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diff --git a/splits/mixed_ace_seven/classes.txt b/splits/mixed_ace_seven/classes.txt
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+hit 0
+stand 1
+surrender 2
+bust 3
diff --git a/splits/mixed_ace_seven/concepts.txt b/splits/mixed_ace_seven/concepts.txt
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+soft 0
+hard 1
+player_value_21_plus 2
+player_value_21 3
+player_value_20 4
+player_value_19 5
+player_value_18 6
+player_value_17 7
+player_value_16 8
+player_value_15 9
+player_value_14 10
+player_value_13 11
+player_value_12 12
+player_value_11 13
+player_value_10 14
+player_value_9 15
+player_value_8 16
+dealer_card_2 17
+dealer_card_3 18
+dealer_card_4 19
+dealer_card_5 20
+dealer_card_6 21
+dealer_card_7 22
+dealer_card_8 23
+dealer_card_9 24
+dealer_card_10 25
+dealer_card_a 26
+dealer_multi_cards 27
diff --git a/splits/mixed_ace_seven/info.txt b/splits/mixed_ace_seven/info.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e9a9df6500b9dbde16328ad2ec6b30593be10f94
--- /dev/null
+++ b/splits/mixed_ace_seven/info.txt
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+All ace and seven cards come from a second deck of cards.
+
+example samples
+train: (9142, {'img_path': 'imgs/mixed_ace_seven/9142.png', 'class_label': 1, 'concept_label': [0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0], 'player_card_points': [([(173, 973), (50, 973), (173, 789), (50, 789)], 'QS'), ([(185, 789), (308, 789), (185, 974), (308, 974)], '8S')], 'dealer_card_points': [([(50, 50), (172, 50), (50, 235), (172, 235)], '5D')], 'game_number': -1})
+val: (18440, {'img_path': 'imgs/mixed_ace_seven/18440.png', 'class_label': 0, 'concept_label': [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], 'player_card_points': [([(50, 789), (172, 789), (50, 973), (172, 973)], '9D'), ([(185, 789), (307, 789), (185, 974), (307, 974)], '3C')], 'dealer_card_points': [([(172, 235), (50, 235), (172, 50), (50, 50)], 'KH')], 'game_number': -1})
+
+length of train: 14232
+length of val: 6200
+
+Counts for train
+Concept classes: [849, 13383, 3558, 621, 705, 568, 542, 555, 3982, 709, 655, 617, 556, 292, 219, 206, 447, 832, 787, 813, 720, 774, 841, 804, 875, 6370, 1416, 1783]
+Task classes: [3558, 3558, 3558, 3558]
+
+Counts for val
+Concept classes: [343, 5857, 1550, 260, 308, 255, 236, 240, 1741, 286, 276, 259, 277, 112, 107, 92, 201, 349, 327, 372, 358, 324, 367, 388, 375, 2711, 629, 776]
+Task classes: [1550, 1550, 1550, 1550]
+
diff --git a/splits/mixed_ace_seven/train.json b/splits/mixed_ace_seven/train.json
new file mode 100644
index 0000000000000000000000000000000000000000..09329f4d61326482ba0a719a3bb5d17f884cb1db
--- /dev/null
+++ b/splits/mixed_ace_seven/train.json
@@ -0,0 +1 @@
+{"0": {"img_path": "imgs/mixed_ace_seven/0.png", "class_label": 0, "concept_label": [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], "player_card_points": [[[[173, 974], [50, 974], [173, 789], [50, 789]], "10S"], [[[185, 789], [308, 789], [185, 974], [308, 974]], "4H"]], "dealer_card_points": [[[[172, 235], [50, 235], [172, 50], [50, 50]], "QC"]], "game_number": 0}, "1": {"img_path": "imgs/mixed_ace_seven/1.png", "class_label": 3, "concept_label": [0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], "player_card_points": [[[[50, 789], [173, 789], [50, 974], [173, 974]], "10S"], [[[309, 974], [185, 974], [309, 789], [185, 789]], "4H"], [[[444, 974], [321, 974], [444, 789], [321, 789]], "9S"]], "dealer_card_points": [[[[50, 50], [172, 50], [50, 235], [172, 235]], "QC"]], "game_number": 0}, "2": {"img_path": "imgs/mixed_ace_seven/2.png", "class_label": 3, "concept_label": [0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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{"img_path": "imgs/mixed_ace_seven/20424.png", "class_label": 2, "concept_label": [0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0], "player_card_points": [[[[50, 789], [173, 789], [50, 973], [173, 973]], "4H"], [[[185, 789], [309, 789], [185, 974], [309, 974]], "5D"], [[[444, 973], [321, 973], [444, 789], [321, 789]], "7C"]], "dealer_card_points": [[[[173, 235], [50, 235], [173, 50], [50, 50]], "AS"]], "game_number": -1}, "20425": {"img_path": "imgs/mixed_ace_seven/20425.png", "class_label": 2, "concept_label": [0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], "player_card_points": [[[[173, 974], [50, 974], [173, 789], [50, 789]], "JH"], [[[308, 973], [185, 973], [308, 789], [185, 789]], "2H"], [[[444, 973], [321, 973], [444, 789], [321, 789]], "2S"], [[[579, 974], [456, 974], [579, 789], [456, 789]], "2C"]], "dealer_card_points": [[[[50, 50], [172, 50], [50, 235], [172, 235]], "QS"]], "game_number": -1}, "20426": {"img_path": "imgs/mixed_ace_seven/20426.png", "class_label": 2, "concept_label": [0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0], "player_card_points": [[[[50, 789], [172, 