ML_generate-model.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Systeme interaction\n",
    "from platform import python_version\n",
    "from os import listdir, rename\n",
    "from os.path import isfile, join\n",
    "import os\n",
    "import shutil\n",
    "import sys\n",
    "\n",
    "# Data traitment\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import librosa\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.preprocessing import LabelEncoder, FunctionTransformer, StandardScaler\n",
    "\n",
    "# Data visualisation\n",
    "import matplotlib.pyplot as plt\n",
    "import IPython.display as ipd\n",
    "import librosa.display\n",
    "from sklearn.metrics import confusion_matrix, accuracy_score\n",
    "import seaborn as sns\n",
    "\n",
    "# Machine learning\n",
    "import sklearn\n",
    "import keras\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
    "from keras.models import Sequential, Model, model_from_json\n",
    "from keras.layers import Dense, LSTM\n",
    "from keras.layers import Input, Flatten, Dropout, Activation, BatchNormalization\n",
    "from keras.layers import Conv1D, MaxPooling1D, AveragePooling1D\n",
    "\n",
    "# Pipeline\n",
    "from keras.wrappers.scikit_learn import KerasClassifier\n",
    "from sklearn.pipeline import Pipeline, FeatureUnion\n",
    "\n",
    "# Serialisation\n",
    "import joblib\n",
    "\n",
    "# S3\n",
    "import boto3\n",
    "from boto3.s3.transfer import S3Transfer\n",
    "\n",
    "datasets = [\n",
    "    (\"savee\", \"ejlok1/surrey-audiovisual-expressed-emotion-savee\"),\n",
    "    (\"ravdess\", \"uwrfkaggler/ravdess-emotional-speech-audio\"),\n",
    "    (\"tess\", \"ejlok1/toronto-emotional-speech-set-tess\"),\n",
    "    (\"cremad\", \"ejlok1/cremad\")\n",
    "]\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fname = './input/SAVEE/ALL/DC_f11.wav'\n",
    "data, sampling_rate = librosa.load(fname)\n",
    "plt.figure(figsize=(15, 5))\n",
    "librosa.display.waveplot(data, sr=sampling_rate)\n",
    "\n",
    "ipd.Audio(fname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "savee insertion in progress...\n",
      "savee insertion done."
     ]
    }
   ],
   "source": [
    "dataframe_savee = pd.DataFrame(columns=['source', 'path', 'label'])\n",
    "\n",
    "def label(audio):\n",
    "    if audio[-8:-6] == '_a':\n",
    "        return 'male_angry'\n",
    "    elif audio[-8:-6] == '_d':\n",
    "        return 'male_disgust'\n",
    "    elif audio[-8:-6] == '_f':\n",
    "        return 'male_fear'\n",
    "    elif audio[-8:-6] == '_h':\n",
    "        return 'male_happy'\n",
    "    elif audio[-8:-6] == '_n':\n",
    "        return 'male_neutral'\n",
    "    elif audio[-8:-6] == 'sa':\n",
    "        return 'male_sad'\n",
    "    elif audio[-8:-6] == 'su':\n",
    "        return 'male_surprise'\n",
    "    else:\n",
    "        return 'male_error'\n",
    "\n",
    "sys.stdout.write(\"savee insertion in progress...\")\n",
    "sys.stdout.flush()\n",
    "path = \"./input/SAVEE/ALL\"\n",
    "audios = [f for f in listdir(path) if isfile(join(path, f))]\n",
    "for audio in audios:\n",
    "    dataframe_savee = dataframe_savee.append({\n",
    "        'source': 'SAVEE',\n",
    "        'path': \"./input/SAVEE/ALL/\" + audio,\n",
    "        'label': label(audio)\n",
    "    }, ignore_index=True)\n",
    "sys.stdout.write(\"\\nsavee insertion done.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "male_neutral     120\n",
       "male_disgust      60\n",
       "male_angry        60\n",
       "male_fear         60\n",
       "male_happy        60\n",
       "male_surprise     60\n",
       "male_sad          60\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe_savee.label.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ravdess insertion in progress...\n",
      "ravdess insertion done."
     ]
    }
   ],
   "source": [
    "dataframe_ravdess = pd.DataFrame(columns=['source', 'path', 'label'])\n",
    "\n",
    "def sex(part):\n",
    "    if int(part) % 2 == 0:\n",
    "        return \"female\"\n",
    "    else:\n",
    "        return \"male\"\n",
    "\n",
    "def emotion(part):\n",
    "    if part == '05':\n",
    "        return 'angry'\n",
    "    elif part == '07':\n",
    "        return 'disgust'\n",
    "    elif part == '06':\n",
    "        return 'fear'\n",
    "    elif part == '03':\n",
    "        return 'happy'\n",
    "    elif part == '01':\n",
    "        return 'neutral'\n",
    "    elif part == '02':\n",
    "        return 'neutral'\n",
    "    elif part == '04':\n",
    "        return 'sad'\n",
    "    elif part == '08':\n",
    "        return 'surprise'\n",
    "    else:\n",
    "        return 'error'\n",
    "\n",
    "\n",
    "def label(audio):\n",
    "    parts = audio.split(\".\")[0].split(\"-\")\n",
    "    return \"{sex}_{emotion}\".format(sex=sex(parts[6]), emotion=emotion(parts[2]))\n",
    "\n",
    "sys.stdout.write(\"ravdess insertion in progress...\")\n",
    "sys.stdout.flush()\n",
    "actors = [f for f in listdir(\"./input/RAVDESS\") if f[-4:] != \".zip\"]\n",
    "for actor in actors:\n",
    "    path = \"./input/RAVDESS/{actor}/\".format(actor=actor)\n",
    "    audios = [f for f in listdir(path) if isfile(join(path, f))]\n",
    "    for audio in audios:\n",
    "        dataframe_ravdess = dataframe_ravdess.append({\n",
    "            'source': 'RAVDESS',\n",
    "            'path': path + audio,\n",
    "            'label': label(audio)\n",
    "        }, ignore_index=True)\n",
    "sys.stdout.write(\"\\nravdess insertion done.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "female_neutral     144\n",
       "male_neutral       144\n",
       "male_surprise       96\n",
       "female_angry        96\n",
       "female_sad          96\n",
       "male_happy          96\n",
       "female_disgust      96\n",
       "male_disgust        96\n",
       "female_fear         96\n",
       "male_angry          96\n",
       "female_surprise     96\n",
       "female_happy        96\n",
       "male_fear           96\n",
       "male_sad            96\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe_ravdess.label.value_counts()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tess insertion in progress...\n",
      "tess insertion done."
