3dcnn.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyMHJ6rYCFLIDWuD/gZIdQp1",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/mohanrajmit/Human-Action-Classification-/blob/master/3dcnn.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OGseCAPkm-LW",
        "outputId": "657bd137-4061-413d-af82-cd8e2ee0f27e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2022-09-30 13:39:00--  https://storage.googleapis.com/thumos14_files/UCF101_videos.zip\n",
            "Resolving storage.googleapis.com (storage.googleapis.com)... 74.125.68.128, 74.125.24.128, 142.250.4.128, ...\n",
            "Connecting to storage.googleapis.com (storage.googleapis.com)|74.125.68.128|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 6960400115 (6.5G) [binary/octet-stream]\n",
            "Saving to: ‘UCF101_videos.zip’\n",
            "\n",
            "UCF101_videos.zip   100%[===================>]   6.48G  20.4MB/s    in 5m 28s  \n",
            "\n",
            "2022-09-30 13:44:29 (20.2 MB/s) - ‘UCF101_videos.zip’ saved [6960400115/6960400115]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "!wget https://storage.googleapis.com/thumos14_files/UCF101_videos.zip"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip /content/UCF101_videos.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AWUtQLgKnZb9",
        "outputId": "f7fb5f3f-0f90-41a4-8b21-b4d89f4db983"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "  inflating: UCF101/v_Punch_g19_c04.avi  \n",
            "  inflating: UCF101/v_Punch_g19_c05.avi  \n",
            "  inflating: UCF101/v_Punch_g19_c06.avi  \n",
            "  inflating: UCF101/v_Punch_g19_c07.avi  \n",
            "  inflating: UCF101/v_Punch_g20_c01.avi  \n",
            "  inflating: UCF101/v_Punch_g20_c02.avi  \n",
            "  inflating: UCF101/v_Punch_g20_c03.avi  \n",
            "  inflating: UCF101/v_Punch_g20_c04.avi  \n",
            "  inflating: UCF101/v_Punch_g21_c01.avi  \n",
            "  inflating: UCF101/v_Punch_g21_c02.avi  \n",
            "  inflating: UCF101/v_Punch_g21_c03.avi  \n",
            "  inflating: UCF101/v_Punch_g21_c04.avi  \n",
            "  inflating: UCF101/v_Punch_g21_c05.avi  \n",
            "  inflating: UCF101/v_Punch_g21_c06.avi  \n",
            "  inflating: UCF101/v_Punch_g21_c07.avi  \n",
            "  inflating: UCF101/v_Punch_g22_c01.avi  \n",
            "  inflating: UCF101/v_Punch_g22_c02.avi  \n",
            "  inflating: UCF101/v_Punch_g22_c03.avi  \n",
            "  inflating: UCF101/v_Punch_g22_c04.avi  \n",
            "  inflating: UCF101/v_Punch_g22_c05.avi  \n",
            "  inflating: UCF101/v_Punch_g22_c06.avi  \n",
            "  inflating: UCF101/v_Punch_g22_c07.avi  \n",
            "  inflating: UCF101/v_Punch_g23_c01.avi  \n",
            "  inflating: UCF101/v_Punch_g23_c02.avi  \n",
            "  inflating: UCF101/v_Punch_g23_c03.avi  \n",
            "  inflating: UCF101/v_Punch_g23_c04.avi  \n",
            "  inflating: UCF101/v_Punch_g23_c05.avi  \n",
            "  inflating: UCF101/v_Punch_g23_c06.avi  \n",
            "  inflating: UCF101/v_Punch_g23_c07.avi  \n",
            "  inflating: UCF101/v_Punch_g24_c01.avi  \n",
            "  inflating: UCF101/v_Punch_g24_c02.avi  \n",
            "  inflating: UCF101/v_Punch_g24_c03.avi  \n",
            "  inflating: UCF101/v_Punch_g24_c04.avi  \n",
            "  inflating: UCF101/v_Punch_g24_c05.avi  \n",
            "  inflating: UCF101/v_Punch_g24_c06.avi  \n",
            "  inflating: UCF101/v_Punch_g24_c07.avi  \n",
            "  inflating: UCF101/v_Punch_g25_c01.avi  \n",
            "  inflating: UCF101/v_Punch_g25_c02.avi  \n",
            "  inflating: UCF101/v_Punch_g25_c03.avi  \n",
            "  inflating: UCF101/v_Punch_g25_c04.avi  \n",
            "  inflating: UCF101/v_Punch_g25_c05.avi  \n",
            "  inflating: UCF101/v_Punch_g25_c06.avi  \n",
            "  inflating: UCF101/v_Punch_g25_c07.avi  \n",
            "  inflating: UCF101/v_PushUps_g01_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g01_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g01_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g01_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g01_c05.avi  \n",
            "  inflating: UCF101/v_PushUps_g02_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g02_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g02_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g02_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g03_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g03_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g03_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g03_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g04_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g04_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g04_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g04_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g04_c05.avi  \n",
            "  inflating: UCF101/v_PushUps_g05_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g05_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g05_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g05_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g06_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g06_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g06_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g06_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g07_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g07_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g07_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g07_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g08_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g08_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g08_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g08_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g09_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g09_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g09_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g09_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g10_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g10_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g10_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g10_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g11_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g11_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g11_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g11_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g12_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g12_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g12_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g12_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g13_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g13_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g13_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g13_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g14_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g14_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g14_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g14_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g15_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g15_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g15_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g15_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g16_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g16_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g16_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g16_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g17_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g17_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g17_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g17_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g18_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g18_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g18_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g18_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g19_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g19_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g19_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g19_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g20_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g20_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g20_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g20_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g21_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g21_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g21_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g21_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g22_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g22_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g22_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g22_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g23_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g23_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g23_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g23_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g24_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g24_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g24_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g24_c04.avi  \n",
            "  inflating: UCF101/v_PushUps_g25_c01.avi  \n",
            "  inflating: UCF101/v_PushUps_g25_c02.avi  \n",
            "  inflating: UCF101/v_PushUps_g25_c03.avi  \n",
            "  inflating: UCF101/v_PushUps_g25_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g01_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g01_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g01_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g01_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g02_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g02_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g02_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g02_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g03_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g03_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g03_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g03_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g04_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g04_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g04_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g04_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g05_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g05_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g05_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g05_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g06_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g06_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g06_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g06_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g07_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g07_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g07_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g07_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g08_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g08_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g08_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g08_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g08_c05.avi  \n",
            "  inflating: UCF101/v_Rafting_g08_c06.avi  \n",
            "  inflating: UCF101/v_Rafting_g09_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g09_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g09_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g09_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g10_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g10_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g10_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g10_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g10_c05.avi  \n",
            "  inflating: UCF101/v_Rafting_g11_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g11_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g11_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g11_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g12_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g12_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g12_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g12_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g13_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g13_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g13_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g13_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g13_c05.avi  \n",
            "  inflating: UCF101/v_Rafting_g14_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g14_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g14_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g14_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g14_c05.avi  \n",
            "  inflating: UCF101/v_Rafting_g15_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g15_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g15_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g15_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g16_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g16_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g16_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g16_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g16_c05.avi  \n",
