Modulo_Arithmetic_Animation.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5ttHFWT2ERFL"
      },
      "source": [
        "## Animation code"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gLmDOdNhF7Vt",
        "outputId": "25b53a67-bde2-465e-c9b9-af5a56d0b88c"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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          ]
        }
      ],
      "source": [
        "# Multiple Animations\n",
        "\n",
        "# import numpy as np\n",
        "# import matplotlib.pyplot as plt\n",
        "# from matplotlib.animation import FuncAnimation\n",
        "# import zipfile\n",
        "# import os\n",
        "# from tqdm import tqdm  # Import tqdm for progress bar\n",
        "\n",
        "# # User input for the number of points\n",
        "# no_points = 200\n",
        "# theta = 360 / no_points\n",
        "# radius = 6  # Increased radius\n",
        "\n",
        "# # Function to perform transformation\n",
        "# def transformation(point, angle):\n",
        "#     a = [np.cos(np.radians(angle)), np.sin(np.radians(angle))]\n",
        "#     b = [-np.sin(np.radians(angle)), np.cos(np.radians(angle))]\n",
        "#     matrix = [a, b]\n",
        "#     return list(np.dot(matrix, point))\n",
        "\n",
        "# # Generate points on the circle\n",
        "# points = []\n",
        "# p1 = [0, radius]  # Starting point at the given radius\n",
        "# for i in range(no_points):\n",
        "#     points.append(transformation(p1, theta * i))\n",
        "\n",
        "# # Separate coordinates\n",
        "# x, y = zip(*points)\n",
        "\n",
        "# # Define a colormap\n",
        "# colormap = plt.cm.get_cmap('tab20c', 20)\n",
        "\n",
        "# # Directory to save the animation files\n",
        "# output_dir = 'animations'\n",
        "# os.makedirs(output_dir, exist_ok=True)\n",
        "\n",
        "# # Function to generate different lists for N\n",
        "# def generate_n_lists():\n",
        "#     n_lists = {\n",
        "#         'first_99': [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28,\n",
        "#                      29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53,\n",
        "#                      54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78,\n",
        "#                      79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100]\n",
        "#         #'first_20_primes_after_20': [23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97, 101, 103, 107],\n",
        "#         #'multiples_of_5': list(range(5, 105, 5)),\n",
        "#         #'odd_numbers': list(range(1, 40, 2)),\n",
        "#         #'even_numbers': list(range(2, 42, 2)),\n",
        "#         #'fibonacci': [2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584, 4181, 6765, 10946, 17711]\n",
        "#     }\n",
        "\n",
        "#     # Ensure all numbers in the lists are unique across all lists\n",
        "#     all_numbers = set()\n",
        "#     for key in list(n_lists.keys()):\n",
        "#         unique_list = []\n",
        "#         for num in n_lists[key]:\n",
        "#             if num not in all_numbers:\n",
        "#                 unique_list.append(num)\n",
        "#                 all_numbers.add(num)\n",
        "#         n_lists[key] = unique_list\n",
        "\n",
        "#     return n_lists\n",
        "\n",
        "# # Generate the N lists\n",
        "# n_lists = generate_n_lists()\n",
        "\n",
        "# # Progress bar setup\n",
        "# total_animations = sum(len(v) for v in n_lists.values())\n",
        "# progress_bar = tqdm(total=total_animations, desc=\"Generating animations\", ncols=100)\n",
        "\n",
        "# for list_name, N_values in n_lists.items():\n",
        "#     for N in N_values:\n",
        "#         # Prepare plot\n",
        "#         fig, ax = plt.subplots(figsize=(12, 21.6), facecolor='black')  # Aspect ratio 9:16\n",
