf6 Qxf6 13. Qxg4 Bd7 14. O-O h5 15. Qf3 Qxf3 16. gxf3 Ke7 17. Rfe1 Bh6 18. Rad1 h4 19. d4 h3 20. dxc5 Rhg8+ 21. Kh1 dxc5 22. Rxd7 Kxd7 23. Rd1 Kc7 24. Ne2 Bg7 25. Nf4 c4 26. Bxc4 bxc4 27. Nxh3 Be5 28. f4 Bg7 29. f5 exf5 30. exf5 Bf6 31. Nf4 Rad8 32. Rxd8 Kxd8 33. Nd5 Be5 34. Nb6 Bb8 35. Nxc4 Re8 36. Nb6 Re5 37. Nc4 Re2 38. Ne3 Rxf2 39. Ng4 Rf4 40. Ne5 Kc7 41. Nxf7 Kc8 42. Ne5 Rf2 43. Nd3 Rxf5 44. Nf4 a5 45. Ne6 Rf6 46. Ng5 Rb6 47. Ne4 a4 48. Nc5 a3 49. Nd3 Kd8 50. Ne5 Bxe5 51. bxa3 Rb2 52. c4 Rxh2+ 53. Kg1 Rb2 54. Kf1 Kc7 55. Ke1 Kc6 56. Kd1 Bd4 57. Kc1 Kc5 58. Kd1 Kxc4 59. Kc1 Rxa2 60. Kb1 Rh2 61. Kc1 Be3+ 62. Kd1 Kd3 63. Ke1 Rg2 64. Kf1 Rg4 65. Ke1 Rg1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,Stockfish 1,,0.1,0,1,0,0,65,65,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt vs. Stockfish 1,66,11.396297454833984,65,0,0.001,,
+1714485634-2206,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e6 2. Nf3 Nf6 3. Nc3 d5 4. exd5 Nxd5 5. Nxd5 exd5 6. d4 Bd6 7. Bd3 h6 8. O-O Be6 9. Re1 Qf6 10. Be3 Nd7 11. c4 O-O 12. cxd5 Bxd5 13. Rc1 Rfe8 14. Bc4 Be4 15. Bd3 Nb6 16. Bxe4 Rxe4 17. Qd3 Rae8 18. Rc4 Nxc4 19. Qxc4 Qf5 20. Rc1 a5 21. Qxc7 Qd5 22. Qxb7 Bxh2+ 23. Kxh2 Qxb7 24. Rc5 a4 25. Ra5 a3 26. bxa3 Qd7 27. Ra4 Kh8 28. Ra5 R4e7 29. Ra4 Qb7 30. Ra5 Kg8 31. Ra4 Qb8+ 32. Kg1 Qb1+ 33. Kh2 f6 34. Kh3 Qb7 35. Kh4 h5 36. Kh3 Qd7+ 37. Kh2 Qd6+ 38. Kg1 Qb8 39. Kf1 Qb5+ 40. Kg1 Qxa4 41. Kh2 Qc2 42. Kg1 h4 43. Kh2 Qc6 44. Kg1 Qc2 45. Kh2 Rf7 46. Kg1 h3 47. Kh2 Qxa2 48. Kg1 hxg2 49. Kh2 Qd5 50. Kg1 Qa2 51. Kh2 Rxe3 52. Kg1 Qd5 53. Kh2 Qxf3 54. Kg1 Qd1+ 55. Kh2 g1=Q#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,Stockfish 1,,0.1,0,1,0,0,55,55,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt vs. Stockfish 1,56,9.374225854873657,55,0,0.001,,
+1714485649-4106,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 a6 3. Bc4 Nc6 4. Ng5 e6 5. Qf3 Qxg5 6. d3 Qxc1+ 7. Qd1 Qf4 8. g3 Qh6 9. Nc3 Ne5 10. Bb3 Qf6 11. f4 Ng6 12. e5 Qf5 13. Qe2 b5 14. O-O-O Bb7 15. Rhf1 Nh6 16. h3 Rc8 17. g4 Nxg4 18. hxg4 Nxf4 19. Qf3 Qxe5 20. Qxb7 Rc7 21. Qxa6 g5 22. Nxb5 Rc6 23. Qa8 Ke7 24. Rde1 Bg7 25. Rxe5 Rxa8 26. Nc7 Rxa2 27. Bxa2 Bxe5 28. Nb5 h6 29. Re1 Rb6 30. Nc3 d6 31. Ne4 Rb8 32. Nxg5 hxg5 33. Rh1 Rg8 34. Rh7 Bd4 35. c3 Bg7 36. d4 Bh8 37. dxc5 Be5 38. cxd6 Bxd6 39. c4 Rd8 40. c5 Bxc5 41. Bc4 Kf6 42. Rh5 Bd4 43. Rh6 Ke7 44. Rh5 f6 45. Rh7 Ke8 46. Rh8 Kd7 47. Rh7 Kd6 48. Rh6 Rc8 49. Rh7 Ng6 50. Rh6 Nh8 51. Rh7 Ng6 52. Rh6 Ne7 53. Rh7 Bc5 54. Rh6 Bb4 55. Rh7 e5 56. Rh6 Ng8 57. Rh8 Rxc4+ 58. Kb1 Rc8 59. Rxg8 Rc6 60. Rg6 Kc7 61. Rg7 Kd8 62. Rg8 Kc7 63. Rg7 Kc8 64. Rg8 Kd7 65. Rg7 Be7 66. Rg8 Rc4 67. Rg7 Ke8 68. Rg8 Kf7 69. Rg7 Ke6 70. Rg8 Rb4 71. Rg7 Bf8 72. Rg8 Be7 73. Rg7 Rc4 74. Rg8 Ra4 75. Rg7 Rd4 76. Rg8 e4 77. Rg7 Bb4 78. Rg8 Rd2 79. Rg6 Rd4 80. Rg8 e3 81. Re8 Kf7 82. Rxe3 Kg6 83. Re8 Kg7 84. Re7 Kg8 85. Re8 Kh7 86. Re7 Kh6 87. Re8 Kh7 88. Re7 Kg6 89. Re8 Rxg4 90. Re7 Bxe7",*,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,Stockfish 1,,0.1,0.5,0.5,0,0,90,90,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt vs. Stockfish 1,91,15.639129400253296,90,0,0.001,,
+1714485657-9782,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 Nf6 2. Nc3 a6 3. Nf3 e6 4. d4 d5 5. e5 Nfd7 6. Bg5 f6 7. exf6 Nxf6 8. Ne5 Be7 9. Bd3 Nc6 10. Nxc6 bxc6 11. O-O O-O 12. Qf3 e5 13. dxe5 Nd7 14. Bxe7 Rxf3 15. Bxd8 Rxd3 16. cxd3 d4 17. Ne4 Bb7 18. Bxc7 c5 19. Nd6 Bd5 20. Rac1 Rf8 21. Nc4 Re8 22. Nd6 Nxe5 23. Nxe8 Nd7 24. Nd6 Bf3 25. gxf3 Nf8 26. Rxc5 Ne6 27. Rc6 Ng5 28. Re1 Nxf3+ 29. Kf1 h6 30. Re8 Kh7 31. Rxa6 h5 32. Re7 Kh8 33. Ra8 Kh7 34. Raa7 Kg6 35. Rxg7 Kxg7 36. Nf5 Kf6 37. Nxd4 Nxd4 38. Ra6 Kg5 39. Ra5 Kg6 40. Ra4 Nf5 41. Ra5 Nd4 42. Ra6 Kf5 43. Ra5 Kg6 44. Ra6 Kg5 45. Ra5 Kg6 46. Ra6 Kg5 47. Ra5 Kg6",1/2-1/2,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,Stockfish 1,,0.1,1/2,1/2,0,0,47,47,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt vs. Stockfish 1,48,7.921869277954102,47,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000_pt_vs_Stockfish_4.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000_pt_vs_Stockfish_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..51479f846336b387077d80598535b4a217300f55
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000_pt_vs_Stockfish_4.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714485704-7681,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 d6 3. Bc4 Be7 4. d3 Nc6 5. Nc3 Na5 6. Bb5 Bd7 7. Bxd7 Qxd7 8. Nd5 Bd8 9. Bg5 c6 10. Bxd8 Rxd8 11. Nb4 c5 12. Nd5 Ne7 13. Nxe7 Qxe7 14. O-O b6 15. c3 h6 16. d4 cxd4 17. cxd4 Rc8 18. dxe5 dxe5 19. Qa4 Qd7 20. Qxd7 Kxd7 21. Nxe5 Ke6 22. Ng4 Rc4 23. Rfe1 Rc2 24. Rab1 Rd8 25. Ne3 Rc6 26. Nf5 Rd2 27. Nxg7 Ke5 28. Nf5 Rcc2 29. Nxh6 Ke6 30. Ng4 Nc6 31. Ne3 Rxb2 32. Rxb2 Rxb2 33. Nc4 Rb4 34. Ne3 Ne5 35. Nd5 Rb2 36. Nc7 Kf6 37. Nd5 Kg6 38. Ne7 Kg5 39. Nd5 Kh6 40. Nc7 Rxa2 41. Nd5 Nd3 42. Rd1 Nb2 43. Rd2 Ra1+ 44. Rd1 Rxd1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,Stockfish 4,,0.1,0,1,0,0,44,44,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt vs. Stockfish 4,45,8.576536417007446,44,0,0.001,,
+1714485713-8420,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 Nf6 2. Nc3 c5 3. Nf3 d5 4. exd5 Nxd5 5. Nxd5 Qxd5 6. d4 Nc6 7. dxc5 Qxd1+ 8. Kxd1 e5 9. Bb5 Bg4 10. Bxc6 bxc6 11. h3 Bxf3+ 12. gxf3 O-O-O+ 13. Bd2 Bxc5 14. Re1 f6 15. f4 Bd4 16. fxe5 Rd7 17. exf6 Bxf6 18. Re6 Bg5 19. Rxc6 Kb7 20. Rc5 Rxd2+ 21. Ke1 Re8+ 22. Kf1 Bd8 23. Rb5 Kc8 24. Rc5 Kd7 25. Rd1 Rxd1+ 26. Kg2 Rd2 27. Rd5 Rxd5 28. c4 Rd6 29. c5 Rd5 30. b4 Kc6 31. a4 Ree5 32. b5 Kd7 33. c6 Kd6 34. b6 axb6 35. a5 bxa5 36. c7 Kxc7 37. f4 Re3 38. f5 Rd2+ 39. Kf1 Rb2 40. Kg1 Rc2 41. Kf1 Rb2 42. Kg1 Bh4 43. Kf1 Re1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,Stockfish 4,,0.1,0,1,0,0,43,43,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt vs. Stockfish 4,44,8.433007717132568,43,0,0.001,,
+1714485718-3092,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nf6 3. Nxe5 d6 4. Nf3 g6 5. Nc3 Nc6 6. Bc4 Bg7 7. d3 Bg4 8. h3 Bd7 9. Bg5 h6 10. Bxf6 Qxf6 11. O-O O-O-O 12. Nd5 Qe6 13. Nf4 Qe7 14. Nd5 Qe8 15. Nf4 Rg8 16. Nd5 Kb8 17. Nf4 Ne5 18. Nxe5 Bxe5 19. Nd5 c6 20. Ne3 Qe7 21. Ng4 Bxb2 22. Rb1 Bc3 23. Nxh6 Rgf8 24. Ng4 d5 25. exd5 f5 26. Ne3 f4 27. Ng4 f3 28. gxf3 Rf4 29. Ne3 Rh8 30. Kh2 Qg5 31. Rg1 Rxh3#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,Stockfish 4,,0.1,0,1,0,0,31,31,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt vs. Stockfish 4,32,5.80598783493042,31,0,0.001,,
