voice to emotion.ipynb

{
  "nbformat": 4,
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  "metadata": {
    "colab": {
      "name": "voice to emotion 2.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "snIZtrh1kKqf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!mkdir kaggle"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ml6g2yK0kVRC",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import json\n",
        "token = {\"username\":\"piyushtiwari\",\"key\":\"4f2d8ff0731a68d2096176ef5a75b22f\"}\n",
        "with open('/content/kaggle/kaggle.json', 'w') as file:\n",
        "    json.dump(token, file)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "liR7GH9N_DjJ",
        "colab_type": "text"
      },
      "source": [
        ""
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Y3S6d774kebG",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!mkdir ~/.kaggle"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7XwTUCzHkgNU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!cp /content/kaggle/kaggle.json ~/.kaggle/kaggle.json"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LKYH_cVckiOz",
        "colab_type": "code",
        "outputId": "d3b1d1c1-5eb5-4ae0-c63d-b31368b7beba",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "!kaggle config set -n path -v{/content}"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /root/.kaggle/kaggle.json'\n",
            "- path is now set to: {/content}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OKc9ezwNkkFn",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!chmod 600 /root/.kaggle/kaggle.json"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-ueOkp_1kl1f",
        "colab_type": "code",
        "outputId": "f582b8f3-d9a5-4a3e-a3c3-24c9e0973b78",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 425
        }
      },
      "source": [
        "!kaggle datasets list -s korean"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Warning: Looks like you're using an outdated API Version, please consider updating (server 1.5.6 / client 1.5.4)\n",
            "ref                                                              title                                              size  lastUpdated          downloadCount  \n",
            "---------------------------------------------------------------  ------------------------------------------------  -----  -------------------  -------------  \n",
            "bryanpark/korean-single-speaker-speech-dataset                   Korean Single Speaker Speech Dataset                3GB  2019-11-15 22:18:08           1900  \n",
            "usaf/korean-war-bombing-runs                                     Korean War Bombing Runs                           497KB  2017-09-13 19:22:29            235  \n",
            "zldzmfoq12/korean-voice                                          korean_voice                                        5GB  2019-08-20 07:03:22             35  \n",
            "gomjellie/kospi-price-data                                       Kospi Stock Price                                  42MB  2017-09-30 16:34:39            557  \n",
            "rtatman/national-institute-of-the-korean-language-corpus         National Institute of the Korean Language Corpus  713KB  2017-10-06 21:11:05            252  \n",
            "bryanpark/parallelsents                                          1000 parallel sentences                           128KB  2016-12-25 12:04:04            432  \n",
            "biokpc/us-korean-exchange-rate                                   Korean_won vs US_Dollar exchange rate              22KB  2017-08-30 00:08:34            120  \n",
            "jihyeseo/seoulairreport                                          Air pollutants measured in Seoul                   43KB  2017-11-24 14:43:19           1526  \n",
            "flightstar/vietnamese-korean-dataset                             Vietnamese Korean Dataset                           2MB  2018-12-24 10:24:57             12  \n",
            "paolop/human-instructions-korean-wikihow                         Human Instructions - Korean (wikiHow)              36MB  2017-03-18 14:10:07             30  \n",
            "alvations/old-newspapers                                         Old Newspapers                                      2GB  2017-11-16 04:53:55           1130  \n",
            "captainnemo9292/korean-extremist-website-womad-hate-speech-data  Korean Extremist Website Womad Hate Speech Data    68KB  2019-05-04 05:30:35             63  \n",
            "rtatman/sentiment-lexicons-for-81-languages                      Sentiment Lexicons for 81 Languages                 2MB  2017-09-13 19:59:05           5226  \n",
            "michaelapers/pubg-1pp-squads-31147-matches                       PUBG 1PP Squads, 31147 Matches                       0B  2018-04-06 02:45:05            402  \n",
            "alvations/hearthstone-translations                               Hearthstone Translations                           14MB  2019-06-03 07:16:12             28  \n",
            "parksami/koreahorseracedata                                      Korea Horse Racing                                 10MB  2017-06-04 16:26:09            443  \n",
            "goweiting/ted-talks-transcript                                   Ted Talks Transcript                              551MB  2018-01-27 17:11:45            393  \n",
            "kyungseolee/data-bid-announcementkorean                          Data Bid Announcement(Korean)                     211KB  2018-05-02 05:41:28             13  \n",
            "aludosan/myanimelist-anime-dataset-as-20190204                   MyAnimelist Anime Dataset as 2019/02/04             5MB  2019-02-06 09:40:59            366  \n",
            "bryanpark/jit-dataset                                            JIT_dataset                                         7MB  2019-11-25 12:08:03              5  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QQKbfS-dksCy",
        "colab_type": "code",
        "outputId": "1556bc18-fc55-487f-dd1b-2ad6399335a0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 70
        }
      },
      "source": [
        "!kaggle datasets download -d bryanpark/korean-single-speaker-speech-dataset"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading korean-single-speaker-speech-dataset.zip to {/content}/datasets/bryanpark/korean-single-speaker-speech-dataset\n",
            "100% 2.86G/2.86G [00:47<00:00, 56.5MB/s]\n",
            "100% 2.86G/2.86G [00:47<00:00, 64.2MB/s]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1VtgOfSLl7vT",
        "colab_type": "code",
        "outputId": "c1b7f0d8-2a96-4848-ee17-b845f99fce5a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "!pip install python_speech_features"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: python_speech_features in /usr/local/lib/python3.6/dist-packages (0.6)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_doWLMipmE97",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import os"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qvaBvQw8mHsV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "os.mkdir(\"speech\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DGyvGzNRmHws",
