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diff --git a/Common_Sense_Questions/Common_Snese_Question.json b/Common_Sense_Questions/Common_Snese_Question.json
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+[
+    {
+      "question": "The national flag of the country where Yellowstone National Park is located.",
+      "choice": [
+        "A: British Flag",
+        "B: American Flag",
+        "C: Canadian Flag",
+        "D: Mexican Flag"
+      ],
+      "answer": "B",
+      "image": "decode_images/Common_Sense_Questions/American_Flag.png"
+    },
+    {
+      "question": "A famous wrought-iron lattice tower located in the heart of Paris, France.",
+      "choice": [
+        "A: Statue of Liberty",
+        "B: Big Ben",
+        "C: Eiffel Tower",
+        "D: Leaning Tower of Pisa"
+      ],
+      "answer": "C",
+      "image": "decode_images/Common_Sense_Questions/Eiffel Tower.png"
+    },
+    {
+      "question": "An ancient series of fortifications spanning across northern China.",
+      "choice": [
+        "A: Great Wall of China",
+        "B: Berlin Wall",
+        "C: Hadrian's Wall",
+        "D: Wall of Jericho"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Great Wall of China.png"
+    },
+    {
+      "question": "Ancient monumental tombs located in Egypt near the city of Cairo.",
+      "choice": [
+        "A: Colosseum",
+        "B: Stonehenge",
+        "C: Machu Picchu",
+        "D: Pyramids of Giza"
+      ],
+      "answer": "D",
+      "image": "decode_images/Common_Sense_Questions/Great Wall of China.png"
+    },
+    {
+      "question": "A colossal neoclassical sculpture on Liberty Island symbolizing freedom in New York Harbor.",
+      "choice": [
+        "A: Christ the Redeemer",
+        "B: Statue of Liberty",
+        "C: Mount Rushmore",
+        "D: The Thinker"
+      ],
+      "answer": "B",
+      "image": "decode_images/Common_Sense_Questions/Great Wall of China.png"
+    },
+    {
+      "question": "The highest mountain above sea level in the world, located in the Himalayas.",
+      "choice": [
+        "A: Mount Everest",
+        "B: K2",
+        "C: Kangchenjunga",
+        "D: Lhotse"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Great Wall of China.png"
+    },
+    {
+      "question": "The nickname for the Great Bell at the north end of the Palace of Westminster in London.",
+      "choice": [
+        "A: Tower Bridge",
+        "B: Buckingham Palace",
+        "C: Big Ben",
+        "D: The Shard"
+      ],
+      "answer": "C",
+      "image": "decode_images/Common_Sense_Questions/Great Wall of China.png"
+    },
+    {
+      "question": "A freestanding bell tower in Italy famous for its unintended tilt.",
+      "choice": [
+        "A: Colosseum",
+        "B: Leaning Tower of Pisa",
+        "C: Pantheon",
+        "D: Florence Cathedral"
+      ],
+      "answer": "B",
+      "image": "decode_images/Common_Sense_Questions/Leaning Tower of Pisa.png"
+    },
+    {
+      "question": "An ancient amphitheater located in the heart of Rome, Italy.",
+      "choice": [
+        "A: Roman Forum",
+        "B: Pantheon",
+        "C: Trevi Fountain",
+        "D: Colosseum"
+      ],
+      "answer": "D",
+      "image": "decode_images/Common_Sense_Questions/Colosseum.png"
+    },
+    {
+      "question": "A white marble mausoleum in Agra, India, built by Emperor Shah Jahan in memory of his wife.",
+      "choice": [
+        "A: Taj Mahal",
+        "B: Red Fort",
+        "C: Qutub Minar",
+        "D: Hawa Mahal"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Taj Mahal.png"
+    },
+    {
+      "question": "A large land animal with a long trunk and tusks, native to Africa.",
+      "choice": [
+        "A: African Elephant",
+        "B: Asian Elephant",
+        "C: White Rhinoceros",
+        "D: Hippopotamus"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Giant Panda.png"
+    },
+    {
+      "question": "A bear native to China known for its distinctive black and white fur and bamboo diet.",
+      "choice": [
+        "A: Polar Bear",
+        "B: Black Bear",
+        "C: Giant Panda",
+        "D: Sun Bear"
+      ],
+      "answer": "C",
+      "image": "decode_images/Common_Sense_Questions/Giant Panda.png"
+    },
+    {
+      "question": "A large feline with an orange coat and distinctive black stripes, found in Asia.",
+      "choice": [
+        "A: Lion",
+        "B: Bengal Tiger",
+        "C: Leopard",
+        "D: Cheetah"
+      ],
+      "answer": "B",
+      "image": "decode_images/Common_Sense_Questions/Bengal Tiger.png"
+    },
+    {
+      "question": "The largest animal on Earth, inhabiting the world's oceans.",
+      "choice": [
+        "A: Great White Shark",
+        "B: Blue Whale",
+        "C: Giant Squid",
+        "D: Orca"
+      ],
+      "answer": "B",
+      "image": "decode_images/Common_Sense_Questions/Blue Whale.png"
+    },