+1714485722-7413,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e6 2. Nf3 Be7 3. Bc4 c6 4. d3 d5 5. exd5 exd5 6. Bb3 Nf6 7. Nc3 a5 8. a4 O-O 9. O-O Re8 10. Re1 c5 11. Bg5 Bd7 12. Bxf6 Bxf6 13. Rxe8 Qxe8 14. Nxd5 Na6 15. Nxf6 gxf6 16. Qe1 Bg4 17. Qxe8 Rxe8 18. Re1 Rxe1+ 19. Nxe1 Nc7 20. f3 Bd7 21.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,Stockfish 4,,0.1,0,1,5,0,20,21,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt vs. Stockfish 4,21,3.997589349746704,21,0,0.001,,
+1714485737-7202,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 a6 3. Bc4 e6 4. d3 b6 5. Nc3 d6 6. Bg5 Nf6 7. O-O Bb7 8. Re1 b5 9. Bb3 Nc6 10. a3 Na5 11. Ba2 Be7 12. b4 Nc6 13. bxc5 Qc7 14. cxd6 Qxd6 15. e5 Nxe5 16. Nxe5 Rc8 17. Nxf7 Qd4 18. Nxh8 Rxc3 19. Bxe6 b4 20. Bf7 Kd7 21. Be6 Kc7 22. Bf4 Kb6 23. Be3 Bc5 24. Bxd4 Rxc2 25. Bxc5 Kxc5 26. Bb3 Kb6 27. Bxc2 Ka7 28. Bb3 Ka8 29. Bc4 b3 30. Bxb3 h5 31. Bc4 h4 32. Bd5 Bxd5 33. Qc1 Ne4 34. Qc8 Ka7 35. Qc7 Bb7 36. Qxb7 Kxb7 37. Rab1 Kc6 38. Rec1 Nc5 39. Rxc5 Kxc5 40. Rc1 Kd4 41. Rc7 Ke5 42. Rxg7 a5 43. Rh7 Ke6 44. Rxh4 Kf5 45. Rh3 Kg4 46. Rg3 Kh4 47. Rh3 Kg5 48. Rg3 Kf4 49. Rf3 Kg4 50. Rg3 Kf5 51. Rf3 Ke6 52. Rg3 Kd7 53. Rf3 Kc8 54. Rg3 a4 55. Rf3 Kb8 56. Rg3 Ka7 57. Rf3 Ka8 58. Rg3 Kb7 59. Rf3 Kc6 60. Rg3 Kb6 61. Rf3 Ka7 62. Rg3 Ka8 63. Rf3 Kb8 64. Rg3 Kc7 65. Rf3 Kb8 66. Rg3 Kc7 67. Rf3 Kb8 68. Rg3 Kc7 69. Rf3 Kb8",1/2-1/2,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt,Stockfish 4,,0.1,1/2,1/2,0,0,69,69,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_40000.pt vs. Stockfish 4,70,14.583855628967285,69,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_45000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_45000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4e348795a410355802ee95a0ac2c859860452570
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_45000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 610798283
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_5000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_5000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..67bd3a563e32b1f90c29237f54223e3f60a5b250
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+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_5000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..92f88f878a2f0e5542753b2ec5d2cebf26b0917c
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+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 610798283
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000_pt_vs_Stockfish_1.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000_pt_vs_Stockfish_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..19c1623a499f6298e2378f581ef96da93f16da66
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000_pt_vs_Stockfish_1.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714492695-3117,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e6 2. Nf3 d5 3. exd5 Qe7 4. dxe6 Nf6 5. Be2 fxe6 6. O-O Bd7 7. d4 Bc6 8. Nc3 Qd6 9. Bg5 h6 10. Bxf6 Bxf3 11. Bxf3 gxf6 12. Bxb7 a5 13. Bxa8 Qf4 14. g3 Rg8 15. Ne2 Qf5 16. Nf4 Qxf4 17. Qh5 Kd8 18. Qf7 Qg4 19. Qxg8 Qxg8 20. Rae1 Bb4 21. c3 Bd6 22. Re3 c6 23. Rfe1 e5 24. dxe5 fxe5 25. Rd3 Kc7 26. Red1 Na6 27. Rxd6 Qxa8 28. Rd7 Kb6 29. R7d6 e4 30. Rxh6 Nc5 31. Rhd6 Nd3 32.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,Stockfish 1,,0.1,0,1,5,0,31,32,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt vs. Stockfish 1,32,11.420010805130005,32,0,0.001,,
+1714492701-5123,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 d5 2. exd5 g6 3. Nc3 c6 4. dxc6 Nxc6 5. Nf3 Nf6 6. d4 Bf5 7. Bb5 Rc8 8. Bxc6 bxc6 9. O-O h5 10. Bg5 Bg7 11. Bxf6 Bxf6 12. Re1 O-O 13. Ne5 h4 14. Ne4 Qb6 15. Nxf6 exf6 16. Nd7 Bxd7 17. c3 Bf5 18. Qf3 Qxb2 19. Rab1 Qa3 20. Ra1 Rfe8 21. Rxe8 Rxe8 22. Qxc6 Qe7 23. Qf3 Qe1+ 24. Rxe1 Rxe1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,Stockfish 1,,0.1,0,1,0,0,24,24,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt vs. Stockfish 1,25,6.169790983200073,24,0,0.001,,
+1714492712-5434,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e6 2. Nf3 b6 3. d4 Bb7 4. Nc3 Nc6 5. Bb5 Nce7 6. O-O Qc8 7. Bg5 Ng6 8. d5 Be7 9. dxe6 fxe6 10. Bxe7 N8xe7 11. Ne5 c6 12. Ba4 Nxe5 13. Qh5 Nf7 14. Rad1 O-O 15. Rd3 Qc7 16. Rh3 Nh6 17. Rg3 Nf7 18. Rh3 Nh6 19. Rg3 Kh8 20. Rh3 Qb8 21. Rg3 a5 22. Rh3 d5 23. exd5 exd5 24. Nxd5 cxd5 25. Bb3 Qc7 26. Bxd5 Nxd5 27. Qxd5 Rae8 28. Qd4 Rf4 29. Qxf4 Qxf4 30. Rxh6 Qxh6 31. Re1 Rxe1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,Stockfish 1,,0.1,0,1,0,0,31,31,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt vs. Stockfish 1,32,10.64815640449524,31,0,0.001,,
+1714492718-9580,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 d6 2. Nf3 e5 3. Bc4 Be6 4. Bxe6 Nf6 5. Bc4 c6 6. Ng5 d5 7. exd5 cxd5 8. Bb5 Nfd7 9. Qf3 Qxg5 10. Qxd5 Nc6 11. Bxc6 bxc6 12. Qxc6 Qd8 13. O-O Bc5 14. Re1 O-O 15. Qd5 Rc8 16. d4 Qa5 17. Bd2 Qa4 18. dxc5 Rcd8 19. b3 Qb5 20.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,Stockfish 1,,0.1,0,1,5,0,19,20,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt vs. Stockfish 1,20,6.876550197601318,20,0,0.001,,
+1714492727-5103,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bc4 Bc5 4. d3 Nf6 5. Ng5 O-O 6. Nxf7 Qe8 7. Ng5 Kh8 8. Nf7 Rxf7 9. Bxf7 Qxf7 10. O-O d6 11. Bg5 b6 12. Bxf6 Qxf6 13. Nc3 Ne7 14. Nd5 Nxd5 15. exd5 b5 16. c4 h6 17. cxb5 Rb8 18. a4 Bb7 19. Qc2 Qf7 20. Qc4 Bxd5 21. Qc3 Bd4 22. Qc2 Qg6 23. g3 Qf7 24. Rab1 Rf8 25. b3 Qf5 26. Qxc7 Bxf2+ 27. Rxf2 Qxf2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,Stockfish 1,,0.1,0,1,0,0,27,27,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt vs. Stockfish 1,28,7.96906304359436,27,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000_pt_vs_Stockfish_4.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000_pt_vs_Stockfish_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7e12438fb13d62705d7595067190a8b4c224a499