     ]
    }
   ],
   "source": [
    "dataframe_tess = pd.DataFrame(columns=['source', 'path', 'label'])\n",
    "\n",
    "def label(folder):\n",
    "    if folder == 'OAF_angry' or folder == 'YAF_angry':\n",
    "        return 'female_angry'\n",
    "    elif folder == 'OAF_disgust' or folder == 'YAF_disgust':\n",
    "        return 'female_disgust'\n",
    "    elif folder == 'OAF_Fear' or folder == 'YAF_fear':\n",
    "        return 'female_fear'\n",
    "    elif folder == 'OAF_happy' or folder == 'YAF_happy':\n",
    "        return 'female_happy'\n",
    "    elif folder == 'OAF_neutral' or folder == 'YAF_neutral':\n",
    "        return 'female_neutral'\n",
    "    elif folder == 'OAF_Pleasant_surprise' or folder == 'YAF_pleasant_surprised':\n",
    "        return 'female_surprise'\n",
    "    elif folder == 'OAF_Sad' or folder == 'YAF_sad':\n",
    "        return 'female_sad'\n",
    "    else:\n",
    "        return 'female_error'\n",
    "\n",
    "sys.stdout.write(\"tess insertion in progress...\")\n",
    "sys.stdout.flush()\n",
    "folders = [f for f in listdir(\"./input/TESS/TESS Toronto emotional speech set data\") if f != \"TESS Toronto emotional speech set data\"]\n",
    "for folder in folders:\n",
    "    path = \"./input/TESS/TESS Toronto emotional speech set data/{folder}/\".format(folder=folder)\n",
    "    folder_type = type(folder)\n",
    "    audios = [f for f in listdir(path) if isfile(join(path, f))]\n",
    "    for audio in audios:\n",
    "        dataframe_tess = dataframe_tess.append({\n",
    "            'source': 'TESS',\n",
    "            'path': path + audio,\n",
    "            'label': label(folder)\n",
    "        }, ignore_index=True)\n",
    "sys.stdout.write(\"\\ntess insertion done.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "female_neutral     400\n",
       "female_fear        400\n",
       "female_happy       400\n",
       "female_angry       400\n",
       "female_sad         400\n",
       "female_disgust     400\n",
       "female_surprise    400\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe_tess.label.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cremad insertion in progress...\n",
      "cremad insertion done."
     ]
    }
   ],
   "source": [
    "dataframe_cremad = pd.DataFrame(columns=['source', 'path', 'label'])\n",
    "\n",
    "def sexe(part):\n",
    "    female = [1002, 1003, 1004, 1006, 1007, 1008, 1009, 1010, 1012, 1013, 1018, 1020, 1021, 1024, 1025, 1028, 1029,\n",
    "              1030, 1037, 1043, 1046, 1047, 1049,\n",
    "              1052, 1053, 1054, 1055, 1056, 1058, 1060, 1061, 1063, 1072, 1073, 1074, 1075, 1076, 1078, 1079, 1082,\n",
    "              1084, 1089, 1091]\n",
    "    if int(part) in female:\n",
    "        return 'female'\n",
    "    else:\n",
    "        return 'male'\n",
    "\n",
    "def emotion(part):\n",
    "    if part == 'SAD':\n",
    "        return 'sad'\n",
    "    elif part == 'ANG':\n",
    "        return 'angry'\n",
    "    elif part == 'DIS':\n",
    "        return 'disgust'\n",
    "    elif part == 'FEA':\n",
    "        return 'fear'\n",
    "    elif part == 'HAP':\n",
    "        return 'happy'\n",
    "    elif part == 'NEU':\n",
    "        return 'neutral'\n",
    "    else:\n",
    "        return 'error'\n",
    "\n",
    "def label(audio):\n",
    "    parts = audio.split('.')[0].split('_')\n",
    "    return \"{sexe}_{emotion}\".format(sexe=sexe(parts[0]), emotion=emotion(parts[2]))\n",
    "\n",
    "sys.stdout.write(\"cremad insertion in progress...\")\n",
    "sys.stdout.flush()\n",
    "path = \"./input/CREMA-D/AudioWAV\"\n",
    "audios = [f for f in listdir(path) if isfile(join(path, f))]\n",
    "for audio in audios:\n",
    "    dataframe_cremad = dataframe_cremad.append({\n",
    "        'source': 'CREMA-D',\n",
    "        'path': \"./input/CREMA-D/AudioWAV/\" + audio,\n",
    "        'label': label(audio)\n",
    "    }, ignore_index=True)\n",
    "sys.stdout.write(\"\\ncremad insertion done.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "male_disgust      671\n",
       "male_angry        671\n",
       "male_fear         671\n",
       "male_happy        671\n",
       "male_sad          671\n",
       "female_happy      600\n",
       "female_angry      600\n",
       "female_sad        600\n",
       "female_disgust    600\n",
       "female_fear       600\n",
       "male_neutral      575\n",
       "female_neutral    512\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe_cremad.label.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataframe = pd.concat([dataframe_savee, dataframe_ravdess, dataframe_tess, dataframe_cremad])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>source</th>\n",
       "      <th>path</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SAVEE</td>\n",
       "      <td>./input/SAVEE/ALL/DC_d13.wav</td>\n",
       "      <td>male_disgust</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SAVEE</td>\n",
       "      <td>./input/SAVEE/ALL/KL_h03.wav</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SAVEE</td>\n",
       "      <td>./input/SAVEE/ALL/KL_n15.wav</td>\n",
       "      <td>male_neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SAVEE</td>\n",
       "      <td>./input/SAVEE/ALL/DC_f07.wav</td>\n",
       "      <td>male_fear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SAVEE</td>\n",
       "      <td>./input/SAVEE/ALL/JE_h03.wav</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>SAVEE</td>\n",
       "      <td>./input/SAVEE/ALL/KL_f04.wav</td>\n",
       "      <td>male_fear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>SAVEE</td>\n",
       "      <td>./input/SAVEE/ALL/JE_n15.wav</td>\n",
       "      <td>male_neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SAVEE</td>\n",
       "      <td>./input/SAVEE/ALL/JK_su06.wav</td>\n",
       "      <td>male_surprise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SAVEE</td>\n",
       "      <td>./input/SAVEE/ALL/JK_h07.wav</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SAVEE</td>\n",
       "      <td>./input/SAVEE/ALL/KL_n14.wav</td>\n",
       "      <td>male_neutral</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  source                           path          label\n",