+    {
+      "question": "A flightless bird native to Antarctica, known for its formal black and white 'tuxedo' appearance.",
+      "choice": [
+        "A: Emperor Penguin",
+        "B: King Penguin",
+        "C: Adélie Penguin",
+        "D: Gentoo Penguin"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Emperor Penguin.png"
+    },
+    {
+      "question": "A bird of prey with a white head, recognized as a symbol of the United States.",
+      "choice": [
+        "A: Golden Eagle",
+        "B: Bald Eagle",
+        "C: Peregrine Falcon",
+        "D: Red-tailed Hawk"
+      ],
+      "answer": "B",
+      "image": "decode_images/Common_Sense_Questions/Bald Eagle.png"
+    },
+    {
+      "question": "A highly venomous snake known for its hood, native to parts of Asia.",
+      "choice": [
+        "A: King Cobra",
+        "B: Rattlesnake",
+        "C: Python",
+        "D: Boa Constrictor"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/King Cobra.png"
+    },
+    {
+      "question": "Often called the 'king of the jungle', this large feline is native to Africa.",
+      "choice": [
+        "A: Tiger",
+        "B: Cheetah",
+        "C: Leopard",
+        "D: African Lion"
+      ],
+      "answer": "D",
+      "image": "decode_images/Common_Sense_Questions/African Lion.png"
+    },
+    {
+      "question": "A marsupial known for its powerful hind legs and ability to hop, native to Australia.",
+      "choice": [
+        "A: Koala",
+        "B: Red Kangaroo",
+        "C: Wallaby",
+        "D: Wombat"
+      ],
+      "answer": "B",
+      "image": "decode_images/Common_Sense_Questions/Red Kangaroo.png"
+    },
+    {
+      "question": "A giant tortoise species native to the Galápagos Islands, famous for its longevity.",
+      "choice": [
+        "A: Aldabra Giant Tortoise",
+        "B: Galápagos Giant Tortoise",
+        "C: Gopher Tortoise",
+        "D: Leopard Tortoise"
+      ],
+      "answer": "B",
+      "image": "decode_images/Common_Sense_Questions/Red Kangaroo.png"
+    },
+    {
+      "question": "A large deciduous tree known for its strong wood and production of acorns.",
+      "choice": [
+        "A: Pine",
+        "B: Birch",
+        "C: Oak Tree",
+        "D: Maple"
+      ],
+      "answer": "C",
+      "image": "decode_images/Common_Sense_Questions/Oak Tree.png"
+    },
+    {
+      "question": "A popular fragrant flower often given as a gift, symbolizing love and beauty.",
+      "choice": [
+        "A: Rose",
+        "B: Tulip",
+        "C: Orchid",
+        "D: Daisy"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Rose.png"
+    },
+    {
+      "question": "A tall, fast-growing grass used in construction and as a renewable resource in Asia.",
+      "choice": [
+        "A: Bamboo",
+        "B: Wheat",
+        "C: Sugarcane",
+        "D: Corn"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Bamboo.png"
+    },
+    {
+      "question": "A bright yellow flower that famously turns to follow the sun.",
+      "choice": [
+        "A: Sunflower",
+        "B: Daffodil",
+        "C: Marigold",
+        "D: Chrysanthemum"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Sunflower.png"
+    },
+    {
+      "question": "A carnivorous plant known for its rapid closing leaves that trap unsuspecting insects.",
+      "choice": [
+        "A: Venus Flytrap",
+        "B: Pitcher Plant",
+        "C: Sundew",
+        "D: Cobra Lily"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Venus Flytrap.png"
+    },
+    {
+      "question": "A large, spiky cactus native to North American deserts, often called the 'king of cacti'.",
+      "choice": [
+        "A: Saguaro Cactus",
+        "B: Prickly Pear",
+        "C: Barrel Cactus",
+        "D: Cholla"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Saguaro Cactus.png"
+    },
+    {
+      "question": "A bulbous plant famous for its vibrant, cup-shaped blooms in spring.",
+      "choice": [
+        "A: Tulip",
+        "B: Daffodil",
+        "C: Crocus",
+        "D: Hyacinth"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Tulip.png"
+    },
+    {
+      "question": "A tree celebrated in Japan for its fleeting, delicate pink blossoms each spring.",
+      "choice": [
+        "A: Cherry Blossom",
+        "B: Magnolia",
+        "C: Dogwood",
+        "D: Wisteria"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Cherry Blossom.png"
+    },
+    {
+      "question": "A massive, long-lived tree native to Africa, often called the 'tree of life'.",
+      "choice": [
+        "A: Sequoia",
+        "B: Baobab Tree",
+        "C: Redwood",
+        "D: Banyan"
+      ],
+      "answer": "B",
+      "image": "decode_images/Common_Sense_Questions/Baobab Tree.png"
+    },
+    {
+      "question": "An aquatic plant with large, round leaves often seen floating in ponds.",
+      "choice": [
+        "A: Lotus",
+        "B: Water Lily",