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000_pt_vs_Stockfish_4.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714492848-7764,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 Nc6 3. Bc4 Nf6 4. Ng5 Ne5 5. Bb3 d6 6. Nxf7 Nxf7 7. Qf3 e6 8. O-O Be7 9. d3 h6 10. Nc3 Bd7 11. Be3 O-O 12. Rad1 Rb8 13. d4 Qc8 14. dxc5 b5 15. cxd6 Bxd6 16. Rxd6 Nxd6 17. e5 Nfe4 18. Nxe4 Nxe4 19. Qxe4 Kh8 20. Bxa7 Qb7 21. Qxb7 Rxb7 22. Bc5 Ra8 23. Rd1 g5 24. Bd4 Kg8 25. Bxe6 Bxe6 26. Re1 Ra4 27. Bc5 Rd7 28. b3 Ra5 29. Bb4 Ra6 30. a4 Rb6 31. axb5 Rxb5 32. Bc3 Rbd5 33. h3 Rd1 34. Rxd1 Rxd1+ 35. Kh2 Kh7 36. b4 Bc4 37. b5 Bxb5 38. e6 Be8 39. e7 Rb1 40. Bd4 Kg6 41. c4 Rb7 42. c5 Rb4 43. Bc3 Ra4 44. c6 Bxc6 45. Be5 Be8 46. Bd6 h5 47. Bc5 Rc4 48. Be3 Rc6 49. Bd4 Rc7 50. Be5 Rd7 51. Bc3 Rxe7 52. Bb4 Re5 53. Bc3 Rd5 54. Bb4 Kh7 55. Bc3 Rf5 56. Bd2 Rc5 57. Be3 Rd5 58. Bxg5 Bc6 59. Be3 Kg8 60. Bf4 Rd1 61. Be3 Kh7 62. Bf4 Rd5 63. Be3 Rd6 64. Bf4 Rd8 65. Be3 Re8 66. Bf4 Rd8 67. Be3 Rb8 68. Bf4 Rb7 69. Be3 Kg8 70. Bf4 Kh7 71. Be3 Rd7 72. Bf4 Re7 73. Bg3 Rg7 74. Bf4 Bxg2 75. Bg3 Bf3 76. Bf4 Bc6 77. Bg3 Rg8 78. Bf4 Rg2+ 79. Kh1 Rg6+ 80.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,Stockfish 4,,0.1,0,1,5,0,79,80,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt vs. Stockfish 4,80,27.040144681930542,80,0,0.001,,
+1714492870-3113,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 d6 3. Bc4 Nc6 4. d3 Nf6 5. Ng5 Bg4 6. f3 Bh5 7. g4 Bg6 8. h4 h5 9. gxh5 Bxh5 10. Nc3 a6 11. Nd5 b5 12. Nxf6 Qxf6 13. Bd5 Nd4 14. Bxa8 d5 15. exd5 Bb4+ 16. c3 O-O 17. cxb4 e4 18. dxe4 Rxa8 19. Be3 Nxf3+ 20. Nxf3 Bxf3 21. Qd3 Re8 22. Rf1 c6 23. Rxf3 Qxf3 24. Qe2 Qh1+ 25. Qf1 Qxe4 26. Qe2 Qh1+ 27. Qf1 Qxd5 28. Rd1 Rxe3+ 29. Kf2 Qf3+ 30. Kg1 Qg4+ 31. Qg2 Qxd1+ 32. Kh2 Qd6+ 33. Kg1 Rg3 34. Qxg3 Qxg3+ 35. Kf1 Qf3+ 36. Ke1 Kh7 37. Kd2 Kh6 38. Kc2 Kh5 39. Kd2 Kxh4 40. Kc2 Kh3 41. Kd2 f5 42. Kc2 Kh2 43. Kd2 Kg3 44. Kc2 g5 45. Kd2 Kg2 46. Kc2 Kf1 47. Kd2 Qe2+ 48. Kc3 Qc4+ 49. Kd2 Qe4 50. Kc3 g4 51. Kd2 Qf3 52. Kc2 Qe2+ 53. Kc3 Qe3+ 54. Kc2 Qf2+ 55. Kc3 Qf3+ 56. Kc2 g3 57. Kd2 Qe4 58. Kc3 g2 59. Kd2 Qc4 60. Ke3 Qe4+ 61. Kd2 Qc4 62. Ke3 Ke1 63. Kf3 Qg4+ 64. Ke3 g1=B+ 65. Kd3 Qe2+ 66. Kc3 Qe3+ 67. Kc2 Qd2+ 68. Kb3 Qe3+ 69. Kc2 Qe4+ 70. Kc3 Qc4#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,Stockfish 4,,0.1,0,1,0,0,70,70,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt vs. Stockfish 4,71,21.779834508895874,70,0,0.001,,
+1714492887-9382,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e6 2. Nf3 Be7 3. d4 d5 4. e5 a6 5. Nc3 Bd7 6. Bd3 h6 7. O-O Nc6 8. Be3 h5 9. h3 g5 10. Nxg5 Nxd4 11. Bxd4 Bxg5 12. Qf3 h4 13. Be3 Nh6 14. Bxg5 Qxg5 15. Rae1 Bc6 16. b4 O-O-O 17. a4 d4 18. Ne4 Qg7 19. b5 Bd5 20. bxa6 Rhg8 21. axb7 Kb8 22. a5 Qxe5 23. a6 f5 24. a7 Kxa7 25. Nc5 Bxf3 26. Rxe5 Rxg2+ 27. Kh1 Rg3+ 28. Kh2 Rg2+ 29. Kh1 Rxf2+ 30. Kg1 Rg2+ 31. Kh1 Rf2+ 32. Kg1 Rxf1+ 33. Kxf1 Rd5 34. Rxe6 Rxc5 35. Rxh6 Bxb7 36. Rxh4 Ba6 37. Rxd4 Bxd3+ 38. Rxd3 Kb6 39. Rb3 Ka7 40. Ra3 Kb8 41. Rb3 Kc8 42. Rc3 Rxc3 43. Ke2 Rc6 44. Kd3 Re6 45. Kd4 f4 46. Kd5 Re1 47. Kd4 f3 48. Kd3 f2 49. Kd2 Re6 50. Kd3 f1=Q+ 51. Kd4 Qf4+ 52. Kd5 Re1 53. Kc6 Qc4#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,Stockfish 4,,0.1,0,1,0,0,53,53,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt vs. Stockfish 4,54,16.51768398284912,53,0,0.001,,
+1714492897-2990,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bc4 Bc5 4. d3 h6 5. O-O Bb6 6. Nc3 d6 7. Nd5 Nge7 8. Nxb6 axb6 9. Be3 f5 10. exf5 d5 11. Bb3 Bxf5 12. d4 e4 13. Ne5 O-O 14. Nxc6 bxc6 15. c4 Qd6 16. c5 Qd7 17. cxb6 Rae8 18. bxc7 Bg4 19. f3 exf3 20. gxf3 Bh3 21. Rf2 Rf6 22. Ba4 Qxc7 23. Bf4 Qxf4 24. Bxc6 Rg6+ 25. Kh1 Rc8 26. Bxd5 Nxd5 27. Qb3 Rc1+ 28. Rxc1 Bg2+ 29. Kg1 Bxf3+ 30. Kf1 Qxc1+ 31.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,Stockfish 4,,0.1,0,1,5,0,30,31,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt vs. Stockfish 4,31,9.965232610702515,31,0,0.001,,
+1714492905-3502,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 b6 2. Nf3 Bb7 3. Nc3 e6 4. d4 d6 5. Bb5 c6 6. Ba4 Nf6 7. O-O a6 8. Bg5 h6 9. Bh4 Be7 10. e5 dxe5 11. dxe5 Qxd1 12. Raxd1 Nh7 13. Bxe7 Kxe7 14. Rd2 Nf8 15. Rfd1 c5 16. Rd7 Nbxd7 17. Bxd7 Bxf3 18. gxf3 Nxd7 19. f4 Nb8 20. Ne4 b5 21. Nxc5 g5 22. fxg5 Ra7 23. gxh6 a5 24. Rd7 Rxd7 25. Nxd7 Nxd7 26. h7 Rxh7 27. Kg2 Rh8 28. Kg3 Nxe5 29. Kf4 Rh4+ 30. Kxe5 f6#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt,Stockfish 4,,0.1,0,1,0,0,30,30,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_50000.pt vs. Stockfish 4,31,8.685545921325684,30,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_55000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_55000.pt
new file mode 100644
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diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt
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diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000_pt_vs_Stockfish_1.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000_pt_vs_Stockfish_1.csv
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+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714498721-5963,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 Nc6 2. Nf3 e6 3. d4 a6 4. d5 exd5 5. exd5 Nce7 6. Bc4 Nf6 7. O-O Ng6 8. Re1 Be7 9. Bg5 d6 10. Nc3 Kf8 11. Ne4 Nxe4 12. Rxe4 Bxg5 13. Nxg5 Qxg5 14. Qe1 Bh3 15. g3 Qf6 16. Re8 Rxe8 17. Qxe8 Kxe8 18. Re1 Ne7 19. Bd3 Kd8 20. c4 Qxb2 21. Re2 Qa1+ 22. Re1 Qxe1+ 23. Bf1 Qxf1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,Stockfish 1,,0.1,0,1,0,0,23,23,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt vs. Stockfish 1,24,7.690815210342407,23,0,0.001,,
+1714498731-2527,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 e6 3. Bc4 Be7 4. d3 d6 5. Nc3 Nc6 6. Be3 Nf6 7. O-O O-O 8. h3 Na5 9. Bb3 h6 10. a3 d5 11. exd5 exd5 12. Ne5 d4 13. Bxd4 cxd4 14. Ne4 Nc6 15. Nxf6 Bxf6 16. Nxc6 bxc6 17. Qf3 Rb8 18. Qxc6 a5 19. Rae1 Rb7 20. Qc4 g5 21. Re4 Rc7 22. Qb5 Rd7 23. Rfe1 Bb7 24. Re8 Rxe8 25. Rxe8 Qxe8 26. Qxd7 Qe1+ 27. Kh2 Be5+ 28. g3 Qxf2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,Stockfish 1,,0.1,0,1,0,0,28,28,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt vs. Stockfish 1,29,9.730082511901855,28,0,0.001,,
+1714498739-7309,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 Nf6 2. Nc3 c5 3. Nf3 d6 4. Bc4 Nc6 5. d3 a6 6. Bg5 Bd7 7. O-O h5 8. h3 Rc8 9. Nd5 b5 10. Nxf6 gxf6 11. Bd5 fxg5 12. Nxg5 Qb6 13. Nxf7 Bxh3 14. Nxh8 Bg4 15. Qd2 Kd7 16. Nf7 Bg7 17. Ng5 Nd4 18. Nf3 Nxf3+ 19. gxf3 Bc3 20. Qxc3 Bxf3 21. Qg7 Qa5 22. Qg3 Qd2 23. Qxf3 Qh6 24. Qf5 Kd8 25. Qf8 Qxf8 26. Be6 Rb8 27. Bd5 Kc7 28. c4 Qg7+ 29. Kh1 Qg4 30. Rg1 Qh3#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,Stockfish 1,,0.1,0,1,0,0,30,30,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt vs. Stockfish 1,31,8.008479595184326,30,0,0.001,,