            "  inflating: UCF101/v_Rafting_g16_c06.avi  \n",
            "  inflating: UCF101/v_Rafting_g16_c07.avi  \n",
            "  inflating: UCF101/v_Rafting_g17_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g17_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g17_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g17_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g17_c05.avi  \n",
            "  inflating: UCF101/v_Rafting_g17_c06.avi  \n",
            "  inflating: UCF101/v_Rafting_g18_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g18_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g18_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g18_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g19_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g19_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g19_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g19_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g19_c05.avi  \n",
            "  inflating: UCF101/v_Rafting_g20_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g20_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g20_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g20_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g21_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g21_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g21_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g21_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g22_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g22_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g22_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g22_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g23_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g23_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g23_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g23_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g24_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g24_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g24_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g24_c04.avi  \n",
            "  inflating: UCF101/v_Rafting_g25_c01.avi  \n",
            "  inflating: UCF101/v_Rafting_g25_c02.avi  \n",
            "  inflating: UCF101/v_Rafting_g25_c03.avi  \n",
            "  inflating: UCF101/v_Rafting_g25_c04.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g01_c01.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g01_c02.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g01_c03.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g01_c04.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g01_c05.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g02_c01.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g02_c02.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g02_c03.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g02_c04.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g02_c05.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g03_c01.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g03_c02.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g03_c03.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g03_c04.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g03_c05.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g03_c06.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g03_c07.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g04_c01.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g04_c02.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g04_c03.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g04_c04.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g05_c01.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g05_c02.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g05_c03.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g05_c04.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g05_c05.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g05_c06.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g06_c01.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g06_c02.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g06_c03.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g06_c04.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g06_c05.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g06_c06.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g06_c07.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g07_c01.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g07_c02.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g07_c03.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g07_c04.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g07_c05.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g07_c06.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g07_c07.avi  \n",
            "  inflating: UCF101/v_RockClimbingIndoor_g08_c01.avi  "
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "files = os.listdir(\"/content/UCF101\")\n",
        "X = []\n",
        "labels = []\n",
        "labellist = []"
      ],
      "metadata": {
        "id": "tj6MA6CSqmRD"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "files"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UvyyC2NMpwLI",
        "outputId": "a885ea99-8c6b-405a-e451-557ba1c0d785"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['v_ApplyEyeMakeup_g19_c01.avi',\n",
              " 'v_PoleVault_g01_c02.avi',\n",
              " 'v_BandMarching_g20_c06.avi',\n",
              " 'v_PommelHorse_g04_c05.avi',\n",
              " 'v_HighJump_g18_c04.avi',\n",
              " 'v_Billiards_g24_c06.avi',\n",
              " 'v_CuttingInKitchen_g09_c01.avi',\n",
              " 'v_BrushingTeeth_g18_c06.avi',\n",
              " 'v_Diving_g18_c03.avi',\n",
              " 'v_Basketball_g09_c03.avi',\n",
              " 'v_BandMarching_g02_c02.avi',\n",
              " 'v_ApplyEyeMakeup_g18_c01.avi',\n",
              " 'v_BandMarching_g10_c05.avi',\n",
              " 'v_JumpingJack_g10_c02.avi',\n",
              " 'v_Basketball_g11_c05.avi',\n",
              " 'v_CleanAndJerk_g09_c01.avi',\n",
              " 'v_PlayingGuitar_g13_c06.avi',\n",
              " 'v_Kayaking_g03_c03.avi',\n",
              " 'v_BabyCrawling_g02_c03.avi',\n",
              " 'v_HandstandWalking_g15_c03.avi',\n",
              " 'v_BrushingTeeth_g20_c03.avi',\n",
              " 'v_BasketballDunk_g17_c07.avi',\n",
              " 'v_RockClimbingIndoor_g06_c03.avi',\n",
              " 'v_LongJump_g13_c03.avi',\n",
              " 'v_GolfSwing_g22_c04.avi',\n",
              " 'v_ApplyEyeMakeup_g24_c02.avi',\n",
              " 'v_PlayingFlute_g19_c07.avi',\n",
              " 'v_BalanceBeam_g03_c01.avi',\n",
              " 'v_Billiards_g24_c05.avi',\n",
              " 'v_GolfSwing_g17_c03.avi',\n",
              " 'v_PizzaTossing_g11_c02.avi',\n",
              " 'v_BlowDryHair_g23_c02.avi',\n",
              " 'v_JavelinThrow_g03_c02.avi',\n",
              " 'v_BalanceBeam_g05_c01.avi',\n",
              " 'v_Archery_g14_c04.avi',\n",
              " 'v_BaseballPitch_g25_c01.avi',\n",
              " 'v_PushUps_g15_c04.avi',\n",
              " 'v_IceDancing_g20_c03.avi',\n",
              " 'v_JugglingBalls_g02_c04.avi',\n",
              " 'v_PlayingFlute_g17_c06.avi',\n",
              " 'v_BlowDryHair_g08_c01.avi',\n",
              " 'v_CliffDiving_g07_c06.avi',\n",
              " 'v_Punch_g13_c05.avi',\n",
              " 'v_BaseballPitch_g24_c07.avi',\n",
              " 'v_PlayingFlute_g10_c03.avi',\n",
              " 'v_HulaHoop_g17_c01.avi',\n",
              " 'v_Biking_g17_c01.avi',\n",
              " 'v_Lunges_g08_c04.avi',\n",
              " 'v_HighJump_g14_c04.avi',\n",
              " 'v_Drumming_g25_c02.avi',\n",
              " 'v_PlayingPiano_g18_c04.avi',\n",
              " 'v_Fencing_g07_c04.avi',\n",
              " 'v_BodyWeightSquats_g21_c03.avi',\n",
              " 'v_ApplyEyeMakeup_g22_c01.avi',\n",
              " 'v_BlowingCandles_g06_c04.avi',\n",
              " 'v_BoxingPunchingBag_g18_c02.avi',\n",
              " 'v_JumpingJack_g14_c04.avi',\n",
              " 'v_Diving_g21_c05.avi',\n",
              " 'v_BalanceBeam_g22_c02.avi',\n",
              " 'v_PlayingPiano_g19_c04.avi',\n",
              " 'v_BandMarching_g25_c06.avi',\n",
              " 'v_Bowling_g20_c06.avi',\n",
              " 'v_BodyWeightSquats_g10_c03.avi',\n",
              " 'v_BoxingPunchingBag_g02_c07.avi',\n",
              " 'v_BrushingTeeth_g03_c05.avi',\n",
              " 'v_Biking_g03_c04.avi',\n",
              " 'v_PlayingGuitar_g07_c07.avi',\n",
              " 'v_BoxingPunchingBag_g05_c06.avi',\n",
              " 'v_BreastStroke_g25_c01.avi',\n",
              " 'v_FieldHockeyPenalty_g10_c07.avi',\n",
              " 'v_MilitaryParade_g11_c05.avi',\n",
              " 'v_BandMarching_g16_c07.avi',\n",
              " 'v_BoxingPunchingBag_g03_c01.avi',\n",
              " 'v_FloorGymnastics_g10_c04.avi',\n",
              " 'v_CliffDiving_g03_c05.avi',\n",
              " 'v_Mixing_g12_c07.avi',\n",
              " 'v_Biking_g06_c04.avi',\n",
              " 'v_Lunges_g07_c06.avi',\n",
              " 'v_PlayingFlute_g07_c05.avi',\n",
              " 'v_JumpRope_g20_c02.avi',\n",
              " 'v_Mixing_g09_c02.avi',\n",
              " 'v_Archery_g24_c06.avi',\n",
              " 'v_CricketShot_g02_c07.avi',\n",
              " 'v_FloorGymnastics_g18_c05.avi',\n",
              " 'v_HammerThrow_g03_c06.avi',\n",
              " 'v_Mixing_g02_c06.avi',\n",
              " 'v_MoppingFloor_g22_c03.avi',\n",
              " 'v_PoleVault_g08_c02.avi',\n",
              " 'v_PoleVault_g05_c03.avi',\n",
              " 'v_BenchPress_g23_c01.avi',\n",
              " 'v_PlayingFlute_g06_c05.avi',\n",
              " 'v_JumpRope_g13_c04.avi',\n",
              " 'v_Kayaking_g04_c03.avi',\n",
              " 'v_CricketBowling_g17_c03.avi',\n",
              " 'v_BoxingPunchingBag_g07_c03.avi',\n",
              " 'v_PlayingCello_g23_c05.avi',\n",
              " 'v_PlayingDhol_g25_c07.avi',\n",
              " 'v_FieldHockeyPenalty_g11_c01.avi',\n",
              " 'v_BoxingSpeedBag_g21_c03.avi',\n",
              " 'v_HorseRiding_g14_c05.avi',\n",
              " 'v_LongJump_g19_c06.avi',\n",
              " 'v_CleanAndJerk_g10_c03.avi',\n",
              " 'v_BaseballPitch_g15_c03.avi',\n",
              " 'v_PushUps_g19_c02.avi',\n",
              " 'v_Basketball_g19_c06.avi',\n",
              " 'v_IceDancing_g18_c02.avi',\n",
              " 'v_BandMarching_g14_c04.avi',\n",
              " 'v_BoxingPunchingBag_g24_c07.avi',\n",
              " 'v_PlayingGuitar_g15_c02.avi',\n",
              " 'v_PlayingFlute_g23_c06.avi',\n",
              " 'v_BlowingCandles_g13_c04.avi',\n",
              " 'v_Basketball_g15_c03.avi',\n",
              " 'v_IceDancing_g25_c07.avi',\n",
              " 'v_HighJump_g10_c01.avi',\n",
              " 'v_BenchPress_g06_c02.avi',\n",
              " 'v_HorseRiding_g13_c01.avi',\n",
              " 'v_CliffDiving_g04_c02.avi',\n",
              " 'v_PlayingDaf_g18_c02.avi',\n",
              " 'v_IceDancing_g10_c03.avi',\n",
              " 'v_Kayaking_g13_c02.avi',\n",
              " 'v_BandMarching_g07_c07.avi',\n",
              " 'v_FrisbeeCatch_g17_c03.avi',\n",
              " 'v_Drumming_g04_c04.avi',\n",
              " 'v_PoleVault_g01_c04.avi',\n",
              " 'v_PlayingSitar_g04_c03.avi',\n",
              " 'v_Nunchucks_g01_c04.avi',\n",
              " 'v_PushUps_g22_c04.avi',\n",
              " 'v_CricketShot_g21_c04.avi',\n",
              " 'v_IceDancing_g21_c07.avi',\n",
              " 'v_Lunges_g01_c05.avi',\n",
              " 'v_JumpRope_g05_c01.avi',\n",
              " 'v_JumpingJack_g06_c03.avi',\n",
              " 'v_GolfSwing_g19_c05.avi',\n",
              " 'v_PlayingDaf_g17_c02.avi',\n",
              " 'v_HorseRace_g11_c01.avi',\n",
              " 'v_BasketballDunk_g21_c04.avi',\n",
              " 'v_GolfSwing_g21_c05.avi',\n",
              " 'v_BodyWeightSquats_g22_c01.avi',\n",
              " 'v_PlayingDaf_g01_c04.avi',\n",
              " 'v_Bowling_g22_c04.avi',\n",
              " 'v_PlayingCello_g01_c02.avi',\n",
              " 'v_PlayingGuitar_g21_c03.avi',\n",
              " 'v_PlayingViolin_g14_c02.avi',\n",
              " 'v_HammerThrow_g18_c05.avi',\n",
              " 'v_CliffDiving_g20_c07.avi',\n",
              " 'v_FloorGymnastics_g15_c02.avi',\n",
              " 'v_Drumming_g15_c01.avi',\n",
              " 'v_FrisbeeCatch_g21_c04.avi',\n",
              " 'v_BenchPress_g08_c03.avi',\n",
              " 'v_HandstandWalking_g16_c03.avi',\n",
              " 'v_ParallelBars_g18_c03.avi',\n",
              " 'v_FieldHockeyPenalty_g13_c04.avi',\n",
              " 'v_Knitting_g25_c01.avi',\n",
              " 'v_CliffDiving_g09_c05.avi',\n",
              " 'v_FloorGymnastics_g25_c04.avi',\n",
              " 'v_Hammering_g07_c05.avi',\n",
              " 'v_GolfSwing_g01_c04.avi',\n",
              " 'v_ApplyEyeMakeup_g02_c04.avi',\n",
              " 'v_MoppingFloor_g25_c04.avi',\n",
              " 'v_HammerThrow_g10_c01.avi',\n",
              " 'v_ApplyLipstick_g04_c04.avi',\n",
              " 'v_ApplyLipstick_g14_c04.avi',\n",
              " 'v_PlayingFlute_g12_c02.avi',\n",