       "0  SAVEE   ./input/SAVEE/ALL/DC_d13.wav   male_disgust\n",
       "1  SAVEE   ./input/SAVEE/ALL/KL_h03.wav     male_happy\n",
       "2  SAVEE   ./input/SAVEE/ALL/KL_n15.wav   male_neutral\n",
       "3  SAVEE   ./input/SAVEE/ALL/DC_f07.wav      male_fear\n",
       "4  SAVEE   ./input/SAVEE/ALL/JE_h03.wav     male_happy\n",
       "5  SAVEE   ./input/SAVEE/ALL/KL_f04.wav      male_fear\n",
       "6  SAVEE   ./input/SAVEE/ALL/JE_n15.wav   male_neutral\n",
       "7  SAVEE  ./input/SAVEE/ALL/JK_su06.wav  male_surprise\n",
       "8  SAVEE   ./input/SAVEE/ALL/JK_h07.wav     male_happy\n",
       "9  SAVEE   ./input/SAVEE/ALL/KL_n14.wav   male_neutral"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12162"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(dataframe)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "female_happy       1096\n",
       "female_angry       1096\n",
       "female_sad         1096\n",
       "female_disgust     1096\n",
       "female_fear        1096\n",
       "female_neutral     1056\n",
       "male_neutral        839\n",
       "male_fear           827\n",
       "male_happy          827\n",
       "male_sad            827\n",
       "male_disgust        827\n",
       "male_angry          827\n",
       "female_surprise     496\n",
       "male_surprise       156\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe.label.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataframe[['sexe', 'emotion']] = dataframe.label.str.split('_', expand=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "female    7032\n",
       "male      5130\n",
       "Name: sexe, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe.sexe.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "disgust     1923\n",
       "fear        1923\n",
       "angry       1923\n",
       "sad         1923\n",
       "happy       1923\n",
       "neutral     1895\n",
       "surprise     652\n",
       "Name: emotion, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe.emotion.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mfcc(paths):\n",
    "    features = pd.DataFrame(columns=['feature'])\n",
    "    counter = 0\n",
    "    \n",
    "    for index, path in enumerate(paths):\n",
    "        X, sample_rate = librosa.load(path, \n",
    "                                      res_type='kaiser_fast',\n",
    "                                      duration=2.5,\n",
    "                                      sr=44100,\n",
    "                                      offset=0.5\n",
    "                                     )\n",
    "        sample_rate = np.array(sample_rate)\n",
    "\n",
    "        # mean as the feature. Could do min and max etc as well. \n",
    "        mfccs = np.mean(librosa.feature.mfcc(y=X, \n",
    "                                            sr=sample_rate, \n",
    "                                            n_mfcc=13),\n",
    "                        axis=0)\n",
    "        features.loc[counter] = [mfccs]\n",
    "        counter=counter+1   \n",
    "\n",
    "    return features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "mfcc_transformer = FunctionTransformer(mfcc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def explode_array(data):\n",
    "    return pd.DataFrame(data['feature'].values.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "explode_array_transformer = FunctionTransformer(explode_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Sachant qu'on coupe l'audio à 2.5sec, on peut avoir que maximum 216 colonnes\n",
    "def complete_column(data):\n",
    "    n_col = len(data.columns)\n",
    "    return pd.concat([data, pd.DataFrame(columns=range(n_col, 216))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "complete_column_transformer = FunctionTransformer(complete_column)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "noNan_transformer = SimpleImputer(missing_values=np.nan, strategy='mean')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "standart_transformer = StandardScaler()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def expand_dims(data):\n",
    "    return np.expand_dims(data, axis=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "expand_transformer = FunctionTransformer(expand_dims)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_train, data_test, label_train, label_test = train_test_split(dataframe.path, \n",
    "                                                                  dataframe.label, \n",
    "                                                                  test_size=0.20, \n",
    "                                                                  shuffle=True, \n",
    "                                                                  random_state=42)\n",
    "\n",
    "## On realise le mfcc en amont car couteux lors de la recherche des hyperparamètres\n",
    "data_train_hyperparameter = mfcc(data_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5566         ./input/CREMA-D/AudioWAV/1056_IWL_FEA_XX.wav\n",
       "867          ./input/CREMA-D/AudioWAV/1018_MTI_ANG_XX.wav\n",
       "2227    ./input/TESS/TESS Toronto emotional speech set...\n",
       "537          ./input/CREMA-D/AudioWAV/1074_IEO_NEU_XX.wav\n",
       "708     ./input/TESS/TESS Toronto emotional speech set...\n",
       "Name: path, dtype: object"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>feature</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[-15.938234, -16.181871, -15.108466, -15.48746...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[-14.397645, -13.691896, -12.738484, -14.27865...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[-17.758554, -20.753927, -31.188519, -30.74416...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[-20.464037, -18.943378, -17.680613, -17.73756...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[-12.822536, -16.789309, -32.362755, -31.97537...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             feature\n",
       "0  [-15.938234, -16.181871, -15.108466, -15.48746...\n",
       "1  [-14.397645, -13.691896, -12.738484, -14.27865...\n",
       "2  [-17.758554, -20.753927, -31.188519, -30.74416...\n",
       "3  [-20.464037, -18.943378, -17.680613, -17.73756...\n",
       "4  [-12.822536, -16.789309, -32.362755, -31.97537..."