        "#         ax.set_facecolor('black')\n",
        "#         ax.set_aspect('equal')\n",
        "#         ax.axis('off')\n",
        "#         circle = plt.Circle((0, 0), radius, color='white', fill=False, linewidth=1.5)\n",
        "#         ax.add_artist(circle)\n",
        "\n",
        "#         # Initialize the line data\n",
        "#         lines = []\n",
        "#         point_plot = ax.scatter(x, y, color='yellow', s=100, zorder=5, edgecolor='black')  # Increased point size\n",
        "\n",
        "#         # Add labels to the points\n",
        "#         labels = []\n",
        "#         label_offset = 0.5  # Offset for labels to place them outside the circle\n",
        "#         for i in range(no_points):\n",
        "#             angle_rad = np.radians(theta * i)\n",
        "#             label_x = (radius + label_offset) * np.cos(angle_rad)\n",
        "#             label_y = (radius + label_offset) * np.sin(angle_rad)\n",
        "#             label = ax.text(label_x, label_y, str(i), color='white', fontsize=10, ha='center', va='center')  # Increased text size and changed color to white\n",
        "#             labels.append(label)\n",
        "\n",
        "#         # Add legend\n",
        "#         legend_elements = [\n",
        "#             plt.Line2D([0], [0], color='white', lw=1.5, label='Circle Boundary'),\n",
        "#             plt.Line2D([0], [0], marker='o', color='w', label='Points (modulo arithmetic)', markerfacecolor='yellow', markersize=10),\n",
        "#             plt.Line2D([0], [0], color='grey', label='Multiplication Lines')\n",
        "#         ]\n",
        "#         legend = ax.legend(handles=legend_elements, loc='upper right', facecolor='black', edgecolor='black', fontsize=10)\n",
        "#         plt.setp(legend.get_texts(), color='white')  # Set legend text color to white\n",
        "\n",
        "#         # Create text objects for displaying multiplication output and parameters\n",
        "#         multiplier_text = ax.text(0, -radius - 1.5, '', color='white', fontsize=12, ha='center')  # Moved further down\n",
        "#         output_text = ax.text(0, -radius - 1.8, '', color='white', fontsize=12, ha='center')  # Moved further down\n",
        "\n",
        "#         # Get color for current N\n",
        "#         line_color = colormap(N % colormap.N)\n",
        "\n",
        "#         # Create animation function\n",
        "#         def init():\n",
        "#             ax.set_xlim(-radius - 1, radius + 1)\n",
        "#             ax.set_ylim(-radius - 1, radius + 1)\n",
        "#             return []\n",
        "\n",
        "#         def animate(i):\n",
        "#             index = i % no_points\n",
        "#             mult_list = [N * j for j in range(no_points)]\n",
        "#             mod_sums = [s % no_points for s in mult_list]\n",
        "#             points2 = [points[j] for j in mod_sums]\n",
        "\n",
        "#             line, = ax.plot([x[index], points2[index][0]], [y[index], points2[index][1]], color=line_color, linewidth=1.2)\n",
        "#             lines.append(line)\n",
        "\n",
        "#             # Update text with current multiplier and output\n",
        "#             multiplier_text.set_text(f'Multiplier: {N}, Number of Points: {no_points}')\n",
        "#             output_text.set_text(f'{N} * {index} % {no_points} = {mod_sums[index]}')\n",
        "\n",
        "#             # Update labels\n",
        "#             for j, label in enumerate(labels):\n",
        "#                 label.set_text(f'{N * j % no_points}')\n",
        "\n",
        "#             return lines + [multiplier_text, output_text] + labels\n",
        "\n",
        "#         # Create animation\n",
        "#         ani = FuncAnimation(fig, animate, init_func=init, frames=no_points, interval=120, blit=True, repeat=False)\n",
        "\n",
        "#         # Save the animation\n",
        "#         ani_file = os.path.join(output_dir, f'{list_name}_N{N}.mp4')\n",