              " 'v_GolfSwing_g20_c07.avi',\n",
              " 'v_FrontCrawl_g02_c04.avi',\n",
              " 'v_Bowling_g23_c03.avi',\n",
              " 'v_HandstandPushups_g07_c03.avi',\n",
              " 'v_Punch_g04_c05.avi',\n",
              " 'v_GolfSwing_g07_c01.avi',\n",
              " 'v_HandstandWalking_g10_c04.avi',\n",
              " 'v_BabyCrawling_g08_c03.avi',\n",
              " 'v_Mixing_g08_c05.avi',\n",
              " 'v_CricketBowling_g04_c03.avi',\n",
              " 'v_Diving_g14_c03.avi',\n",
              " 'v_Biking_g11_c02.avi',\n",
              " 'v_MilitaryParade_g19_c04.avi',\n",
              " 'v_JumpingJack_g22_c02.avi',\n",
              " 'v_Kayaking_g14_c03.avi',\n",
              " 'v_Billiards_g11_c04.avi',\n",
              " 'v_HandstandPushups_g09_c03.avi',\n",
              " 'v_PlayingDaf_g18_c01.avi',\n",
              " 'v_Haircut_g06_c01.avi',\n",
              " 'v_HorseRace_g25_c02.avi',\n",
              " 'v_Fencing_g11_c05.avi',\n",
              " 'v_PushUps_g11_c04.avi',\n",
              " 'v_BoxingSpeedBag_g07_c05.avi',\n",
              " 'v_Hammering_g03_c05.avi',\n",
              " 'v_PlayingCello_g19_c04.avi',\n",
              " 'v_BalanceBeam_g04_c04.avi',\n",
              " 'v_MilitaryParade_g24_c02.avi',\n",
              " 'v_MoppingFloor_g04_c02.avi',\n",
              " 'v_JugglingBalls_g02_c03.avi',\n",
              " 'v_HandstandWalking_g24_c02.avi',\n",
              " 'v_FieldHockeyPenalty_g22_c02.avi',\n",
              " 'v_CuttingInKitchen_g23_c01.avi',\n",
              " 'v_Lunges_g25_c03.avi',\n",
              " 'v_BoxingPunchingBag_g22_c03.avi',\n",
              " 'v_Haircut_g20_c04.avi',\n",
              " 'v_FrontCrawl_g23_c04.avi',\n",
              " 'v_PlayingFlute_g03_c07.avi',\n",
              " 'v_CliffDiving_g19_c01.avi',\n",
              " 'v_Bowling_g18_c05.avi',\n",
              " 'v_BenchPress_g20_c03.avi',\n",
              " 'v_BlowDryHair_g16_c04.avi',\n",
              " 'v_Billiards_g24_c02.avi',\n",
              " 'v_BoxingSpeedBag_g22_c03.avi',\n",
              " 'v_PlayingDaf_g03_c03.avi',\n",
              " 'v_BaseballPitch_g17_c01.avi',\n",
              " 'v_ApplyLipstick_g16_c02.avi',\n",
              " 'v_PoleVault_g13_c02.avi',\n",
              " 'v_HorseRace_g13_c01.avi',\n",
              " 'v_BlowDryHair_g18_c03.avi',\n",
              " 'v_PlayingDhol_g08_c01.avi',\n",
              " 'v_BaseballPitch_g05_c06.avi',\n",
              " 'v_GolfSwing_g18_c02.avi',\n",
              " 'v_ApplyLipstick_g09_c01.avi',\n",
              " 'v_PlayingTabla_g19_c04.avi',\n",
              " 'v_Drumming_g21_c02.avi',\n",
              " 'v_BrushingTeeth_g03_c04.avi',\n",
              " 'v_Punch_g13_c06.avi',\n",
              " 'v_GolfSwing_g04_c04.avi',\n",
              " 'v_IceDancing_g23_c01.avi',\n",
              " 'v_JugglingBalls_g04_c05.avi',\n",
              " 'v_CricketBowling_g02_c07.avi',\n",
              " 'v_RockClimbingIndoor_g06_c05.avi',\n",
              " 'v_PoleVault_g24_c06.avi',\n",
              " 'v_CleanAndJerk_g17_c04.avi',\n",
              " 'v_PlayingGuitar_g19_c05.avi',\n",
              " 'v_CuttingInKitchen_g20_c01.avi',\n",
              " 'v_BoxingPunchingBag_g02_c04.avi',\n",
              " 'v_Rafting_g17_c04.avi',\n",
              " 'v_BalanceBeam_g17_c02.avi',\n",
              " 'v_MilitaryParade_g10_c04.avi',\n",
              " 'v_MilitaryParade_g08_c02.avi',\n",
              " 'v_FrontCrawl_g16_c04.avi',\n",
              " 'v_HighJump_g16_c03.avi',\n",
              " 'v_BlowDryHair_g22_c02.avi',\n",
              " 'v_BandMarching_g25_c05.avi',\n",
              " 'v_Mixing_g08_c03.avi',\n",
              " 'v_HorseRiding_g07_c01.avi',\n",
              " 'v_HulaHoop_g15_c03.avi',\n",
              " 'v_GolfSwing_g21_c02.avi',\n",
              " 'v_BreastStroke_g21_c04.avi',\n",
              " 'v_ParallelBars_g18_c04.avi',\n",
              " 'v_CliffDiving_g14_c02.avi',\n",
              " 'v_Knitting_g15_c04.avi',\n",
              " 'v_BoxingSpeedBag_g11_c03.avi',\n",
              " 'v_CricketShot_g08_c07.avi',\n",
              " 'v_CliffDiving_g01_c03.avi',\n",
              " 'v_CliffDiving_g15_c02.avi',\n",
              " 'v_Bowling_g15_c05.avi',\n",
              " 'v_Punch_g22_c04.avi',\n",
              " 'v_Punch_g09_c03.avi',\n",
              " 'v_PlayingDaf_g06_c05.avi',\n",
              " 'v_PizzaTossing_g16_c01.avi',\n",
              " 'v_Punch_g24_c03.avi',\n",
              " 'v_MilitaryParade_g20_c01.avi',\n",
              " 'v_BasketballDunk_g19_c03.avi',\n",
              " 'v_PommelHorse_g22_c05.avi',\n",
              " 'v_HorseRiding_g25_c01.avi',\n",
              " 'v_HulaHoop_g01_c03.avi',\n",
              " 'v_JumpRope_g17_c05.avi',\n",
              " 'v_PlayingViolin_g18_c03.avi',\n",
              " 'v_HorseRace_g11_c05.avi',\n",
              " 'v_PlayingSitar_g21_c03.avi',\n",
              " 'v_Kayaking_g01_c01.avi',\n",
              " 'v_PlayingCello_g22_c03.avi',\n",
              " 'v_MilitaryParade_g25_c02.avi',\n",
              " 'v_Drumming_g22_c03.avi',\n",
              " 'v_BodyWeightSquats_g18_c01.avi',\n",
              " 'v_JavelinThrow_g01_c04.avi',\n",
              " 'v_CuttingInKitchen_g25_c06.avi',\n",
              " 'v_Hammering_g25_c02.avi',\n",
              " 'v_CleanAndJerk_g22_c01.avi',\n",
              " 'v_BabyCrawling_g03_c03.avi',\n",
              " 'v_HandstandPushups_g25_c05.avi',\n",
              " 'v_Lunges_g11_c07.avi',\n",
              " 'v_PlayingGuitar_g01_c06.avi',\n",
              " 'v_Biking_g16_c02.avi',\n",
              " 'v_HeadMassage_g18_c02.avi',\n",
              " 'v_Lunges_g24_c01.avi',\n",
              " 'v_PlayingViolin_g24_c01.avi',\n",
              " 'v_Bowling_g06_c01.avi',\n",
              " 'v_PizzaTossing_g25_c03.avi',\n",
              " 'v_PlayingCello_g08_c03.avi',\n",
              " 'v_Nunchucks_g21_c02.avi',\n",
              " 'v_HighJump_g06_c02.avi',\n",
              " 'v_FrontCrawl_g20_c06.avi',\n",
              " 'v_BrushingTeeth_g19_c02.avi',\n",
              " 'v_CricketShot_g14_c05.avi',\n",
              " 'v_MoppingFloor_g23_c02.avi',\n",
              " 'v_FrisbeeCatch_g24_c04.avi',\n",
              " 'v_Kayaking_g15_c03.avi',\n",
              " 'v_Knitting_g01_c03.avi',\n",
              " 'v_HammerThrow_g03_c02.avi',\n",
              " 'v_Hammering_g20_c04.avi',\n",
              " 'v_PoleVault_g10_c03.avi',\n",
              " 'v_Nunchucks_g19_c03.avi',\n",
              " 'v_BabyCrawling_g15_c02.avi',\n",
              " 'v_Biking_g03_c03.avi',\n",
              " 'v_Drumming_g13_c01.avi',\n",
              " 'v_ApplyLipstick_g24_c01.avi',\n",
              " 'v_GolfSwing_g20_c04.avi',\n",
              " 'v_Billiards_g20_c01.avi',\n",
              " 'v_PullUps_g24_c03.avi',\n",
              " 'v_ApplyEyeMakeup_g20_c05.avi',\n",
              " 'v_MoppingFloor_g24_c02.avi',\n",
              " 'v_PlayingCello_g08_c01.avi',\n",
              " 'v_HammerThrow_g06_c02.avi',\n",
              " 'v_BrushingTeeth_g25_c03.avi',\n",
              " 'v_CricketBowling_g14_c04.avi',\n",
              " 'v_Diving_g17_c03.avi',\n",
              " 'v_BoxingPunchingBag_g02_c02.avi',\n",
              " 'v_FieldHockeyPenalty_g02_c03.avi',\n",
              " 'v_HammerThrow_g03_c01.avi',\n",
              " 'v_JumpingJack_g25_c05.avi',\n",
              " 'v_LongJump_g07_c03.avi',\n",
              " 'v_Bowling_g10_c02.avi',\n",
              " 'v_CricketShot_g07_c07.avi',\n",
              " 'v_LongJump_g02_c03.avi',\n",
              " 'v_PlayingPiano_g25_c03.avi',\n",
              " 'v_HeadMassage_g04_c03.avi',\n",
              " 'v_JumpingJack_g11_c04.avi',\n",
              " 'v_Haircut_g08_c06.avi',\n",
              " 'v_Basketball_g21_c06.avi',\n",
              " 'v_PlayingDaf_g11_c02.avi',\n",
              " 'v_CricketBowling_g17_c04.avi',\n",
              " 'v_IceDancing_g18_c05.avi',\n",
              " 'v_Hammering_g10_c01.avi',\n",
              " 'v_JumpingJack_g22_c03.avi',\n",
              " 'v_Basketball_g13_c04.avi',\n",
              " 'v_CliffDiving_g06_c04.avi',\n",
              " 'v_LongJump_g21_c04.avi',\n",
              " 'v_HandstandWalking_g05_c01.avi',\n",
              " 'v_Bowling_g03_c01.avi',\n",
              " 'v_Biking_g14_c02.avi',\n",
              " 'v_PlayingSitar_g17_c06.avi',\n",
              " 'v_JumpingJack_g06_c05.avi',\n",
              " 'v_Nunchucks_g07_c04.avi',\n",
              " 'v_BenchPress_g15_c02.avi',\n",
              " 'v_HighJump_g07_c04.avi',\n",
              " 'v_IceDancing_g04_c03.avi',\n",
              " 'v_PlayingCello_g04_c07.avi',\n",
              " 'v_PoleVault_g24_c03.avi',\n",
              " 'v_Nunchucks_g12_c05.avi',\n",
              " 'v_BreastStroke_g12_c02.avi',\n",
              " 'v_HandstandPushups_g14_c04.avi',\n",
              " 'v_LongJump_g21_c03.avi',\n",
              " 'v_JumpingJack_g01_c01.avi',\n",
              " 'v_PizzaTossing_g04_c06.avi',\n",
              " 'v_FieldHockeyPenalty_g01_c03.avi',\n",
              " 'v_PlayingTabla_g01_c02.avi',\n",
              " 'v_BrushingTeeth_g18_c02.avi',\n",
              " 'v_IceDancing_g11_c02.avi',\n",
              " 'v_PlayingSitar_g18_c02.avi',\n",
              " 'v_PlayingTabla_g09_c02.avi',\n",
              " 'v_Drumming_g10_c04.avi',\n",
              " 'v_PlayingGuitar_g22_c05.avi',\n",
              " 'v_BandMarching_g18_c01.avi',\n",
              " 'v_Archery_g24_c03.avi',\n",
              " 'v_ParallelBars_g10_c01.avi',\n",
              " 'v_Lunges_g09_c04.avi',\n",
              " 'v_ApplyEyeMakeup_g24_c04.avi',\n",
              " 'v_BalanceBeam_g21_c02.avi',\n",
              " 'v_BabyCrawling_g17_c01.avi',\n",
              " 'v_Mixing_g17_c04.avi',\n",
              " 'v_Diving_g06_c03.avi',\n",
              " 'v_PlayingFlute_g25_c05.avi',\n",
              " 'v_HeadMassage_g04_c04.avi',\n",
              " 'v_Fencing_g01_c01.avi',\n",
              " 'v_HeadMassage_g17_c07.avi',\n",
              " 'v_LongJump_g24_c04.avi',\n",
              " 'v_FrontCrawl_g11_c06.avi',\n",
              " 'v_JugglingBalls_g20_c04.avi',\n",
              " 'v_CleanAndJerk_g16_c03.avi',\n",
              " 'v_LongJump_g03_c03.avi',\n",
              " 'v_Bowling_g24_c04.avi',\n",
              " 'v_FloorGymnastics_g08_c03.avi',\n",
              " 'v_HandstandPushups_g20_c01.avi',\n",
              " 'v_BodyWeightSquats_g07_c01.avi',\n",
              " 'v_Haircut_g02_c01.avi',\n",
              " 'v_PlayingTabla_g17_c02.avi',\n",
              " 'v_FrisbeeCatch_g06_c01.avi',\n",
              " 'v_Lunges_g07_c03.avi',\n",
              " 'v_Diving_g13_c06.avi',\n",
              " 'v_HorseRiding_g13_c02.avi',\n",
              " 'v_PlayingGuitar_g19_c02.avi',\n",
              " 'v_BreastStroke_g16_c04.avi',\n",
              " 'v_BaseballPitch_g03_c03.avi',\n",
              " 'v_BlowDryHair_g25_c03.avi',\n",
              " 'v_Mixing_g19_c01.avi',\n",
              " 'v_Nunchucks_g09_c02.avi',\n",
              " 'v_Lunges_g15_c03.avi',\n",
              " 'v_BoxingPunchingBag_g08_c03.avi',\n",
              " 'v_ParallelBars_g14_c02.avi',\n",
              " 'v_HorseRiding_g22_c07.avi',\n",
              " 'v_CricketShot_g04_c04.avi',\n",
              " 'v_BodyWeightSquats_g02_c04.avi',\n",
              " 'v_PlayingDhol_g22_c01.avi',\n",
              " 'v_PlayingSitar_g12_c01.avi',\n",
              " 'v_PlayingViolin_g03_c03.avi',\n",
              " 'v_PommelHorse_g19_c02.avi',\n",
              " 'v_Nunchucks_g07_c01.avi',\n",
              " 'v_HammerThrow_g04_c04.avi',\n",
              " 'v_HulaHoop_g06_c04.avi',\n",
              " 'v_PlayingGuitar_g03_c01.avi',\n",
              " 'v_BandMarching_g09_c07.avi',\n",
              " 'v_BlowingCandles_g08_c02.avi',\n",
              " 'v_BenchPress_g05_c04.avi',\n",
              " 'v_FrontCrawl_g20_c04.avi',\n",
              " 'v_Rafting_g20_c04.avi',\n",
              " 'v_HighJump_g24_c05.avi',\n",
              " 'v_Kayaking_g09_c04.avi',\n",
              " 'v_Knitting_g09_c04.avi',\n",
              " 'v_ApplyLipstick_g20_c04.avi',\n",
              " 'v_PlayingDhol_g22_c05.avi',\n",
              " 'v_IceDancing_g02_c05.avi',\n",
              " 'v_GolfSwing_g03_c07.avi',\n",
              " 'v_BlowDryHair_g14_c04.avi',\n",
              " 'v_BlowingCandles_g08_c01.avi',\n",
              " 'v_MoppingFloor_g11_c02.avi',\n",
              " 'v_BasketballDunk_g12_c03.avi',\n",
              " 'v_Nunchucks_g10_c01.avi',\n",
              " 'v_Billiards_g13_c04.avi',\n",
              " 'v_Nunchucks_g06_c02.avi',\n",
              " 'v_Kayaking_g16_c06.avi',\n",
              " 'v_BlowingCandles_g11_c01.avi',\n",
              " 'v_HorseRiding_g22_c03.avi',\n",
              " 'v_BreastStroke_g07_c02.avi',\n",
              " 'v_BrushingTeeth_g11_c03.avi',\n",
              " 'v_HorseRiding_g03_c07.avi',\n",
              " 'v_CliffDiving_g25_c04.avi',\n",
              " 'v_HulaHoop_g04_c02.avi',\n",
              " 'v_HulaHoop_g05_c01.avi',\n",
              " 'v_CleanAndJerk_g20_c06.avi',\n",
              " 'v_CricketShot_g02_c02.avi',\n",
              " 'v_BlowDryHair_g07_c07.avi',\n",
              " 'v_PullUps_g10_c04.avi',\n",
              " 'v_Archery_g02_c02.avi',\n",
              " 'v_CricketShot_g03_c03.avi',\n",
              " 'v_PlayingFlute_g11_c04.avi',\n",
              " 'v_FieldHockeyPenalty_g02_c05.avi',\n",
              " 'v_PushUps_g10_c01.avi',\n",