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train_hyperparameter.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5566       female_fear\n",
       "867       female_angry\n",
       "2227        female_sad\n",
       "537     female_neutral\n",
       "708        female_fear\n",
       "Name: label, dtype: object"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_train[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv1d (Conv1D)              (None, 216, 256)          2304      \n",
      "_________________________________________________________________\n",
      "activation (Activation)      (None, 216, 256)          0         \n",
      "_________________________________________________________________\n",
      "conv1d_1 (Conv1D)            (None, 216, 256)          524544    \n",
      "_________________________________________________________________\n",
      "batch_normalization (BatchNo (None, 216, 256)          1024      \n",
      "_________________________________________________________________\n",
      "activation_1 (Activation)    (None, 216, 256)          0         \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 216, 256)          0         \n",
      "_________________________________________________________________\n",
      "max_pooling1d (MaxPooling1D) (None, 27, 256)           0         \n",
      "_________________________________________________________________\n",
      "conv1d_2 (Conv1D)            (None, 27, 128)           262272    \n",
      "_________________________________________________________________\n",
      "activation_2 (Activation)    (None, 27, 128)           0         \n",
      "_________________________________________________________________\n",
      "conv1d_3 (Conv1D)            (None, 27, 128)           131200    \n",
      "_________________________________________________________________\n",
      "activation_3 (Activation)    (None, 27, 128)           0         \n",
      "_________________________________________________________________\n",
      "conv1d_4 (Conv1D)            (None, 27, 128)           131200    \n",
      "_________________________________________________________________\n",
      "activation_4 (Activation)    (None, 27, 128)           0         \n",
      "_________________________________________________________________\n",
      "conv1d_5 (Conv1D)            (None, 27, 128)           131200    \n",
      "_________________________________________________________________\n",
      "batch_normalization_1 (Batch (None, 27, 128)           512       \n",
      "_________________________________________________________________\n",
      "activation_5 (Activation)    (None, 27, 128)           0         \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 27, 128)           0         \n",
      "_________________________________________________________________\n",
      "max_pooling1d_1 (MaxPooling1 (None, 3, 128)            0         \n",
      "_________________________________________________________________\n",
      "conv1d_6 (Conv1D)            (None, 3, 64)             65600     \n",
      "_________________________________________________________________\n",
      "activation_6 (Activation)    (None, 3, 64)             0         \n",
      "_________________________________________________________________\n",
      "conv1d_7 (Conv1D)            (None, 3, 64)             32832     \n",
      "_________________________________________________________________\n",
      "activation_7 (Activation)    (None, 3, 64)             0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 192)               0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 14)                2702      \n",
      "_________________________________________________________________\n",
      "activation_8 (Activation)    (None, 14)                0         \n",
      "=================================================================\n",
      "Total params: 1,285,390\n",
      "Trainable params: 1,284,622\n",
      "Non-trainable params: 768\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "def generate_model(dropout=0.25, optimizer='adagrad', kernel_initializer='glorot_uniform'):\n",
    "    model = Sequential()\n",
    "    model.add(Conv1D(256, 8, padding='same',input_shape=(216, 1)))\n",
    "    model.add(Activation(\"relu\"))\n",
    "    model.add(Conv1D(256, 8, padding='same',kernel_initializer=kernel_initializer))\n",
    "    model.add(BatchNormalization())\n",
    "    model.add(Activation(\"relu\"))\n",
    "    model.add(Dropout(dropout))\n",
    "    model.add(MaxPooling1D(pool_size=(8)))\n",
    "    model.add(Conv1D(128, 8, padding='same',kernel_initializer=kernel_initializer))\n",
    "    model.add(Activation(\"relu\"))\n",
    "    model.add(Conv1D(128, 8, padding='same',kernel_initializer=kernel_initializer))\n",
    "    model.add(Activation(\"relu\"))\n",
    "    model.add(Conv1D(128, 8, padding='same',kernel_initializer=kernel_initializer))\n",
    "    model.add(Activation(\"relu\"))\n",
    "    model.add(Conv1D(128, 8, padding='same',kernel_initializer=kernel_initializer))\n",
    "    model.add(BatchNormalization())\n",
    "    model.add(Activation(\"relu\"))\n",
    "    model.add(Dropout(dropout))\n",
    "    model.add(MaxPooling1D(pool_size=(8)))\n",
    "    model.add(Conv1D(64, 8, padding='same',kernel_initializer=kernel_initializer))\n",
    "    model.add(Activation(\"relu\"))\n",
    "    model.add(Conv1D(64, 8, padding='same',kernel_initializer=kernel_initializer))\n",
    "    model.add(Activation(\"relu\"))\n",
    "    model.add(Flatten())\n",
    "    model.add(Dense(14))\n",
    "    model.add(Activation('softmax'))\n",
    "    model.compile(loss='categorical_crossentropy', optimizer=optimizer, metrics=['accuracy'])\n",
    "    return model\n",
    "\n",