+        "C: Duckweed",
+        "D: Papyrus"
+      ],
+      "answer": "B",
+      "image": "decode_images/Common_Sense_Questions/Water Lily.png"
+    },
+    {
+      "question": "A handheld device that has become a symbol of modern communication and computing.",
+      "choice": [
+        "A: Smartphone",
+        "B: Tablet",
+        "C: Laptop",
+        "D: Desktop Computer"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Smartphone.png"
+    },
+    {
+      "question": "A portable computer that opens like a book and is widely used for work and entertainment.",
+      "choice": [
+        "A: Smartphone",
+        "B: Tablet",
+        "C: Laptop",
+        "D: Desktop Computer"
+      ],
+      "answer": "C",
+      "image": "decode_images/Common_Sense_Questions/Laptop.png"
+    },
+    {
+      "question": "A four-wheeled vehicle that has become essential for modern transportation.",
+      "choice": [
+        "A: Bicycle",
+        "B: Car",
+        "C: Motorcycle",
+        "D: Bus"
+      ],
+      "answer": "B",
+      "image": "decode_images/Common_Sense_Questions/Car.png"
+    },
+    {
+      "question": "An instrument that measures time and is often found on walls or worn on wrists.",
+      "choice": [
+        "A: Clock",
+        "B: Calendar",
+        "C: Stopwatch",
+        "D: Hourglass"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Clock.png"
+    },
+    {
+      "question": "A powered flying vehicle that revolutionized travel in the 20th century.",
+      "choice": [
+        "A: Helicopter",
+        "B: Airplane",
+        "C: Glider",
+        "D: Hot Air Balloon"
+      ],
+      "answer": "B",
+      "image": "decode_images/Common_Sense_Questions/Airplane.png"
+    },
+    {
+      "question": "A two-wheeled vehicle powered by pedaling, popular for exercise and commuting.",
+      "choice": [
+        "A: Car",
+        "B: Motorcycle",
+        "C: Bicycle",
+        "D: Scooter"
+      ],
+      "answer": "C",
+      "image": "decode_images/Common_Sense_Questions/Bicycle.png"
+    },
+    {
+      "question": "A device used to capture photographs, essential in both art and journalism.",
+      "choice": [
+        "A: Smartphone",
+        "B: Camera",
+        "C: Telescope",
+        "D: Microphone"
+      ],
+      "answer": "B",
+      "image": "decode_images/Common_Sense_Questions/Camera.png"
+    },
+    {
+      "question": "A device that produces light through an incandescent filament, a major invention of the 19th century.",
+      "choice": [
+        "A: Light Bulb",
+        "B: Candle",
+        "C: Torch",
+        "D: Lantern"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Light Bulb.png"
+    },
+    {
+      "question": "A kitchen appliance that uses microwave radiation to quickly heat and cook food.",
+      "choice": [
+        "A: Oven",
+        "B: Refrigerator",
+        "C: Microwave",
+        "D: Toaster"
+      ],
+      "answer": "C",
+      "image": "decode_images/Common_Sense_Questions/Microwave.png"
+    },
+    {
+      "question": "A stringed musical instrument commonly used in rock and pop music, played by strumming.",
+      "choice": [
+        "A: Piano",
+        "B: Violin",
+        "C: Drum",
+        "D: Guitar"
+      ],
+      "answer": "D",
+      "image": "decode_images/Common_Sense_Questions/Guitar.png"
+    },
+    {
+      "question": "An electronic device used to display video content and broadcast programs.",
+      "choice": [
+        "A: Television",
+        "B: Radio",
+        "C: Computer",
+        "D: Smartphone"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Television.png"
+    },
+    {
+      "question": "An appliance used to keep food and beverages cold.",
+      "choice": [
+        "A: Refrigerator",
+        "B: Oven",
+        "C: Microwave",
+        "D: Toaster"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Refrigerator.png"
+    },
+    {
+      "question": "An appliance used for cleaning clothes by agitation and water.",
+      "choice": [
+        "A: Washing Machine",
+        "B: Dryer",
+        "C: Dishwasher",
+        "D: Oven"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Refrigerator.png"
+    },
+    {
+      "question": "An electric device that uses suction to remove debris from floors.",
+      "choice": [
+        "A: Vacuum Cleaner",
+        "B: Broom",
+        "C: Mop",
+        "D: Duster"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Refrigerator.png"
+    },
+    {
+      "question": "An electronic device that produces physical copies of documents and images.",
+      "choice": [
+        "A: Printer",
+        "B: Scanner",
+        "C: Copier",
+        "D: Fax Machine"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Printer.png"
+    },
+    {
+      "question": "A pair of small speakers worn on the head for listening to audio.",
+      "choice": [
+        "A: Headphones",
+        "B: Earbuds",