              " 'v_CleanAndJerk_g23_c03.avi',\n",
              " 'v_PlayingFlute_g14_c03.avi',\n",
              " 'v_HorseRace_g16_c05.avi',\n",
              " 'v_FrisbeeCatch_g07_c01.avi',\n",
              " 'v_PizzaTossing_g16_c04.avi',\n",
              " 'v_Billiards_g01_c06.avi',\n",
              " 'v_Diving_g02_c02.avi',\n",
              " 'v_JugglingBalls_g22_c06.avi',\n",
              " 'v_PushUps_g18_c03.avi',\n",
              " 'v_MoppingFloor_g23_c01.avi',\n",
              " 'v_Lunges_g17_c02.avi',\n",
              " 'v_CricketShot_g13_c07.avi',\n",
              " 'v_HulaHoop_g10_c04.avi',\n",
              " 'v_CliffDiving_g16_c04.avi',\n",
              " 'v_HulaHoop_g25_c03.avi',\n",
              " 'v_MilitaryParade_g06_c03.avi',\n",
              " 'v_PlayingDhol_g18_c03.avi',\n",
              " 'v_HeadMassage_g03_c05.avi',\n",
              " 'v_Diving_g22_c04.avi',\n",
              " 'v_Basketball_g21_c02.avi',\n",
              " 'v_FloorGymnastics_g02_c01.avi',\n",
              " 'v_PlayingSitar_g16_c02.avi',\n",
              " 'v_PlayingCello_g14_c03.avi',\n",
              " 'v_BreastStroke_g20_c03.avi',\n",
              " 'v_PlayingCello_g25_c06.avi',\n",
              " 'v_ParallelBars_g03_c03.avi',\n",
              " 'v_Rafting_g13_c03.avi',\n",
              " 'v_PlayingFlute_g24_c05.avi',\n",
              " 'v_PlayingCello_g09_c07.avi',\n",
              " 'v_Archery_g16_c02.avi',\n",
              " 'v_MilitaryParade_g19_c06.avi',\n",
              " 'v_PushUps_g25_c02.avi',\n",
              " 'v_PizzaTossing_g20_c04.avi',\n",
              " 'v_PlayingGuitar_g14_c05.avi',\n",
              " 'v_PlayingSitar_g20_c03.avi',\n",
              " 'v_GolfSwing_g20_c03.avi',\n",
              " 'v_Diving_g06_c05.avi',\n",
              " 'v_BandMarching_g07_c04.avi',\n",
              " 'v_FrontCrawl_g18_c02.avi',\n",
              " 'v_PommelHorse_g08_c03.avi',\n",
              " 'v_PlayingCello_g21_c02.avi',\n",
              " 'v_Basketball_g23_c06.avi',\n",
              " 'v_CricketBowling_g11_c02.avi',\n",
              " 'v_Bowling_g24_c03.avi',\n",
              " 'v_CricketShot_g13_c04.avi',\n",
              " 'v_FieldHockeyPenalty_g09_c01.avi',\n",
              " 'v_PoleVault_g02_c05.avi',\n",
              " 'v_Diving_g10_c02.avi',\n",
              " 'v_Punch_g16_c06.avi',\n",
              " 'v_JavelinThrow_g22_c01.avi',\n",
              " 'v_FrisbeeCatch_g08_c01.avi',\n",
              " 'v_PlayingDhol_g01_c01.avi',\n",
              " 'v_MoppingFloor_g01_c04.avi',\n",
              " 'v_HammerThrow_g23_c05.avi',\n",
              " 'v_FrisbeeCatch_g11_c04.avi',\n",
              " 'v_GolfSwing_g21_c03.avi',\n",
              " 'v_JumpRope_g13_c03.avi',\n",
              " 'v_HulaHoop_g11_c02.avi',\n",
              " 'v_Bowling_g13_c01.avi',\n",
              " 'v_HandstandPushups_g18_c03.avi',\n",
              " 'v_ParallelBars_g04_c04.avi',\n",
              " 'v_CricketBowling_g24_c03.avi',\n",
              " 'v_FrontCrawl_g21_c06.avi',\n",
              " 'v_Mixing_g10_c04.avi',\n",
              " 'v_PlayingGuitar_g06_c01.avi',\n",
              " 'v_MoppingFloor_g18_c04.avi',\n",
              " 'v_PushUps_g09_c03.avi',\n",
              " 'v_CliffDiving_g05_c03.avi',\n",
              " 'v_HammerThrow_g12_c07.avi',\n",
              " 'v_BlowingCandles_g09_c01.avi',\n",
              " 'v_MoppingFloor_g06_c04.avi',\n",
              " 'v_CuttingInKitchen_g05_c05.avi',\n",
              " 'v_PlayingDaf_g24_c03.avi',\n",
              " 'v_Haircut_g21_c01.avi',\n",
              " 'v_Punch_g18_c06.avi',\n",
              " 'v_JavelinThrow_g25_c04.avi',\n",
              " 'v_PlayingGuitar_g10_c01.avi',\n",
              " 'v_CleanAndJerk_g05_c04.avi',\n",
              " 'v_CleanAndJerk_g14_c04.avi',\n",
              " 'v_PlayingCello_g17_c06.avi',\n",
              " 'v_Basketball_g21_c05.avi',\n",
              " 'v_JavelinThrow_g04_c01.avi',\n",
              " 'v_MoppingFloor_g03_c01.avi',\n",
              " 'v_PlayingTabla_g24_c04.avi',\n",
              " 'v_BlowingCandles_g05_c02.avi',\n",
              " 'v_BlowDryHair_g01_c01.avi',\n",
              " 'v_Haircut_g19_c06.avi',\n",
              " 'v_HighJump_g02_c01.avi',\n",
              " 'v_BandMarching_g13_c05.avi',\n",
              " 'v_Bowling_g22_c05.avi',\n",
              " 'v_ApplyLipstick_g11_c04.avi',\n",
              " 'v_BenchPress_g23_c03.avi',\n",
              " 'v_FloorGymnastics_g17_c02.avi',\n",
              " 'v_Mixing_g11_c01.avi',\n",
              " 'v_BabyCrawling_g13_c01.avi',\n",
              " 'v_PlayingSitar_g03_c03.avi',\n",
              " 'v_PlayingGuitar_g11_c05.avi',\n",
              " 'v_PullUps_g18_c03.avi',\n",
              " 'v_Lunges_g07_c02.avi',\n",
              " 'v_BasketballDunk_g14_c05.avi',\n",
              " 'v_PlayingFlute_g19_c02.avi',\n",
              " 'v_PlayingFlute_g10_c05.avi',\n",
              " 'v_Drumming_g08_c01.avi',\n",
              " 'v_PlayingPiano_g01_c01.avi',\n",
              " 'v_BabyCrawling_g06_c06.avi',\n",
              " 'v_HighJump_g15_c04.avi',\n",
              " 'v_JumpRope_g25_c04.avi',\n",
              " 'v_BasketballDunk_g22_c04.avi',\n",
              " 'v_BreastStroke_g01_c03.avi',\n",
              " 'v_Drumming_g07_c02.avi',\n",
              " 'v_Archery_g18_c01.avi',\n",
              " 'v_PlayingDaf_g16_c01.avi',\n",
              " 'v_MilitaryParade_g18_c01.avi',\n",
              " 'v_HulaHoop_g07_c04.avi',\n",
              " 'v_HandstandWalking_g20_c03.avi',\n",
              " 'v_JumpingJack_g01_c03.avi',\n",
              " 'v_HulaHoop_g09_c02.avi',\n",
              " 'v_PlayingTabla_g12_c01.avi',\n",
              " 'v_PlayingViolin_g12_c04.avi',\n",
              " 'v_PoleVault_g25_c05.avi',\n",
              " 'v_Basketball_g09_c04.avi',\n",
              " 'v_Fencing_g02_c04.avi',\n",
              " 'v_CricketBowling_g07_c03.avi',\n",
              " 'v_Biking_g07_c04.avi',\n",
              " 'v_BrushingTeeth_g02_c07.avi',\n",
              " 'v_Punch_g23_c03.avi',\n",
              " 'v_JumpingJack_g11_c01.avi',\n",
              " 'v_Punch_g10_c02.avi',\n",
              " 'v_Drumming_g19_c06.avi',\n",
              " 'v_PommelHorse_g13_c01.avi',\n",
              " 'v_ApplyEyeMakeup_g09_c06.avi',\n",
              " 'v_HulaHoop_g03_c05.avi',\n",
              " 'v_Drumming_g23_c07.avi',\n",
              " 'v_FrontCrawl_g24_c05.avi',\n",
              " 'v_PlayingTabla_g03_c05.avi',\n",
              " 'v_FrontCrawl_g17_c07.avi',\n",
              " 'v_Biking_g09_c02.avi',\n",
              " 'v_Knitting_g08_c02.avi',\n",
              " 'v_BabyCrawling_g25_c04.avi',\n",
              " 'v_HeadMassage_g17_c03.avi',\n",
              " 'v_BlowingCandles_g23_c04.avi',\n",
              " 'v_Kayaking_g12_c04.avi',\n",
              " 'v_CuttingInKitchen_g15_c03.avi',\n",
              " 'v_BabyCrawling_g13_c02.avi',\n",
              " 'v_PlayingDhol_g17_c03.avi',\n",
              " 'v_BabyCrawling_g16_c01.avi',\n",
              " 'v_PlayingDaf_g03_c02.avi',\n",
              " 'v_BlowingCandles_g20_c03.avi',\n",
              " 'v_PlayingDhol_g07_c02.avi',\n",
              " 'v_FloorGymnastics_g04_c03.avi',\n",
              " 'v_HeadMassage_g06_c05.avi',\n",
              " 'v_BandMarching_g24_c02.avi',\n",
              " 'v_PullUps_g20_c03.avi',\n",
              " 'v_Nunchucks_g21_c05.avi',\n",
              " 'v_CleanAndJerk_g06_c03.avi',\n",
              " 'v_IceDancing_g21_c04.avi',\n",
              " 'v_HorseRace_g11_c06.avi',\n",
              " 'v_Fencing_g01_c02.avi',\n",
              " 'v_Basketball_g04_c03.avi',\n",
              " 'v_PlayingViolin_g22_c03.avi',\n",
              " 'v_HorseRiding_g13_c04.avi',\n",
              " 'v_JavelinThrow_g25_c02.avi',\n",
              " 'v_Nunchucks_g06_c03.avi',\n",
              " 'v_Mixing_g14_c05.avi',\n",
              " 'v_BodyWeightSquats_g01_c04.avi',\n",
              " 'v_CliffDiving_g23_c02.avi',\n",
              " 'v_PlayingPiano_g02_c02.avi',\n",
              " 'v_CricketBowling_g09_c04.avi',\n",
              " 'v_Biking_g16_c04.avi',\n",
              " 'v_Lunges_g01_c02.avi',\n",
              " 'v_Haircut_g06_c03.avi',\n",
              " 'v_JugglingBalls_g06_c03.avi',\n",
              " 'v_PlayingPiano_g08_c02.avi',\n",
              " 'v_FieldHockeyPenalty_g25_c06.avi',\n",
              " 'v_PoleVault_g10_c05.avi',\n",
              " 'v_BasketballDunk_g01_c05.avi',\n",
              " 'v_FieldHockeyPenalty_g24_c05.avi',\n",
              " 'v_Kayaking_g08_c06.avi',\n",
              " 'v_HammerThrow_g13_c02.avi',\n",
              " 'v_Knitting_g10_c02.avi',\n",
              " 'v_IceDancing_g02_c03.avi',\n",
              " 'v_PlayingDhol_g02_c03.avi',\n",
              " 'v_GolfSwing_g22_c01.avi',\n",
              " 'v_CleanAndJerk_g14_c03.avi',\n",
              " 'v_Rafting_g05_c03.avi',\n",
              " 'v_LongJump_g22_c02.avi',\n",
              " 'v_Rafting_g04_c02.avi',\n",
              " 'v_BlowDryHair_g04_c03.avi',\n",
              " 'v_BasketballDunk_g02_c04.avi',\n",
              " 'v_ApplyLipstick_g15_c04.avi',\n",
              " 'v_BenchPress_g24_c03.avi',\n",
              " 'v_CleanAndJerk_g18_c04.avi',\n",
              " 'v_HeadMassage_g18_c05.avi',\n",
              " 'v_BenchPress_g14_c06.avi',\n",
              " 'v_HighJump_g21_c01.avi',\n",
              " 'v_BreastStroke_g18_c02.avi',\n",
              " 'v_ParallelBars_g12_c03.avi',\n",
              " 'v_BenchPress_g12_c07.avi',\n",
              " 'v_PlayingDhol_g11_c07.avi',\n",
              " 'v_Drumming_g21_c07.avi',\n",
              " 'v_Biking_g03_c02.avi',\n",
              " 'v_PommelHorse_g07_c06.avi',\n",
              " 'v_BrushingTeeth_g17_c01.avi',\n",
              " 'v_FloorGymnastics_g18_c01.avi',\n",
              " 'v_BenchPress_g01_c04.avi',\n",
              " 'v_ParallelBars_g08_c05.avi',\n",
              " 'v_LongJump_g18_c05.avi',\n",
              " 'v_FloorGymnastics_g18_c04.avi',\n",
              " 'v_FrisbeeCatch_g05_c04.avi',\n",
              " 'v_CliffDiving_g08_c03.avi',\n",
              " 'v_Archery_g09_c07.avi',\n",
              " 'v_Nunchucks_g15_c06.avi',\n",
              " 'v_JumpRope_g03_c02.avi',\n",
              " 'v_PullUps_g01_c02.avi',\n",
              " 'v_PlayingCello_g10_c02.avi',\n",
              " 'v_BoxingSpeedBag_g18_c04.avi',\n",
              " 'v_ApplyLipstick_g17_c02.avi',\n",
              " 'v_CricketShot_g04_c06.avi',\n",
              " 'v_BoxingPunchingBag_g18_c01.avi',\n",
              " 'v_CricketBowling_g01_c04.avi',\n",
              " 'v_JugglingBalls_g03_c07.avi',\n",
              " 'v_FrontCrawl_g18_c05.avi',\n",
              " 'v_BodyWeightSquats_g17_c04.avi',\n",
              " 'v_CliffDiving_g11_c04.avi',\n",
              " 'v_GolfSwing_g05_c05.avi',\n",
              " 'v_CleanAndJerk_g13_c04.avi',\n",
              " 'v_BlowingCandles_g05_c05.avi',\n",
              " 'v_Haircut_g14_c01.avi',\n",
              " 'v_Punch_g24_c01.avi',\n",
              " 'v_BenchPress_g13_c07.avi',\n",
              " 'v_PommelHorse_g20_c06.avi',\n",
              " 'v_Knitting_g11_c06.avi',\n",
              " 'v_HammerThrow_g11_c01.avi',\n",
              " 'v_HammerThrow_g04_c02.avi',\n",
              " 'v_ApplyEyeMakeup_g12_c05.avi',\n",
              " 'v_JumpingJack_g06_c06.avi',\n",
              " 'v_Diving_g16_c03.avi',\n",
              " 'v_HandstandWalking_g07_c03.avi',\n",
              " 'v_HammerThrow_g24_c03.avi',\n",
              " 'v_BoxingPunchingBag_g16_c07.avi',\n",
              " 'v_HammerThrow_g18_c01.avi',\n",
              " 'v_BalanceBeam_g16_c02.avi',\n",
              " 'v_BlowDryHair_g03_c04.avi',\n",
              " 'v_ApplyEyeMakeup_g09_c02.avi',\n",
              " 'v_HeadMassage_g19_c03.avi',\n",
              " 'v_Knitting_g15_c03.avi',\n",
              " 'v_BreastStroke_g17_c03.avi',\n",
              " 'v_PushUps_g05_c03.avi',\n",
              " 'v_PlayingCello_g21_c03.avi',\n",
              " 'v_Haircut_g18_c01.avi',\n",
              " 'v_HammerThrow_g08_c03.avi',\n",
              " 'v_BlowingCandles_g02_c01.avi',\n",
              " 'v_Hammering_g19_c06.avi',\n",
              " 'v_CricketBowling_g18_c03.avi',\n",
              " 'v_BenchPress_g10_c04.avi',\n",
              " 'v_HorseRiding_g15_c05.avi',\n",
              " 'v_Billiards_g05_c03.avi',\n",
              " 'v_HorseRace_g19_c02.avi',\n",
              " 'v_Punch_g10_c01.avi',\n",
              " 'v_BrushingTeeth_g12_c05.avi',\n",
              " 'v_HandstandWalking_g25_c01.avi',\n",
              " 'v_BlowDryHair_g11_c05.avi',\n",
              " 'v_BoxingSpeedBag_g14_c02.avi',\n",
              " 'v_CliffDiving_g24_c03.avi',\n",
              " 'v_ParallelBars_g06_c04.avi',\n",
              " 'v_CricketShot_g10_c04.avi',\n",
              " 'v_FrisbeeCatch_g24_c01.avi',\n",
              " 'v_PlayingPiano_g03_c02.avi',\n",
              " 'v_Nunchucks_g11_c03.avi',\n",
              " 'v_PizzaTossing_g15_c04.avi',\n",
              " 'v_BalanceBeam_g14_c04.avi',\n",
              " 'v_BodyWeightSquats_g15_c02.avi',\n",
              " 'v_PlayingViolin_g14_c01.avi',\n",
              " 'v_HeadMassage_g07_c01.avi',\n",
              " 'v_BasketballDunk_g24_c03.avi',\n",
              " 'v_Drumming_g10_c07.avi',\n",
              " 'v_BenchPress_g19_c04.avi',\n",
              " 'v_IceDancing_g15_c01.avi',\n",
              " 'v_Nunchucks_g05_c01.avi',\n",