        "#         ani.save(ani_file, writer='ffmpeg', dpi=150)\n",
        "\n",
        "#         plt.close(fig)  # Close the figure to prevent display during loop\n",
        "\n",
        "#         # Update the progress bar\n",
        "#         progress_bar.update(1)\n",
        "\n",
        "# # Close the progress bar\n",
        "# progress_bar.close()\n",
        "\n",
        "# # Create a zip file containing all the animations\n",
        "# zip_filename = 'multiplication_patterns.zip'\n",
        "# with zipfile.ZipFile(zip_filename, 'w') as zipf:\n",
        "#     for root, dirs, files in os.walk(output_dir):\n",
        "#         for file in files:\n",
        "#             zipf.write(os.path.join(root, file), arcname=file)\n",
        "\n",
        "# print(\"Animations generated and zipped successfully.\")\n",
        "\n",
        "\n",
        "# Single Animation\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from matplotlib.animation import FuncAnimation, FFMpegWriter\n",
        "import os\n",
        "from tqdm import tqdm  # Import tqdm for progress bar\n",
        "\n",
        "# User input for the number of points\n",
        "no_points = 150\n",
        "theta = 360 / no_points\n",
        "radius = 6  # Increased radius\n",
        "\n",
        "# Function to perform transformation\n",
        "def transformation(point, angle):\n",
        "    a = [np.cos(np.radians(angle)), np.sin(np.radians(angle))]\n",
        "    b = [-np.sin(np.radians(angle)), np.cos(np.radians(angle))]\n",
        "    matrix = [a, b]\n",
        "    return list(np.dot(matrix, point))\n",
        "\n",
        "# Generate points on the circle\n",
        "points = []\n",
        "p1 = [0, radius]  # Starting point at the given radius\n",
        "for i in range(no_points):\n",
        "    points.append(transformation(p1, theta * i))\n",
        "\n",
        "# Separate coordinates\n",
        "x, y = zip(*points)\n",
        "\n",
        "# Define a colormap\n",
        "# colormap = plt.cm.get_cmap('tab20c', 20)\n",
        "colormap = plt.cm.get_cmap('hsv')\n",
        "\n",
        "# Generate random 15 numbers for rand_15 list\n",
        "# rand_15 = [1, 2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47]\n",
        "first_99 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28,\n",
        "            29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53,\n",
        "            54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78,\n",
        "            79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100]\n",
        "\n",
        "# Prepare plot\n",
        "fig, ax = plt.subplots(figsize=(12, 21.6), facecolor='black')  # Aspect ratio 9:16\n",
        "ax.set_facecolor('black')\n",
        "ax.set_aspect('equal')\n",
        "ax.axis('off')\n",
        "circle = plt.Circle((0, 0), radius, color='white', fill=False, linewidth=1.5)\n",
        "ax.add_artist(circle)\n",
        "\n",
        "# Initialize the line data\n",
        "lines = []\n",
        "point_plot = ax.scatter(x, y, color='yellow', s=60, zorder=5, edgecolor='black')  # Increased point size\n",
        "\n",
        "# Add labels to the points\n",
        "# labels = []\n",
        "# label_offset = 0.5  # Offset for labels to place them outside the circle\n",
        "# for i in range(no_points):\n",
        "#     angle_rad = np.radians(theta * i)\n",
        "#     label_x = (radius + label_offset) * np.cos(angle_rad)\n",
        "#     label_y = (radius + label_offset) * np.sin(angle_rad)\n",
        "#     label = ax.text(label_x, label_y, str(i), color='white', fontsize=10, ha='center', va='center')  # Increased text size and changed color to white\n",
        "#     labels.append(label)\n",
        "\n",
        "# Add legend\n",
        "legend_elements = [\n",
        "    plt.Line2D([0], [0], color='white', lw=1.5, label='Circle Boundary'),\n",