    "generate_model().summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "classifier = KerasClassifier(build_fn=generate_model, epochs=5)\n",
    "\n",
    "def create_pipeline(shipping=False):\n",
    "    pipes = []\n",
    "    if shipping:\n",
    "        pipes.append(('mfcc', mfcc_transformer)) # cost too much time during the training phase\n",
    "    pipes.append(('explode', explode_array_transformer))\n",
    "    pipes.append(('complete', complete_column_transformer))\n",
    "    pipes.append(('noNan', noNan_transformer))\n",
    "    pipes.append(('standart', standart_transformer))\n",
    "    pipes.append(('expand_dims', expand_transformer))\n",
    "    pipes.append(('my_classifier', classifier))\n",
    "    return Pipeline(pipes)\n",
    "\n",
    "pipeline = create_pipeline()\n",
    "pipeline_shipping = create_pipeline(shipping = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "param_grid = {\n",
    "    'my_classifier__dropout':[0.1,0.3],\n",
    "    #'my_classifier__optimizer':['rmsprop','adam','adagrad'],\n",
    "    #'my_classifier__kernel_initializer':['glorot_uniform','normal','uniform']\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "grid = GridSearchCV(pipeline, param_grid, cv=3) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/5\n",
      "203/203 [==============================] - 32s 157ms/step - loss: 2.1558 - accuracy: 0.2507\n",
      "Epoch 2/5\n",
      "203/203 [==============================] - 34s 165ms/step - loss: 1.9004 - accuracy: 0.3366\n",
      "Epoch 3/5\n",
      "203/203 [==============================] - 35s 171ms/step - loss: 1.8014 - accuracy: 0.3700\n",
      "Epoch 4/5\n",
      "203/203 [==============================] - 32s 156ms/step - loss: 1.7397 - accuracy: 0.3984\n",
      "Epoch 5/5\n",
      "203/203 [==============================] - 32s 156ms/step - loss: 1.6900 - accuracy: 0.4143\n",
      "102/102 [==============================] - 6s 61ms/step - loss: 1.7655 - accuracy: 0.3925\n",
      "Epoch 1/5\n",
      "203/203 [==============================] - 33s 162ms/step - loss: 2.1951 - accuracy: 0.2475\n",
      "Epoch 2/5\n",
      "203/203 [==============================] - 35s 173ms/step - loss: 1.9262 - accuracy: 0.3347\n",
      "Epoch 3/5\n",
      "203/203 [==============================] - 34s 170ms/step - loss: 1.8048 - accuracy: 0.3760\n",
      "Epoch 4/5\n",
      "203/203 [==============================] - 33s 161ms/step - loss: 1.7267 - accuracy: 0.4060\n",
      "Epoch 5/5\n",
      "203/203 [==============================] - 33s 160ms/step - loss: 1.6775 - accuracy: 0.4254\n",
      "102/102 [==============================] - 6s 60ms/step - loss: 1.7474 - accuracy: 0.4070\n",
      "Epoch 1/5\n",
      "203/203 [==============================] - 33s 161ms/step - loss: 2.1730 - accuracy: 0.2448\n",
      "Epoch 2/5\n",
      "203/203 [==============================] - 33s 161ms/step - loss: 1.9089 - accuracy: 0.3414\n",
      "Epoch 3/5\n",
      "203/203 [==============================] - 33s 160ms/step - loss: 1.7984 - accuracy: 0.3828\n",
      "Epoch 4/5\n",
      "203/203 [==============================] - 33s 165ms/step - loss: 1.7255 - accuracy: 0.4027\n",
      "Epoch 5/5\n",
      "203/203 [==============================] - 32s 157ms/step - loss: 1.6669 - accuracy: 0.4268\n",
      "102/102 [==============================] - 6s 58ms/step - loss: 1.7858 - accuracy: 0.3895\n",
      "Epoch 1/5\n",
      "203/203 [==============================] - 31s 153ms/step - loss: 2.2042 - accuracy: 0.2390\n",
      "Epoch 2/5\n",
      "203/203 [==============================] - 31s 155ms/step - loss: 1.9432 - accuracy: 0.3161\n",
      "Epoch 3/5\n",
      "203/203 [==============================] - 33s 160ms/step - loss: 1.8420 - accuracy: 0.3685\n",
      "Epoch 4/5\n",
      "203/203 [==============================] - 31s 151ms/step - loss: 1.7771 - accuracy: 0.3864\n",
      "Epoch 5/5\n",
      "203/203 [==============================] - 31s 153ms/step - loss: 1.7243 - accuracy: 0.4004\n",
      "102/102 [==============================] - 6s 61ms/step - loss: 2.0444 - accuracy: 0.3164\n",
      "Epoch 1/5\n",
      "203/203 [==============================] - 31s 150ms/step - loss: 2.1815 - accuracy: 0.2441\n",
      "Epoch 2/5\n",
      "203/203 [==============================] - 31s 152ms/step - loss: 1.9379 - accuracy: 0.3290\n",
      "Epoch 3/5\n",
      "203/203 [==============================] - 31s 152ms/step - loss: 1.8386 - accuracy: 0.3656\n",
      "Epoch 4/5\n",
      "203/203 [==============================] - 31s 153ms/step - loss: 1.7804 - accuracy: 0.3805\n",
      "Epoch 5/5\n",
      "203/203 [==============================] - 31s 153ms/step - loss: 1.7309 - accuracy: 0.3947\n",
      "102/102 [==============================] - 6s 59ms/step - loss: 1.9378 - accuracy: 0.3546\n",
      "Epoch 1/5\n",
      "203/203 [==============================] - 31s 153ms/step - loss: 2.1958 - accuracy: 0.2286\n",
      "Epoch 2/5\n",
      "203/203 [==============================] - 30s 149ms/step - loss: 1.9301 - accuracy: 0.3309\n",
      "Epoch 3/5\n",
      "203/203 [==============================] - 30s 147ms/step - loss: 1.8142 - accuracy: 0.3605\n",
      "Epoch 4/5\n",
      "203/203 [==============================] - 32s 160ms/step - loss: 1.7464 - accuracy: 0.3912\n",
      "Epoch 5/5\n",
      "203/203 [==============================] - 31s 154ms/step - loss: 1.6998 - accuracy: 0.4117\n",
      "102/102 [==============================] - 6s 61ms/step - loss: 1.9091 - accuracy: 0.3725\n",
      "Epoch 1/5\n",
      "305/305 [==============================] - 47s 154ms/step - loss: 2.1075 - accuracy: 0.2622\n",
      "Epoch 2/5\n",
      "305/305 [==============================] - 46s 149ms/step - loss: 1.8506 - accuracy: 0.3554\n",
      "Epoch 3/5\n",
      "305/305 [==============================] - 46s 150ms/step - loss: 1.7548 - accuracy: 0.3907\n",