+        "C: Speakers",
+        "D: Microphone"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Headphones.png"
+    },
+    {
+      "question": "An input device used to type text into a computer.",
+      "choice": [
+        "A: Keyboard",
+        "B: Mouse",
+        "C: Trackpad",
+        "D: Joystick"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Keyboard.png"
+    },
+    {
+      "question": "A handheld input device used to control a cursor on a computer screen.",
+      "choice": [
+        "A: Mouse",
+        "B: Keyboard",
+        "C: Touchpad",
+        "D: Stylus"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Mouse.png"
+    },
+    {
+      "question": "A set of written, printed, or blank pages fastened together, usually bound in a cover.",
+      "choice": [
+        "A: Book",
+        "B: Magazine",
+        "C: Newspaper",
+        "D: Journal"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Book.png"
+    },
+    {
+      "question": "A common writing instrument used to apply ink to paper.",
+      "choice": [
+        "A: Pen",
+        "B: Pencil",
+        "C: Marker",
+        "D: Crayon"
+      ],
+      "answer": "A",
+      "image": "decode_images/Common_Sense_Questions/Pen.png"
+    }
+  ]
+  
\ No newline at end of file
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diff --git a/Image-to-Video_Generation/Pexel_Videos/main.py b/Image-to-Video_Generation/Pexel_Videos/main.py
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--- /dev/null
+++ b/Image-to-Video_Generation/Pexel_Videos/main.py
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+import requests
+import json
+import random
+import os
+from urllib.parse import urlparse
+
+
+def extract_video_id(url):
+    # 从URL中提取视频ID
+    path = urlparse(url).path
+    return path.split('-')[-1]
+
+
+def download_video(url, output_path):
+    # 你需要在 Pexels 网站申请一个免费的 API key
+    API_KEY = "v246usYUZ79OAF6AW8Jt1vX1e9hjeDGE3VTjsCzO5PFihu38nBo561I9"
+
+    # 获取视频ID
+    video_id = extract_video_id(url)
+
+    # API endpoint
+    api_url = f"https://api.pexels.com/videos/videos/{video_id}"
+
+    headers = {
+        "Authorization": API_KEY
+    }
+
+    try:
+        # 获取视频信息
+        response = requests.get(api_url, headers=headers)
+        response.raise_for_status()
+        video_data = response.json()
+
+        # 获取最高质量的视频链接
+        video_files = video_data["video_files"]
+        highest_quality = max(video_files, key=lambda x: x["height"])
+        download_url = highest_quality["link"]
+
+        # 下载视频
+        print(f"Downloading video to {output_path}")
+        video_response = requests.get(download_url, stream=True)
+        video_response.raise_for_status()
+
+        with open(output_path, 'wb') as f:
+            for chunk in video_response.iter_content(chunk_size=8192):
+                if chunk:
+                    f.write(chunk)
+
+        print(f"Video successfully downloaded")
+        return True
+
+    except Exception as e:
+        print(f"Error downloading video: {e}")
+        return False
+
+
+def download_image(url, output_path):
+    try:
+        # 下载图片
+        print(f"Downloading image to {output_path}")
+        response = requests.get(url, stream=True)
+        response.raise_for_status()
+
+        with open(output_path, 'wb') as f:
+            for chunk in response.iter_content(chunk_size=8192):
+                if chunk:
+                    f.write(chunk)
+
+        print(f"Image successfully downloaded")
+        return True
+
+    except Exception as e:
+        print(f"Error downloading image: {e}")
+        return False
+
+
+def process_json_file(json_file):
+    # 创建输出目录
+    video_dir = "D:\\Pexel_Videos\\Video"
+    image_dir = "D:\\Pexel_Videos\\Image"
+    os.makedirs(video_dir, exist_ok=True)
+    os.makedirs(image_dir, exist_ok=True)
+
+    # 读取JSON文件
+    with open(json_file, 'r') as f:
+        data = json.load(f)
+
+    # 创建用过的随机数集合
+    used_numbers = set()
+    total_items = len(data)
+
+    for item in data:
+        try:
+            # 生成不重复的随机数
+            while True:
+                random_num = random.randint(1, total_items)
+                if random_num not in used_numbers:
+                    used_numbers.add(random_num)
+                    break
+
+            # 设置输出路径
+            video_path = os.path.join(video_dir, f"{random_num}.mp4")
+            image_path = os.path.join(image_dir, f"{random_num}.png")
+
+            # 下载视频和图片
+            video_success = download_video(item['loc'], video_path)
+            image_success = download_image(item['thumbnail_loc'], image_path)
+
+            if video_success and image_success:
+                # 更新JSON数据
+                item['video'] = [video_path.replace('\\', '/')]  # 将loc改为video
+                item['image'] = [image_path.replace('\\', '/')]  # 将thumbnail_loc改为image
+                item['Text_Prompt'] = item.pop('title')  # 重命名title为Text_Prompt
+