        "colab_type": "code",
        "outputId": "eafbe47a-4211-4bca-f6d6-76e52f6459ed",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!unzip \"/content/{/content}/datasets/bryanpark/korean-single-speaker-speech-dataset/korean-single-speaker-speech-dataset.zip\" -d \"speech\""
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  /content/{/content}/datasets/bryanpark/korean-single-speaker-speech-dataset/korean-single-speaker-speech-dataset.zip\n",
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            "  inflating: speech/transcript.v.1.3.txt  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l9BoXLeqmda8",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "# tensorflow imports\n",
        "import tensorflow as tf\n",
        "import keras\n",
        "\n",
        "# tf.keras imports\n",
        "from tensorflow.keras import Model\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras import regularizers\n",
        "\n",
        "from tensorflow.keras.layers import Dense, Conv1D, Activation, Dropout, Flatten\n",
        "from tensorflow.keras.layers import BatchNormalization, Input, MaxPooling1D\n",
        "from tensorflow.keras import optimizers\n",
        "from tensorflow.keras.callbacks import ReduceLROnPlateau\n",
        "from tensorflow.keras.models import load_model\n",
        "\n",
        "# import for showing the confusion matrix\n",
        "\n",
        "import numpy as np"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r31JDPuWmj8a",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from python_speech_features import mfcc\n",
        "import os\n",
        "import librosa\n",
        "\n",
        "def wav_to_mfcc(wav_filename, num_cepstrum):\n",
        "    \"\"\" extract MFCC features from a wav file\n",
        "    \n",
        "    :param wav_filename: filename with .wav format\n",
        "    :param num_cepstrum: number of cepstrum to return\n",
        "    :return: MFCC features for wav file\n",
        "    \"\"\"\n",
        "    mfcc = []\n",
        "    sig, rate = librosa.load(wav_filename)\n",
        "    \n",
        "    mfcc_features = librosa.feature.mfcc(sig, rate, n_mfcc=num_cepstrum)\n",
        "    if len(mfcc_features[0])<152:\n",
        "      mfcc_features = np.concatenate((mfcc_features, np.zeros((40, 152-len(mfcc_features[0])))), axis=1)\n",
        "    else:\n",
        "      mfcc_features = mfcc_features[:,:152]\n",
        "\n",
        "    return mfcc_features"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bMqa6gSsmkAd",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "mfcc = wav_to_mfcc(\"/content/speech/kss/2/2_0003.wav\", 40)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ouEkZp5qmj50",
        "colab_type": "code",
        "outputId": "243b6998-dc31-47ce-a08c-054225c83ff0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "(mfcc[1][150])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 78
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bfQPSNVkJg0t",
        "colab_type": "code",
        "outputId": "9b7ce88a-85fa-47d9-ec29-3662b83a6150",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "len(os.listdir(\"/content/speech/kss/3\"))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "5025"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 79
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xHKAU332Jg__",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.preprocessing import PowerTransformer\n",
        "pt = PowerTransformer()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bKvEDjZFzBJJ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "mfcc= mfcc.transpose()\n",
        "pt.fit(mfcc)\n",
        "mfcc = pt.transform(mfcc)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-LtbrEyUzBVK",
        "colab_type": "code",
        "outputId": "447da16e-c93d-479c-b7ee-edc2bd389345",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "mfcc[1][29]"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "-2.2568051601096086"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 84
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PZCkBHKznZpx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def load_data(data_dir):\n",
        "  label = 0\n",
        "  labels = []\n",
        "  data = []\n",
        "  for folder in os.listdir(data_dir):\n",
        "    count = 0\n",
        "    each = os.path.join(data_dir, folder)\n",
        "    \n",
        "    data_each = []\n",
        "    for speech in os.listdir(each):\n",
        "      if count<1040:\n",
        "        path = os.path.join(each, speech)\n",
        "        mfcc = wav_to_mfcc(path, 40)\n",
        "        mfcc= mfcc.transpose()\n",
        "        pt.fit(mfcc)\n",
        "        mfcc = pt.transform(mfcc)\n",
        "        data_each.append(mfcc)\n",
        "        labels.append(label)\n",
        "        count+=1\n",
        "    label+=1\n",
        "    data.append(data_each)\n",
        "  return data, labels"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "28zMQnmepWMp",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "data_dir = \"/content/speech/kss\"\n",
        "data, labels = load_data(data_dir)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "glCkNY71pd5y",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "data_arr = np.array(data)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rtz80B3Rqu-m",
        "colab_type": "code",
        "outputId": "756dc504-941a-4b18-c5a3-d70895cba844",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "data_arr.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4, 1040, 152, 40)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 62
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s_nj5tOGgAFe",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "data_arr = data_arr.reshape(-1,152,40)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vXErI_dIgK2Z",
        "colab_type": "code",
        "outputId": "4d32f76c-5992-4abb-9476-fc1e6be2a8f4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "data_arr.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4160, 152, 40)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 64
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H6ZSaxnRievt",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kmxtu5zcqxWf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "labels = tf.keras.utils.to_categorical(labels)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X_drM9geq5Pj",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "X_train_big, X_test_big, Y_train_big, Y_test_big = train_test_split(data_arr, labels, test_size = 0.05, shuffle=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "361aQREfrccl",