+1714498746-7358,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Qe7 3. Bc4 Nf6 4. Nc3 d6 5. d3 Be6 6. Bxe6 c6 7. Bc4 a6 8. Bg5 h6 9. Bxf6 Qxf6 10. O-O Be7 11. d4 exd4 12. Nxd4 b5 13. Bb3 c5 14. Nf3 Nd7 15. Nd5 Qg6 16. Nc7 Kf8 17. Nxa8 Rg8 18. Nc7 Qg4 19. Nd5 g5 20. Nxe7 Qf4 21. Nxg8 a5 22. Nf6 Qxf6 23. Qd5 Ne5 24. Nxe5 Kg7 25. Nxf7 h5 26. Nxd6 Qf3 27.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,Stockfish 1,,0.1,0,1,5,0,26,27,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt vs. Stockfish 1,27,7.615664720535278,27,0,0.001,,
+1714498775-9412,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nf6 3. Nxe5 d6 4. Nf3 Nxe4 5. Qe2 Qe7 6. d3 Nf6 7. Qxe7 Kxe7 8. Bg5 h6 9. Bxf6 Kd7 10. Bc3 Nc6 11. Nbd2 Nb4 12. O-O-O Be7 13. Bxg7 Rh7 14. Bc3 Nxa2+ 15. Kb1 Nxc3+ 16. bxc3 Kd8 17. Ne4 a6 18. d4 Bd7 19. Bc4 f5 20. Ng3 f4 21. Nf5 Bxf5 22. Rhe1 Rg7 23. g3 Bd7 24. gxf4 Rg2 25. Rg1 Rxg1 26. Rxg1 Bf8 27. Rg8 d5 28. Bxd5 Ke8 29. Ne5 Rd8 30. Bf7 Ke7 31. Bg6 c5 32. dxc5 Be8 33. Bxe8 a5 34. Bb5 Rd1+ 35. Kb2 Rh1 36. Rg2 Kd8 37. Nf7 Kc7 38. Nxh6 Bxh6 39. Rg6 Bf8 40. Rg8 Bh6 41. Rg6 Bf8 42. Rg8 Bxc5 43. f5 a4 44. f6 a3+ 45. Ka2 Rxh2 46. f7 Rxf2 47. f8=Q Bxf8 48. Rxf8 Rxf8 49. Bd3 Kd6 50. Kxa3 Re8 51. Kb4 Re5 52. c4 b6 53. c5 Rxc5 54. c4 Rg5 55. Be4 Rh5 56. Bf3 Ra5 57. Kc3 Kc5 58. Kd3 Ra1 59. Ke4 Kxc4 60. Ke5 Kc5 61. Ke6 Rf1 62. Be4 Kd4 63. Bd5 Rc1 64. Bc6 Kc4 65. Bd5 Kd4 66. Be4 Re1 67. Kf5 b5 68. Bc6 Rb1 69. Bd7 Kc5 70. Be6 Rf1+ 71. Ke5 Re1+ 72. Kf6 Rxe6+ 73. Kxe6 b4 74. Ke5 Kc4 75. Ke4 Kb5 76. Kd3 Ka4 77. Kc2 Ka3 78. Kb1 Kb3 79. Kc1 Ka3 80. Kb1 Kb3 81. Kc1 Ka2 82. Kc2 b3+ 83. Kc3 b2 84. Kc2 b1=Q+ 85. Kc3 Qf5 86. Kd4 Kb3 87. Ke3 Ka2 88. Kd4 Ka1 89. Ke3 Qf7 90. Ke4 Qf6",*,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,Stockfish 1,,0.1,0.5,0.5,0,0,90,90,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt vs. Stockfish 1,91,28.511675596237183,90,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000_pt_vs_Stockfish_4.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000_pt_vs_Stockfish_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..97b04a3b9073d4a892eac8efc53c58f4985d2ada
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+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000_pt_vs_Stockfish_4.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714498855-3510,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bc4 Nf6 4. Ng5 d5 5. exd5 Na5 6. Bb5 c6 7. dxc6 bxc6 8. Ba4 h6 9. Nf3 Bd6 10. O-O e4 11. Nd4 Qc7 12. Nc3 Bxh2+ 13. Kh1 Ba6 14. Re1 O-O-O 15. Nxe4 Rxd4 16. Nxf6 gxf6 17. c3 Rh4 18. g3 Bxg3+ 19. Kg2 Rh2+ 20. Kf3 Rxf2+ 21. Ke3 Qe7+ 22. Kd4 Qd6+ 23. Ke3 Qe5#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,Stockfish 4,,0.1,0,1,0,0,23,23,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt vs. Stockfish 4,24,7.947751522064209,23,0,0.001,,
+1714498858-4793,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 g6 2. Nf3 Bg7 3. Bc4 c5 4. Ng5 d5 5. exd5 a6 6. d6 e6 7. Qf3 Qxg5 8. d3 Qxc1+ 9. Ke2 Qxh1 10.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,Stockfish 4,,0.1,0,1,5,0,9,10,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt vs. Stockfish 4,10,3.303558349609375,10,0,0.001,,
+1714498866-2110,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c6 2. Nf3 d5 3. exd5 Nf6 4. dxc6 Qb6 5. cxb7 Bxb7 6. Nc3 g6 7. d4 Nc6 8. Be3 Rd8 9. d5 Qa5 10. Bd2 Nxd5 11. Nxd5 Qxd5 12. Be2 h6 13. O-O Bg7 14. c4 Qf5 15. Bd3 Rxd3 16. Qa4 Qd7 17. Rad1 O-O 18. Bb4 Rc8 19. Rxd3 Qxd3 20. Rd1 Qf5 21. Bxe7 Bxb2 22. Bd6 Ba8 23. Qxa7 Nxa7 24. Be7 Qc2 25. Rd8 Rxd8 26. Bxd8 Qb1+ 27. Ne1 Qxe1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,Stockfish 4,,0.1,0,1,0,0,27,27,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt vs. Stockfish 4,28,7.551466703414917,27,0,0.001,,
+1714498883-1446,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 Nc6 3. Bc4 a6 4. Ng5 e6 5. d3 Be7 6. Nf3 d5 7. exd5 exd5 8. Bb3 Bg4 9. h3 Be6 10. O-O Nf6 11. Bg5 h6 12. Bxf6 Bxf6 13. Nc3 Bxc3 14. bxc3 c4 15. dxc4 dxc4 16. Qxd8 Kxd8 17. Ba4 Na5 18. Rad1 Ke7 19. Rfe1 b5 20. Bxb5 axb5 21. Nd4 Rhd8 22. Nxb5 Nb7 23. Nc7 Rab8 24. Nxe6 fxe6 25. Rxd8 Rxd8 26. Rb1 Na5 27. Rb5 Nc6 28. Rb7 Rd7 29. Rxd7 Kxd7 30. a4 Kc7 31. Kf1 Kb7 32. Ke2 Kc7 33. Ke3 Kb6 34. Ke4 Ka5 35. Kf4 Kxa4 36. Ke4 Ka3 37. Kf4 Kb2 38. Ke4 Kxc3 39. Ke3 Kxc2 40. Ke4 Kb2 41. Kf4 c3 42. Ke4 c2 43. Kf4 c1=Q+ 44. Ke4 Qc4+ 45. Ke3 Qc3+ 46. Ke4 Qc4+ 47. Ke3 e5 48. Kf3 Qd3+ 49. Kg4 Qg6+ 50. Kf3 Qd3+ 51. Kg4 Nd4 52. Kh4 Qf5 53. Kg3 Nc6 54. Kh2 Qxf2 55. Kh1 Qe1+ 56. Kh2 Nd4 57.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,Stockfish 4,,0.1,0,1,5,0,56,57,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt vs. Stockfish 4,57,17.532546758651733,57,0,0.001,,
+1714498886-1907,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 Nc6 3. Bc4 e6 4. d3 d5 5. exd5 Nce7 6. dxe6 f5 7.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt,Stockfish 4,,0.1,0,1,5,0,6,7,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_60000.pt vs. Stockfish 4,7,3.18107008934021,7,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_65000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_65000.pt
new file mode 100644
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diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt
new file mode 100644
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diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000_pt_vs_Stockfish_1.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000_pt_vs_Stockfish_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eb05e5d6ed7acacb42cc296dc6d3583da4c19dc2
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+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000_pt_vs_Stockfish_1.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714504627-6625,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 g6 2. Nf3 Nf6 3. Nc3 d5 4. exd5 Bg7 5. Bc4 a6 6. O-O O-O 7. d3 b6 8. Bg5 h6 9. Bxf6 exf6 10. Re1 f5 11. Ne5 Re8 12. Nc6 Rxe1+ 13. Qxe1 Nxc6 14. dxc6 Rb8 15. Qe2 Kf8 16. Re1 Bd4 17. Qe8 Qxe8 18. Rxe8 Kxe8 19. Nd5 Bc5 20. Nxc7 Kd8 21. Nxa6 Bxa6 22. Bxa6 Bd6 23. c7 Bxc7 24. d4 Bd6 25. c4 g5 26. c5 Bf4 27. cxb6 Rxb6 28. Bc4 Bd6 29. Bxf7 Bc7 30. Bg6 f4 31. Bf5 Rxb2 32. Be6 Rb1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,Stockfish 1,,0.1,0,1,0,0,32,32,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt vs. Stockfish 1,33,7.649506092071533,32,0,0.001,,