      "Epoch 4/5\n",
      "305/305 [==============================] - 47s 154ms/step - loss: 1.6958 - accuracy: 0.4087\n",
      "Epoch 5/5\n",
      "305/305 [==============================] - 46s 152ms/step - loss: 1.6434 - accuracy: 0.4288\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=3,\n",
       "             estimator=Pipeline(steps=[('explode',\n",
       "                                        FunctionTransformer(func=<function explode_array at 0x7f3889ac8830>)),\n",
       "                                       ('complete',\n",
       "                                        FunctionTransformer(func=<function complete_column at 0x7f3889ac88c0>)),\n",
       "                                       ('noNan', SimpleImputer()),\n",
       "                                       ('standart', StandardScaler()),\n",
       "                                       ('expand_dims',\n",
       "                                        FunctionTransformer(func=<function expand_dims at 0x7f3889b3a170>)),\n",
       "                                       ('my_classifier',\n",
       "                                        <tensorflow.python.keras.wrappers.scikit_learn.KerasClassifier object at 0x7f3889b5a350>)]),\n",
       "             param_grid={'my_classifier__dropout': [0.1, 0.3]})"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid.fit(data_train_hyperparameter,label_train) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'my_classifier__dropout': 0.1}"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('mfcc',\n",
       "                 FunctionTransformer(func=<function mfcc at 0x7f3889ac8ef0>)),\n",
       "                ('explode',\n",
       "                 FunctionTransformer(func=<function explode_array at 0x7f3889ac8830>)),\n",
       "                ('complete',\n",
       "                 FunctionTransformer(func=<function complete_column at 0x7f3889ac88c0>)),\n",
       "                ('noNan', SimpleImputer()), ('standart', StandardScaler()),\n",
       "                ('expand_dims',\n",
       "                 FunctionTransformer(func=<function expand_dims at 0x7f3889b3a170>)),\n",
       "                ('my_classifier',\n",
       "                 <tensorflow.python.keras.wrappers.scikit_learn.KerasClassifier object at 0x7f3889b5a350>)])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipeline_shipping.set_params(my_classifier__dropout=0.1, my_classifier__optimizer=\"adam\",my_classifier__epochs=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "305/305 [==============================] - 50s 163ms/step - loss: 2.2033 - accuracy: 0.2152\n",
      "Epoch 2/50\n",
      "305/305 [==============================] - 49s 159ms/step - loss: 1.9940 - accuracy: 0.2824\n",
      "Epoch 3/50\n",
      "305/305 [==============================] - 50s 165ms/step - loss: 1.8786 - accuracy: 0.3333\n",
      "Epoch 4/50\n",
      "305/305 [==============================] - 53s 173ms/step - loss: 1.7748 - accuracy: 0.3659\n",
      "Epoch 5/50\n",
      "305/305 [==============================] - 53s 172ms/step - loss: 1.7056 - accuracy: 0.4000\n",
      "Epoch 6/50\n",
      "305/305 [==============================] - 49s 162ms/step - loss: 1.6750 - accuracy: 0.4062\n",
      "Epoch 7/50\n",
      "305/305 [==============================] - 51s 166ms/step - loss: 1.6349 - accuracy: 0.4128\n",
      "Epoch 8/50\n",
      "305/305 [==============================] - 50s 163ms/step - loss: 1.6157 - accuracy: 0.4318\n",
      "Epoch 9/50\n",
      "305/305 [==============================] - 49s 161ms/step - loss: 1.5876 - accuracy: 0.4317\n",
      "Epoch 10/50\n",
      "305/305 [==============================] - 54s 176ms/step - loss: 1.5636 - accuracy: 0.4342\n",
      "Epoch 11/50\n",
      "305/305 [==============================] - 50s 165ms/step - loss: 1.5406 - accuracy: 0.4526\n",
      "Epoch 12/50\n",
      "305/305 [==============================] - 53s 174ms/step - loss: 1.5292 - accuracy: 0.4558\n",
      "Epoch 13/50\n",
      "305/305 [==============================] - 49s 161ms/step - loss: 1.5058 - accuracy: 0.4614\n",
      "Epoch 14/50\n",
      "305/305 [==============================] - 49s 161ms/step - loss: 1.4795 - accuracy: 0.4718\n",
      "Epoch 15/50\n",
      "305/305 [==============================] - 57s 187ms/step - loss: 1.4716 - accuracy: 0.4694\n",
      "Epoch 16/50\n",
      "305/305 [==============================] - 56s 183ms/step - loss: 1.4485 - accuracy: 0.4792\n",
      "Epoch 17/50\n",
      "305/305 [==============================] - 57s 186ms/step - loss: 1.4313 - accuracy: 0.4872\n",
      "Epoch 18/50\n",
      "305/305 [==============================] - 55s 181ms/step - loss: 1.4045 - accuracy: 0.4942\n",
      "Epoch 19/50\n",
      "305/305 [==============================] - 54s 179ms/step - loss: 1.3798 - accuracy: 0.5142\n",
      "Epoch 20/50\n",
      "305/305 [==============================] - 49s 161ms/step - loss: 1.3639 - accuracy: 0.5068\n",
      "Epoch 21/50\n",
      "305/305 [==============================] - 53s 173ms/step - loss: 1.3305 - accuracy: 0.5267\n",
      "Epoch 22/50\n",
      "305/305 [==============================] - 52s 171ms/step - loss: 1.3195 - accuracy: 0.5235\n",
      "Epoch 23/50\n",
      "305/305 [==============================] - 51s 168ms/step - loss: 1.2987 - accuracy: 0.5363\n",
      "Epoch 24/50\n",
      "305/305 [==============================] - 50s 164ms/step - loss: 1.2811 - accuracy: 0.5386\n",
      "Epoch 25/50\n",
      "305/305 [==============================] - 50s 163ms/step - loss: 1.2749 - accuracy: 0.5408\n",
      "Epoch 26/50\n",
      "305/305 [==============================] - 52s 169ms/step - loss: 1.2428 - accuracy: 0.5579\n",
      "Epoch 27/50\n",
      "305/305 [==============================] - 51s 167ms/step - loss: 1.2049 - accuracy: 0.5670\n",