        "colab_type": "code",
        "outputId": "58bca232-d5a4-4ef9-ac33-07602a483831",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "print(X_train.shape)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(910, 152, 40)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gv_JJ0_2_vkw",
        "colab_type": "code",
        "outputId": "0e8af485-5584-4564-ef9e-4ce2ff56cbb6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "labels.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4160, 4)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 68
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "R8-zZWq4rSAT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def create_model():\n",
        "  model = Sequential()\n",
        "  \n",
        "  conv1 = model.add(Conv1D(80,kernel_size=3, padding='same', activation='relu', input_shape=(152, 40)))\n",
        "  max1 = model.add(MaxPooling1D(pool_size=2))\n",
        "  #drop1 = model.add(Dropout(0.3))\n",
        "  bn1 = model.add(BatchNormalization())\n",
        "\n",
        "  conv2 = model.add(Conv1D(128,kernel_size=3, padding='same', activation='relu'))\n",
        "  max2 = model.add(MaxPooling1D(pool_size=2))\n",
        "  #drop3 = model.add(Dropout(0.3))\n",
        "  bn2 = model.add(BatchNormalization())\n",
        "\n",
        "  conv3 = model.add(Conv1D(128,kernel_size=3, padding='same', activation='relu'))\n",
        "  max3 = model.add(MaxPooling1D(pool_size=2))\n",
        "  #drop3 = model.add(Dropout(0.3))\n",
        "  bn3 = model.add(BatchNormalization())\n",
        "\n",
        "  conv4 = model.add(Conv1D(256,kernel_size=3, padding='same', activation='relu'))\n",
        "  max4 = model.add(MaxPooling1D(pool_size=2))\n",
        "  #drop4 = model.add(Dropout(0.3))\n",
        "  bn4 = model.add(BatchNormalization())\n",
        "\n",
        "  conv5 = model.add(Conv1D(256,kernel_size=3, padding='same', activation='relu'))\n",
        "  max5 = model.add(MaxPooling1D(pool_size=2))\n",
        "  #drop5 = model.add(Dropout(0.3))\n",
        "  bn5 = model.add(BatchNormalization())\n",
        "\n",
        "  conv6 = model.add(Conv1D(512,kernel_size=3, padding='same', activation='relu'))\n",
        "  max6 = model.add(MaxPooling1D(pool_size=2))\n",
        "  bn6 = model.add(BatchNormalization())\n",
        "  #drop6 = model.add(Dropout(0.5))\n",
        "\n",
        "  conv7 = model.add(Conv1D(512,kernel_size=3, padding='same', activation='relu'))\n",
        "  max7 = model.add(MaxPooling1D(pool_size=2))\n",
        "  bn7 = model.add(BatchNormalization())\n",
        "  #drop6 = model.add(Dropout(0.5))\n",
        "\n",
        "  conv8 = model.add(Conv1D(1024,kernel_size=3, padding='same', activation='relu'))\n",
        "  #max8 = model.add(MaxPooling1D(pool_size=2))\n",
        "  bn8 = model.add(BatchNormalization())\n",
        "  #drop6 = model.add(Dropout(0.5))\n",
        "  \n",
        "  fl = model.add(Flatten())\n",
        "  #drop4 = model.add(Dropout(0.3))\n",
        "  dense1 = model.add(Dense(2048, activation='relu', kernel_regularizer = regularizers.l2(0.01)))\n",
        "\n",
        "  dense2 = model.add(Dense(4, activation='softmax'))\n",
        "  \n",
        "  sgd = optimizers.SGD(learning_rate=0.001, momentum=0.9, nesterov=True)\n",
        "  \n",
        "  model.compile(optimizer = sgd, loss = tf.keras.losses.categorical_crossentropy, metrics = [\"accuracy\"])   \n",
        "  model.summary()\n",
        "  \n",
        "  return model"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bE0fRRrQrnKq",
        "colab_type": "code",
        "outputId": "d3428dc4-cb00-47b1-967d-c83e65c7fa22",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "reduce_lr = ReduceLROnPlateau(monitor='loss', factor=0.2,\n",
        "                              patience=2, min_lr=0.0001)\n",
        "model = create_model()\n",
        "model_hist = model.fit(X_train_big, Y_train_big, epochs = 80, batch_size = 16, validation_split=0.05, callbacks=[reduce_lr]) "
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_30\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "conv1d_130 (Conv1D)          (None, 152, 80)           9680      \n",
            "_________________________________________________________________\n",
            "max_pooling1d_118 (MaxPoolin (None, 76, 80)            0         \n",
            "_________________________________________________________________\n",
            "batch_normalization_129 (Bat (None, 76, 80)            320       \n",
            "_________________________________________________________________\n",
            "conv1d_131 (Conv1D)          (None, 76, 128)           30848     \n",
            "_________________________________________________________________\n",
            "max_pooling1d_119 (MaxPoolin (None, 38, 128)           0         \n",
            "_________________________________________________________________\n",
            "batch_normalization_130 (Bat (None, 38, 128)           512       \n",
            "_________________________________________________________________\n",
            "conv1d_132 (Conv1D)          (None, 38, 128)           49280     \n",
            "_________________________________________________________________\n",
            "max_pooling1d_120 (MaxPoolin (None, 19, 128)           0         \n",
            "_________________________________________________________________\n",
            "batch_normalization_131 (Bat (None, 19, 128)           512       \n",
            "_________________________________________________________________\n",
            "conv1d_133 (Conv1D)          (None, 19, 256)           98560     \n",
            "_________________________________________________________________\n",
            "max_pooling1d_121 (MaxPoolin (None, 9, 256)            0         \n",
            "_________________________________________________________________\n",
            "batch_normalization_132 (Bat (None, 9, 256)            1024      \n",
            "_________________________________________________________________\n",
            "conv1d_134 (Conv1D)          (None, 9, 256)            196864    \n",
            "_________________________________________________________________\n",
            "max_pooling1d_122 (MaxPoolin (None, 4, 256)            0         \n",
            "_________________________________________________________________\n",
            "batch_normalization_133 (Bat (None, 4, 256)            1024      \n",
            "_________________________________________________________________\n",
            "conv1d_135 (Conv1D)          (None, 4, 512)            393728    \n",
            "_________________________________________________________________\n",
            "max_pooling1d_123 (MaxPoolin (None, 2, 512)            0         \n",