+                # 删除原始字段
+                del item['loc']
+                del item['thumbnail_loc']
+                if 'duration' in item:
+                    del item['duration']
+
+        except Exception as e:
+            print(f"Error processing item: {str(e)}")
+            continue
+
+    # 保存更新后的JSON文件
+    output_json = json_file.replace('.json', '_processed.json')
+    with open(output_json, 'w') as f:
+        json.dump(data, f, indent=4)
+
+    print(f"Processing completed. Updated JSON saved to {output_json}")
+
+# 使用示例
+process_json_file(r"E:\张师兄-科研\Sample_Category\图像or视频or文本生成\图像到视频生成（无文本）\pexelvideos_sample_Unified.json")
\ No newline at end of file
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diff --git a/Math_Reasoning/VisualSketchpad/code.py b/Math_Reasoning/VisualSketchpad/code.py
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--- /dev/null
+++ b/Math_Reasoning/VisualSketchpad/code.py
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+import matplotlib.pyplot as plt
+import numpy as np
+import os
+from matplotlib.patches import Circle
+
+def setup_plot():
+    fig, ax = plt.subplots(figsize=(10, 8))
+    ax.set_aspect('equal')
+    ax.axis('off')
+    # Set reasonable plot limits
+    ax.set_xlim(-6, 6)
+    ax.set_ylim(-6, 6)
+    return fig, ax
+
+def draw_point(ax, coord, label):
+    ax.plot(coord[0], coord[1], 'ko', markersize=5)
+    ax.text(coord[0] + 0.3, coord[1] + 0.3, label, fontsize=12, color='red')
+
+def draw_line(ax, start, end, style='k-', linewidth=1):
+    ax.plot([start[0], end[0]], [start[1], end[1]], style, linewidth=linewidth)
+
+def draw_circle(ax, center, radius):
+    circle = Circle(center, radius, fill=False, color='black')
+    ax.add_patch(circle)
+
+# Ensure output directory exists
+os.makedirs("New_Question", exist_ok=True)
+
+def draw_problem4():
+    # Circle with parallel chords
+    fig, ax = setup_plot()
+    
+    # Draw circle
+    center = [0, 0]
+    radius = 5
+    draw_circle(ax, center, radius)
+    
+    # Draw parallel chords
+    y1 = 2  # First chord height
+    y2 = -2  # Second chord height
+    x1 = np.sqrt(radius**2 - y1**2)
+    x2 = np.sqrt(radius**2 - y2**2)
+    
+    draw_line(ax, [-x1, y1], [x1, y1])
+    draw_line(ax, [-x2, y2], [x2, y2])
+    
+    # Add points
+    points = {
+        'A': [-x1, y1],
+        'B': [x1, y1],
+        'C': [-x2, y2],
+        'D': [x2, y2],
+        'O': center
+    }
+    
+    for label, coord in points.items():
+        draw_point(ax, coord, label)
+    
+    plt.savefig('New_Question/problem4_original.png')
+    plt.close()
+    
+    # Version with auxiliary lines
+    fig, ax = setup_plot()
+    draw_circle(ax, center, radius)
+    draw_line(ax, [-x1, y1], [x1, y1])
+    draw_line(ax, [-x2, y2], [x2, y2])
+    draw_line(ax, center, [0, y1], 'k--')  # Perpendicular to chords
+    draw_line(ax, center, [0, y2], 'k--')
+    
+    for label, coord in points.items():
+        draw_point(ax, coord, label)
+    
+    plt.savefig('New_Question/problem4_auxiliary.png')
+    plt.close()
+
+def draw_problem5():
+    # Rhombus with midpoint
+    fig, ax = setup_plot()
+    
+    side_length = 4
+    angle = np.pi/3  # 60 degrees
+    
+    points = {
+        'A': [0, 0],
+        'B': [side_length * np.cos(angle), side_length * np.sin(angle)],
+        'C': [side_length * np.cos(angle) * 2, 0],
+        'D': [side_length * np.cos(angle), -side_length * np.sin(angle)],
+        'E': [side_length * np.cos(angle) * 1.5, side_length * np.sin(angle)/2]  # Midpoint of BC
+    }
+    
+    # Draw rhombus
+    for p1, p2 in [('A','B'), ('B','C'), ('C','D'), ('D','A')]:
+        draw_line(ax, points[p1], points[p2])
+    
+    for label, coord in points.items():
+        if label != 'E':
+            draw_point(ax, coord, label)
+    
+    plt.savefig('New_Question/problem5_original.png')
+    plt.close()
+    
+    # Version with auxiliary lines
+    fig, ax = setup_plot()
+    for p1, p2 in [('A','B'), ('B','C'), ('C','D'), ('D','A'), ('A','E')]:
+        draw_line(ax, points[p1], points[p2])
+    
+    for label, coord in points.items():
+        draw_point(ax, coord, label)
+    
+    plt.savefig('New_Question/problem5_auxiliary.png')
+    plt.close()
+
+def draw_problem6():
+    # Circle with intersecting chords
+    fig, ax = setup_plot()
+    
+    center = [0, 0]
+    radius = 4
+    draw_circle(ax, center, radius)
+    
+    # Define points
+    points = {
+        'A': [-3, 2],
+        'B': [2, -2],
+        'C': [-2, -2],
+        'D': [3, 2],
+        'E': [0, 0]  # Intersection point
+    }
+    
+    # Draw chords
+    draw_line(ax, points['A'], points['B'])
+    draw_line(ax, points['C'], points['D'])
+    
+    for label, coord in points.items():
+        if label != 'E':
+            draw_point(ax, coord, label)
+    
+    plt.savefig('New_Question/problem6_original.png')
+    plt.close()
+    
+    # Version with auxiliary lines