        "    plt.Line2D([0], [0], marker='o', color='w', label='Points (modulo arithmetic)', markerfacecolor='yellow', markersize=9),\n",
        "    plt.Line2D([0], [0], color='grey', label='Multiplication Lines')\n",
        "]\n",
        "legend = ax.legend(handles=legend_elements, loc='upper right', facecolor='black', edgecolor='black', fontsize=10)\n",
        "plt.setp(legend.get_texts(), color='white')  # Set legend text color to white\n",
        "\n",
        "# Create text objects for displaying multiplication output and parameters\n",
        "multiplier_text = ax.text(0, -radius - 1.5, '', color='white', fontsize=14, ha='center')  # Moved further down\n",
        "output_text = ax.text(0, -radius - 1.8, '', color='white', fontsize=14, ha='center')  # Moved further down\n",
        "\n",
        "# Animation parameters\n",
        "frames_per_multiplier = 100  # Number of frames per multiplier\n",
        "total_frames = frames_per_multiplier * len(first_99)\n",
        "\n",
        "# Progress bar setup\n",
        "progress_bar = tqdm(total=total_frames, desc=\"Generating animation\", ncols=100)\n",
        "\n",
        "# Cache multiplications to avoid recalculations\n",
        "multiplications_cache = {}\n",
        "\n",
        "# Create animation function\n",
        "def init():\n",
        "    ax.set_xlim(-radius - 1, radius + 1)\n",
        "    ax.set_ylim(-radius - 1, radius + 1)\n",
        "    return []\n",
        "\n",
        "def animate(frame):\n",
        "    multiplier_index = frame // frames_per_multiplier\n",
        "    next_multiplier_index = (multiplier_index + 1) % len(first_99)\n",
        "    progress = (frame % frames_per_multiplier) / frames_per_multiplier\n",
        "\n",
        "    N = first_99[multiplier_index]\n",
        "    next_N = first_99[next_multiplier_index]\n",
        "\n",
        "    current_multiplier = N + (next_N - N) * progress\n",
        "\n",
        "    # Cache multiplications\n",
        "    if (current_multiplier, no_points) not in multiplications_cache:\n",
        "        multiplications_cache[(current_multiplier, no_points)] = np.mod(current_multiplier * np.arange(no_points), no_points).astype(int)\n",
        "    mod_sums = multiplications_cache[(current_multiplier, no_points)]\n",
        "    points2 = np.array(points)[mod_sums]\n",
        "\n",
        "    # Clear previous lines\n",
        "    for line in lines:\n",
        "        line.remove()\n",
        "    lines.clear()\n",
        "\n",
        "    # Draw all lines in batch\n",
        "    lines_batch = ax.plot(np.array([[x[i], points2[i, 0]] for i in range(no_points)]).T,\n",
        "                          np.array([[y[i], points2[i, 1]] for i in range(no_points)]).T,\n",
        "                          color=colormap(multiplier_index % colormap.N), linewidth=1.2)\n",
        "\n",
        "    lines.extend(lines_batch)\n",
        "\n",
        "    # Update text with current multiplier and output\n",
        "    index = frame % no_points\n",
        "    multiplier_text.set_text(f'Multiplier: {current_multiplier:.2f}, Number of Points: {no_points}')\n",
        "    output_text.set_text(f'{current_multiplier:.2f} * {index} % {no_points} = {mod_sums[index]}')\n",
        "\n",
        "    # # Update labels\n",
        "    # for j, label in enumerate(labels):\n",
        "    #     label.set_text(f'{int(current_multiplier * j % no_points)}')\n",
        "\n",
        "    progress_bar.update(1)\n",
        "\n",
        "    # return lines + [multiplier_text, output_text] + labels\n",
        "\n",
        "    return lines + [point_plot, multiplier_text, output_text]\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "# Create animation\n",
        "ani = FuncAnimation(fig, animate, init_func=init, frames=total_frames, interval=30, blit=True, repeat=False)\n",
        "\n",
        "# Save the animation\n",
        "output_file = 'multiplication_patterns_transition.mp4'\n",
        "writer = FFMpegWriter(fps=10)\n",