            "_________________________________________________________________\n",
            "batch_normalization_134 (Bat (None, 2, 512)            2048      \n",
            "_________________________________________________________________\n",
            "conv1d_136 (Conv1D)          (None, 2, 512)            786944    \n",
            "_________________________________________________________________\n",
            "max_pooling1d_124 (MaxPoolin (None, 1, 512)            0         \n",
            "_________________________________________________________________\n",
            "batch_normalization_135 (Bat (None, 1, 512)            2048      \n",
            "_________________________________________________________________\n",
            "conv1d_137 (Conv1D)          (None, 1, 1024)           1573888   \n",
            "_________________________________________________________________\n",
            "batch_normalization_136 (Bat (None, 1, 1024)           4096      \n",
            "_________________________________________________________________\n",
            "flatten_29 (Flatten)         (None, 1024)              0         \n",
            "_________________________________________________________________\n",
            "dense_58 (Dense)             (None, 2048)              2099200   \n",
            "_________________________________________________________________\n",
            "dense_59 (Dense)             (None, 4)                 8196      \n",
            "=================================================================\n",
            "Total params: 5,258,772\n",
            "Trainable params: 5,252,980\n",
            "Non-trainable params: 5,792\n",
            "_________________________________________________________________\n",
            "Train on 3754 samples, validate on 198 samples\n",
            "Epoch 1/80\n",
            "3754/3754 [==============================] - 13s 3ms/sample - loss: 14.0741 - acc: 0.5400 - val_loss: 13.3567 - val_acc: 0.5354\n",
            "Epoch 2/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 12.6072 - acc: 0.6867 - val_loss: 12.1605 - val_acc: 0.6768\n",
            "Epoch 3/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 11.2726 - acc: 0.8207 - val_loss: 11.2081 - val_acc: 0.6313\n",
            "Epoch 4/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 10.1495 - acc: 0.8865 - val_loss: 10.5935 - val_acc: 0.6313\n",
            "Epoch 5/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 9.1317 - acc: 0.9409 - val_loss: 9.7171 - val_acc: 0.6768\n",
            "Epoch 6/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 8.2982 - acc: 0.9489 - val_loss: 8.9632 - val_acc: 0.6566\n",
            "Epoch 7/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 7.5471 - acc: 0.9587 - val_loss: 8.3302 - val_acc: 0.6364\n",
            "Epoch 8/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 6.8357 - acc: 0.9790 - val_loss: 7.9281 - val_acc: 0.6111\n",
            "Epoch 9/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 6.2330 - acc: 0.9747 - val_loss: 7.2937 - val_acc: 0.6263\n",
            "Epoch 10/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 5.7012 - acc: 0.9664 - val_loss: 6.8405 - val_acc: 0.6515\n",
            "Epoch 11/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 5.1705 - acc: 0.9774 - val_loss: 6.1583 - val_acc: 0.7071\n",
            "Epoch 12/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 4.6871 - acc: 0.9885 - val_loss: 5.8625 - val_acc: 0.6717\n",
            "Epoch 13/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 4.2760 - acc: 0.9872 - val_loss: 5.3697 - val_acc: 0.7071\n",
            "Epoch 14/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 3.8888 - acc: 0.9875 - val_loss: 5.0051 - val_acc: 0.6919\n",
            "Epoch 15/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 3.5537 - acc: 0.9859 - val_loss: 4.6001 - val_acc: 0.7071\n",
            "Epoch 16/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 3.2175 - acc: 0.9939 - val_loss: 4.3398 - val_acc: 0.6919\n",
            "Epoch 17/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 2.9323 - acc: 0.9936 - val_loss: 4.0292 - val_acc: 0.6717\n",
            "Epoch 18/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 2.6756 - acc: 0.9912 - val_loss: 3.6911 - val_acc: 0.7071\n",
            "Epoch 19/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 2.4284 - acc: 0.9947 - val_loss: 3.5769 - val_acc: 0.6869\n",
            "Epoch 20/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 2.2091 - acc: 0.9965 - val_loss: 3.3403 - val_acc: 0.6970\n",
            "Epoch 21/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 2.0114 - acc: 0.9971 - val_loss: 3.1608 - val_acc: 0.7071\n",
            "Epoch 22/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 1.8305 - acc: 0.9973 - val_loss: 2.9897 - val_acc: 0.6970\n",
            "Epoch 23/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 1.6699 - acc: 0.9979 - val_loss: 2.8371 - val_acc: 0.6970\n",
            "Epoch 24/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 1.5170 - acc: 0.9987 - val_loss: 2.7120 - val_acc: 0.6970\n",
            "Epoch 25/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 1.3848 - acc: 0.9973 - val_loss: 2.6319 - val_acc: 0.6869\n",
            "Epoch 26/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 1.2610 - acc: 0.9979 - val_loss: 2.5142 - val_acc: 0.6919\n",
            "Epoch 27/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 1.1510 - acc: 0.9973 - val_loss: 2.3284 - val_acc: 0.6919\n",
            "Epoch 28/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 1.0483 - acc: 0.9979 - val_loss: 2.2345 - val_acc: 0.7071\n",
            "Epoch 29/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.9546 - acc: 0.9987 - val_loss: 2.1837 - val_acc: 0.7071\n",
            "Epoch 30/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.8667 - acc: 0.9997 - val_loss: 2.0656 - val_acc: 0.6768\n",
            "Epoch 31/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.7931 - acc: 0.9981 - val_loss: 1.9929 - val_acc: 0.6768\n",
            "Epoch 32/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.7221 - acc: 0.9984 - val_loss: 1.9337 - val_acc: 0.6919\n",
            "Epoch 33/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.6567 - acc: 0.9992 - val_loss: 1.8697 - val_acc: 0.6869\n",
            "Epoch 34/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.5984 - acc: 0.9987 - val_loss: 1.8396 - val_acc: 0.7020\n",
            "Epoch 35/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.5452 - acc: 0.9995 - val_loss: 1.7410 - val_acc: 0.6919\n",
            "Epoch 36/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.4984 - acc: 0.9989 - val_loss: 1.7635 - val_acc: 0.7020\n",
            "Epoch 37/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.4525 - acc: 0.9997 - val_loss: 1.7197 - val_acc: 0.6818\n",
