diff --git a/.gitignore b/.gitignore
index 227c6397..5043fb73 100644
--- a/.gitignore
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diff --git a/workspace/.DS_Store b/workspace/.DS_Store
new file mode 100644
index 00000000..304a472a
Binary files /dev/null and b/workspace/.DS_Store differ
diff --git a/workspace/suphnx-reward-shaping/tests/resources/2022060100gm-00a9-0000-3e8b8aaf.json b/workspace/suphnx-reward-shaping/tests/resources/2022060100gm-00a9-0000-3e8b8aaf.json
new file mode 100644
index 00000000..db1f4b8a
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new file mode 100644
index 00000000..7f2687e2
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diff --git a/workspace/suphnx-reward-shaping/tests/resources/2022060100gm-00a9-0000-6db179be.json b/workspace/suphnx-reward-shaping/tests/resources/2022060100gm-00a9-0000-6db179be.json
new file mode 100644
index 00000000..8070fb2c
--- /dev/null
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diff --git a/workspace/suphnx-reward-shaping/tests/resources/2022060100gm-00a9-0000-7c8869db.json b/workspace/suphnx-reward-shaping/tests/resources/2022060100gm-00a9-0000-7c8869db.json
new file mode 100644
index 00000000..0bde6ac9
--- /dev/null
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diff --git a/workspace/suphnx-reward-shaping/tests/test_utils.py b/workspace/suphnx-reward-shaping/tests/test_utils.py
new file mode 100644
index 00000000..ff78b2aa
--- /dev/null
+++ b/workspace/suphnx-reward-shaping/tests/test_utils.py
@@ -0,0 +1,20 @@
+import json
+import os
+import sys
+
+from google.protobuf import json_format
+
+sys.path.append("../../../")
+import mjxproto
+
+sys.path.append("../")
+from utils import to_dataset
+
+mjxprotp_dir = os.path.join(os.path.dirname(os.path.abspath(__file__)), "resources")
+
+
+def test_to_dataset():
+    num_resources = len(os.listdir(mjxprotp_dir))
+    features, scores = to_dataset(mjxprotp_dir)
+    assert features.shape == (num_resources, 6)
+    assert scores.shape == (num_resources, 1)
diff --git a/workspace/suphnx-reward-shaping/train.py b/workspace/suphnx-reward-shaping/train.py
new file mode 100644
index 00000000..e69de29b
diff --git a/workspace/suphnx-reward-shaping/train_helper.py b/workspace/suphnx-reward-shaping/train_helper.py
new file mode 100644
index 00000000..e69de29b
diff --git a/workspace/suphnx-reward-shaping/utils.py b/workspace/suphnx-reward-shaping/utils.py
new file mode 100644
index 00000000..361b93bf
--- /dev/null
+++ b/workspace/suphnx-reward-shaping/utils.py
@@ -0,0 +1,66 @@
+import json
+import os
+import random
+import sys
+from typing import Dict, Iterator, List, Optional, Tuple
+
+import jax
+import jax.numpy as jnp
+import numpy as np
+from google.protobuf import json_format
+
+sys.path.append("../../")
+import mjxproto
+
+
+def to_dataset(mjxprotp_dir: str) -> Tuple[jnp.ndarray, jnp.ndarray]:
+    """
+    jsonが入っているディレクトリを引数としてjax.numpyのデータセットを作る.
+    """
+    features: List = []
+    scores: List = []
+    for _json in os.listdir(mjxprotp_dir):
+        _json = os.path.join(mjxprotp_dir, _json)
+        assert ".json" in _json
+        with open(_json, "r") as f:
+            lines = f.readlines()
+            _dicts = [json.loads(round) for round in lines]
+            states = [json_format.ParseDict(d, mjxproto.State()) for d in _dicts]
+            target: int = random.randint(0, 3)
+            features.append(to_feature(states, target))
+            scores.append(to_final_scores(states, target))
+    features_array: jnp.ndarray = jnp.array(features)
+    scores_array: jnp.ndarray = jnp.array(scores)
+    return features_array, scores_array
+
+
+def _select_one_round(states: List[mjxproto.State]) -> mjxproto.State:
+    """
+    データセットに本質的で無い相関が生まれることを防ぐために一半荘につき1ペアのみを使う.
+    """
+    idx: int = random.randint(0, len(states) - 1)
+    return states[idx]
+
+
+def _calc_curr_pos(init_pos: int, round: int) -> int:
+    return init_pos + round % 4
+
+
+def to_feature(states: List[mjxproto.State], target) -> List[int]:
+    """
+    特徴量 = [終了時の点数, 自風, 親, 局, 本場, 詰み棒]
+    """
+    state = _select_one_round(states)
+    ten: int = state.round_terminal.final_score.tens[target]
+    honba: int = state.round_terminal.final_score.honba
+    tsumibo: int = state.round_terminal.final_score.riichi
+    round: int = state.round_terminal.final_score.round
+    wind: int = _calc_curr_pos(target, round)
+    oya: int = _calc_curr_pos(0, round)
+    return [ten, honba, tsumibo, round, wind, oya]
+
+
+def to_final_scores(states: List[mjxproto.State], target) -> List[int]:
+    final_state = states[-1]
+    final_score = final_state.round_terminal.final_score.tens[target]
+    return [final_score]