+1714504635-5049,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 Nf6 2. Nc3 d5 3. exd5 c6 4. dxc6 Nxc6 5. Nf3 Bg4 6. Be2 e5 7. O-O h6 8. d3 Be6 9. Be3 Bb4 10. a3 Bxc3 11. bxc3 Qc7 12. d4 Nd5 13. dxe5 O-O 14. Bc4 Nxe3 15. fxe3 Bxc4 16. Re1 Rfd8 17. Qc1 Be6 18. Rd1 Rf8 19. Rb1 a5 20. Rb5 Rfb8 21. Rd6 Qe7 22. Rd3 Rf8 23. Rxb7 Qxb7 24. Rd6 Ne7 25. Nd4 Qc7 26. Nxe6 fxe6 27. Rxe6 Rab8 28. Rxe7 Qc8 29. Re6 Qxe6 30. Qd1 Kh8 31. Qd3 Rb1+ 32. Qf1 Rfxf1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,Stockfish 1,,0.1,0,1,0,0,32,32,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt vs. Stockfish 1,33,7.814542293548584,32,0,0.001,,
+1714504643-5873,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bc4 Nf6 4. Ng5 d5 5. exd5 Nxd5 6. Nxf7 Kxf7 7. Qf3 Ke8 8. Bxd5 Qd7 9. Bxc6 Qxc6 10. Qxc6 bxc6 11. O-O Bf5 12. d3 Bb4 13. c3 Bd6 14. d4 Kf7 15. dxe5 Bxe5 16. Re1 Bd6 17. Bg5 Rhb8 18. b4 a5 19. a3 Kg6 20. Be3 h6 21. Nd2 axb4 22. cxb4 Re8 23. Nc4 Bd7 24. Nxd6 Rxe3 25. Rxe3 Rd8 26. Nb7 Rh8 27. Rd1 Bg4 28. Rd7 Bxd7 29. Re7 Bc8 30. Nc5 Ba6 31. Nxa6 h5 32. Nxc7 h4 33. Ne6 Kf6 34. Rxg7 Ra8 35. Rg4 Rxa3 36. Rxh4 Ra1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,Stockfish 1,,0.1,0,1,0,0,36,36,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt vs. Stockfish 1,37,7.668121576309204,36,0,0.001,,
+1714504657-5972,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 Nc6 3. Bc4 Nf6 4. Ng5 Ne5 5. d3 e6 6. Bf4 Qc7 7. Nc3 Nxd3+ 8. Qxd3 Qxf4 9. Nh3 Qb8 10. O-O-O Be7 11. Nb5 g6 12. Nc7 Qxc7 13. Ng5 Qe5 14. Nf3 Qxe4 15. Qxe4 Nxe4 16. Rhe1 d5 17. Bb5 Kf8 18. Ne5 c4 19. f3 Nf6 20. g4 h6 21. h4 g5 22. hxg5 Ne8 23. gxh6 Nd6 24. Ba4 Bg5+ 25. Kb1 Bxh6 26. Rh1 Kg7 27. Rdf1 c3 28. bxc3 Be3 29. Re1 Bf4 30. Nd3 Bd2 31. Rd1 Bh6 32. Ne5 Kg8 33. Rdf1 b5 34. Bb3 Bb7 35. f4 Bf8 36. f5 Rxh1 37. Rxh1 Bg7 38. Nd7 Ne4 39. fxe6 fxe6 40. Re1 Bc8 41. Nc5 Nd2+ 42. Kc1 Bxc3 43. Rxe6 Nxb3+ 44. cxb3 Bxe6 45. Nxe6 Kf7 46. Nc7 Rc8 47. Nxb5 Bg7+ 48. Kd2 Bf8 49. Nxa7 Ra8 50. Nc6 Bd6 51. Nd4 Bh2 52. Nf5 Kf6 53. Nd6 Ke5 54. Nf7 Kd4 55. Ng5 Rxa2+ 56. Kc1 Bf4+ 57. Kb1 Bxg5 58. Kxa2 Kc3 59. Ka3 Be7+ 60. Ka4 Kd4 61. b4 Kc3 62. b5 d4 63. b6 Bf6 64. b7 Be5 65. Ka5 d3 66. Ka6 Bb8 67. Kb6 d2 68. Kc6 d1=Q 69. Kb6 Qd6+ 70. Kb5 Qd4 71. Kc6 Kc4 72.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,Stockfish 1,,0.1,0,1,5,0,71,72,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt vs. Stockfish 1,72,14.201038599014282,72,0,0.001,,
+1714504667-6627,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bc4 Nf6 4. Ng5 b5 5. Bxf7 Ke7 6. Bb3 g6 7. Nf7 Qe8 8. Nxh8 Bb7 9. Nf7 a5 10. Ng5 a4 11. Bf7 Qc8 12. Bd5 Nd4 13. Bxb7 Bh6 14. Bxa8 Bxg5 15. Bd5 c6 16. Bg8 Nxg8 17. c3 Ne6 18. d4 exd4 19. cxd4 a3 20. bxa3 Nf6 21. Bxg5 Nxg5 22. e5 Nfe4 23. Qg4 Qf8 24. O-O Qg7 25. Nc3 d5 26. Nxe4 h6 27. Nxg5 c5 28. Ne6 b4 29. Nxg7 h5 30. Qxg6 Kd8 31. Qd6 Kc8 32. Qxc5 Kd8 33. Qxd5 Kc7 34. Qd6 Kb7 35. Qc6 Kxc6 36. Rac1 Kb6 37. Rc6 Kb7 38. Rb6 Kc8 39. Rc1 Kd8 40. Rcc6 Kd7 41. Rd6 Ke7 42. Re6 Kd8 43. Red6 Ke7 44. Re6 Kd8 45. Red6 Ke7 46. Re6 Kd8 47. Red6 Ke7 48. Re6 Kd8 49. Red6 Ke7",1/2-1/2,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,Stockfish 1,,0.1,1/2,1/2,0,0,49,49,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt vs. Stockfish 1,50,10.01029109954834,49,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000_pt_vs_Stockfish_4.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000_pt_vs_Stockfish_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0ddcee09473580fd23784ed10b4758e01d651b4a
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+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000_pt_vs_Stockfish_4.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714504725-9724,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 d6 2. Nf3 g6 3. Bc4 Nf6 4. Ng5 d5 5. exd5 h6 6. Nf3 Nxd5 7. Bxd5 Qxd5 8. Nc3 Qe6+ 9. Qe2 c5 10. Qxe6 Bxe6 11. Nb5 Kd8 12. d4 a6 13. Nc3 Bg7 14. dxc5 Ke8 15. Bf4 g5 16. Bxb8 g4 17. Nd4 Rxb8 18. Nxe6 Bxc3+ 19. bxc3 fxe6 20. O-O-O h5 21. Rhe1 Rf8 22. Rxe6 Rxf2 23. Rde1 Kf8 24. Rxe7 Rc8 25. Rxb7 a5 26. Rb5 Rc6 27. Rxa5 Rxg2 28. Ra8 Kf7 29. Ra7 Kg6 30. Ree7 Kf6 31. Rec7 Rxc7 32. Rxc7 h4 33. Rc6 Kf5 34. Rd6 Ke5 35. Rd1 g3 36. hxg3 h3 37. Rh1 h2 38. c6 Kd6 39. c7 Kxc7 40. c4 Rg1+ 41. Rxg1 hxg1=Q+ 42. Kb2 Kc6 43. Kb3 Qxg3+ 44. Kb4 Qb8+ 45. Kc3 Qe5+ 46. Kb4 Qf4 47. Kc3 Qe3+ 48. Kb4 Qd2+ 49. Kb3 Kc5 50. Kb2 Qe1 51. Kb3 Qe5 52. Ka4 Qe3 53. Ka5 Qa3#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,Stockfish 4,,0.1,0,1,0,0,53,53,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt vs. Stockfish 4,54,10.65798306465149,53,0,0.001,,
+1714504731-7480,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 Nc6 3. Bc4 e6 4. d3 h6 5. Bf4 g5 6. Be3 d5 7. exd5 exd5 8. Bb5 Bg7 9. Bxc6 bxc6 10. Bxc5 Bxb2 11. Nbd2 Qf6 12. Rb1 Qe6+ 13. Qe2 Bc3 14. Qxe6 fxe6 15. O-O a5 16. Nb3 a4 17. Nbd4 Rh7 18. Nxc6 Rc7 19. Ncd4 g4 20. Ne5 Rxc5 21. Nxg4 Bxd4 22. Rfe1 Rc7 23. Rb4 Rxc2 24. Rxd4 Rxa2 25. Rxe6 Kf7 26. Rxd5 Ra1+ 27. Re1 Rxe1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,Stockfish 4,,0.1,0,1,0,0,27,27,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt vs. Stockfish 4,28,5.508751153945923,27,0,0.001,,
+1714504736-2641,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 Nf6 2. Nc3 e6 3. Nf3 d5 4. exd5 exd5 5. d4 Bg4 6. Be2 Bb4 7. Bd2 c5 8. dxc5 Nc6 9. O-O O-O 10. a3 Bxc5 11. b4 Bd6 12. Bg5 Be7 13. Bxf6 Bxf6 14. Nxd5 g6 15. Nxf6 Qxf6 16. h3 Rad8 17. Qe1 Bxf3 18. Bxf3 Rfe8 19. Qc1 Nd4 20. Bxb7 Ne2+ 21. Kh1 Rd7 22. Qd1 Rxd1 23. Rfxd1 Qf4 24. g3 Qxf2 25. Rf1 Nxg3#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,Stockfish 4,,0.1,0,1,0,0,25,25,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt vs. Stockfish 4,26,5.352577447891235,25,0,0.001,,
+1714504742-8162,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 Nc6 3. Bc4 Nf6 4. Ng5 e6 5. d3 Be7 6. Nc3 a6 7. Bf4 d5 8. exd5 exd5 9. Bb3 O-O 10. O-O b5 11. Nxd5 Nxd5 12. Bxd5 Qxd5 13. Qh5 h6 14. Nf3 Qxh5 15. Rfe1 Bg4 16. Re3 Bf6 17. Rae1 Bxb2 18. h3 Bxf3 19. Rxf3 Kh8 20. Rfe3 b4 21. Re8 Raxe8 22. Rxe8 Rxe8 23. Bd6 Bd4 24. Bxc5 Bxc5 25. d4 Nxd4 26. c3 Re1+ 27. Kh2 Bd6+ 28. g3 Rh1+ 29. Kg2 Qxh3#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,Stockfish 4,,0.1,0,1,0,0,29,29,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt vs. Stockfish 4,30,5.94359016418457,29,0,0.001,,