            "Epoch 38/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.4136 - acc: 0.9989 - val_loss: 1.7125 - val_acc: 0.6818\n",
            "Epoch 39/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.3769 - acc: 0.9995 - val_loss: 1.6831 - val_acc: 0.6818\n",
            "Epoch 40/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.3437 - acc: 0.9995 - val_loss: 1.6614 - val_acc: 0.6869\n",
            "Epoch 41/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.3165 - acc: 0.9981 - val_loss: 1.5797 - val_acc: 0.6818\n",
            "Epoch 42/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.2863 - acc: 0.9997 - val_loss: 1.5100 - val_acc: 0.6768\n",
            "Epoch 43/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.2624 - acc: 0.9989 - val_loss: 1.4467 - val_acc: 0.6818\n",
            "Epoch 44/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.2387 - acc: 1.0000 - val_loss: 1.4504 - val_acc: 0.6717\n",
            "Epoch 45/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.2173 - acc: 0.9997 - val_loss: 1.4326 - val_acc: 0.6970\n",
            "Epoch 46/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.2012 - acc: 0.9987 - val_loss: 1.4620 - val_acc: 0.6566\n",
            "Epoch 47/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.1815 - acc: 1.0000 - val_loss: 1.4315 - val_acc: 0.6768\n",
            "Epoch 48/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.1668 - acc: 0.9995 - val_loss: 1.4524 - val_acc: 0.6869\n",
            "Epoch 49/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.1537 - acc: 0.9989 - val_loss: 1.4502 - val_acc: 0.6566\n",
            "Epoch 50/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.1396 - acc: 0.9995 - val_loss: 1.4571 - val_acc: 0.6768\n",
            "Epoch 51/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.1291 - acc: 0.9989 - val_loss: 1.5006 - val_acc: 0.6717\n",
            "Epoch 52/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.1166 - acc: 1.0000 - val_loss: 1.4221 - val_acc: 0.6869\n",
            "Epoch 53/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.1066 - acc: 0.9997 - val_loss: 1.4235 - val_acc: 0.6919\n",
            "Epoch 54/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0976 - acc: 1.0000 - val_loss: 1.3823 - val_acc: 0.6869\n",
            "Epoch 55/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0902 - acc: 0.9997 - val_loss: 1.3636 - val_acc: 0.6919\n",
            "Epoch 56/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0817 - acc: 0.9997 - val_loss: 1.3157 - val_acc: 0.7172\n",
            "Epoch 57/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0777 - acc: 0.9989 - val_loss: 1.3441 - val_acc: 0.6818\n",
            "Epoch 58/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0705 - acc: 0.9997 - val_loss: 1.3840 - val_acc: 0.6667\n",
            "Epoch 59/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0638 - acc: 1.0000 - val_loss: 1.3606 - val_acc: 0.6869\n",
            "Epoch 60/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0587 - acc: 0.9997 - val_loss: 1.3384 - val_acc: 0.6919\n",
            "Epoch 61/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0546 - acc: 0.9995 - val_loss: 1.3470 - val_acc: 0.7071\n",
            "Epoch 62/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0503 - acc: 0.9997 - val_loss: 1.3428 - val_acc: 0.6970\n",
            "Epoch 63/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0460 - acc: 1.0000 - val_loss: 1.3309 - val_acc: 0.6919\n",
            "Epoch 64/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0427 - acc: 1.0000 - val_loss: 1.2890 - val_acc: 0.6919\n",
            "Epoch 65/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0390 - acc: 0.9997 - val_loss: 1.2831 - val_acc: 0.6919\n",
            "Epoch 66/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0362 - acc: 0.9997 - val_loss: 1.2740 - val_acc: 0.6970\n",
            "Epoch 67/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0336 - acc: 0.9997 - val_loss: 1.2603 - val_acc: 0.7222\n",
            "Epoch 68/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0305 - acc: 1.0000 - val_loss: 1.2412 - val_acc: 0.7121\n",
            "Epoch 69/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0300 - acc: 0.9992 - val_loss: 1.2415 - val_acc: 0.7222\n",
            "Epoch 70/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0261 - acc: 1.0000 - val_loss: 1.2461 - val_acc: 0.7121\n",
            "Epoch 71/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0248 - acc: 1.0000 - val_loss: 1.2225 - val_acc: 0.7172\n",
            "Epoch 72/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0232 - acc: 1.0000 - val_loss: 1.2236 - val_acc: 0.7121\n",
            "Epoch 73/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0220 - acc: 1.0000 - val_loss: 1.2413 - val_acc: 0.7121\n",
            "Epoch 74/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0192 - acc: 1.0000 - val_loss: 1.2189 - val_acc: 0.7020\n",
            "Epoch 75/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0189 - acc: 1.0000 - val_loss: 1.1795 - val_acc: 0.7172\n",
            "Epoch 76/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0174 - acc: 1.0000 - val_loss: 1.1803 - val_acc: 0.7172\n",
            "Epoch 77/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0168 - acc: 0.9997 - val_loss: 1.2695 - val_acc: 0.7071\n",
            "Epoch 78/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0153 - acc: 1.0000 - val_loss: 1.2412 - val_acc: 0.7020\n",
            "Epoch 79/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0147 - acc: 1.0000 - val_loss: 1.2253 - val_acc: 0.6919\n",
            "Epoch 80/80\n",
            "3754/3754 [==============================] - 5s 1ms/sample - loss: 0.0136 - acc: 1.0000 - val_loss: 1.2230 - val_acc: 0.7121\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bgbQWf9AsCDe",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model.save('my_model_new_2.h5')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "74zwBAA3tSBr",
        "colab_type": "code",
        "outputId": "9d45b28d-ee59-4f36-ae9d-f6c145d87684",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "model.evaluate(X_test_big, Y_test_big, verbose=2)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "208/208 - 0s - loss: 1.1088 - acc: 0.7212\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[1.108823299407959, 0.72115386]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 161
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-5athAZ5Xxmo",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7VtGXvjXXxrI",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "alD_S_tuXxjf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "83cW5ZpptSl2",
        "colab_type": "code",
        "outputId": "0c21d170-583d-453b-bab8-7fc7be09b01f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 212
        }
      },
      "source": [