        "ani.save(output_file, writer=writer, dpi=150)\n",
        "\n",
        "plt.close(fig)  # Close the figure to prevent display during loop\n",
        "\n",
        "# Close the progress bar\n",
        "progress_bar.close()\n",
        "\n",
        "print(\"Animation generated successfully.\")\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_FE2elxyEvUP"
      },
      "source": [
        "## Combining Animation mp4s to batches and concatenating the batches to make a single Animation mp4"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1W2kVGxuF79m",
        "outputId": "7ee8b3b0-5219-4d67-b257-4d5797f928c6"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['extracted_videos/rand_15_N2.mp4', 'extracted_videos/rand_15_N3.mp4', 'extracted_videos/rand_15_N5.mp4', 'extracted_videos/rand_15_N7.mp4', 'extracted_videos/rand_15_N11.mp4', 'extracted_videos/rand_15_N13.mp4', 'extracted_videos/rand_15_N17.mp4', 'extracted_videos/rand_15_N19.mp4', 'extracted_videos/rand_15_N23.mp4', 'extracted_videos/rand_15_N29.mp4', 'extracted_videos/rand_15_N31.mp4', 'extracted_videos/rand_15_N37.mp4', 'extracted_videos/rand_15_N41.mp4', 'extracted_videos/rand_15_N43.mp4', 'extracted_videos/rand_15_N47.mp4']\n",
            "Moviepy - Building video temp_batch_0000.mp4.\n",
            "Moviepy - Writing video temp_batch_0000.mp4\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": []
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Moviepy - Done !\n",
            "Moviepy - video ready temp_batch_0000.mp4\n",
            "Moviepy - Building video temp_batch_0001.mp4.\n",
            "Moviepy - Writing video temp_batch_0001.mp4\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": []
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Moviepy - Done !\n",
            "Moviepy - video ready temp_batch_0001.mp4\n",
            "Moviepy - Building video combined_video_15.mp4.\n",
            "Moviepy - Writing video combined_video_15.mp4\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "t:  67%|██████▋   | 2001/3001 [04:51<02:09,  7.71it/s, now=None]WARNING:py.warnings:/usr/local/lib/python3.10/dist-packages/moviepy/video/io/ffmpeg_reader.py:123: UserWarning: Warning: in file temp_batch_0000.mp4, 17496000 bytes wanted but 0 bytes read,at frame 2000/2001, at time 240.10/240.10 sec. Using the last valid frame instead.\n",
            "  warnings.warn(\"Warning: in file %s, \"%(self.filename)+\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Moviepy - Done !\n",
            "Moviepy - video ready combined_video_15.mp4\n"
          ]
        }
      ],
      "source": [
        "import os\n",
        "import zipfile\n",
        "from moviepy.editor import VideoFileClip, concatenate_videoclips\n",
        "import re\n",
        "\n",
        "def extract_files(zip_file, extract_to):\n",
        "    with zipfile.ZipFile(zip_file, 'r') as zip_ref:\n",
        "        zip_ref.extractall(extract_to)\n",
        "\n",
        "def combine_videos(input_files, output_file):\n",
        "    clips = [VideoFileClip(file) for file in input_files]\n",
        "    final_clip = concatenate_videoclips(clips)\n",
        "    final_clip.write_videofile(output_file, codec=\"libx264\")\n",
        "\n",
        "def batch_combine_videos(input_files, output_file, batch_size=10):\n",
        "    temp_files = []\n",
        "    for i in range(0, len(input_files), batch_size):\n",
        "        batch_files = input_files[i:i+batch_size]\n",
        "        batch_output = f\"temp_batch_{i//batch_size:04d}.mp4\"\n",
        "        combine_videos(batch_files, batch_output)\n",
        "        temp_files.append(batch_output)\n",
        "\n",
        "    # Combine all batch output files into the final output\n",
        "    temp_files.sort(key=lambda x: os.path.basename(x))  # Sort based on filenames\n",
        "    combine_videos(temp_files, output_file)\n",
        "\n",
        "    # Clean up temporary batch files\n",
        "    for file in temp_files:\n",
