diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..eddf46e
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,175 @@
+### Python ###
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+### Python Patch ###
+# Poetry local configuration file - https://python-poetry.org/docs/configuration/#local-configuration
+poetry.toml
+
+# ruff
+.ruff_cache/
+
+# LSP config files
+pyrightconfig.json
+
+images-fix/
+data/
+data.zip
\ No newline at end of file
diff --git a/auto-fix.py b/auto-fix.py
new file mode 100644
index 0000000..6493df4
--- /dev/null
+++ b/auto-fix.py
@@ -0,0 +1,117 @@
+import os
+import cv2
+import pandas as pd
+import re
+
+class ImageProcessor:
+    def __init__(self):
+        self.output_dir = "images-fix"
+        os.makedirs(self.output_dir, exist_ok=True)
+        # pos番号の変換マップを定義
+        self.pos_map = {
+            '3': '4',
+            '4': '3',
+            '7': '8',
+            '8': '7'
+        }
+        
+    def get_new_filename(self, original_filename):
+        """ファイル名のpos番号を必要に応じて変更する"""
+        pattern = r'(.*pos)(\d+)(.*)'
+        match = re.match(pattern, original_filename)
+        if match:
+            pos_num = match.group(2)
+            if pos_num in self.pos_map:
+                return re.sub(pattern, f'\\g<1>{self.pos_map[pos_num]}\\g<3>', original_filename)
+        return original_filename
+    
+    def check_duplicate_filename(self, filename):
+        """出力ディレクトリで重複をチェック"""
+        return os.path.exists(os.path.join(self.output_dir, filename))
+    
+    def process_folder(self, folder_path):
+        results_csv = os.path.join(folder_path, "results.csv")
+        images_folder = os.path.join(folder_path, "images")
+        
+        if not os.path.exists(results_csv):
+            print(f"結果ファイルが見つかりません: {results_csv}")
+            return
+        
+        df = pd.read_csv(results_csv)
+        
+        for _, row in df.iterrows():
+            image_file_name = row["image_file_name"]
+            image_path = os.path.join(images_folder, image_file_name)
+            
+            if not os.path.exists(image_path):
+                print(f"画像ファイルが見つかりません: {image_path}")
+                continue
+                
+            image = cv2.imread(image_path)
+            if image is None:
+                print(f"画像の読み込みに失敗しました: {image_path}")
+                continue
+            
+            # 新しいファイル名を取得
+            new_filename = self.get_new_filename(image_file_name)
+            output_path = os.path.join(self.output_dir, new_filename)
+            
+            # ファイルを保存
+            cv2.imwrite(output_path, image)
+            print(f"保存完了: {output_path}")
+
+def get_numeric_folders(base_dir="data"):
+    """
+    dataディレクトリ���の数字名フォルダを取得する
+    """
+    folders = []
+    if os.path.exists(base_dir):
+        for item in os.listdir(base_dir):
+            if os.path.isdir(os.path.join(base_dir, item)) and item.isdigit():
+                folders.append(item)
+    return sorted(folders, key=lambda x: int(x))
+
+def main():
+    processor = ImageProcessor()
+    
+    # dataディレクトリ内の数字フォルダを取得
+    numeric_folders = get_numeric_folders()
+    if not numeric_folders:
+        print("処理対象のフォルダが見つかりません")
+        return
+    
+    print("処理するフォルダを選択してください:")
+    for i, folder in enumerate(numeric_folders, 1):
+        print(f"{i}: {folder}")
+    print("0: 全てのフォルダを処理")
+    
+    while True:
+        try:
+            choice = input("番号を入力してください: ").strip()
+            if not choice:
+                continue
+                
+            choice = int(choice)
+            if choice == 0:
+                # 全てのフォルダを処理
+                folders_to_process = numeric_folders
+                break
+            elif 1 <= choice <= len(numeric_folders):
+                # 選択されたフォルダのみ処理
+                folders_to_process = [numeric_folders[choice-1]]
+                break
+            else:
+                print(f"1から{len(numeric_folders)}までの数字、または0を入力してください")
+        except ValueError:
+            print("有効な数字を入力してください")
+    
+    # 選択されたフォルダを処理
+    for folder in folders_to_process:
+        folder_path = os.path.join("data", folder.zfill(2))
+        print(f"\n=== フォルダ {folder} の処理を開始 ===")
+        processor.process_folder(folder_path)
+    
+    print("\n処理が完了しました")
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/main.py b/main.py
new file mode 100644
index 0000000..b8092f4