        "!wget \"https://zenodo.org/record/1188976/files/Audio_Song_Actors_01-24.zip\""
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2019-12-24 10:06:22--  https://zenodo.org/record/1188976/files/Audio_Song_Actors_01-24.zip\n",
            "Resolving zenodo.org (zenodo.org)... 188.184.95.95\n",
            "Connecting to zenodo.org (zenodo.org)|188.184.95.95|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 225505317 (215M) [application/octet-stream]\n",
            "Saving to: ‘Audio_Song_Actors_01-24.zip’\n",
            "\n",
            "Audio_Song_Actors_0 100%[===================>] 215.06M  89.2MB/s    in 2.4s    \n",
            "\n",
            "2019-12-24 10:06:25 (89.2 MB/s) - ‘Audio_Song_Actors_01-24.zip’ saved [225505317/225505317]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Vy19ClkOXydh",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "os.mkdir(\"speech_emotion\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lQsiYdTGX23q",
        "colab_type": "code",
        "outputId": "26fd21c1-28da-439f-c826-e1f94ff47385",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!unzip \\*.zip -d \"speech_emotion\""
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  Audio_Song_Actors_01-24.zip\n",
            "   creating: speech_emotion/Actor_01/\n",
            "  inflating: speech_emotion/Actor_01/03-02-01-01-01-01-01.wav  \n",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yTBrWdK7_hEr",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "for i in os.listdir(\"/content/speech_emotion\"):\n",
        "  path = os.path.join(\"/content/speech_emotion\",i)\n",
        "  print(len(os.listdir(path)))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mrgyBTI15Y8i",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.preprocessing import PowerTransformer\n",
        "pt = PowerTransformer()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ifTPtMEiau6t",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def load_data(data_dir):\n",
        "  data = []\n",
        "  labels = []\n",
        "\n",
        "  for folder in os.listdir(data_dir):\n",
        "    path_ = os.path.join(data_dir,folder)\n",
        "    data_each = []\n",
        "\n",
        "    for i in os.listdir(path_):\n",
        "      path_final = os.path.join(path_,i)\n",
        "      \n",
        "      mfcc = wav_to_mfcc(path_final, 40)\n",
        "      mfcc= mfcc.transpose()\n",
        "      pt.fit(mfcc)\n",
        "      mfcc = pt.transform(mfcc)\n",
        "      data_each.append(mfcc)\n",
        "           \n",
        "      str = i[6:8]\n",
        "      if(str == \"01\"):\n",
        "        labels.append(1)\n",
        "      elif(str == \"02\"):\n",
        "        labels.append(2)\n",
        "      elif(str == \"03\"):\n",
        "        labels.append(3)\n",
        "      elif(str == \"04\"):\n",
        "        labels.append(4)\n",
        "      elif(str == \"05\"):\n",
        "        labels.append(5)\n",
        "      elif(str == \"06\"):\n",
        "        labels.append(6)\n",
        "      elif(str == \"07\"):\n",
        "        labels.append(7)\n",
        "      elif(str == \"08\"):\n",
        "        labels.append(8)\n",
        "\n",
        "      labels = labels\n",
        "  \n",
        "    data.append(data_each)    \n",
        "\n",
        "  labels = tf.keras.utils.to_categorical(labels)\n",
        "  return data,labels"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OHOwEv9ia1BA",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "data_dir = \"/content/speech_emotion\"\n",
        "data_emotion,labels_emotion = load_data(data_dir)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JN0tq42Q7-pL",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "data_emotion_arr = np.array(data_emotion_arr)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ezO0ZLvaAtUu",
        "colab_type": "code",
        "outputId": "51e02208-ec04-413a-fdc3-bd3d0cd8310e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "data_emotion_arr.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(23, 44, 152, 40)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qoj8DwiqA6ob",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "data_emotion_arr = data_emotion_arr.reshape(-1, 152, 40)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JxEbZIb1995a",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "del(data_emotion_list[11])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KHOJ1yU2T5e_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model = load_model('my_model_new.h5')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KkRW232jUAjV",
        "colab_type": "code",
        "outputId": "cbb32b7d-0775-4211-8075-3a2417b6d413",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 478
        }
      },
      "source": [
        "for layers in model.layers:\n",
        "  print(layers)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<tensorflow.python.keras.layers.convolutional.Conv1D object at 0x7f84cf611390>\n",
            "<tensorflow.python.keras.layers.pooling.MaxPooling1D object at 0x7f84cf669b70>\n",
            "<tensorflow.python.keras.layers.normalization.BatchNormalization object at 0x7f84cf61f588>\n",
            "<tensorflow.python.keras.layers.convolutional.Conv1D object at 0x7f84cf5e72b0>\n",
            "<tensorflow.python.keras.layers.pooling.MaxPooling1D object at 0x7f84cf592dd8>\n",
            "<tensorflow.python.keras.layers.normalization.BatchNormalization object at 0x7f84cf5a5748>\n",
            "<tensorflow.python.keras.layers.convolutional.Conv1D object at 0x7f84cf5e53c8>\n",
            "<tensorflow.python.keras.layers.pooling.MaxPooling1D object at 0x7f84cf56d470>\n",
            "<tensorflow.python.keras.layers.normalization.BatchNormalization object at 0x7f84cf5759b0>\n",
            "<tensorflow.python.keras.layers.convolutional.Conv1D object at 0x7f84cf529978>\n",
            "<tensorflow.python.keras.layers.pooling.MaxPooling1D object at 0x7f84cf53bf98>\n",
            "<tensorflow.python.keras.layers.normalization.BatchNormalization object at 0x7f84cf533eb8>\n",
            "<tensorflow.python.keras.layers.convolutional.Conv1D object at 0x7f84cf4ed470>\n",
            "<tensorflow.python.keras.layers.pooling.MaxPooling1D object at 0x7f84cf4827f0>\n",
            "<tensorflow.python.keras.layers.normalization.BatchNormalization object at 0x7f84cf6072b0>\n",
            "<tensorflow.python.keras.layers.convolutional.Conv1D object at 0x7f84cf4bdfd0>\n",
            "<tensorflow.python.keras.layers.pooling.MaxPooling1D object at 0x7f84cf454c18>\n",
            "<tensorflow.python.keras.layers.normalization.BatchNormalization object at 0x7f84cf533dd8>\n",
            "<tensorflow.python.keras.layers.convolutional.Conv1D object at 0x7f84cf4096d8>\n",
            "<tensorflow.python.keras.layers.pooling.MaxPooling1D object at 0x7f84cf445e80>\n",