      "Epoch 28/50\n",
      "305/305 [==============================] - 52s 169ms/step - loss: 1.1628 - accuracy: 0.5829\n",
      "Epoch 29/50\n",
      "305/305 [==============================] - 52s 169ms/step - loss: 1.1315 - accuracy: 0.5981\n",
      "Epoch 30/50\n",
      "305/305 [==============================] - 50s 164ms/step - loss: 1.1053 - accuracy: 0.6056\n",
      "Epoch 31/50\n",
      "305/305 [==============================] - 50s 164ms/step - loss: 1.0790 - accuracy: 0.6116\n",
      "Epoch 32/50\n",
      "305/305 [==============================] - 50s 164ms/step - loss: 1.0411 - accuracy: 0.6322\n",
      "Epoch 33/50\n",
      "305/305 [==============================] - 59s 192ms/step - loss: 0.9995 - accuracy: 0.6382\n",
      "Epoch 34/50\n",
      "305/305 [==============================] - 56s 183ms/step - loss: 1.0006 - accuracy: 0.6420\n",
      "Epoch 35/50\n",
      "305/305 [==============================] - 54s 177ms/step - loss: 0.9221 - accuracy: 0.6680\n",
      "Epoch 36/50\n",
      "305/305 [==============================] - 53s 173ms/step - loss: 0.9208 - accuracy: 0.6729\n",
      "Epoch 37/50\n",
      "305/305 [==============================] - 60s 195ms/step - loss: 0.8366 - accuracy: 0.6998\n",
      "Epoch 38/50\n",
      "305/305 [==============================] - 53s 174ms/step - loss: 0.7877 - accuracy: 0.7196\n",
      "Epoch 39/50\n",
      "305/305 [==============================] - 53s 172ms/step - loss: 0.7492 - accuracy: 0.7355\n",
      "Epoch 40/50\n",
      "305/305 [==============================] - 50s 165ms/step - loss: 0.7780 - accuracy: 0.7187\n",
      "Epoch 41/50\n",
      "305/305 [==============================] - 51s 169ms/step - loss: 0.6675 - accuracy: 0.7632\n",
      "Epoch 42/50\n",
      "305/305 [==============================] - 52s 171ms/step - loss: 0.6012 - accuracy: 0.7887\n",
      "Epoch 43/50\n",
      "305/305 [==============================] - 52s 172ms/step - loss: 0.5717 - accuracy: 0.7987\n",
      "Epoch 44/50\n",
      "305/305 [==============================] - 49s 160ms/step - loss: 0.5465 - accuracy: 0.8095\n",
      "Epoch 45/50\n",
      "305/305 [==============================] - 53s 174ms/step - loss: 0.5535 - accuracy: 0.8003\n",
      "Epoch 46/50\n",
      "305/305 [==============================] - 52s 171ms/step - loss: 0.4823 - accuracy: 0.8312\n",
      "Epoch 47/50\n",
      "305/305 [==============================] - 54s 176ms/step - loss: 0.4240 - accuracy: 0.8490\n",
      "Epoch 48/50\n",
      "305/305 [==============================] - 53s 173ms/step - loss: 0.3369 - accuracy: 0.8812\n",
      "Epoch 49/50\n",
      "305/305 [==============================] - 51s 167ms/step - loss: 0.5534 - accuracy: 0.8172\n",
      "Epoch 50/50\n",
      "305/305 [==============================] - 55s 180ms/step - loss: 0.3012 - accuracy: 0.8973\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('mfcc',\n",
       "                 FunctionTransformer(func=<function mfcc at 0x7f3889ac8ef0>)),\n",
       "                ('explode',\n",
       "                 FunctionTransformer(func=<function explode_array at 0x7f3889ac8830>)),\n",
       "                ('complete',\n",
       "                 FunctionTransformer(func=<function complete_column at 0x7f3889ac88c0>)),\n",
       "                ('noNan', SimpleImputer()), ('standart', StandardScaler()),\n",
       "                ('expand_dims',\n",
       "                 FunctionTransformer(func=<function expand_dims at 0x7f3889b3a170>)),\n",
       "                ('my_classifier',\n",
       "                 <tensorflow.python.keras.wrappers.scikit_learn.KerasClassifier object at 0x7f3889b5a350>)])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipeline_shipping.fit(data_train, label_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5566         ./input/CREMA-D/AudioWAV/1056_IWL_FEA_XX.wav\n",
       "867          ./input/CREMA-D/AudioWAV/1018_MTI_ANG_XX.wav\n",
       "2227    ./input/TESS/TESS Toronto emotional speech set...\n",
       "537          ./input/CREMA-D/AudioWAV/1074_IEO_NEU_XX.wav\n",
       "708     ./input/TESS/TESS Toronto emotional speech set...\n",
       "                              ...                        \n",
       "7244         ./input/CREMA-D/AudioWAV/1017_IWW_NEU_XX.wav\n",
       "471          ./input/CREMA-D/AudioWAV/1036_ITH_SAD_XX.wav\n",
       "670          ./input/CREMA-D/AudioWAV/1013_WSI_SAD_XX.wav\n",
       "380     ./input/RAVDESS/Actor_11/03-01-04-02-01-01-11.wav\n",
       "2550         ./input/CREMA-D/AudioWAV/1038_ITH_FEA_XX.wav\n",
       "Name: path, Length: 9729, dtype: object"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /home/vm/anaconda3/envs/myenv/lib/python3.7/site-packages/tensorflow/python/keras/wrappers/scikit_learn.py:241: Sequential.predict_classes (from tensorflow.python.keras.engine.sequential) is deprecated and will be removed after 2021-01-01.\n",
      "Instructions for updating:\n",
      "Please use instead:* `np.argmax(model.predict(x), axis=-1)`,   if your model does multi-class classification   (e.g. if it uses a `softmax` last-layer activation).* `(model.predict(x) > 0.5).astype(\"int32\")`,   if your model does binary classification   (e.g. if it uses a `sigmoid` last-layer activation).\n"
     ]
    }
   ],
   "source": [
    "prediction = pipeline_shipping.predict(data_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "77/77 [==============================] - 5s 60ms/step - loss: 3.0170 - accuracy: 0.4266\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.4266337752342224"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipeline_shipping.score(data_test, label_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "comparison = pd.DataFrame({'true_values': list(label_test)}).join(pd.DataFrame({'predicted_values':prediction}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>true_values</th>\n",