        "        os.remove(file)\n",
        "\n",
        "def extract_number(filename):\n",
        "    match = re.search(r'N(\\d+)', filename)\n",
        "    return int(match.group(1)) if match else 0\n",
        "\n",
        "def main(zip_file, output_file, extract_to='extracted_videos', batch_size=10):\n",
        "    # Step 1: Extract the files\n",
        "    extract_files(zip_file, extract_to)\n",
        "\n",
        "    # Step 2: Get all extracted mp4 files and sort them sequentially\n",
        "    mp4_files = [os.path.join(extract_to, file) for file in os.listdir(extract_to) if file.endswith('.mp4')]\n",
        "    mp4_files.sort(key=lambda x: extract_number(os.path.basename(x)))  # Sort based on extracted number\n",
        "    print(mp4_files)\n",
        "\n",
        "    # Step 3: Combine videos in batches\n",
        "    batch_combine_videos(mp4_files, output_file, batch_size=batch_size)\n",
        "\n",
        "# Example usage\n",
        "zip_file = '/content/multiplication_patterns.zip'  # Replace with your zip file name\n",
        "output_file = 'combined_video_15.mp4'\n",
        "main(zip_file, output_file)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Extracting Images of the last frame from mp4s"
      ],
      "metadata": {
        "id": "gfeihwX0acft"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "KhFSb81pZALz"
      },
      "outputs": [],
      "source": [
        "import cv2\n",
        "import os\n",
        "import zipfile\n",
        "\n",
        "def extract_last_frame(video_path):\n",
        "    cap = cv2.VideoCapture(video_path)\n",
        "    if not cap.isOpened():\n",
        "        print(f\"Error opening video file {video_path}\")\n",
        "        return None\n",
        "\n",
        "    # Go to the last frame\n",
        "    cap.set(cv2.CAP_PROP_POS_FRAMES, cap.get(cv2.CAP_PROP_FRAME_COUNT) - 1)\n",
        "    ret, frame = cap.read()\n",
        "\n",
        "    cap.release()\n",
        "\n",
        "    if ret:\n",
        "        return frame\n",
        "    else:\n",
        "        print(f\"Error reading frame from video file {video_path}\")\n",
        "        return None\n",
        "\n",
        "def process_directory(directory, output_zip):\n",
        "    with zipfile.ZipFile(output_zip, 'w') as zipf:\n",
        "        for filename in os.listdir(directory):\n",
        "            if filename.endswith(\".mp4\"):\n",
        "                video_path = os.path.join(directory, filename)\n",
        "                frame = extract_last_frame(video_path)\n",
        "                if frame is not None:\n",
        "                    image_name = f\"{os.path.splitext(filename)[0]}_last_frame.jpg\"\n",
        "                    image_path = os.path.join(directory, image_name)\n",
        "                    cv2.imwrite(image_path, frame)\n",
        "                    zipf.write(image_path, image_name)\n",
        "                    os.remove(image_path)  # Remove the image file after adding it to the zip file\n",
        "\n",
        "def extract_zip_and_process(zip_path, extract_to, output_zip):\n",
        "    with zipfile.ZipFile(zip_path, 'r') as zip_ref:\n",
        "        zip_ref.extractall(extract_to)\n",
        "\n",
        "    process_directory(extract_to, output_zip)\n",
        "\n",
        "if __name__ == \"__main__\":\n",
        "    zip_path = \"/content/multiplication_patterns (1).zip\"  # Replace with the path to zip file\n",
        "    extract_to = \"extracted_files\"  # Directory to extract files to\n",
        "    output_zip = \"last_frames.zip\"  # Name of the output zip file for images\n",
        "\n",
        "    if not os.path.exists(extract_to):\n",
        "        os.makedirs(extract_to)\n",
        "\n",
        "    extract_zip_and_process(zip_path, extract_to, output_zip)\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "-Cu1ikbhetsW"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}