              " 'v_Biking_g18_c05.avi',\n",
              " 'v_BreastStroke_g22_c01.avi',\n",
              " 'v_Drumming_g07_c01.avi',\n",
              " 'v_FieldHockeyPenalty_g23_c04.avi',\n",
              " 'v_Nunchucks_g21_c04.avi',\n",
              " 'v_Kayaking_g23_c04.avi',\n",
              " 'v_BandMarching_g18_c05.avi',\n",
              " 'v_MoppingFloor_g14_c01.avi',\n",
              " 'v_LongJump_g04_c04.avi',\n",
              " 'v_CliffDiving_g20_c01.avi',\n",
              " 'v_GolfSwing_g17_c05.avi',\n",
              " 'v_Fencing_g04_c02.avi',\n",
              " 'v_Haircut_g23_c07.avi',\n",
              " 'v_ParallelBars_g22_c04.avi',\n",
              " 'v_PlayingGuitar_g02_c03.avi',\n",
              " 'v_IceDancing_g20_c06.avi',\n",
              " 'v_FloorGymnastics_g25_c01.avi',\n",
              " 'v_Mixing_g03_c05.avi',\n",
              " 'v_CliffDiving_g14_c03.avi',\n",
              " 'v_JumpRope_g02_c04.avi',\n",
              " 'v_Billiards_g02_c04.avi',\n",
              " 'v_CliffDiving_g22_c01.avi',\n",
              " 'v_CliffDiving_g05_c06.avi',\n",
              " 'v_JumpingJack_g04_c01.avi',\n",
              " 'v_Lunges_g12_c04.avi',\n",
              " 'v_Nunchucks_g17_c06.avi',\n",
              " 'v_BoxingSpeedBag_g06_c01.avi',\n",
              " 'v_ApplyLipstick_g12_c03.avi',\n",
              " 'v_Knitting_g19_c02.avi',\n",
              " 'v_PlayingFlute_g19_c04.avi',\n",
              " 'v_Nunchucks_g17_c04.avi',\n",
              " 'v_HorseRiding_g10_c07.avi',\n",
              " 'v_FrontCrawl_g18_c04.avi',\n",
              " 'v_BodyWeightSquats_g10_c04.avi',\n",
              " 'v_Haircut_g13_c02.avi',\n",
              " 'v_BreastStroke_g10_c04.avi',\n",
              " 'v_HorseRace_g05_c02.avi',\n",
              " 'v_CuttingInKitchen_g14_c02.avi',\n",
              " 'v_BalanceBeam_g19_c01.avi',\n",
              " 'v_JugglingBalls_g01_c01.avi',\n",
              " 'v_Rafting_g02_c02.avi',\n",
              " 'v_PlayingDaf_g17_c04.avi',\n",
              " 'v_BoxingPunchingBag_g10_c03.avi',\n",
              " 'v_PoleVault_g04_c07.avi',\n",
              " 'v_GolfSwing_g21_c04.avi',\n",
              " 'v_MoppingFloor_g17_c02.avi',\n",
              " 'v_IceDancing_g11_c03.avi',\n",
              " 'v_PlayingPiano_g19_c01.avi',\n",
              " 'v_Nunchucks_g22_c02.avi',\n",
              " 'v_RockClimbingIndoor_g03_c05.avi',\n",
              " 'v_PlayingGuitar_g13_c02.avi',\n",
              " 'v_PlayingTabla_g17_c03.avi',\n",
              " 'v_FloorGymnastics_g18_c02.avi',\n",
              " 'v_FloorGymnastics_g03_c03.avi',\n",
              " 'v_Rafting_g17_c03.avi',\n",
              " 'v_HandstandWalking_g06_c01.avi',\n",
              " 'v_Punch_g13_c07.avi',\n",
              " 'v_Drumming_g23_c04.avi',\n",
              " 'v_BodyWeightSquats_g12_c03.avi',\n",
              " 'v_Lunges_g13_c01.avi',\n",
              " 'v_HorseRace_g08_c01.avi',\n",
              " 'v_ParallelBars_g08_c01.avi',\n",
              " 'v_LongJump_g01_c04.avi',\n",
              " 'v_Nunchucks_g07_c02.avi',\n",
              " 'v_PlayingCello_g23_c07.avi',\n",
              " 'v_CuttingInKitchen_g03_c02.avi',\n",
              " 'v_ApplyLipstick_g03_c01.avi',\n",
              " 'v_Rafting_g02_c01.avi',\n",
              " 'v_Drumming_g22_c01.avi',\n",
              " 'v_Basketball_g20_c01.avi',\n",
              " 'v_HammerThrow_g17_c02.avi',\n",
              " 'v_Fencing_g18_c01.avi',\n",
              " 'v_PlayingCello_g10_c06.avi',\n",
              " 'v_Nunchucks_g13_c07.avi',\n",
              " 'v_BasketballDunk_g09_c04.avi',\n",
              " 'v_CliffDiving_g12_c07.avi',\n",
              " 'v_HorseRiding_g18_c04.avi',\n",
              " 'v_FrontCrawl_g04_c06.avi',\n",
              " 'v_Kayaking_g07_c04.avi',\n",
              " 'v_PlayingSitar_g14_c02.avi',\n",
              " 'v_MilitaryParade_g03_c04.avi',\n",
              " 'v_BaseballPitch_g09_c07.avi',\n",
              " 'v_Kayaking_g01_c02.avi',\n",
              " 'v_BlowingCandles_g03_c01.avi',\n",
              " 'v_GolfSwing_g02_c04.avi',\n",
              " 'v_PushUps_g22_c01.avi',\n",
              " 'v_PlayingDaf_g21_c06.avi',\n",
              " 'v_JumpRope_g08_c07.avi',\n",
              " 'v_PlayingFlute_g18_c05.avi',\n",
              " 'v_ApplyLipstick_g10_c04.avi',\n",
              " 'v_BabyCrawling_g06_c03.avi',\n",
              " 'v_BoxingPunchingBag_g02_c03.avi',\n",
              " 'v_BrushingTeeth_g12_c04.avi',\n",
              " 'v_JavelinThrow_g06_c02.avi',\n",
              " 'v_JugglingBalls_g13_c01.avi',\n",
              " 'v_Fencing_g20_c03.avi',\n",
              " 'v_BlowingCandles_g02_c02.avi',\n",
              " 'v_PlayingCello_g21_c01.avi',\n",
              " 'v_PlayingGuitar_g22_c03.avi',\n",
              " 'v_PlayingFlute_g04_c05.avi',\n",
              " 'v_IceDancing_g02_c06.avi',\n",
              " 'v_Mixing_g02_c04.avi',\n",
              " 'v_PlayingCello_g15_c02.avi',\n",
              " 'v_HammerThrow_g15_c02.avi',\n",
              " 'v_CricketBowling_g16_c04.avi',\n",
              " 'v_MoppingFloor_g07_c05.avi',\n",
              " 'v_Billiards_g17_c01.avi',\n",
              " 'v_Basketball_g07_c01.avi',\n",
              " 'v_PlayingGuitar_g14_c06.avi',\n",
              " 'v_Diving_g19_c03.avi',\n",
              " 'v_Fencing_g23_c02.avi',\n",
              " 'v_Bowling_g05_c01.avi',\n",
              " 'v_IceDancing_g24_c05.avi',\n",
              " 'v_BrushingTeeth_g20_c05.avi',\n",
              " 'v_PlayingViolin_g20_c04.avi',\n",
              " 'v_ApplyEyeMakeup_g12_c06.avi',\n",
              " 'v_Nunchucks_g15_c02.avi',\n",
              " 'v_JavelinThrow_g08_c02.avi',\n",
              " 'v_BodyWeightSquats_g03_c04.avi',\n",
              " 'v_BoxingPunchingBag_g04_c03.avi',\n",
              " 'v_BrushingTeeth_g05_c01.avi',\n",
              " 'v_ApplyEyeMakeup_g15_c02.avi',\n",
              " 'v_BabyCrawling_g22_c07.avi',\n",
              " 'v_IceDancing_g07_c01.avi',\n",
              " 'v_HandstandWalking_g11_c03.avi',\n",
              " 'v_Basketball_g08_c03.avi',\n",
              " 'v_BrushingTeeth_g11_c02.avi',\n",
              " 'v_HorseRace_g14_c04.avi',\n",
              " 'v_JumpRope_g04_c05.avi',\n",
              " 'v_FrisbeeCatch_g13_c01.avi',\n",
              " 'v_Lunges_g04_c01.avi',\n",
              " 'v_HandstandPushups_g15_c01.avi',\n",
              " 'v_Diving_g15_c07.avi',\n",
              " 'v_ApplyLipstick_g14_c03.avi',\n",
              " 'v_FrisbeeCatch_g11_c01.avi',\n",
              " 'v_JumpRope_g13_c05.avi',\n",
              " 'v_Biking_g10_c01.avi',\n",
              " 'v_PlayingFlute_g12_c03.avi',\n",
              " 'v_PlayingFlute_g18_c03.avi',\n",
              " 'v_Fencing_g22_c03.avi',\n",
              " 'v_JumpingJack_g17_c02.avi',\n",
              " 'v_Kayaking_g11_c05.avi',\n",
              " 'v_FieldHockeyPenalty_g16_c03.avi',\n",
              " 'v_Biking_g16_c03.avi',\n",
              " 'v_Bowling_g07_c06.avi',\n",
              " 'v_BasketballDunk_g20_c04.avi',\n",
              " 'v_BaseballPitch_g10_c02.avi',\n",
              " 'v_Rafting_g12_c03.avi',\n",
              " 'v_Kayaking_g19_c04.avi',\n",
              " 'v_PoleVault_g02_c01.avi',\n",
              " 'v_BlowDryHair_g17_c03.avi',\n",
              " 'v_BrushingTeeth_g22_c02.avi',\n",
              " 'v_LongJump_g12_c01.avi',\n",
              " 'v_Mixing_g03_c03.avi',\n",
              " 'v_HandstandWalking_g12_c03.avi',\n",
              " 'v_Punch_g18_c03.avi',\n",
              " 'v_HandstandPushups_g20_c02.avi',\n",
              " 'v_BoxingSpeedBag_g25_c01.avi',\n",
              " 'v_Kayaking_g25_c01.avi',\n",
              " 'v_CricketShot_g13_c06.avi',\n",
              " 'v_Fencing_g04_c04.avi',\n",
              " 'v_JugglingBalls_g02_c02.avi',\n",
              " 'v_BoxingSpeedBag_g07_c02.avi',\n",
              " 'v_BlowingCandles_g17_c02.avi',\n",
              " 'v_BaseballPitch_g09_c01.avi',\n",
              " 'v_Archery_g17_c03.avi',\n",
              " 'v_LongJump_g25_c03.avi',\n",
              " 'v_PlayingDhol_g15_c01.avi',\n",
              " 'v_Rafting_g12_c02.avi',\n",
              " 'v_PlayingCello_g02_c04.avi',\n",
              " 'v_HulaHoop_g21_c03.avi',\n",
              " 'v_CliffDiving_g24_c01.avi',\n",
              " 'v_PlayingDaf_g15_c06.avi',\n",
              " 'v_BaseballPitch_g15_c02.avi',\n",
              " 'v_PlayingGuitar_g12_c05.avi',\n",
              " 'v_BasketballDunk_g12_c02.avi',\n",
              " 'v_FieldHockeyPenalty_g08_c04.avi',\n",
              " 'v_JumpRope_g01_c04.avi',\n",
              " 'v_PushUps_g19_c01.avi',\n",
              " 'v_Bowling_g23_c06.avi',\n",
              " 'v_PullUps_g16_c03.avi',\n",
              " 'v_PlayingPiano_g16_c06.avi',\n",
              " 'v_Archery_g11_c02.avi',\n",
              " 'v_LongJump_g17_c04.avi',\n",
              " 'v_Rafting_g15_c04.avi',\n",
              " 'v_PlayingTabla_g16_c02.avi',\n",
              " 'v_CleanAndJerk_g16_c01.avi',\n",
              " 'v_Punch_g12_c05.avi',\n",
              " 'v_PlayingSitar_g05_c01.avi',\n",
              " 'v_FieldHockeyPenalty_g06_c01.avi',\n",
              " 'v_HammerThrow_g12_c01.avi',\n",
              " 'v_Haircut_g15_c03.avi',\n",
              " 'v_Rafting_g24_c02.avi',\n",
              " 'v_HulaHoop_g17_c05.avi',\n",
              " 'v_PlayingDhol_g25_c01.avi',\n",
              " 'v_BabyCrawling_g07_c02.avi',\n",
              " 'v_GolfSwing_g13_c03.avi',\n",
              " 'v_BodyWeightSquats_g08_c04.avi',\n",
              " 'v_JumpingJack_g19_c03.avi',\n",
              " 'v_Nunchucks_g23_c04.avi',\n",
              " 'v_FloorGymnastics_g15_c05.avi',\n",
              " 'v_Basketball_g03_c02.avi',\n",
              " 'v_BabyCrawling_g07_c01.avi',\n",
              " 'v_Drumming_g19_c07.avi',\n",
              " 'v_BlowingCandles_g14_c01.avi',\n",
              " 'v_BenchPress_g22_c06.avi',\n",
              " 'v_Punch_g19_c07.avi',\n",
              " 'v_BenchPress_g06_c03.avi',\n",
              " 'v_ApplyEyeMakeup_g16_c01.avi',\n",
              " 'v_PlayingFlute_g25_c03.avi',\n",
              " 'v_Rafting_g23_c03.avi',\n",
              " 'v_CricketShot_g18_c04.avi',\n",
              " 'v_GolfSwing_g05_c04.avi',\n",
              " 'v_MoppingFloor_g10_c04.avi',\n",
              " 'v_PommelHorse_g04_c03.avi',\n",
              " 'v_BlowingCandles_g03_c04.avi',\n",
              " 'v_MilitaryParade_g14_c01.avi',\n",
              " 'v_JumpRope_g10_c03.avi',\n",
              " 'v_CricketBowling_g09_c01.avi',\n",
              " 'v_BoxingPunchingBag_g03_c03.avi',\n",
              " 'v_PlayingDaf_g20_c03.avi',\n",
              " 'v_PlayingDaf_g02_c03.avi',\n",
              " 'v_PlayingCello_g15_c05.avi',\n",
              " 'v_HandstandPushups_g05_c04.avi',\n",
              " 'v_PlayingFlute_g08_c02.avi',\n",
              " 'v_Lunges_g16_c01.avi',\n",
              " 'v_Hammering_g10_c05.avi',\n",
              " 'v_HorseRiding_g17_c01.avi',\n",
              " 'v_FrontCrawl_g05_c04.avi',\n",
              " 'v_Mixing_g06_c06.avi',\n",
              " 'v_IceDancing_g20_c04.avi',\n",
              " 'v_BlowDryHair_g12_c03.avi',\n",
              " 'v_JugglingBalls_g24_c04.avi',\n",
              " 'v_HandstandPushups_g15_c03.avi',\n",
              " 'v_BandMarching_g01_c03.avi',\n",
              " 'v_GolfSwing_g12_c03.avi',\n",
              " 'v_FrontCrawl_g11_c02.avi',\n",
              " 'v_PommelHorse_g07_c05.avi',\n",
              " 'v_Biking_g20_c05.avi',\n",
              " 'v_BreastStroke_g11_c01.avi',\n",
              " 'v_BenchPress_g05_c03.avi',\n",
              " 'v_PizzaTossing_g04_c04.avi',\n",
              " 'v_HeadMassage_g11_c02.avi',\n",
              " 'v_PlayingPiano_g24_c01.avi',\n",
              " 'v_BoxingPunchingBag_g12_c03.avi',\n",
              " 'v_HulaHoop_g14_c05.avi',\n",
              " 'v_Billiards_g18_c04.avi',\n",
              " 'v_Kayaking_g11_c06.avi',\n",
              " 'v_IceDancing_g10_c02.avi',\n",
              " 'v_BaseballPitch_g13_c03.avi',\n",
              " 'v_Diving_g03_c06.avi',\n",
              " 'v_Basketball_g14_c05.avi',\n",
              " 'v_HorseRiding_g18_c06.avi',\n",
              " 'v_HammerThrow_g22_c03.avi',\n",
              " 'v_Mixing_g24_c04.avi',\n",
              " 'v_BrushingTeeth_g08_c05.avi',\n",
              " 'v_Rafting_g17_c01.avi',\n",
              " 'v_HighJump_g05_c05.avi',\n",
              " 'v_Bowling_g21_c04.avi',\n",
              " 'v_Billiards_g10_c05.avi',\n",
              " 'v_BoxingPunchingBag_g21_c03.avi',\n",
              " 'v_BreastStroke_g23_c02.avi',\n",
              " 'v_HandstandPushups_g01_c02.avi',\n",
              " 'v_JumpRope_g02_c01.avi',\n",
              " 'v_CleanAndJerk_g25_c03.avi',\n",
              " 'v_PlayingGuitar_g18_c01.avi',\n",
              " 'v_ParallelBars_g24_c04.avi',\n",
              " 'v_FloorGymnastics_g22_c01.avi',\n",
              " 'v_BabyCrawling_g16_c05.avi',\n",
              " 'v_FrisbeeCatch_g20_c05.avi',\n",
              " 'v_BaseballPitch_g14_c01.avi',\n",
              " 'v_PlayingPiano_g07_c03.avi',\n",
              " 'v_MilitaryParade_g01_c06.avi',\n",
              " 'v_BasketballDunk_g06_c01.avi',\n",
              " 'v_FrontCrawl_g03_c02.avi',\n",
              " 'v_Bowling_g07_c01.avi',\n",
              " 'v_Mixing_g09_c06.avi',\n",
              " 'v_PlayingSitar_g11_c03.avi',\n",