--- /dev/null
+++ b/main.py
@@ -0,0 +1,208 @@
+import os
+import cv2
+import pandas as pd
+import re
+
+class ImageProcessor:
+    def __init__(self):
+        self.output_dir = "images-fix"
+        os.makedirs(self.output_dir, exist_ok=True)
+        
+    def get_new_filename(self, original_filename, new_pos_number):
+        """ファイル名のpos番号を変更する"""
+        pattern = r'(.*pos)(\d+)(.*)'
+        return re.sub(pattern, f'\\g<1>{new_pos_number}\\g<3>', original_filename)
+    
+    def check_duplicate_filename(self, filename):
+        """出力ディレクトリで重複をチェック"""
+        return os.path.exists(os.path.join(self.output_dir, filename))
+    
+    def process_folder(self, folder_path):
+        results_csv = os.path.join(folder_path, "results.csv")
+        images_folder = os.path.join(folder_path, "images")
+        
+        if not os.path.exists(results_csv):
+            print(f"結果ファイルが見つかりません: {results_csv}")
+            return
+        
+        df = pd.read_csv(results_csv)
+        
+        for _, row in df.iterrows():
+            image_file_name = row["image_file_name"]
+            image_path = os.path.join(images_folder, image_file_name)
+            
+            if not os.path.exists(image_path):
+                print(f"画像ファイルが見つかりません: {image_path}")
+                continue
+                
+            image = cv2.imread(image_path)
+            if image is None:
+                print(f"画像の読み込みに失敗しました: {image_path}")
+                continue
+            
+            # 画像を表示
+            cv2.imshow('Image', image)
+            print(f"現在の画像: {image_file_name}")
+            print("Enterキーを押して保存、または新しいpos番号を入力してください（1-99）:")
+            
+            input_buffer = ""
+            while True:
+                key = cv2.waitKey(0) & 0xFF
+                
+                if key == 13:  # Enterキー
+                    if input_buffer:  # 数字が入力されている場合
+                        new_pos_number = input_buffer
+                        new_filename = self.get_new_filename(image_file_name, new_pos_number)
+                        
+                        while True:
+                            output_path = os.path.join(self.output_dir, new_filename)
+                            
+                            if self.check_duplicate_filename(new_filename):
+                                print("\nファイルが重複しています。選択してください：")
+                                print("1: 新しいファイル名を入力する")
+                                print("2: スキップする")
+                                
+                                choice = input("選択 (1/2): ").strip()
+                                if choice == "1":
+                                    print(f"\n現在のファイル名: {new_filename}")
+                                    new_name = input("新しいファイル名を入力してください: ").strip()
+                                    
+                                    if not new_name:
+                                        print("入力がキャンセルされました")
+                                        break
+                                    
+                                    if not new_name.endswith(os.path.splitext(image_file_name)[1]):
+                                        new_name += os.path.splitext(image_file_name)[1]
+                                    
+                                    new_filename = new_name
+                                    continue
+                                    
+                                elif choice == "2":
+                                    print("スキップします")
+                                    break
+                                
+                                else:
+                                    print("無効な選択です。1か2を入力してください。")
+                                    continue
+                            
+                            cv2.imwrite(output_path, image)
+                            print(f"保存完了: {output_path}")
+                            break
+                        break
+                        
+                    else:  # 直接Enterが押された場合
+                        output_path = os.path.join(self.output_dir, image_file_name)
+                        if self.check_duplicate_filename(image_file_name):
+                            print("\nファイルが重複しています。選択してください：")
+                            print("1: 新しいファイル名を入力する")
+                            print("2: スキップする")
+                            
+                            while True:
+                                choice = input("選択 (1/2): ").strip()
+                                if choice == "1":
+                                    while True:
+                                        print(f"\n現在のファイル名: {image_file_name}")
+                                        new_name = input("新しいファイル名を入力してください: ").strip()
+                                        
+                                        # 入力が空の場合はスキップ
+                                        if not new_name:
+                                            print("入力がキャンセルされました")
+                                            break
+                                        
+                                        # 拡張子の確認と追加
+                                        if not new_name.endswith(os.path.splitext(image_file_name)[1]):
+                                            new_name += os.path.splitext(image_file_name)[1]
+                                        
+                                        output_path = os.path.join(self.output_dir, new_name)
+                                        
+                                        # 新しいファイル名でも重複チェック
+                                        if self.check_duplicate_filename(new_name):
+                                            print("Warning: 指定されたファイル名も既に存在します。")
+                                            continue
+                                        
+                                        # 問題なければ保存して終了
+                                        cv2.imwrite(output_path, image)
+                                        print(f"保存完了: {output_path}")
+                                        break
+                                    break
+                                
+                                elif choice == "2":
+                                    print("スキップします")
+                                    break
+                                
+                                else:
+                                    print("無効な選択です。1か2を入力してください。")
+                            continue
+                        cv2.imwrite(output_path, image)
+                        print(f"保存完了: {output_path}")
+                        break
+                
+                elif key >= ord('0') and key <= ord('9'):
+                    input_buffer += chr(key)
+                    print(f"入力中: {input_buffer}")
+                    
+                elif key == 8:  # バックスペース
+                    input_buffer = input_buffer[:-1]
+                    print(f"入力中: {input_buffer}")
+                
+                elif key == 27:  # ESCキー
+                    print("処理をスキップします")
+                    break
+            
+            cv2.destroyWindow('Image')
+
+def get_numeric_folders(base_dir="data"):
+    """
+    dataディレクトリ内の数字名フォルダを取得する
+    """
+    folders = []
+    if os.path.exists(base_dir):
+        for item in os.listdir(base_dir):
+            if os.path.isdir(os.path.join(base_dir, item)) and item.isdigit():
+                folders.append(item)
+    return sorted(folders, key=lambda x: int(x))
+
+def main():
+    processor = ImageProcessor()
+    
+    # dataディレクトリ内の数字フォルダを取得
+    numeric_folders = get_numeric_folders()
+    if not numeric_folders:
+        print("処理対象のフォルダが見つかりません")
+        return
+    
+    print("処理するフォルダを選択してください:")
+    for i, folder in enumerate(numeric_folders, 1):
+        print(f"{i}: {folder}")
+    print("0: 全てのフォルダを処理")
+    
+    while True:
+        try:
+            choice = input("番号を入力してください: ").strip()
+            if not choice:
+                continue
+                
+            choice = int(choice)
+            if choice == 0:
+                # 全てのフォルダを処理
+                folders_to_process = numeric_folders
+                break
+            elif 1 <= choice <= len(numeric_folders):
+                # 選択されたフォルダのみ処理
+                folders_to_process = [numeric_folders[choice-1]]
+                break
+            else:
+                print(f"1から{len(numeric_folders)}までの数字、または0を入力してください")
+        except ValueError:
+            print("有効な数字を入力してください")
+    
+    # 選択されたフォルダを処理
+    for folder in folders_to_process:
+        folder_path = os.path.join("data", folder.zfill(2))
+        print(f"\n=== フォルダ {folder} の処理を開始 ===")
+        processor.process_folder(folder_path)
+    
+    print("\n処理が完了しました")
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file