+    fig, ax = setup_plot()
+    draw_circle(ax, center, radius)
+    draw_line(ax, points['A'], points['B'])
+    draw_line(ax, points['C'], points['D'])
+    draw_line(ax, center, points['E'], 'k--')
+    
+    for label, coord in points.items():
+        draw_point(ax, coord, label)
+    
+    plt.savefig('New_Question/problem6_auxiliary.png')
+    plt.close()
+
+def draw_problem7():
+    # Rhombus with point on diagonal
+    fig, ax = setup_plot()
+    
+    points = {
+        'A': [0, 0],
+        'B': [2, 3],
+        'C': [4, 0],
+        'D': [2, -3],
+        'E': [3, 0]  # Point dividing AC in 3:1 ratio
+    }
+    
+    # Draw rhombus
+    for p1, p2 in [('A','B'), ('B','C'), ('C','D'), ('D','A')]:
+        draw_line(ax, points[p1], points[p2])
+    
+    for label, coord in points.items():
+        if label != 'E':
+            draw_point(ax, coord, label)
+    
+    plt.savefig('New_Question/problem7_original.png')
+    plt.close()
+    
+    # Version with auxiliary lines
+    fig, ax = setup_plot()
+    for p1, p2 in [('A','B'), ('B','C'), ('C','D'), ('D','A'), ('A','C'), ('B','D'), ('B','E'), ('D','E')]:
+        draw_line(ax, points[p1], points[p2])
+    
+    for label, coord in points.items():
+        draw_point(ax, coord, label)
+    
+    plt.savefig('New_Question/problem7_auxiliary.png')
+    plt.close()
+
+def draw_problem8():
+    # Two intersecting circles
+    fig, ax = setup_plot()
+    
+    center1 = [-2, 0]
+    center2 = [2, 0]
+    radius = 3
+    
+    draw_circle(ax, center1, radius)
+    draw_circle(ax, center2, radius)
+    
+    # Calculate intersection points
+    d = 4  # Distance between centers
+    h = np.sqrt(radius**2 - (d/2)**2)
+    
+    points = {
+        'A': [0, h],
+        'B': [0, -h],
+        'O₁': center1,
+        'O₂': center2
+    }
+    
+    for label, coord in points.items():
+        draw_point(ax, coord, label)
+    
+    plt.savefig('New_Question/problem8_original.png')
+    plt.close()
+    
+    # Version with auxiliary lines
+    fig, ax = setup_plot()
+    draw_circle(ax, center1, radius)
+    draw_circle(ax, center2, radius)
+    draw_line(ax, center1, center2, 'k--')
+    draw_line(ax, points['A'], points['B'], 'k--')
+    
+    for label, coord in points.items():
+        draw_point(ax, coord, label)
+    
+    plt.savefig('New_Question/problem8_auxiliary.png')
+    plt.close()
+
+def draw_problem9():
+    # Rhombus with intersecting diagonals at angle
+    fig, ax = setup_plot()
+    
+    points = {
+        'A': [0, 0],
+        'B': [2, 4],
+        'C': [4, 0],
+        'D': [2, -4],
+        'E': [2, 0]
+    }
+    
+    # Draw rhombus
+    for p1, p2 in [('A','B'), ('B','C'), ('C','D'), ('D','A')]:
+        draw_line(ax, points[p1], points[p2])
+    
+    for label, coord in points.items():
+        if label != 'E':
+            draw_point(ax, coord, label)
+    
+    plt.savefig('New_Question/problem9_original.png')
+    plt.close()
+    
+    # Version with auxiliary lines
+    fig, ax = setup_plot()
+    for p1, p2 in [('A','B'), ('B','C'), ('C','D'), ('D','A'), ('A','C'), ('B','D')]:
+        draw_line(ax, points[p1], points[p2])
+    
+    # Add angle marker
+    angle = 30
+    radius = 0.5
+    angle_rad = np.deg2rad(angle)
+    arc = np.linspace(0, angle_rad, 100)
+    ax.plot(points['E'][0] + radius * np.cos(arc),
+            points['E'][1] + radius * np.sin(arc),
+            'k-')
+    
+    for label, coord in points.items():
+        draw_point(ax, coord, label)
+    
+    plt.savefig('New_Question/problem9_auxiliary.png')
+    plt.close()
+
+def draw_problem10():
+    # Circle with three points
+    fig, ax = setup_plot()
+    
+    center = [0, 0]
+    radius = 5
+    draw_circle(ax, center, radius)
+    
+    # Calculate three points on circle with equal chords
+    angles = [0, 2*np.pi/3, 4*np.pi/3]
+    points = {
+        'A': [radius * np.cos(angles[0]), radius * np.sin(angles[0])],
+        'B': [radius * np.cos(angles[1]), radius * np.sin(angles[1])],
+        'C': [radius * np.cos(angles[2]), radius * np.sin(angles[2])],
+        'O': center
+    }
+    
+    for label, coord in points.items():
+        if label != 'O':
+            draw_point(ax, coord, label)
+    
+    plt.savefig('New_Question/problem10_original.png')
+    plt.close()
+    
+    # Version with auxiliary lines
+    fig, ax = setup_plot()
+    draw_circle(ax, center, radius)
+    
+    # Draw triangle and radii
+    for p1, p2 in [('A','B'), ('B','C'), ('C','A')]:
+        draw_line(ax, points[p1], points[p2])
+    
+    for p in ['A', 'B', 'C']:
+        draw_line(ax, center, points[p], 'k--')
+    
+    for label, coord in points.items():
+        draw_point(ax, coord, label)
+    
+    plt.savefig('New_Question/problem10_auxiliary.png')
+    plt.close()
+
+# Execute all drawing functions
+for i in range(4, 11):
+    eval(f'draw_problem{i}()')
\ No newline at end of file