              " ...]"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def get_UCF_classname(filename):\n",
        "  #print()\n",
        "  return filename[filename.find('_') + 1:filename.find('_', 2)]"
      ],
      "metadata": {
        "id": "ohxBQKXqra3Q"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "width, height, depth = 32, 32, 10\n",
        "channel = 3"
      ],
      "metadata": {
        "id": "-uZXifyptD8r"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import cv2\n",
        "import numpy as np\n",
        "\n",
        "def video3d(filename, color=False, skip=True):\n",
        "  cap = cv2.VideoCapture(filename)\n",
        "  #count the total number of frames\n",
        "  nframe = cap.get(cv2.CAP_PROP_FRAME_COUNT)\n",
        "  print(nframe)\n",
        "  if skip:\n",
        "    frames = [x * nframe / depth for x in range(depth)]\n",
        "  else:\n",
        "    frames = [x for x in range(depth)]\n",
        "  framearray = []\n",
        "\n",
        "  for i in range(depth):\n",
        "      #extract a specific frame out of the video\n",
        "      cap.set(cv2.CAP_PROP_POS_FRAMES, frames[i])\n",
        "      ret, frame = cap.read()\n",
        "      frame = cv2.resize(frame, (height,width))\n",
        "      if color:\n",
        "          framearray.append(frame)\n",
        "      else:\n",
        "          framearray.append(cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY))\n",
        "\n",
        "  cap.release()\n",
        "  return np.array(framearray)"
      ],
      "metadata": {
        "id": "niWGrT6sr9JO"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "pCM2rrmzuaB5"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "video_dir=\"/content/UCF101\"\n",
        "nclass=5\n",
        "for filename in files:\n",
        "  name = os.path.join(video_dir, filename)\n",
        "  label = get_UCF_classname(filename)\n",
        "  if label not in labellist:\n",
        "    if len(labellist) >= nclass:\n",
        "      continue\n",
        "    labellist.append(label)\n",
        "  labels.append(label)\n",
        "  X.append(video3d(name, color=True, skip=True))"
      ],
      "metadata": {
        "id": "_wxAgCZ0qwgp"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "with open(os.path.join('classes.txt'), 'w') as fp:\n",
        "  for i in range(len(labellist)):\n",
        "      fp.write('{}\\n'.format(labellist[i]))\n",
        "for num, label in enumerate(labellist):\n",
        "    for i in range(len(labels)):\n",
        "        if label == labels[i]:\n",
        "            labels[i] = num"
      ],
      "metadata": {
        "id": "jkxNOdl9to5J"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "labels"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "s8SriqRlunA5",
        "outputId": "b2646b93-88ab-470b-a7a3-308ae8d6ef47"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0,\n",
              " 1,\n",
              " 2,\n",
              " 3,\n",
              " 4,\n",
              " 2,\n",
              " 0,\n",
              " 2,\n",
              " 0,\n",
              " 4,\n",
              " 0,\n",
              " 2,\n",
              " 2,\n",
              " 1,\n",
              " 1,\n",
              " 2,\n",
              " 4,\n",
              " 2,\n",
              " 1,\n",
              " 0,\n",
              " 1,\n",
              " 1,\n",
              " 4,\n",
              " 2,\n",
              " 3,\n",
              " 4,\n",
              " 1,\n",
              " 0,\n",
              " 4,\n",
              " 1,\n",
              " 2,\n",
              " 0,\n",
              " 3,\n",
              " 2,\n",
              " 4,\n",
              " 2,\n",
              " 3,\n",
              " 1,\n",
              " 4,\n",
              " 2,\n",
              " 4,\n",
              " 1,\n",
              " 3,\n",
              " 0,\n",
              " 2,\n",
              " 1,\n",
              " 4,\n",
              " 3,\n",
              " 3,\n",
              " 0,\n",
              " 0,\n",
              " 2,\n",
              " 1,\n",
              " 0,\n",
              " 0,\n",
              " 1,\n",
              " 0,\n",
              " 3,\n",
              " 2,\n",
              " 3,\n",
              " 4,\n",
              " 0,\n",
              " 2,\n",
              " 1,\n",
              " 2,\n",
              " 3,\n",
              " 0,\n",
              " 4,\n",
              " 1,\n",
              " 0,\n",
              " 1,\n",
              " 1,\n",
              " 0,\n",
              " 2,\n",
              " 2,\n",
              " 2,\n",
              " 1,\n",
              " 0,\n",
              " 3,\n",
              " 2,\n",
              " 4,\n",
              " 1,\n",
              " 0,\n",
              " 2,\n",
              " 1,\n",
              " 3,\n",
              " 2,\n",
              " 4,\n",
              " 0,\n",
              " 0,\n",
              " 1,\n",
              " 3,\n",
              " 1,\n",
              " 0,\n",
              " 2,\n",
              " 3,\n",
              " 4,\n",
              " 4,\n",
              " 4,\n",
              " 1,\n",
              " 3,\n",
              " 3,\n",
              " 1,\n",
              " 2,\n",
              " 2,\n",
              " 0,\n",
              " 2,\n",
              " 3,\n",
              " 2,\n",
              " 2,\n",
              " 2,\n",
              " 3,\n",
              " 4,\n",
              " 4,\n",
              " 2,\n",
              " 3,\n",
              " 4,\n",
              " 4,\n",
              " 0,\n",
              " 4,\n",
              " 1,\n",
              " 1,\n",
              " 0,\n",
              " 3,\n",
              " 4,\n",
              " 4,\n",
              " 1,\n",
              " 4,\n",
              " 1,\n",
              " 1,\n",
              " 2,\n",
              " 2,\n",
              " 1,\n",
              " 0,\n",
              " 0,\n",
              " 0,\n",
              " 4,\n",
              " 0,\n",
              " 3,\n",
              " 2,\n",
              " 1,\n",
              " 1,\n",
              " 1,\n",
              " 0,\n",
              " 2,\n",
              " 4,\n",
              " 1,\n",
              " 1,\n",
              " 1,\n",
              " 0,\n",
              " 1,\n",
              " 4,\n",
              " 2,\n",
              " 3,\n",
              " 0,\n",
              " 4,\n",
              " 4,\n",
              " 1,\n",
              " 3,\n",
              " 0,\n",
              " 0,\n",
              " 1,\n",
              " 2,\n",
              " 0,\n",
              " 3,\n",
              " 3,\n",
              " 2,\n",
              " 2,\n",
              " 2,\n",
              " 0,\n",
              " 1,\n",
              " 1,\n",
              " 1,\n",
              " 1,\n",
              " 1,\n",
              " 1,\n",
              " 2,\n",
              " 2,\n",
              " 2,\n",
              " 1,\n",
              " 2,\n",
              " 2,\n",
              " 3,\n",
              " 2,\n",
              " 2,\n",
              " 3,\n",
              " 0,\n",
              " 0,\n",
              " 1,\n",
              " 4,\n",
              " 2,\n",
              " 2,\n",
              " 0,\n",
              " 3,\n",
              " 3,\n",
              " 1,\n",
              " 3,\n",
              " 0,\n",
              " 3,\n",
              " 3,\n",
              " 0,\n",
              " 1,\n",
              " 3,\n",
              " 4,\n",
              " 0,\n",
              " 4,\n",
              " 3,\n",
              " 0,\n",
              " 3,\n",
              " 0,\n",
              " 2,\n",
              " 2,\n",
              " 3,\n",
              " 3,\n",
              " 2,\n",
              " 3,\n",
              " 2,\n",
              " 0,\n",
              " 1,\n",
              " 2,\n",
              " 3,\n",
              " 0,\n",
              " 0,\n",
              " 4,\n",
              " 4,\n",
              " 3,\n",
              " 1,\n",
              " 0,\n",
              " 3,\n",
              " 3,\n",
              " 1,\n",
              " 1,\n",
              " 2,\n",
              " 4,\n",
              " 1,\n",
              " 4,\n",
              " 2,\n",
              " 1,\n",
              " 4,\n",
              " 1,\n",
              " 3,\n",
              " 3,\n",
              " 0,\n",
              " 3,\n",
              " 0,\n",
              " 4,\n",
              " 1,\n",
              " 0,\n",
              " 4,\n",
              " 0,\n",
              " 2,\n",
              " 2,\n",
              " 4,\n",
              " 3,\n",
              " 0,\n",
              " 3,\n",
              " 1,\n",
              " 4,\n",
              " 2,\n",
              " 1,\n",
              " 2,\n",
              " 4,\n",
              " 3,\n",
              " 2,\n",
              " 4,\n",
              " 2,\n",
              " 1,\n",
              " 2,\n",
              " 4,\n",
              " 1,\n",
              " 3,\n",
              " 2,\n",
              " 1,\n",
              " 3,\n",
              " 2,\n",
              " 1,\n",
              " 1,\n",
              " 2,\n",
              " 0,\n",
              " 3,\n",
              " 0,\n",
              " 0,\n",
              " 1,\n",
              " 3,\n",
              " 3,\n",
              " 4,\n",
              " 2,\n",
              " 1,\n",
              " 2,\n",
              " 3,\n",
              " 1,\n",
              " 3,\n",
              " 0,\n",
              " 3,\n",
              " 1,\n",
              " 2,\n",
              " 3,\n",
              " 4,\n",
              " 3,\n",
              " 4,\n",
              " 1,\n",
              " 2,\n",
              " 1,\n",
              " 0,\n",
              " 1,\n",
              " 4,\n",
              " 2,\n",
              " 2,\n",
              " 1,\n",
              " 1,\n",
              " 3,\n",
              " 0,\n",
              " 0,\n",
              " 1,\n",
              " 2,\n",
              " 4,\n",
              " 1,\n",
              " 4,\n",
              " 2,\n",
              " 3,\n",
              " 0,\n",
              " 1,\n",
              " 3,\n",
              " 0,\n",
              " 3,\n",
              " 0,\n",
              " 1,\n",
              " 4,\n",
              " 2,\n",
              " 1,\n",
              " 4,\n",
              " 1,\n",
              " 1,\n",
              " 1,\n",
              " 3,\n",
              " 1,\n",
              " 1,\n",
              " 2,\n",
              " 1,\n",
              " 3,\n",
              " 4,\n",
              " 2,\n",
              " 2,\n",
              " 2,\n",
              " 2,\n",
              " 3,\n",
              " 0,\n",
              " 0,\n",
              " 0,\n",
              " 1,\n",
              " 4,\n",
              " 4,\n",
              " 3,\n",
              " 3,\n",
              " 2,\n",
              " 2,\n",
              " 0,\n",
              " 0,\n",
              " 3,\n",
              " 0,\n",
              " 4,\n",
              " 0,\n",
              " 4,\n",
              " 3,\n",
              " 4,\n",
              " 2,\n",
              " 1,\n",
              " 3,\n",
              " 0,\n",
              " 1,\n",
              " 4,\n",
              " 1,\n",
              " 1,\n",
              " 2,\n",
              " 4,\n",
              " 1,\n",
              " 0,\n",
              " 0,\n",
              " 3,\n",
              " 3,\n",
              " 2,\n",
              " 0,\n",
              " 1,\n",
              " 1,\n",
              " 2,\n",
              " 0,\n",
              " 2,\n",
              " 4,\n",
              " 1,\n",
              " 2,\n",
              " 2,\n",
              " 3,\n",
              " 4,\n",
              " 4,\n",
              " 0,\n",
              " 4,\n",
              " 0,\n",
              " 4,\n",
              " 0,\n",
              " 4,\n",
              " 2,\n",
              " 4,\n",
              " 4,\n",
              " 4,\n",
              " 1,\n",
              " 0,\n",
              " 1,\n",
              " 2,\n",
              " 1,\n",
              " 4,\n",
              " 2,\n",
              " 4,\n",
              " 0,\n",
              " 0,\n",
              " 2,\n",
              " 4,\n",
              " 4,\n",
              " 2,\n",
              " 1,\n",
              " 3,\n",
              " 2,\n",
              " 1,\n",
              " 2,\n",
              " 2,\n",
              " 1,\n",
              " 3,\n",
              " 0,\n",
              " 4,\n",
              " 1,\n",
              " 2,\n",
              " 2,\n",
              " 0,\n",
              " 4,\n",
              " 0,\n",
              " 4,\n",
              " 4,\n",
              " 2,\n",
              " 3,\n",
              " 4,\n",
              " 2,\n",
              " 3,\n",
              " 3,\n",
              " 2,\n",
              " 1,\n",
              " 0,\n",
              " 4,\n",
              " 3,\n",
              " 1,\n",
              " 1,\n",
              " 4,\n",
              " 3,\n",
              " 2,\n",
              " 0,\n",
              " 0,\n",
              " 4,\n",
              " 1,\n",
              " 0,\n",
              " 0,\n",
              " 1,\n",
              " 1,\n",
              " 0,\n",
              " 0,\n",
              " 3,\n",
              " 1,\n",
              " 2,\n",
              " 1,\n",
              " 0,\n",