+1714504749-7936,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 d5 2. exd5 Nf6 3. Nc3 g6 4. Bc4 Nbd7 5. Nf3 a5 6. O-O Bg7 7. d3 Rb8 8. Bg5 h6 9. Bxf6 exf6 10. Re1 Kf8 11. d6 cxd6 12. Nd5 b5 13. Bb3 Nb6 14. Nxb6 Qxb6 15. Qe2 Qd8 16. Qe3 f5 17. Qa7 Bd7 18. Qe3 Bxb2 19. Rab1 Bf6 20. Nd4 Qb6 21. Nxf5 gxf5 22. Qxb6 Rxb6 23. Re3 Rb8 24. Rbe1 Rh7 25. Re7 Bxe7 26. Rxe7 Rd8 27. Rxd7 Rxd7 28. Bxf7 Rhxf7 29. c4 d5 30. cxb5 Rd6 31. b6 Rxb6 32. d4 Rb1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt,Stockfish 4,,0.1,0,1,0,0,32,32,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_70000.pt vs. Stockfish 4,33,6.539269685745239,32,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_75000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_75000.pt
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000_pt_vs_Stockfish_1.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000_pt_vs_Stockfish_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c8aeb2e37caad514bcacbcb266618e138f1a0889
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@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714510410-1070,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e6 2. Nf3 Nf6 3. Nc3 c5 4. Bc4 a6 5. d3 Nc6 6. Bg5 Be7 7. O-O O-O 8. h3 h6 9. Bxf6 Bxf6 10. a3 Rb8 11. b4 cxb4 12. axb4 Bxc3 13. Rb1 Bxb4 14. c3 Ba5 15. d4 Ne7 16. d5 d6 17. dxe6 Bxe6 18. Bxe6 fxe6 19. Nd4 Rf6 20. Qg4 Qd7 21. Nxe6 Nc6 22. Nf4 Rf7 23. Ng6 Re8 24. Rfe1 Qxg4 25. hxg4 Kh7 26. Nf4 Rxf4 27. f3 Ne5 28. Rxb7 Bd8 29. Rb8 a5 30. Ra1 Nc6 31. Rb5 Rf6 32. Rba5 Nxa5 33. Rxa5 Bb6+ 34. Kh2 Bxa5 35. c4 Be1 36. Kg1 Rff8 37. Kf1 Bc3 38. Ke2 d5 39. Kd3 dxc4+ 40. Kxc4 Be5 41. Kb5 Bb2 42. Kxa5 Ba1 43. Ka4 Rc8 44. Kxa5 Rc1 45. Ka4 Rcc8 46. Kb3 Rc1 47.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,Stockfish 1,,0.1,0,1,5,0,46,47,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt vs. Stockfish 1,47,15.249527215957642,47,0,0.001,,
+1714510421-9481,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 Nc6 3. Bc4 a6 4. Ng5 e6 5. d3 d5 6. exd5 exd5 7. Bb3 Nf6 8. O-O Be7 9. Re1 Bf5 10. Nc3 O-O 11. Nf3 b5 12. a3 Re8 13. Bg5 Qd7 14. Bxf6 Bxf6 15. Nxd5 Bxb2 16. Rb1 Bd4 17. Nb6 Qd6 18. Nxa8 Rc8 19. Nb6 Bg4 20. Nxc8 Qf8 21. Nb6 b4 22. axb4 Bxf3 23. Qxf3 Ne5 24. Qd5 Qb8 25. Nd7 Bxf2+ 26. Kxf2 Nxd3+ 27. Qxd3 Qf4+ 28. Kg1 g5 29. Re8 Kg7 30. Qc3 Kg6 31. Qxc5 Kh5 32. Qf2 Kh6 33. Qxf4 gxf4 34. Rf1 Kg7 35. Rxf4 a5 36. bxa5 Kg6 37. Rxf7 Kh5 38. Rg8 h6 39. Rh7 Kh4 40. Rxh6#",1-0,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,Stockfish 1,,0.1,1,0,0,0,40,40,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt vs. Stockfish 1,40,11.139869928359985,40,0,0.001,,
+1714510426-4007,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 e6 3. d4 cxd4 4. Nxd4 Nf6 5. Nc3 d6 6. Bg5 Nc6 7. Nxc6 bxc6 8. Bd3 Qb6 9. b3 h6 10. Bxf6 gxf6 11. O-O Bg7 12. Na4 Qd4 13. Re1 f5 14. exf5 Qf4 15. fxe6 Bxe6 16. Bc4 Bd4 17. Bxe6 fxe6 18. Rxe6 Kf7 19. Rxd6 Qxf2+ 20. Kh1 Rad8 21. Rxd8 Rxd8 22. Qh5 Ke7 23. Qxh6 Bxa1 24. Qxc6 Qf1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,Stockfish 1,,0.1,0,1,0,0,24,24,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt vs. Stockfish 1,25,4.507250547409058,24,0,0.001,,
+1714510433-7599,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 d6 2. Nf3 c5 3. Bc4 Nf6 4. Ng5 e6 5. d3 g6 6. Nc3 a6 7. Be3 Nc6 8. O-O Be7 9. Qf3 h6 10. Nh3 g5 11. Qg3 Nd4 12. Bxd4 e5 13. Be3 b6 14. Nd5 g4 15. Nxf6 Bxf6 16. f3 Bh4 17. Qe1 b5 18. Bd5 b4 19. Bxa8 Bxe1 20. Rfxe1 Bd7 21. Bd5 gxf3 22. gxf3 Bxh3 23. Bc6 Kf8 24. Bd5 Qh4 25. Re2 Rg8+ 26. Kh1 Ke8 27. Rg1 Rh8 28. Rg3 Kf8 29. Reg2 Bxg2+ 30. Rxg2 Rg8 31. Rxg8 Kxg8 32. Bxh6 Qf2 33. Bg5 Qf1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,Stockfish 1,,0.1,0,1,0,0,33,33,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt vs. Stockfish 1,34,7.198211431503296,33,0,0.001,,
+1714510437-5368,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nc6 3. Bc4 a6 4. d3 Be7 5. Nc3 Nf6 6. Bg5 h6 7. Bxf6 Bxf6 8. O-O a5 9. Nd5 a4 10. Nxf6 Qxf6 11. Bb5 a3 12. bxa3 Ne7 13. d4 Nc6 14. dxe5 Qe6 15. Bxc6 dxc6 16. Nd4 Qg6 17. Qf3 Ra5 18. Nf5 Rxe5 19. Nxg7 Qxg7 20. Rad1 Rg8 21. Qd3 Qxg2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,Stockfish 1,,0.1,0,1,0,0,21,21,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt vs. Stockfish 1,22,4.317316055297852,21,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000_pt_vs_Stockfish_4.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000_pt_vs_Stockfish_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ece1585613af0736f4abc6eb4e9130c21aa06b08
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000_pt_vs_Stockfish_4.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714510485-1026,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e6 2. Nf3 c5 3. Bc4 Nc6 4. d3 h6 5. Bf4 g5 6. Bg3 Bg7 7. Nc3 d5 8. exd5 Nce7 9. dxe6 Bxe6 10. Bxe6 fxe6 11. O-O Nf5 12. Ne5 Nxg3 13. fxg3 h5 14. Nf7 Qd4+ 15. Kh1 Ke7 16. Nxh8 Kd8 17. Nf7 Kd7 18. Nxg5 Qg4 19. Qxg4 Re8 20. Qxh5 Nf6 21. Qf7 Re7 22. Qg6 Kd8 23. Nxe6 Kd7 24. Nxg7 Ne4 25. Qxe4 Rxe4 26. dxe4 c4 27. Rf7 Kc8 28. Rd1 a5 29. Rdd7 Kb8 30. Rxb7 Ka8 31. Ra7 Kb8 32. Rfb7 Kc8 33. Rc7 Kb8 34. Rab7 Ka8 35. Ra7 Kb8 36. Rab7 Ka8 37. Ra7 Kb8 38. Rab7 Ka8 39. Ra7 Kb8 40. Rab7 Ka8 41. Ra7 Kb8",1/2-1/2,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,Stockfish 4,,0.1,1/2,1/2,0,0,41,41,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt vs. Stockfish 4,42,8.183209419250488,41,0,0.001,,
+1714510497-9772,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 d6 3. Bc4 Nf6 4. Ng5 d5 5. exd5 Bf5 6. d6 Bg6 7. dxe7 Bxe7 8. Nxf7 Bxf7 9. Bxf7 Kxf7 10. O-O Qd7 11. d3 Rd8 12. Bg5 Re8 13. Bxf6 gxf6 14. Qh5 Kg8 15. Nc3 f5 16. Rae1 Nc6 17. Nd5 Qxd5 18. c4 Qf7 19. Qxf7 Kxf7 20. Re2 f4 21. Rfe1 Bf6 22. Rxe8 Rxe8 23. Rxe8 Kxe8 24. g3 Kf7 25. gxf4 Be7 26. f5 Bf6 27. f4 Nd4 28. h4 Nc2 29. h5 Bd8 30. h6 Ne3 31. Kf2 Nxf5 32. Kf3 Ke8 33. Ke4 Nxh6 34. Ke5 Nf7+ 35. Ke6 Be7 36. f5 h5 37. f6 h4 38. fxe7 h3 39. d4 Ng5+ 40. Kf5 Kxe7 41. Kxg5 h2 42. dxc5 h1=Q 43. Kf5 Qf1+ 44. Ke5 Qxc4 45. Kf5 Kd7 46. Ke5 Kc7 47. Kf5 Kc6 48. Ke5 Qd3 49. Kf4 Qd4+ 50. Kf5 Kd5 51. Kg6 Qxc5 52. Kf5 Qc2+ 53. Kf4 Qf2+ 54. Kg4 Ke5 55. Kg5 Qg3+ 56. Kh6 Ke6 57. Kh5 Qh3+ 58. Kg5 Qg3+ 59. Kh5 Kf5 60. Kh6 Qg8 61. Kh5 Qh7#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,Stockfish 4,,0.1,0,1,0,0,61,61,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt vs. Stockfish 4,62,12.882018566131592,61,0,0.001,,
+1714510500-5296,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nf6 3. Nxe5 Nxe4 4. Qe2 Qe7 5. Qxe4 d5 6. Qxd5 Nc6 7. Bb5 a6 8. Bxc6 bxc6 9. Qxc6 Kd8 10. Qxa8 Qxe5+ 11. Kf1 Bd6 12. Qf3 Re8 13. g3 Bh3+ 14. Kg1 Qe1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,Stockfish 4,,0.1,0,1,0,0,14,14,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt vs. Stockfish 4,15,2.80954647064209,14,0,0.001,,