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diff --git a/Spot_Diff/Process_Code.py b/Spot_Diff/Process_Code.py
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index 0000000000000000000000000000000000000000..bee7252ab4baa80aa11c6c6a394b716b34066d82
--- /dev/null
+++ b/Spot_Diff/Process_Code.py
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+import requests
+from bs4 import BeautifulSoup
+from urllib.parse import urljoin
+import re
+import json
+import os
+from PIL import Image
+from io import BytesIO
+import base64
+import random
+import copy
+
+####################################
+#   第1部分: 从 indexXX.html 中收集链接
+####################################
+def collect_spotdiff_links_in_range(start, end):
+    """
+    遍历 https://www.allstarpuzzles.com/spotdiff/index{n}.html，
+    从每个页面提取所有 <a href="xxxxx125.html">... </a> 的链接，
+    并拼成完整URL后存入一个列表返回。
+    """
+    all_links = []
+    for i in range(start, end + 1):
+        page_url = f"https://www.allstarpuzzles.com/spotdiff/index{i}.html"
+        print(f"[INFO] 处理索引页面: {page_url}")
+
+        try:
+            resp = requests.get(page_url, timeout=10)
+            resp.raise_for_status()
+            html_text = resp.text
+        except Exception as e:
+            print(f"[ERROR] 获取 {page_url} 失败: {e}")
+            continue
+
+        soup = BeautifulSoup(html_text, "html.parser")
+        base_url = "https://www.allstarpuzzles.com/spotdiff/"
+
+        for a_tag in soup.find_all("a", href=True):
+            href = a_tag["href"]
+            if href.endswith("x125.html"):
+                full_link = urljoin(base_url, href)
+                all_links.append(full_link)
+                print(f"  -> 找到链接: {full_link}")
+
+    return all_links
+
+####################################
+#   第2部分: 辅助函数
+####################################
+def parse_id_from_html(html):
+    match = re.search(r'var\s+id\s*=\s*"([^"]+)";', html)
+    if match:
+        return match.group(1)
+    return None
+
+def parse_puzzle_from_html(html):
+    puzzle_match = re.search(r'var\s+puzzle\s*=\s*(\{.*?\});', html, re.DOTALL)
+    if not puzzle_match:
+        print("[ERROR] 未找到 var puzzle = {...}; 段落")
+        return None
+
+    puzzle_str = puzzle_match.group(1)
+    puzzle_str = re.sub(r',\s*\}', '}', puzzle_str)
+    puzzle_str = re.sub(r',\s*\]', ']', puzzle_str)
+    puzzle_str = puzzle_str.replace("'", '"')
+    puzzle_str = re.sub(r'(\w+)\s*:', r'"\1":', puzzle_str)
+
+    try:
+        puzzle_data = json.loads(puzzle_str)
+        return puzzle_data
+    except json.JSONDecodeError as e:
+        print(f"[ERROR] puzzle_str 无法转换为 JSON，错误：{e}")
+        return None
+
+def download_image(url):
+    print(f"[INFO] 正在下载图片: {url}")
+    resp = requests.get(url, timeout=10)
+    resp.raise_for_status()
+    return Image.open(BytesIO(resp.content))
+
+def shuffle_coordinates(answers, img_width, img_height):
+    """
+    对answers中的坐标进行随机打乱，同时确保不超出图片边界
+    """
+    shuffled_answers = copy.deepcopy(answers)
+    
+    # 收集所有多边形的尺寸信息
+    polygon_sizes = []
+    for poly in answers:
+        xs = [pt[0] for pt in poly]
+        ys = [pt[1] for pt in poly]
+        width = max(xs) - min(xs)
+        height = max(ys) - min(ys)
+        polygon_sizes.append((width, height))
+    
+    # 为每个多边形生成新的随机位置
+    for i, (width, height) in enumerate(polygon_sizes):
+        max_x = img_width - width
+        max_y = img_height - height
+        
+        new_x = random.randint(0, max(0, max_x))
+        new_y = random.randint(0, max(0, max_y))
+        
+        original_poly = answers[i]
+        min_x = min(pt[0] for pt in original_poly)
+        min_y = min(pt[1] for pt in original_poly)
+        
+        for j in range(len(shuffled_answers[i])):
+            dx = shuffled_answers[i][j][0] - min_x
+            dy = shuffled_answers[i][j][1] - min_y
+            shuffled_answers[i][j][0] = new_x + dx
+            shuffled_answers[i][j][1] = new_y + dy
+    
+    return shuffled_answers
+
+def create_diff_images_with_negatives(img_a, img_b, answers, output_folder):
+    """
+    创建差异图及其负样本
+    """
+    width, height = img_a.size
+    
+    # 生成原始差异图
+    diff_a = Image.new("RGB", (width, height), (255, 255, 255))
+    diff_b = Image.new("RGB", (width, height), (255, 255, 255))
+    
+    # 处理原始差异区域
+    for poly in answers:
+        xs = [pt[0] for pt in poly]
+        ys = [pt[1] for pt in poly]
+        min_x, max_x = min(xs), max(xs)
+        min_y, max_y = min(ys), max(ys)
+        
+        crop_a = img_a.crop((min_x, min_y, max_x, max_y))
+        crop_b = img_b.crop((min_x, min_y, max_x, max_y))
+        
+        diff_a.paste(crop_a, (min_x, min_y))
+        diff_b.paste(crop_b, (min_x, min_y))
+    
+    # 保存原始差异图
+    diff_a_path = os.path.join(output_folder, "img_diff_a.jpg")
+    diff_b_path = os.path.join(output_folder, "img_diff_b.jpg")
+    diff_a.save(diff_a_path)
+    diff_b.save(diff_b_path)
+    print(f"[INFO] 已生成差异图: {diff_a_path}, {diff_b_path}")