              " 4,\n",
              " 1,\n",
              " 3,\n",
              " 1,\n",
              " 0,\n",
              " 3,\n",
              " 4,\n",
              " 2,\n",
              " 4,\n",
              " 4,\n",
              " 2,\n",
              " 4,\n",
              " 4,\n",
              " 0,\n",
              " 3,\n",
              " 1,\n",
              " 1,\n",
              " 4,\n",
              " 0,\n",
              " 2,\n",
              " 2,\n",
              " 3,\n",
              " 4,\n",
              " 1,\n",
              " 4,\n",
              " 4,\n",
              " 1,\n",
              " 3,\n",
              " 0,\n",
              " 2,\n",
              " 2,\n",
              " 1,\n",
              " 2,\n",
              " 3,\n",
              " 2,\n",
              " 4,\n",
              " 2,\n",
              " 1,\n",
              " 1,\n",
              " 4,\n",
              " 2,\n",
              " 0,\n",
              " 1,\n",
              " 2,\n",
              " 0,\n",
              " 1,\n",
              " 3,\n",
              " 3,\n",
              " 0,\n",
              " 3,\n",
              " 1,\n",
              " 1,\n",
              " 0,\n",
              " 1,\n",
              " 4,\n",
              " 2,\n",
              " 0,\n",
              " 3,\n",
              " 1,\n",
              " 0,\n",
              " 4,\n",
              " 2,\n",
              " 3,\n",
              " 0,\n",
              " 3,\n",
              " 0,\n",
              " 4,\n",
              " 4,\n",
              " 2,\n",
              " 3,\n",
              " 2,\n",
              " 3,\n",
              " 1,\n",
              " 3,\n",
              " 2,\n",
              " 3,\n",
              " 4,\n",
              " 2,\n",
              " 0,\n",
              " 1,\n",
              " 4,\n",
              " 0,\n",
              " 0,\n",
              " 2,\n",
              " 2,\n",
              " 2,\n",
              " 0,\n",
              " 3,\n",
              " 1,\n",
              " 3,\n",
              " 2,\n",
              " 3,\n",
              " 0,\n",
              " 2,\n",
              " 2,\n",
              " 0,\n",
              " 4,\n",
              " 1,\n",
              " 0,\n",
              " 3,\n",
              " 0,\n",
              " 3,\n",
              " 1,\n",
              " 0,\n",
              " 3,\n",
              " 2,\n",
              " 4,\n",
              " 2,\n",
              " 1,\n",
              " 2,\n",
              " 1,\n",
              " 1,\n",
              " 1,\n",
              " 0,\n",
              " 2,\n",
              " 4,\n",
              " 1,\n",
              " 0,\n",
              " 3,\n",
              " 2,\n",
              " 3,\n",
              " 1,\n",
              " 0,\n",
              " 2,\n",
              " 4,\n",
              " 0,\n",
              " 1,\n",
              " 4,\n",
              " 4,\n",
              " 2,\n",
              " 1,\n",
              " 3,\n",
              " 2,\n",
              " 4,\n",
              " 3,\n",
              " 4,\n",
              " 3,\n",
              " 0,\n",
              " 1,\n",
              " 4,\n",
              " 3,\n",
              " 4,\n",
              " 1,\n",
              " 1,\n",
              " 1,\n",
              " 2,\n",
              " 3,\n",
              " 0,\n",
              " 4,\n",
              " 2,\n",
              " 1,\n",
              " 0,\n",
              " 2,\n",
              " 0,\n",
              " 0,\n",
              " 4,\n",
              " 0,\n",
              " 4,\n",
              " 3,\n",
              " 0,\n",
              " 2,\n",
              " 1,\n",
              " 0,\n",
              " 0,\n",
              " 2,\n",
              " 3,\n",
              " 1,\n",
              " 1,\n",
              " 4,\n",
              " 2,\n",
              " 3,\n",
              " 0,\n",
              " 2,\n",
              " 0,\n",
              " 0,\n",
              " 0,\n",
              " 1,\n",
              " 3,\n",
              " 0,\n",
              " 4,\n",
              " 3,\n",
              " 0,\n",
              " 2,\n",
              " 0,\n",
              " 4,\n",
              " 3,\n",
              " 1,\n",
              " 2,\n",
              " 2,\n",
              " 0,\n",
              " 2,\n",
              " 2,\n",
              " 4,\n",
              " 0,\n",
              " 3,\n",
              " 1,\n",
              " 4,\n",
              " 2,\n",
              " 0,\n",
              " 0,\n",
              " 3,\n",
              " 2,\n",
              " 1,\n",
              " 2,\n",
              " 3,\n",
              " 2,\n",
              " 0,\n",
              " 0,\n",
              " 3,\n",
              " 0,\n",
              " 3,\n",
              " 0,\n",
              " 2,\n",
              " 2,\n",
              " 2,\n",
              " 4,\n",
              " 0,\n",
              " 4,\n",
              " 0,\n",
              " 4,\n",
              " 0,\n",
              " 3,\n",
              " 4,\n",
              " 0,\n",
              " 1,\n",
              " 3,\n",
              " 2,\n",
              " 4]"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X = np.array(X).transpose((0, 2, 3, 4, 1))"
      ],
      "metadata": {
        "id": "FVH8aV6Buy6r"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#from sklearn.cross_validation import train_test_split\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense, Dropout, Activation, Flatten\n",
        "from keras.layers import Convolution3D, MaxPooling3D\n",
        "from keras.layers import (Activation, Conv3D, Dense, Dropout, Flatten,MaxPooling3D)\n",
        "from keras.utils import np_utils"
      ],
      "metadata": {
        "id": "QJiRS9h9upa6"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "Y = np_utils.to_categorical(labels,nclass)\n",
        "\n",
        "X = X.astype('float32')\n",
        "print('X_shape:{}\\nY_shape:{}'.format(X.shape, Y.shape))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Zp4puK5JvKKe",
        "outputId": "493635fa-ef72-4beb-93db-9d0f9626d5ba"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "X_shape:(695, 32, 32, 3, 10)\n",
            "Y_shape:(695, 5)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model = Sequential()\n",
        "model.add(Conv3D(32, kernel_size=(3, 3, 3), input_shape=(X.shape[1:]), padding='same'))\n",
        "model.add(Activation('relu'))\n",
        "model.add(Conv3D(32, kernel_size=(3, 3, 3), padding='same'))\n",
        "model.add(Activation('softmax'))\n",
        "model.add(MaxPooling3D(pool_size=(3, 3, 3), padding='same'))\n",
        "model.add(Dropout(0.25))\n",
        "\n",
        "model.add(Conv3D(64, kernel_size=(3, 3, 3), padding='same'))\n",
        "model.add(Activation('relu'))\n",
        "model.add(Conv3D(64, kernel_size=(3, 3, 3), padding='same'))\n",
        "model.add(Activation('softmax'))\n",
        "model.add(MaxPooling3D(pool_size=(3, 3, 3), padding='same'))\n",
        "model.add(Dropout(0.25))\n",
        "\n",
        "model.add(Flatten())\n",
        "model.add(Dense(512, activation='sigmoid'))\n",
        "model.add(Dropout(0.5))\n",
        "model.add(Dense(nclass, activation='softmax'))"
      ],
      "metadata": {
        "id": "mZ70XggFvdkV"
      },
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\n",
        "model.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TkaqKEikvwXk",
        "outputId": "a7dd009a-bba8-4cdb-8371-393f41e32d9f"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_4\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " conv3d_4 (Conv3D)           (None, 32, 32, 3, 32)     8672      \n",
            "                                                                 \n",
            " activation_4 (Activation)   (None, 32, 32, 3, 32)     0         \n",
            "                                                                 \n",
            " conv3d_5 (Conv3D)           (None, 32, 32, 3, 32)     27680     \n",
            "                                                                 \n",
            " activation_5 (Activation)   (None, 32, 32, 3, 32)     0         \n",
            "                                                                 \n",
            " max_pooling3d_2 (MaxPooling  (None, 11, 11, 1, 32)    0         \n",
            " 3D)                                                             \n",
            "                                                                 \n",
            " dropout_3 (Dropout)         (None, 11, 11, 1, 32)     0         \n",
            "                                                                 \n",
            " conv3d_6 (Conv3D)           (None, 11, 11, 1, 64)     55360     \n",
            "                                                                 \n",
            " activation_6 (Activation)   (None, 11, 11, 1, 64)     0         \n",
            "                                                                 \n",
            " conv3d_7 (Conv3D)           (None, 11, 11, 1, 64)     110656    \n",
            "                                                                 \n",
            " activation_7 (Activation)   (None, 11, 11, 1, 64)     0         \n",
            "                                                                 \n",
            " max_pooling3d_3 (MaxPooling  (None, 4, 4, 1, 64)      0         \n",
            " 3D)                                                             \n",
            "                                                                 \n",
            " dropout_4 (Dropout)         (None, 4, 4, 1, 64)       0         \n",
            "                                                                 \n",
            " flatten_1 (Flatten)         (None, 1024)              0         \n",
            "                                                                 \n",
            " dense_1 (Dense)             (None, 512)               524800    \n",
            "                                                                 \n",
            " dropout_5 (Dropout)         (None, 512)               0         \n",
            "                                                                 \n",
            " dense_2 (Dense)             (None, 5)                 2565      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 729,733\n",
            "Trainable params: 729,733\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        " from sklearn.model_selection import train_test_split\n",
        " X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.2, random_state=4)\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "f7pVwVNtw5Mk"
      },
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "history = model.fit(X_train, Y_train, validation_data=(X_test, Y_test), batch_size=128,epochs=100, verbose=1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_v115x3nxUR3",
        "outputId": "4dcb7a3b-37fc-48be-d198-9df59445f401"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/100\n",
            "5/5 [==============================] - 14s 176ms/step - loss: 1.8086 - accuracy: 0.2230 - val_loss: 1.7253 - val_accuracy: 0.2086\n",
            "Epoch 2/100\n",
            "5/5 [==============================] - 0s 62ms/step - loss: 1.8450 - accuracy: 0.2212 - val_loss: 1.6228 - val_accuracy: 0.2086\n",
            "Epoch 3/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 1.8362 - accuracy: 0.1655 - val_loss: 1.5981 - val_accuracy: 0.2014\n",
            "Epoch 4/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 1.8236 - accuracy: 0.1888 - val_loss: 1.5903 - val_accuracy: 0.2806\n",
            "Epoch 5/100\n",
            "5/5 [==============================] - 0s 54ms/step - loss: 1.7752 - accuracy: 0.1906 - val_loss: 1.6283 - val_accuracy: 0.2086\n",
            "Epoch 6/100\n",
            "5/5 [==============================] - 0s 54ms/step - loss: 1.7927 - accuracy: 0.1996 - val_loss: 1.6418 - val_accuracy: 0.2086\n",
            "Epoch 7/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 1.8009 - accuracy: 0.1978 - val_loss: 1.5965 - val_accuracy: 0.2014\n",
            "Epoch 8/100\n",
            "5/5 [==============================] - 0s 62ms/step - loss: 1.8113 - accuracy: 0.1799 - val_loss: 1.5867 - val_accuracy: 0.2806\n",
            "Epoch 9/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 1.7811 - accuracy: 0.1906 - val_loss: 1.6066 - val_accuracy: 0.2086\n",
            "Epoch 10/100\n",
            "5/5 [==============================] - 0s 62ms/step - loss: 1.8046 - accuracy: 0.1978 - val_loss: 1.5894 - val_accuracy: 0.2086\n",
            "Epoch 11/100\n",
            "5/5 [==============================] - 0s 65ms/step - loss: 1.7087 - accuracy: 0.2374 - val_loss: 1.5417 - val_accuracy: 0.4029\n",
            "Epoch 12/100\n",
            "5/5 [==============================] - 0s 64ms/step - loss: 1.6421 - accuracy: 0.2608 - val_loss: 1.4587 - val_accuracy: 0.4101\n",
            "Epoch 13/100\n",
            "5/5 [==============================] - 0s 54ms/step - loss: 1.5418 - accuracy: 0.3165 - val_loss: 1.3706 - val_accuracy: 0.4317\n",
            "Epoch 14/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 1.4868 - accuracy: 0.3759 - val_loss: 1.3603 - val_accuracy: 0.4101\n",
            "Epoch 15/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 1.4439 - accuracy: 0.3813 - val_loss: 1.2761 - val_accuracy: 0.4604\n",