       "      <th>predicted_values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>male_neutral</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>female_disgust</td>\n",
       "      <td>female_disgust</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>female_disgust</td>\n",
       "      <td>male_angry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>male_happy</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>female_disgust</td>\n",
       "      <td>male_disgust</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>female_neutral</td>\n",
       "      <td>male_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>female_happy</td>\n",
       "      <td>female_neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>female_sad</td>\n",
       "      <td>female_neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>female_neutral</td>\n",
       "      <td>female_fear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>female_surprise</td>\n",
       "      <td>female_neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>female_sad</td>\n",
       "      <td>female_fear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>female_angry</td>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>male_fear</td>\n",
       "      <td>male_fear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>female_happy</td>\n",
       "      <td>female_fear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>female_fear</td>\n",
       "      <td>female_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>male_neutral</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>male_angry</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>female_fear</td>\n",
       "      <td>female_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>female_disgust</td>\n",
       "      <td>female_disgust</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>male_happy</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        true_values predicted_values\n",
       "0      male_neutral       male_happy\n",
       "1    female_disgust   female_disgust\n",
       "2    female_disgust       male_angry\n",
       "3        male_happy       male_happy\n",
       "4    female_disgust     male_disgust\n",
       "5    female_neutral         male_sad\n",
       "6      female_happy   female_neutral\n",
       "7        female_sad   female_neutral\n",
       "8    female_neutral      female_fear\n",
       "9   female_surprise   female_neutral\n",
       "10       female_sad      female_fear\n",
       "11     female_angry     female_happy\n",
       "12        male_fear        male_fear\n",
       "13     female_happy      female_fear\n",
       "14      female_fear       female_sad\n",
       "15     male_neutral       male_happy\n",
       "16       male_angry       male_happy\n",
       "17      female_fear       female_sad\n",
       "18   female_disgust   female_disgust\n",
       "19       male_happy       male_happy"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "comparison.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_confusion_matrix(confusion_matrix, class_names, figsize = (10,7), fontsize=14):\n",
    "    \"\"\"Prints a confusion matrix, as returned by sklearn.metrics.confusion_matrix, as a heatmap.\n",
    "    \n",
    "    Arguments\n",
    "    ---------\n",
    "    confusion_matrix: numpy.ndarray\n",
    "        The numpy.ndarray object returned from a call to sklearn.metrics.confusion_matrix. \n",
    "        Similarly constructed ndarrays can also be used.\n",
    "    class_names: list\n",
    "        An ordered list of class names, in the order they index the given confusion matrix.\n",
    "    figsize: tuple\n",
    "        A 2-long tuple, the first value determining the horizontal size of the ouputted figure,\n",
    "        the second determining the vertical size. Defaults to (10,7).\n",
    "    fontsize: int\n",
    "        Font size for axes labels. Defaults to 14.\n",
    "        \n",
    "    Returns\n",
    "    -------\n",
    "    matplotlib.figure.Figure\n",
    "        The resulting confusion matrix figure\n",
    "    \"\"\"\n",
    "    df_cm = pd.DataFrame(\n",
    "        confusion_matrix, index=class_names, columns=class_names, \n",
    "    )\n",
    "    fig = plt.figure(figsize=figsize)\n",
    "    try:\n",
    "        heatmap = sns.heatmap(df_cm, annot=True, fmt=\"d\")\n",
    "    except ValueError:\n",
    "        raise ValueError(\"Confusion matrix values must be integers.\")\n",
    "        \n",
    "    heatmap.yaxis.set_ticklabels(heatmap.yaxis.get_ticklabels(), rotation=0, ha='right', fontsize=fontsize)\n",
    "    heatmap.xaxis.set_ticklabels(heatmap.xaxis.get_ticklabels(), rotation=45, ha='right', fontsize=fontsize)\n",
    "    plt.ylabel('True label')\n",
    "    plt.xlabel('Predicted label')\n",
    "\n",
    "# Gender recode function\n",
    "def gender(row):\n",
    "    if row == 'female_disgust' or 'female_fear' or 'female_happy' or 'female_sad' or 'female_surprise' or 'female_neutral':\n",
    "        return 'female'\n",
    "    elif row == 'male_angry' or 'male_fear' or 'male_happy' or 'male_sad' or 'male_surprise' or 'male_neutral' or 'male_disgust':\n",
    "        return 'male'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "classes = comparison.true_values.unique()\n",
    "classes.sort()    \n",
    "\n",
    "# Confusion matrix \n",
    "c = confusion_matrix(comparison.true_values, comparison.predicted_values)\n",
    "print_confusion_matrix(c, class_names = classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "livrable = {\n",
    "    \"schema\": \"path that lead to a .wav files\",\n",
    "    \"labels\": list(dataframe.label.unique()),\n",
    "    \"pipeline\": pipeline_shipping\n",
    "}\n",
    "\n",
    "name = 'livrable-00001'"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}