789], [50, 973], [172, 973]], "JS"], [[[307, 974], [185, 974], [307, 789], [185, 789]], "6D"]], "dealer_card_points": [[[[173, 235], [50, 235], [173, 50], [50, 50]], "AD"]], "game_number": -1}, "20427": {"img_path": "imgs/mixed_ace_seven/20427.png", "class_label": 2, "concept_label": [0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], "player_card_points": [[[[173, 974], [50, 974], [173, 789], [50, 789]], "6S"], [[[309, 974], [185, 974], [309, 789], [185, 789]], "3H"], [[[444, 973], [321, 973], [444, 789], [321, 789]], "7H"]], "dealer_card_points": [[[[172, 235], [50, 235], [172, 50], [50, 50]], "JC"]], "game_number": -1}, "20428": {"img_path": "imgs/mixed_ace_seven/20428.png", "class_label": 2, "concept_label": [0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 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974]], "6C"], [[[307, 973], [185, 973], [307, 789], [185, 789]], "10S"]], "dealer_card_points": [[[[50, 50], [172, 50], [50, 235], [172, 235]], "QH"]], "game_number": -1}, "20431": {"img_path": "imgs/mixed_ace_seven/20431.png", "class_label": 2, "concept_label": [0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], "player_card_points": [[[[173, 973], [50, 973], [173, 789], [50, 789]], "5H"], [[[308, 973], [185, 973], [308, 789], [185, 789]], "5D"], [[[443, 974], [320, 974], [443, 789], [320, 789]], "6C"]], "dealer_card_points": [[[[50, 50], [172, 50], [50, 235], [172, 235]], "QD"]], "game_number": -1}}
\ No newline at end of file
diff --git a/splits/mixed_ace_seven/val.pkl b/splits/mixed_ace_seven/val.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..ee8a8132536956106b0c878c3a1ddd28ba6c5574
--- /dev/null
+++ b/splits/mixed_ace_seven/val.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f44efc9b5fbf0506de1246489c9a0b966c6fcb19e2aba33747b597562032f078
+size 1774480
diff --git a/splits/standard/classes.txt b/splits/standard/classes.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5e4b3f85e43aa46bc2b327cce372245eafe318d7
--- /dev/null
+++ b/splits/standard/classes.txt
@@ -0,0 +1,4 @@
+hit 0
+stand 1
+surrender 2
+bust 3
diff --git a/splits/standard/concepts.txt b/splits/standard/concepts.txt
new file mode 100644
index 0000000000000000000000000000000000000000..94e49937405444525f93636304018877af210db8
--- /dev/null
+++ b/splits/standard/concepts.txt
@@ -0,0 +1,28 @@
+soft 0
+hard 1
+player_value_21_plus 2
+player_value_21 3
+player_value_20 4
+player_value_19 5
+player_value_18 6
+player_value_17 7
+player_value_16 8
+player_value_15 9
+player_value_14 10
+player_value_13 11
+player_value_12 12
+player_value_11 13
+player_value_10 14
+player_value_9 15
+player_value_8 16
+dealer_card_2 17
+dealer_card_3 18
+dealer_card_4 19
+dealer_card_5 20
+dealer_card_6 21
+dealer_card_7 22
+dealer_card_8 23
+dealer_card_9 24
+dealer_card_10 25
+dealer_card_a 26
+dealer_multi_cards 27
diff --git a/splits/standard/info.txt b/splits/standard/info.txt
new file mode 100644
index 0000000000000000000000000000000000000000..636f153c84b92fab4c761579523985098d35275f
--- /dev/null
+++ b/splits/standard/info.txt
@@ -0,0 +1,15 @@
+example samples
+train: (10871, {'img_path': 'imgs/standard/10871.png', 'class_label': 2, 'concept_label': [0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], 'player_card_points': [([(50, 789), (172, 789), (50, 974), (172, 974)], '6D'), ([(185, 789), (307, 789), (185, 973), (307, 973)], 'QD')], 'dealer_card_points': [([(50, 50), (172, 50), (50, 235), (172, 235)], 'KC')], 'game_number': -1})
+val: (15802, {'img_path': 'imgs/standard/15802.png', 'class_label': 3, 'concept_label': [0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1], 'player_card_points': [([(50, 789), (172, 789), (50, 973), (172, 973)], '8S'), ([(308, 974), (185, 974), (308, 789), (185, 789)], '3D'), ([(443, 973), (320, 973), (443, 789), (320, 789)], '9S'), ([(455, 789), (578, 789), (455, 973), (578, 973)], '9H')], 'dealer_card_points': [([(173, 234), (50, 234), (173, 50), (50, 50)], '5S'), ([(309, 235), (185, 235), (309, 50), (185, 50)], '9C'), ([(444, 235), (321, 235), (444, 50), (321, 50)], '6S')], 'game_number': 391})
+
+length of train: 14304
+length of val: 6216
+
+Counts for train
+Concept classes: [869, 13435, 3576, 620, 714, 517, 554, 621, 3994, 724, 624, 599, 591, 306, 215, 192, 457, 735, 750, 810, 791, 821, 989, 901, 859, 6119, 1529, 1788]
+Task classes: [3576, 3576, 3576, 3576]
+
+Counts for val
+Concept classes: [325, 5891, 1554, 278, 326, 220, 235, 270, 1720, 271, 245, 269, 270, 165, 108, 85, 200, 373, 347, 317, 339, 351, 343, 321, 411, 2773, 641, 778]
+Task classes: [1554, 1554, 1554, 1554]
+
diff --git a/splits/standard/train.json b/splits/standard/train.json
new file mode 100644
index 0000000000000000000000000000000000000000..0d2f92ea518e0ebc138252871c66dea3a14d888f
--- /dev/null
+++ b/splits/standard/train.json
@@ -0,0 +1 @@
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