+1714510507-6137,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 Nc6 3. Bc4 e6 4. d3 Nge7 5. Bg5 f6 6. Bh4 h5 7. Nc3 g5 8. Bg3 d5 9. exd5 Nxd5 10. Nxd5 exd5 11. Bb5 h4 12. Bxc6 bxc6 13. Bxh4 Qe7+ 14. Qe2 Qxe2+ 15. Kxe2 gxh4 16. Rhe1 Kd8 17. Kf1 a5 18. Nd2 a4 19. c4 a3 20. bxa3 Kd7 21. cxd5 cxd5 22. Rac1 Ba6 23. Rxc5 Bxc5 24. Nb3 Bxd3+ 25. Kg1 Bxa3 26. Nc5 Bxc5 27. Rd1 Rhe8 28. Rxd3 Re1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,Stockfish 4,,0.1,0,1,0,0,28,28,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt vs. Stockfish 4,29,6.6092529296875,28,0,0.001,,
+1714510517-8182,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 d6 3. Bc4 Nc6 4. d3 a6 5. Ng5 Nh6 6. Nc3 Na5 7. Bd5 Be7 8. Nf3 Ng8 9. O-O Nf6 10. Bg5 O-O 11. Bxf6 gxf6 12. Nh4 f5 13. Nxf5 Kh8 14. Qg4 Bxf5 15. Qxf5 Rb8 16. Qh5 Bg5 17. Ne2 Qe7 18. Ng3 c6 19. Bb3 Rbe8 20. Nf5 Nxb3 21. Nxe7 Nd2 22. Rfd1 a5 23. Nf5 Rd8 24. Qxg5 Nf3+ 25. gxf3 Rg8 26. Qxg8 Rxg8+ 27. Kf1 h6 28. Nxh6 Rg7 29. Nf5 Rh7 30. Nxd6 Rxh2 31. Nxf7 Kg7 32. Nxe5 Rh1+ 33. Ke2 Rxd1 34. Rxd1 c5 35. Rg1 Kf8 36. Nd7 Kf7 37. Nxc5 Kf8 38. Nxb7 a4 39. Nc5 Ke7 40. Nxa4 Kf8 41. c4 Ke7 42. c5 Kd7 43. Rc1 Kc6 44. b4 Kb7 45. c6 Ka8 46. c7 Ka7 47. c8=Q",1/2-1/2,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt,Stockfish 4,,0.1,1/2,1/2,0,0,47,47,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_80000.pt vs. Stockfish 4,47,10.186880111694336,47,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_85000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_85000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..18d85cab853a3951f4e098fccd7d8a9d7e43a214
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_85000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:49bedd80c0bb65177db16b264ce40deb53401a80400191b82b67c189a9e247e0
+size 610798283
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f2f087b08a6de92b0cb3631e3f2af49f7b9aed69
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a7e5d859d2dfe719cf756035cc146b9ba5586fe8a01a0f55b58074525d4da198
+size 610798283
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000_pt_vs_Stockfish_1.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000_pt_vs_Stockfish_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8b3577494677ae1e358be41f3ad9ab2deb692abb
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000_pt_vs_Stockfish_1.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714516184-7444,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 d6 2. Nf3 Nf6 3. Nc3 e5 4. Bc4 Be6 5. Bxe6 fxe6 6. d3 Nc6 7. Bg5 Qd7 8. Bxf6 gxf6 9. O-O d5 10. exd5 exd5 11. d4 e4 12. Nd2 Rg8 13. Qh5 Rg6 14. Qxh7 Qxh7 15. Nxd5 Kf7 16. Nxc7 Bd6 17. Nxa8 Rxg2+ 18. Kxg2 Qxh2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,Stockfish 1,,0.1,0,1,0,0,18,18,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt vs. Stockfish 1,19,3.8415188789367676,18,0,0.001,,
+1714516201-2808,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 Nf6 3. Nc3 e6 4. Bc4 d6 5. d3 a6 6. Bg5 Be7 7. O-O b5 8. Bb3 Nc6 9. a3 h6 10. Bxf6 Bxf6 11. Qd2 Bb7 12. Rfe1 O-O 13. Rad1 Rb8 14. h3 Kh8 15. Ne2 Bxb2 16. c3 Bxa3 17. d4 c4 18. Bc2 a5 19. d5 Ne5 20. Nxe5 dxe5 21. dxe6 fxe6 22. Qxd8 Rfxd8 23. Rxd8 Rxd8 24. Rd1 Rd6 25. Rxd6 Bxd6 26. Ng3 b4 27. cxb4 Bxb4 28. Ne2 Ba6 29. Nc1 Bd2 30. Na2 Kh7 31. Kf1 c3+ 32. Kg1 Kg8 33. Kh2 Kh8 34. Kg3 Bb5 35. Kf3 a4 36. Kg4 Kg8 37. Kh5 Kf7 38. Kg4 Kg8 39. Kf3 a3 40. Kg4 Kh8 41. Kf3 g6 42. Kg4 Kg8 43. Kf3 Bc4 44. Kg4 Kg7 45. Kf3 Bxa2 46. Kg4 Kh8 47. Kf3 Kg7 48. Kg4 Bc4 49. Kf3 Kf6 50. Kg4 Ke7 51. Kf3 h5 52. Kg3 Bc1 53. Kf3 g5 54. Kg3 g4 55. hxg4 hxg4 56. Kxg4 a2 57. Kf3 Bf1 58. Kg3 Bd2 59. Kf3 Bg5 60. Kg3 Bc4 61. Kf3 Bd2 62. Kg3 Bf4+ 63. Kf3 a1=Q 64. Kg4 Be2+ 65. Kh3 Bc4 66. Kg4 Qg1 67. Kf3 Bc1 68. Kg3 Bf4+ 69. Kf3 Qf1 70. Kg4 Qh1 71. Kf3 Qh5+ 72.",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,Stockfish 1,,0.1,0,1,5,0,71,72,False,False,True,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt vs. Stockfish 1,72,16.606282472610474,72,0,0.001,,
+1714516210-6732,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 d5 2. exd5 e5 3. Nc3 Bb4 4. Nf3 Ne7 5. Nxe5 Nd7 6. Nxd7 Bxd7 7. Bb5 Nxd5 8. Bxd7 Qxd7 9. Nxd5 Qxd5 10. O-O O-O 11. c3 Ba5 12. b4 Bb6 13. d4 a5 14. bxa5 Rxa5 15. Bd2 Ra3 16. Qc1 Rfa8 17. c4 Qd7 18. Bb4 Bxd4 19. Bxa3 Bxa1 20. Qxa1 h6 21. Bb2 Qd6 22. Bxg7 c6 23. Bxh6 Qxh6 24. Qe1 Qe6 25. Qxe6 fxe6 26. Re1 Ra3 27. Rxe6 Kf8 28. Re2 Kg7 29. h3 Ra8 30. Re7 Kh6 31. Rxb7 Rxa2 32. Rb6 Ra6 33. Rxa6 Kg7 34. Rxc6 Kh7 35. Rd6 Kg8 36. c5 Kf8 37. c6 Kf7 38. c7 Ke7 39. Rd1 Kf6 40. c8=Q Kf7 41. Qc6 Kg8 42. Rd7 Kf8 43. Qc8#",1-0,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,Stockfish 1,,0.1,1,0,0,0,43,43,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt vs. Stockfish 1,43,9.151096105575562,43,0,0.001,,
+1714516216-1809,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e6 2. Nf3 Be7 3. Bc4 d5 4. exd5 Bf6 5. dxe6 Bxe6 6. Bxe6 fxe6 7. O-O Qd7 8. d4 h6 9. Nc3 Nc6 10. Be3 g5 11. d5 Nce7 12. dxe6 Qxe6 13. Nd4 Qc4 14. Nf5 Nxf5 15. Qd3 Nd6 16. Qxc4 Nxc4 17. Bc5 O-O-O 18. Rad1 Rh7 19. Rxd8 Bxd8 20. Rd1 b6 21. Bb4 Bf6 22. Nd5 Rd7 23. Nxf6 Rxd1+ 24. Be1 Rxe1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,Stockfish 1,,0.1,0,1,0,0,24,24,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt vs. Stockfish 1,25,5.488221883773804,24,0,0.001,,
+1714516222-1219,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e6 2. Nf3 d5 3. exd5 Qxd5 4. Nc3 Qa5 5. d4 Bb4 6. Bd2 Nd7 7. a3 Be7 8. Ne4 Qd5 9. Nc3 Qc6 10. Bb5 Qd6 11. O-O h6 12. Re1 c6 13. Ba4 Qb8 14. Ne5 Nxe5 15. dxe5 b5 16. Bb3 c5 17. Nxb5 Bd7 18. Nc3 Kf8 19. Be3 Qc8 20. Qd2 Qc7 21. Rad1 Bc6 22. Bf4 Rd8 23. Qe3 g6 24. Rxd8 Bxd8 25. Bxh6 Rxh6 26. Qxh6 Nxh6 27. Ne4 c4 28. Bxc4 Ng4 29. Ng5 Bxg5 30. h3 Nh6 31. g3 Qb7 32. h4 Bh1 33. Kh2 Qg2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,Stockfish 1,,0.1,0,1,0,0,33,33,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt vs. Stockfish 1,34,6.552658557891846,33,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000_pt_vs_Stockfish_4.csv b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000_pt_vs_Stockfish_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bb8b8796b2cb352d2685a62fa32ba2fcb817c0fd
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000_pt_vs_Stockfish_4.csv
@@ -0,0 +1,21 @@