            "<tensorflow.python.keras.layers.normalization.BatchNormalization object at 0x7f84cf488cc0>\n",
            "<tensorflow.python.keras.layers.convolutional.Conv1D object at 0x7f84cf3e0cf8>\n",
            "<tensorflow.python.keras.layers.normalization.BatchNormalization object at 0x7f84cf3f6f60>\n",
            "<tensorflow.python.keras.layers.core.Flatten object at 0x7f84cf3a46d8>\n",
            "<tensorflow.python.keras.layers.core.Dense object at 0x7f84cf3b3f28>\n",
            "<tensorflow.python.keras.layers.core.Dense object at 0x7f84cf459898>\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Z0RSYdvNyZTB",
        "colab_type": "code",
        "outputId": "021ea945-187e-484c-84e2-bae22fec5309",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 443
        }
      },
      "source": [
        "model = load_model('my_model_new.h5')\n",
        "\n",
        "new_model = Model(model.inputs, model.layers[-11].output)\n",
        "for layer in new_model.layers:\n",
        "  layer.trainable = False\n",
        "\n",
        "new_model.set_weights(model.get_weights()[:32])\n",
        "\n",
        "model_emotion = Sequential()\n",
        "model_emotion.add(new_model)\n",
        "\n",
        "model_emotion.add(Conv1D(64,kernel_size=3, padding='same', activation='relu'))\n",
        "model_emotion.add(MaxPooling1D(pool_size=2))\n",
        "model_emotion.add(BatchNormalization())\n",
        "model_emotion.add(Dropout(0.5))\n",
        "\n",
        "model_emotion.add(Flatten())\n",
        "model_emotion.add(Dense(64, activation='relu', kernel_regularizer = regularizers.l2(0.01)))\n",
        "model_emotion.add(Dense(7, activation='softmax'))\n",
        "\n",
        "sgd = optimizers.SGD(learning_rate=0.001, momentum=0.9, nesterov=True)\n",
        "model_emotion.compile(optimizer = sgd, loss = tf.keras.losses.categorical_crossentropy, metrics = [\"accuracy\"])   \n",
        "model_emotion.summary()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_18\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "model_13 (Model)             (None, 4, 512)            782352    \n",
            "_________________________________________________________________\n",
            "conv1d_65 (Conv1D)           (None, 4, 64)             98368     \n",
            "_________________________________________________________________\n",
            "max_pooling1d_63 (MaxPooling (None, 2, 64)             0         \n",
            "_________________________________________________________________\n",
            "batch_normalization_64 (Batc (None, 2, 64)             256       \n",
            "_________________________________________________________________\n",
            "dropout_19 (Dropout)         (None, 2, 64)             0         \n",
            "_________________________________________________________________\n",
            "flatten_17 (Flatten)         (None, 128)               0         \n",
            "_________________________________________________________________\n",
            "dense_34 (Dense)             (None, 64)                8256      \n",
            "_________________________________________________________________\n",
            "dense_35 (Dense)             (None, 7)                 455       \n",
            "=================================================================\n",
            "Total params: 889,687\n",
            "Trainable params: 107,207\n",
            "Non-trainable params: 782,480\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4-yLXPispGAd",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "X_train, X_test, Y_train, Y_test = train_test_split(data_emotion_arr, labels_emotion, test_size = 0.1, shuffle=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x_eNlRbsBVBC",
        "colab_type": "code",
        "outputId": "9b63b8df-16ac-4136-eae5-7d7d215b3c6b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "X_train.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(910, 152, 40)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 119
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9SIs7YxgBhDW",
        "colab_type": "code",
        "outputId": "934772de-f459-4712-c452-89d75445fb7c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "reduce_lr = ReduceLROnPlateau(monitor='acc', factor=0.2,\n",
        "                              patience=2, min_lr=0.0001)\n",
        "model_hist = model_emotion.fit(X_train, Y_train, epochs = 50, batch_size = 16, validation_split=0.05, callbacks=[reduce_lr]) "
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Train on 864 samples, validate on 46 samples\n",
            "Epoch 1/50\n",
            "864/864 [==============================] - 6s 7ms/sample - loss: 2.8827 - acc: 0.2350 - val_loss: 2.5900 - val_acc: 0.3043\n",
            "Epoch 2/50\n",
            "864/864 [==============================] - 0s 480us/sample - loss: 2.3508 - acc: 0.3924 - val_loss: 2.3963 - val_acc: 0.4130\n",
            "Epoch 3/50\n",
            "864/864 [==============================] - 0s 505us/sample - loss: 2.1184 - acc: 0.4838 - val_loss: 2.2740 - val_acc: 0.3696\n",
            "Epoch 4/50\n",
            "864/864 [==============================] - 0s 474us/sample - loss: 1.9454 - acc: 0.5590 - val_loss: 2.2223 - val_acc: 0.3913\n",
            "Epoch 5/50\n",
            "864/864 [==============================] - 0s 477us/sample - loss: 1.7882 - acc: 0.6053 - val_loss: 2.0703 - val_acc: 0.5435\n",
            "Epoch 6/50\n",
            "864/864 [==============================] - 0s 530us/sample - loss: 1.6824 - acc: 0.6516 - val_loss: 1.9569 - val_acc: 0.5217\n",
            "Epoch 7/50\n",
            "864/864 [==============================] - 0s 481us/sample - loss: 1.5694 - acc: 0.6852 - val_loss: 2.0037 - val_acc: 0.5435\n",
            "Epoch 8/50\n",
            "864/864 [==============================] - 0s 491us/sample - loss: 1.4475 - acc: 0.7419 - val_loss: 2.0449 - val_acc: 0.4783\n",
            "Epoch 9/50\n",
            "864/864 [==============================] - 0s 452us/sample - loss: 1.3778 - acc: 0.7616 - val_loss: 2.0451 - val_acc: 0.5217\n",
            "Epoch 10/50\n",
            "864/864 [==============================] - 0s 501us/sample - loss: 1.2606 - acc: 0.8009 - val_loss: 2.0390 - val_acc: 0.4783\n",
            "Epoch 11/50\n",
            "864/864 [==============================] - 0s 495us/sample - loss: 1.1805 - acc: 0.8414 - val_loss: 1.9045 - val_acc: 0.5652\n",
            "Epoch 12/50\n",
            "864/864 [==============================] - 0s 502us/sample - loss: 1.1495 - acc: 0.8345 - val_loss: 2.0629 - val_acc: 0.5217\n",
            "Epoch 13/50\n",
            "864/864 [==============================] - 0s 516us/sample - loss: 1.0989 - acc: 0.8530 - val_loss: 2.1471 - val_acc: 0.5000\n",
            "Epoch 14/50\n",
            "864/864 [==============================] - 0s 460us/sample - loss: 1.0303 - acc: 0.8773 - val_loss: 1.8486 - val_acc: 0.5870\n",