+    
+    # 生成三个负样本
+    for i in range(3):
+        negative = Image.new("RGB", (width, height), (255, 255, 255))
+        shuffled_answers = shuffle_coordinates(answers, width, height)
+        
+        for poly in shuffled_answers:
+            xs = [pt[0] for pt in poly]
+            ys = [pt[1] for pt in poly]
+            min_x, max_x = min(xs), max(xs)
+            min_y, max_y = min(ys), max(ys)
+            
+            crop_a = img_a.crop((min_x, min_y, max_x, max_y))
+            negative.paste(crop_a, (min_x, min_y))
+        
+        negative_path = os.path.join(output_folder, f"img_diff_a_negative{i+1}.jpg")
+        negative.save(negative_path)
+        print(f"[INFO] 已生成负样本: {negative_path}")
+    
+    return diff_a_path, diff_b_path
+
+def stitch_horizontal(img_path_left, img_path_right, out_path):
+    """
+    横向拼接两张图片
+    """
+    img_left = Image.open(img_path_left)
+    img_right = Image.open(img_path_right)
+
+    w_left, h_left = img_left.size
+    w_right, h_right = img_right.size
+
+    out_width = w_left + w_right
+    out_height = max(h_left, h_right)
+
+    new_img = Image.new("RGB", (out_width, out_height), color=(255, 255, 255))
+    new_img.paste(img_left, (0, 0))
+    new_img.paste(img_right, (w_left, 0))
+
+    new_img.save(out_path)
+    print(f"[INFO] 横向拼接图已生成：{out_path}")
+
+####################################
+#   第3部分: 主处理流程
+####################################
+def spotdiff_pipeline(page_url):
+    """
+    主流程：处理单个找不同页面
+    """
+    print(f"[INFO] 正在请求网页: {page_url}")
+    try:
+        resp = requests.get(page_url, timeout=10)
+        resp.raise_for_status()
+    except Exception as e:
+        print(f"[ERROR] 请求 {page_url} 失败: {e}")
+        return
+    html_text = resp.text
+
+    puzzle_id = parse_id_from_html(html_text)
+    puzzle_data = parse_puzzle_from_html(html_text)
+    if not puzzle_id:
+        puzzle_id = "unknown_id"
+        print("[WARN] 未能解析到 var id = \"...\"，将使用 unknown_id 文件夹。")
+    if not puzzle_data:
+        print("[ERROR] puzzle_data 解析失败，无法继续。")
+        return
+
+    img_a_rel = puzzle_data.get("img_a")
+    img_b_rel = puzzle_data.get("img_b")
+    answers = puzzle_data.get("answers")
+    if not (img_a_rel and img_b_rel and answers):
+        print("[ERROR] puzzle_data 缺少必要数据，无法继续。")
+        return
+
+    count = len(answers)
+    folder_name = f"{puzzle_id}_{count}"
+    os.makedirs(folder_name, exist_ok=True)
+    print(f"[INFO] 将把结果存放到文件夹: {folder_name}")
+
+    # 拼出绝对URL并下载图片
+    img_a_url = urljoin(page_url, img_a_rel)
+    img_b_url = urljoin(page_url, img_b_rel)
+
+    try:
+        img_a = download_image(img_a_url)
+        img_b = download_image(img_b_url)
+    except Exception as e:
+        print(f"[ERROR] 下载图片失败: {e}")
+        return
+
+    # 保存原图
+    img_a_path = os.path.join(folder_name, "img_a.jpg")
+    img_b_path = os.path.join(folder_name, "img_b.jpg")
+    img_a.save(img_a_path)
+    img_b.save(img_b_path)
+    print(f"[INFO] 已保存原图: {img_a_path}, {img_b_path}")
+
+    # 生成差异图和负样本
+    diff_a_path, diff_b_path = create_diff_images_with_negatives(img_a, img_b, answers, folder_name)
+
+    # 拼接差异图
+    diff_ab_path = os.path.join(folder_name, "img_diff_ab.jpg")
+    stitch_horizontal(diff_a_path, diff_b_path, diff_ab_path)
+
+    # 将结果添加到全局JSON列表
+    def img_to_base64(filepath):
+        with open(filepath, "rb") as f:
+            return base64.b64encode(f.read()).decode("utf-8")
+
+    puzzle_entry = {
+        "id": puzzle_id,
+        "diff_count": count,
+        "image_a": img_to_base64(img_a_path),
+        "image_b": img_to_base64(img_b_path),
+        "image_diff_a": img_to_base64(diff_a_path),
+        "image_diff_b": img_to_base64(diff_b_path),
+        "image_diff_ab": img_to_base64(diff_ab_path),
+        "diff_coordinate": answers
+    }
+
+    # 添加负样本的base64编码
+    for i in range(3):
+        negative_path = os.path.join(folder_name, f"img_diff_a_negative{i+1}.jpg")
+        puzzle_entry[f"image_diff_a_negative{i+1}"] = img_to_base64(negative_path)
+
+    global_puzzle_results.append(puzzle_entry)
+    print(f"[DONE] 完成处理，所有文件都在文件夹 {folder_name}/ 下。")
+
+####################################
+#   第4部分: 主程序
+####################################
+if __name__ == "__main__":
+    # 初始化全局结果列表
+    global_puzzle_results = []
+
+    # 收集链接
+    all_index_links = collect_spotdiff_links_in_range(45, 50)
+    print("\n[INFO] -----------------------------")
+    print("[INFO] 已收集到链接共计:", len(all_index_links))
+    print("[INFO] -----------------------------")
+
+    # 处理每个链接
+    for link in all_index_links:
+        spotdiff_pipeline(link)
+
+    # 保存最终的JSON文件
+    output_json_path = "Spot_Diff.json"
+    with open(output_json_path, "w", encoding="utf-8") as f:
+        json.dump(global_puzzle_results, f, ensure_ascii=False, indent=2)
+    print(f"[INFO] 已将所有拼图信息写入 {output_json_path}")
\ No newline at end of file
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