+game_id,transcript,result,player_one,player_two,player_one_time,player_two_time,player_one_score,player_two_score,player_one_illegal_moves,player_two_illegal_moves,player_one_legal_moves,player_two_legal_moves,player_one_resignation,player_two_resignation,player_one_failed_to_find_legal_move,player_two_failed_to_find_legal_move,game_title,number_of_moves,time_taken,total_moves,illegal_moves,temperature,white_elo,black_elo
+1714516320-8183,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 d6 2. Nf3 e5 3. Bc4 Nf6 4. Ng5 Qe7 5. Nxf7 d5 6. Nxh8 dxc4 7. d3 Nc6 8. dxc4 Be6 9. Bg5 Rd8 10. Qe2 b5 11. cxb5 Nd4 12. Qd3 Qc5 13. Nc3 Bc4 14. Qe3 Nxc2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,Stockfish 4,,0.1,0,1,0,0,14,14,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt vs. Stockfish 4,15,3.911881923675537,14,0,0.001,,
+1714516333-4021,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c5 2. Nf3 a6 3. Bc4 Nf6 4. Ng5 d5 5. exd5 g6 6. d6 exd6 7. Nxf7 Qe7+ 8. Qe2 d5 9. Nxh8 dxc4 10. Qxe7 Kxe7 11. O-O Be6 12. Re1 Kd7 13. d3 cxd3 14. cxd3 Nd5 15. Nc3 Nxc3 16. bxc3 Bg7 17. Nxg6 Nc6 18. Nf4 Bf7 19. Ba3 Be5 20. Nh3 Bxc3 21. Bxc5 Bxa2 22. Rxa2 Bxe1 23. Re2 Bc3 24. Nf4 Bd4 25. Bxd4 Nxd4 26. Re4 Nb3 27. Nd5 Kd6 28. Nb6 Rb8 29. Nc4 Kc6 30. Re6 Kc5 31. Ne5 Rd8 32. Nf7 Rd4 33. Re5 Kc6 34. Re6 Kc7 35. Re7 Kc8 36. Re8 Kc7 37. Re7 Kb6 38. Re6 Ka7 39. Re7 Rxd3 40. Re8 Rd1+ 41. Re1 Rxe1#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,Stockfish 4,,0.1,0,1,0,0,41,41,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt vs. Stockfish 4,42,13.25183916091919,41,0,0.001,,
+1714516339-9541,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 Nf6 3. Nxe5 c6 4. Bc4 d5 5. exd5 cxd5 6. Bb5 Nfd7 7. Nxd7 a6 8. Nxf8 axb5 9. Nxh7 Ra6 10. Ng5 Qxg5 11. d4 Qxg2 12. Rf1 b4 13. Qe2 Re6 14. Be3 b6 15. Nd2 Ba6 16. Qf3 Qg6 17. O-O-O Bxf1 18. Rxf1 Rc6 19. Qxd5 Qxc2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,Stockfish 4,,0.1,0,1,0,0,19,19,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt vs. Stockfish 4,20,5.755974531173706,19,0,0.001,,
+1714516354-1433,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 c6 2. Nf3 c5 3. Bc4 e6 4. d3 a6 5. Ng5 h6 6. Nf3 Be7 7. O-O d5 8. exd5 exd5 9. Bb3 Be6 10. Nc3 Nf6 11. Bf4 Nc6 12. Qe2 Nh5 13. Be3 Qd6 14. Rad1 Nf6 15. d4 cxd4 16. Bxd4 O-O-O 17. Bxf6 Bxf6 18. Nxd5 Bxd5 19. Bxd5 Rhe8 20. Qc4 Kb8 21. Bxc6 Qxc6 22. Qxc6 bxc6 23. Rxd8 Bxd8 24. Rd1 g5 25. Rxd8 Rxd8 26. h3 Rd1+ 27. Kh2 c5 28. Ne5 Rb1 29. Nxf7 a5 30. Nxh6 Kc7 31. Nf5 Rxb2 32. Ne3 Rxa2 33. Nc4 a4 34. Ne5 Rxc2 35. Nd3 a3 36. Nxc5 Rxc5 37. g3 Kd6 38. h4 a2 39. hxg5 a1=Q 40. g6 Rc2 41. g7 Rxf2+ 42. Kh3 Qxg7 43. g4 Rf3+ 44. Kh4 Qe5 45. g5 Qf5 46. Kh5 Qh7+ 47. Kg4 Qe4+ 48. Kh5 Rh3#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,Stockfish 4,,0.1,0,1,0,0,48,48,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt vs. Stockfish 4,49,14.784230947494507,48,0,0.001,,
+1714516369-6149,"[White ""Magnus Carlsen""]
+[Black ""Stockfish""]
+
+1. e4 e5 2. Nf3 d5 3. exd5 Bg4 4. Nc3 Nf6 5. Bc4 Nbd7 6. O-O Bb4 7. a3 Bd6 8. h3 Bxf3 9. Qxf3 a6 10. d3 Rb8 11. Bg5 b5 12. Bb3 O-O 13. Bxf6 Nxf6 14. Ne4 Qe7 15. Nxf6 gxf6 16. Qg3 Kh8 17. Rae1 Rg8 18. Qf3 Rg6 19. c4 Qd7 20. cxb5 axb5 21. a4 bxa4 22. Bxa4 Qxa4 23. Ra1 Qb4 24. Rab1 h6 25. Qe3 Qh4 26. Qa7 Re8 27. Qa6 h5 28. Qc6 Rb8 29. Qd7 e4 30. dxe4 Rxg2+ 31. Kxg2 Qxe4+ 32. Kg1 Rg8+ 33. Qg4 Rxg4+ 34. hxg4 Qxg4+ 35. Kh1 Qf3+ 36. Kg1 Qg4+ 37. Kh1 Qf3+ 38. Kg1 Qh3 39. Rfe1 Bh2+ 40. Kh1 Bd6+ 41. Kg1 Bh2+ 42. Kh1 Bg3+ 43. Kg1 Qh2+ 44. Kf1 Qxf2#",0-1,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt,Stockfish 4,,0.1,0,1,0,0,44,44,False,False,False,False,/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/runs/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_90000.pt vs. Stockfish 4,45,14.61042046546936,44,0,0.001,,
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_95000.pt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_95000.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8fb719710ec05a2d7eaa21903c37d21f1e7ecdda
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/ckpt_95000.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:145c6a0ea7a71f90645f01863c3ce74588301a610c7c8243a7bc9e5fd1589719
+size 610798283
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/config.json b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..356889cd364567007eec522e77debb545b39dc26
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/config.json
@@ -0,0 +1 @@
+{"save_interval": 5000, "eval_every_n_saves": 2, "log_interval": 1, "eval_iters": 10, "eval_only": false, "always_save_checkpoint": true, "wandb_log": true, "wandb_project": "50M-Training", "wandb_run_name": "50M-High-Elo-1000-No-Elo-Conditioning", "resume_from": "", "dataset": "/n/vast-scratch/kempner_sham_lab/ezipe/chess_research/lichess_2023_janoct_shards/data", "gradient_accumulation_steps": 1, "batch_size": 125, "block_size": 1023, "n_layer": 16, "n_head": 8, "n_embd": 512, "dropout": 0.0, "bias": false, "learning_rate": 0.0003, "max_iters": 4000000.0, "weight_decay": 0.1, "beta1": 0.9, "beta2": 0.95, "grad_clip": 1.0, "decay_lr": true, "warmup_iters": 2000, "lr_decay_iters": 4000000.0, "min_lr": 3e-05, "backend": "nccl", "device": "cuda", "dtype": "bfloat16", "compile": true, "low_elo": 600, "high_elo": 1000, "elo_generalize": false, "temperature": 0.001, "seed": 1337, "debug": false, "temperature_sampling": false}
\ No newline at end of file
diff --git a/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/game.txt b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/game.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ba0bf26a754006fdd031897ce619c7cb7408ad75
--- /dev/null
+++ b/50M-High-Elo-1000-No-Elo-Conditioning/2024-04-30---03-05-07_50M-High-Elo-1000-No-Elo-Conditioning/game.txt
@@ -0,0 +1,4 @@
+[White "Magnus Carlsen"]
+[Black "Stockfish"]
+
+1. d4 d5 2. g3 Nc6 3. Nf3 Nf6 4. Bg2 Bg4 5. Ne5 Nxe5 6. dxe5 Ne4 7. Qd4 e6 8. f3 Bc5 9. Qa4+ c6 10. fxe4 dxe4 11. Bxe4 O-O 12. Rf1 Qd4 13. Qxd4 Bxd4 14. Rf4 Bxe5 15. Bxh7+ Kxh7 16. Rxg4 Rad8 17. Rh4+ Kg8 18. e3 Bf6 19. Rh5 g6 20. Ra5 Rd5 21. Rxd5 cxd5 22. c3 Rd8 23. Nd2 d4 24. Ne4 Be5 25. cxd4 Bxd4 26. Nf2 Bxe3 27. Bxe3 Rd3 28. Bg5 Rd5 29. Be3 Re5 30. Ng4 Re4 31. Nf6+ Kg7 32. Nxe4 f5 33. Nc3 Kf6 34. Rd1 g5 35. a3 f4 36. Bg1 fxg3 37. h4 gxh4 38. Ne2 g2 39. Rc1 h3 40. Kd2 h2 41. Bxh2 g1=Q 42. Be5+ Kxe5 43. Nxg1 Kf4 44. Ne2+ Kf3 45. Rf1+ Kg2 46. Ke1 e5 47. Rf6 e4 48. Rg6+ Kf3 49. Rg3#
\ No newline at end of file