            "Epoch 15/50\n",
            "864/864 [==============================] - 0s 540us/sample - loss: 1.0238 - acc: 0.8808 - val_loss: 2.1306 - val_acc: 0.5000\n",
            "Epoch 16/50\n",
            "864/864 [==============================] - 0s 446us/sample - loss: 0.9490 - acc: 0.8993 - val_loss: 1.8872 - val_acc: 0.5435\n",
            "Epoch 17/50\n",
            "864/864 [==============================] - 0s 450us/sample - loss: 0.8920 - acc: 0.9213 - val_loss: 1.9221 - val_acc: 0.5435\n",
            "Epoch 18/50\n",
            "864/864 [==============================] - 0s 437us/sample - loss: 0.8692 - acc: 0.9282 - val_loss: 2.0413 - val_acc: 0.5217\n",
            "Epoch 19/50\n",
            "864/864 [==============================] - 0s 463us/sample - loss: 0.8447 - acc: 0.9352 - val_loss: 1.8788 - val_acc: 0.6087\n",
            "Epoch 20/50\n",
            "864/864 [==============================] - 0s 506us/sample - loss: 0.8184 - acc: 0.9259 - val_loss: 1.9023 - val_acc: 0.5435\n",
            "Epoch 21/50\n",
            "864/864 [==============================] - 3s 4ms/sample - loss: 0.7960 - acc: 0.9306 - val_loss: 1.9422 - val_acc: 0.5870\n",
            "Epoch 22/50\n",
            "864/864 [==============================] - 0s 466us/sample - loss: 0.7644 - acc: 0.9410 - val_loss: 1.8822 - val_acc: 0.5870\n",
            "Epoch 23/50\n",
            "864/864 [==============================] - 0s 541us/sample - loss: 0.7489 - acc: 0.9433 - val_loss: 1.9145 - val_acc: 0.6087\n",
            "Epoch 24/50\n",
            "864/864 [==============================] - 0s 492us/sample - loss: 0.7383 - acc: 0.9560 - val_loss: 1.9010 - val_acc: 0.6087\n",
            "Epoch 25/50\n",
            "864/864 [==============================] - 0s 491us/sample - loss: 0.7319 - acc: 0.9479 - val_loss: 1.8859 - val_acc: 0.5870\n",
            "Epoch 26/50\n",
            "864/864 [==============================] - 0s 472us/sample - loss: 0.7273 - acc: 0.9468 - val_loss: 1.8951 - val_acc: 0.5870\n",
            "Epoch 27/50\n",
            "864/864 [==============================] - 0s 475us/sample - loss: 0.6870 - acc: 0.9699 - val_loss: 1.8789 - val_acc: 0.5652\n",
            "Epoch 28/50\n",
            "864/864 [==============================] - 0s 472us/sample - loss: 0.7076 - acc: 0.9560 - val_loss: 1.8871 - val_acc: 0.5652\n",
            "Epoch 29/50\n",
            "864/864 [==============================] - 0s 462us/sample - loss: 0.7441 - acc: 0.9387 - val_loss: 1.8613 - val_acc: 0.5870\n",
            "Epoch 30/50\n",
            "864/864 [==============================] - 0s 494us/sample - loss: 0.7214 - acc: 0.9502 - val_loss: 1.8728 - val_acc: 0.5870\n",
            "Epoch 31/50\n",
            "864/864 [==============================] - 0s 477us/sample - loss: 0.7054 - acc: 0.9583 - val_loss: 1.8824 - val_acc: 0.5652\n",
            "Epoch 32/50\n",
            "864/864 [==============================] - 0s 481us/sample - loss: 0.6967 - acc: 0.9711 - val_loss: 1.8797 - val_acc: 0.5652\n",
            "Epoch 33/50\n",
            "864/864 [==============================] - 0s 486us/sample - loss: 0.6846 - acc: 0.9699 - val_loss: 1.9049 - val_acc: 0.5870\n",
            "Epoch 34/50\n",
            "864/864 [==============================] - 0s 462us/sample - loss: 0.7007 - acc: 0.9595 - val_loss: 1.9028 - val_acc: 0.6087\n",
            "Epoch 35/50\n",
            "864/864 [==============================] - 0s 558us/sample - loss: 0.6783 - acc: 0.9664 - val_loss: 1.9091 - val_acc: 0.5870\n",
            "Epoch 36/50\n",
            "864/864 [==============================] - 0s 447us/sample - loss: 0.6946 - acc: 0.9549 - val_loss: 1.8976 - val_acc: 0.5870\n",
            "Epoch 37/50\n",
            "864/864 [==============================] - 0s 489us/sample - loss: 0.6846 - acc: 0.9630 - val_loss: 1.8644 - val_acc: 0.6304\n",
            "Epoch 38/50\n",
            "864/864 [==============================] - 0s 495us/sample - loss: 0.6886 - acc: 0.9595 - val_loss: 1.8589 - val_acc: 0.6087\n",
            "Epoch 39/50\n",
            "864/864 [==============================] - 0s 449us/sample - loss: 0.6729 - acc: 0.9664 - val_loss: 1.8566 - val_acc: 0.5870\n",
            "Epoch 40/50\n",
            "864/864 [==============================] - 0s 539us/sample - loss: 0.6856 - acc: 0.9664 - val_loss: 1.8584 - val_acc: 0.5870\n",
            "Epoch 41/50\n",
            "864/864 [==============================] - 0s 459us/sample - loss: 0.6721 - acc: 0.9688 - val_loss: 1.8535 - val_acc: 0.6087\n",
            "Epoch 42/50\n",
            "864/864 [==============================] - 0s 492us/sample - loss: 0.6674 - acc: 0.9757 - val_loss: 1.8778 - val_acc: 0.6087\n",
            "Epoch 43/50\n",
            "864/864 [==============================] - 0s 560us/sample - loss: 0.6817 - acc: 0.9664 - val_loss: 1.8817 - val_acc: 0.6087\n",
            "Epoch 44/50\n",
            "864/864 [==============================] - 0s 516us/sample - loss: 0.6875 - acc: 0.9595 - val_loss: 1.8627 - val_acc: 0.6304\n",
            "Epoch 45/50\n",
            "864/864 [==============================] - 0s 488us/sample - loss: 0.6654 - acc: 0.9745 - val_loss: 1.8609 - val_acc: 0.6087\n",
            "Epoch 46/50\n",
            "864/864 [==============================] - 0s 478us/sample - loss: 0.6610 - acc: 0.9780 - val_loss: 1.8632 - val_acc: 0.6087\n",
            "Epoch 47/50\n",
            "864/864 [==============================] - 0s 482us/sample - loss: 0.6776 - acc: 0.9572 - val_loss: 1.8698 - val_acc: 0.5870\n",
            "Epoch 48/50\n",
            "864/864 [==============================] - 0s 525us/sample - loss: 0.6618 - acc: 0.9711 - val_loss: 1.8492 - val_acc: 0.6304\n",
            "Epoch 49/50\n",
            "864/864 [==============================] - 0s 506us/sample - loss: 0.6878 - acc: 0.9479 - val_loss: 1.8873 - val_acc: 0.5652\n",
            "Epoch 50/50\n",
            "864/864 [==============================] - 0s 472us/sample - loss: 0.6651 - acc: 0.9664 - val_loss: 1.8725 - val_acc: 0.6087\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4f-kClM_CD6x",
        "colab_type": "code",
        "outputId": "d0eca96e-15cc-4219-bd96-8be046e62559",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "model_emotion.evaluate(X_test, Y_test, verbose=2)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "102/102 - 0s - loss: 1.8070 - acc: 0.6176\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[1.8069733825384402, 0.61764705]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 128
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M1zD47OkCdL2",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model_emotion.save(\"model_emotion_61%\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fTOVJGkWZ89Z",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}