            "Epoch 16/100\n",
            "5/5 [==============================] - 0s 58ms/step - loss: 1.3527 - accuracy: 0.4083 - val_loss: 1.1845 - val_accuracy: 0.4892\n",
            "Epoch 17/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 1.2078 - accuracy: 0.5144 - val_loss: 1.1703 - val_accuracy: 0.5396\n",
            "Epoch 18/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 1.1961 - accuracy: 0.5108 - val_loss: 1.1227 - val_accuracy: 0.5540\n",
            "Epoch 19/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 1.1624 - accuracy: 0.5252 - val_loss: 1.0098 - val_accuracy: 0.5827\n",
            "Epoch 20/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 1.0151 - accuracy: 0.5899 - val_loss: 0.9623 - val_accuracy: 0.6043\n",
            "Epoch 21/100\n",
            "5/5 [==============================] - 0s 64ms/step - loss: 0.9847 - accuracy: 0.5809 - val_loss: 0.9077 - val_accuracy: 0.6259\n",
            "Epoch 22/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.9376 - accuracy: 0.6241 - val_loss: 0.8426 - val_accuracy: 0.6403\n",
            "Epoch 23/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.8909 - accuracy: 0.6493 - val_loss: 0.8100 - val_accuracy: 0.6691\n",
            "Epoch 24/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.8367 - accuracy: 0.6313 - val_loss: 0.8300 - val_accuracy: 0.6475\n",
            "Epoch 25/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.8454 - accuracy: 0.6475 - val_loss: 0.7616 - val_accuracy: 0.6403\n",
            "Epoch 26/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.7845 - accuracy: 0.6924 - val_loss: 0.7535 - val_accuracy: 0.6835\n",
            "Epoch 27/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.7471 - accuracy: 0.7068 - val_loss: 0.7016 - val_accuracy: 0.6978\n",
            "Epoch 28/100\n",
            "5/5 [==============================] - 0s 54ms/step - loss: 0.6726 - accuracy: 0.7320 - val_loss: 0.7078 - val_accuracy: 0.6835\n",
            "Epoch 29/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.7498 - accuracy: 0.6853 - val_loss: 0.7265 - val_accuracy: 0.7050\n",
            "Epoch 30/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.6809 - accuracy: 0.7392 - val_loss: 0.6503 - val_accuracy: 0.7194\n",
            "Epoch 31/100\n",
            "5/5 [==============================] - 0s 54ms/step - loss: 0.6091 - accuracy: 0.7734 - val_loss: 0.6320 - val_accuracy: 0.7338\n",
            "Epoch 32/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.5981 - accuracy: 0.7626 - val_loss: 0.5985 - val_accuracy: 0.7914\n",
            "Epoch 33/100\n",
            "5/5 [==============================] - 0s 75ms/step - loss: 0.5837 - accuracy: 0.7806 - val_loss: 0.5822 - val_accuracy: 0.7914\n",
            "Epoch 34/100\n",
            "5/5 [==============================] - 0s 65ms/step - loss: 0.5431 - accuracy: 0.7860 - val_loss: 0.6310 - val_accuracy: 0.7266\n",
            "Epoch 35/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.5332 - accuracy: 0.7932 - val_loss: 0.5910 - val_accuracy: 0.7266\n",
            "Epoch 36/100\n",
            "5/5 [==============================] - 0s 76ms/step - loss: 0.5022 - accuracy: 0.8004 - val_loss: 0.6633 - val_accuracy: 0.7410\n",
            "Epoch 37/100\n",
            "5/5 [==============================] - 0s 64ms/step - loss: 0.4991 - accuracy: 0.8112 - val_loss: 0.5503 - val_accuracy: 0.8058\n",
            "Epoch 38/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.5121 - accuracy: 0.7806 - val_loss: 0.6015 - val_accuracy: 0.7914\n",
            "Epoch 39/100\n",
            "5/5 [==============================] - 0s 65ms/step - loss: 0.4919 - accuracy: 0.7842 - val_loss: 0.5920 - val_accuracy: 0.7626\n",
            "Epoch 40/100\n",
            "5/5 [==============================] - 0s 69ms/step - loss: 0.4694 - accuracy: 0.8165 - val_loss: 0.5845 - val_accuracy: 0.7482\n",
            "Epoch 41/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.4433 - accuracy: 0.8129 - val_loss: 0.5319 - val_accuracy: 0.7914\n",
            "Epoch 42/100\n",
            "5/5 [==============================] - 0s 58ms/step - loss: 0.4199 - accuracy: 0.8345 - val_loss: 0.5417 - val_accuracy: 0.7770\n",
            "Epoch 43/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.4115 - accuracy: 0.8435 - val_loss: 0.5033 - val_accuracy: 0.7914\n",
            "Epoch 44/100\n",
            "5/5 [==============================] - 0s 54ms/step - loss: 0.4036 - accuracy: 0.8363 - val_loss: 0.5369 - val_accuracy: 0.7986\n",
            "Epoch 45/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.3874 - accuracy: 0.8561 - val_loss: 0.4951 - val_accuracy: 0.8058\n",
            "Epoch 46/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.3832 - accuracy: 0.8507 - val_loss: 0.5720 - val_accuracy: 0.7698\n",
            "Epoch 47/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.3965 - accuracy: 0.8435 - val_loss: 0.5036 - val_accuracy: 0.8273\n",
            "Epoch 48/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.3659 - accuracy: 0.8759 - val_loss: 0.5119 - val_accuracy: 0.7914\n",
            "Epoch 49/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.3727 - accuracy: 0.8579 - val_loss: 0.5214 - val_accuracy: 0.8058\n",
            "Epoch 50/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.3844 - accuracy: 0.8507 - val_loss: 0.5234 - val_accuracy: 0.7770\n",
            "Epoch 51/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.3729 - accuracy: 0.8381 - val_loss: 0.4654 - val_accuracy: 0.8129\n",
            "Epoch 52/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.3635 - accuracy: 0.8687 - val_loss: 0.4671 - val_accuracy: 0.8273\n",
            "Epoch 53/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.4898 - accuracy: 0.8076 - val_loss: 0.7545 - val_accuracy: 0.6906\n",
            "Epoch 54/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.5182 - accuracy: 0.7986 - val_loss: 0.5539 - val_accuracy: 0.7626\n",
            "Epoch 55/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.5151 - accuracy: 0.7986 - val_loss: 0.7448 - val_accuracy: 0.7554\n",
            "Epoch 56/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.4569 - accuracy: 0.8309 - val_loss: 0.6456 - val_accuracy: 0.7626\n",
            "Epoch 57/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.3887 - accuracy: 0.8453 - val_loss: 0.6522 - val_accuracy: 0.7626\n",
            "Epoch 58/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.3912 - accuracy: 0.8561 - val_loss: 0.5031 - val_accuracy: 0.8058\n",
            "Epoch 59/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.3748 - accuracy: 0.8507 - val_loss: 0.4626 - val_accuracy: 0.8417\n",
            "Epoch 60/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.3152 - accuracy: 0.8885 - val_loss: 0.4667 - val_accuracy: 0.8201\n",
            "Epoch 61/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.2834 - accuracy: 0.8957 - val_loss: 0.4346 - val_accuracy: 0.8633\n",
            "Epoch 62/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.2653 - accuracy: 0.9065 - val_loss: 0.4542 - val_accuracy: 0.8345\n",
            "Epoch 63/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.2811 - accuracy: 0.8957 - val_loss: 0.4727 - val_accuracy: 0.8058\n",
            "Epoch 64/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.2981 - accuracy: 0.8957 - val_loss: 0.4440 - val_accuracy: 0.8345\n",
            "Epoch 65/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.2470 - accuracy: 0.9191 - val_loss: 0.4311 - val_accuracy: 0.8273\n",
            "Epoch 66/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.2442 - accuracy: 0.9155 - val_loss: 0.4879 - val_accuracy: 0.7986\n",
            "Epoch 67/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.2354 - accuracy: 0.9173 - val_loss: 0.4612 - val_accuracy: 0.8417\n",
            "Epoch 68/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.2480 - accuracy: 0.9155 - val_loss: 0.4149 - val_accuracy: 0.8201\n",
            "Epoch 69/100\n",
            "5/5 [==============================] - 0s 58ms/step - loss: 0.2169 - accuracy: 0.9245 - val_loss: 0.4646 - val_accuracy: 0.8417\n",
            "Epoch 70/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.2182 - accuracy: 0.9263 - val_loss: 0.4216 - val_accuracy: 0.8273\n",
            "Epoch 71/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.2449 - accuracy: 0.9083 - val_loss: 0.4473 - val_accuracy: 0.8633\n",
            "Epoch 72/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.2335 - accuracy: 0.9155 - val_loss: 0.4463 - val_accuracy: 0.8201\n",
            "Epoch 73/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.2417 - accuracy: 0.9119 - val_loss: 0.4102 - val_accuracy: 0.8705\n",
            "Epoch 74/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.2365 - accuracy: 0.9173 - val_loss: 0.4275 - val_accuracy: 0.8129\n",
            "Epoch 75/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.2207 - accuracy: 0.9245 - val_loss: 0.5159 - val_accuracy: 0.8273\n",
            "Epoch 76/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.2455 - accuracy: 0.9191 - val_loss: 0.4173 - val_accuracy: 0.8561\n",
            "Epoch 77/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.2285 - accuracy: 0.9227 - val_loss: 0.4483 - val_accuracy: 0.8345\n",
            "Epoch 78/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.2589 - accuracy: 0.9047 - val_loss: 0.4128 - val_accuracy: 0.8561\n",
            "Epoch 79/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.2142 - accuracy: 0.9173 - val_loss: 0.4611 - val_accuracy: 0.8058\n",
            "Epoch 80/100\n",
            "5/5 [==============================] - 0s 66ms/step - loss: 0.2488 - accuracy: 0.9083 - val_loss: 0.3992 - val_accuracy: 0.8705\n",
            "Epoch 81/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.2618 - accuracy: 0.9119 - val_loss: 0.4097 - val_accuracy: 0.8705\n",
            "Epoch 82/100\n",
            "5/5 [==============================] - 0s 67ms/step - loss: 0.2596 - accuracy: 0.9047 - val_loss: 0.4286 - val_accuracy: 0.8345\n",
            "Epoch 83/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.2174 - accuracy: 0.9137 - val_loss: 0.4461 - val_accuracy: 0.8201\n",
            "Epoch 84/100\n",
            "5/5 [==============================] - 0s 55ms/step - loss: 0.2543 - accuracy: 0.9083 - val_loss: 0.3954 - val_accuracy: 0.8705\n",
            "Epoch 85/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.2154 - accuracy: 0.9317 - val_loss: 0.5651 - val_accuracy: 0.8129\n",
            "Epoch 86/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.3013 - accuracy: 0.8939 - val_loss: 0.3549 - val_accuracy: 0.8849\n",
            "Epoch 87/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.2704 - accuracy: 0.8957 - val_loss: 0.7508 - val_accuracy: 0.7626\n",
            "Epoch 88/100\n",
            "5/5 [==============================] - 0s 54ms/step - loss: 0.2853 - accuracy: 0.8831 - val_loss: 0.4245 - val_accuracy: 0.8489\n",
            "Epoch 89/100\n",
            "5/5 [==============================] - 0s 58ms/step - loss: 0.2375 - accuracy: 0.9137 - val_loss: 0.5038 - val_accuracy: 0.8201\n",
            "Epoch 90/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.2473 - accuracy: 0.9173 - val_loss: 0.4287 - val_accuracy: 0.8345\n",
            "Epoch 91/100\n",
            "5/5 [==============================] - 0s 59ms/step - loss: 0.1795 - accuracy: 0.9406 - val_loss: 0.4203 - val_accuracy: 0.8561\n",
            "Epoch 92/100\n",
            "5/5 [==============================] - 0s 65ms/step - loss: 0.1835 - accuracy: 0.9388 - val_loss: 0.4424 - val_accuracy: 0.8489\n",
            "Epoch 93/100\n",
            "5/5 [==============================] - 0s 57ms/step - loss: 0.1475 - accuracy: 0.9442 - val_loss: 0.4402 - val_accuracy: 0.8561\n",
            "Epoch 94/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.1473 - accuracy: 0.9496 - val_loss: 0.4757 - val_accuracy: 0.8273\n",
            "Epoch 95/100\n",
            "5/5 [==============================] - 0s 58ms/step - loss: 0.1663 - accuracy: 0.9460 - val_loss: 0.4401 - val_accuracy: 0.8561\n",
            "Epoch 96/100\n",
            "5/5 [==============================] - 0s 56ms/step - loss: 0.1303 - accuracy: 0.9586 - val_loss: 0.4292 - val_accuracy: 0.8417\n",
            "Epoch 97/100\n",
            "5/5 [==============================] - 0s 58ms/step - loss: 0.1223 - accuracy: 0.9550 - val_loss: 0.3909 - val_accuracy: 0.8705\n",
            "Epoch 98/100\n",
            "5/5 [==============================] - 0s 88ms/step - loss: 0.1365 - accuracy: 0.9496 - val_loss: 0.4459 - val_accuracy: 0.8417\n",
            "Epoch 99/100\n",
            "5/5 [==============================] - 0s 61ms/step - loss: 0.1300 - accuracy: 0.9550 - val_loss: 0.4199 - val_accuracy: 0.8561\n",
            "Epoch 100/100\n",
            "5/5 [==============================] - 0s 66ms/step - loss: 0.1437 - accuracy: 0.9514 - val_loss: 0.4640 - val_accuracy: 0.8489\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.evaluate(X_test, Y_test, verbose=0)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AFUfZ_1BxSK1",
        "outputId": "c5cc919b-2b57-43ed-f625-f741bcc65072"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.46398699283599854, 0.8489208817481995]"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "yWMV1b3qyE4k"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}