Emotional classification through voice using Backpropagation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e7e75593",
   "metadata": {},
   "source": [
    "# Emotional classification through voice using Backpropagation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c767b92",
   "metadata": {},
   "source": [
    "## Topic\n",
    "\n",
    "In this notebook I experienced with audio classification, the dataset has 1400 audios of spoken sentences in each of the 7 emotional states (happy, angry, pleasant, disgust, sad, neutral and fear). My goal is to preprocess the raw audio into a form that a neural network can learn from, for that I used Melspectrograms, and them build a model that can accurately classify a voice tone as being in one of the mentioned class. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9ad36fe",
   "metadata": {},
   "source": [
    "## Objective\n",
    "\n",
    "- Process raw audio data to be neural net ready\n",
    "- Build a classififer that can tell the emotion in a voice"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2502e096",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "- Importing libraries\n",
    "- Extracting audio files\n",
    "- Extracting Mel Spectrograms\n",
    "- Audio transformation\n",
    "- Creating the target dataset\n",
    "- Train/Test split\n",
    "- Creating the data loaders\n",
    "- Building the Classifier\n",
    "- Training and inference\n",
    "- Trying out the model\n",
    "- Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ca9df1d",
   "metadata": {},
   "source": [
    "### Importing libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a79b636b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import tarfile\n",
    "import numpy as np \n",
    "import torch\n",
    "import torchaudio\n",
    "from torch import nn\n",
    "from torch import optim\n",
    "import torchaudio.transforms as T\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import LabelEncoder, OneHotEncoder\n",
    "from sklearn import preprocessing\n",
    "from IPython.display import Audio\n",
    "import IPython.display as ipd\n",
    "from glob import glob\n",
    "import librosa"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29bca8d6",
   "metadata": {},
   "source": [
    "### Extracting the audio files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1aa7d39b",
   "metadata": {},
   "outputs": [],
   "source": [
    "audio_files = glob(r\"C:\\Users\\imane\\Downloads\\archive (14)\\Emotional speech set data\\Emotional speech set data\\*\\*.wav\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c80ebf8b",
   "metadata": {},
   "outputs": [
    {
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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(audio_files[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9729e8d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(audio_files[201])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "dc876bc8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(audio_files[856])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28517a22",
   "metadata": {},
   "source": [
    "In the above I extracted the audio files paths using glob and played some audios with the help of IPython display."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5e94b09a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 51542])\n",
      "24414\n"
     ]
    }
   ],
   "source": [
    "soundwave, sample_rate = torchaudio.load(audio_files[1])\n",
    "print(soundwave.shape)\n",
    "print(sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "73f294eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "soundwave = torch.flatten(soundwave)\n",
    "pd.Series(soundwave).plot(figsize=(10,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f2f7ec9d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 65961])\n",
      "24414\n"
     ]
    }
   ],
   "source": [
    "soundwave, sample_rate = torchaudio.load(audio_files[201])\n",
    "print(soundwave.shape)\n",
    "print(sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8f46452f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "soundwave = torch.flatten(soundwave)\n",
    "pd.Series(soundwave).plot(figsize=(10,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9ef94a08",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 49318])\n",
      "24414\n"
     ]
    }
   ],
   "source": [
    "soundwave, sample_rate = torchaudio.load(audio_files[856])\n",
    "print(soundwave.shape)\n",
    "print(sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d1f449cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "soundwave = torch.flatten(soundwave)\n",
    "pd.Series(soundwave).plot(figsize=(10,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6064f63e",
   "metadata": {},
   "source": [
    "In the above I loaded some example files with torchaudio and ploted their waveforms. The waveform gives us information about the time and amplitude(loudness) of the samples but not the change in frequencies (which I will use a spectrogram for)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f366be4",
   "metadata": {},
   "source": [
    "### Extracting Mel spectrograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "748981e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "soundwave, sample_rate = librosa.load(audio_files[1])\n",
    "mel = librosa.feature.melspectrogram(y = soundwave, sr = sample_rate, n_mels = 128)\n",
    "db = librosa.amplitude_to_db(np.abs(mel), ref=np.max)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "54f37877",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(128, 91)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "75df14a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,5))\n",
    "img = librosa.display.specshow(db, x_axis = \"time\", y_axis ='log',\n",
    "                              ax = ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9e70bd68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(128, 117)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soundwave, sample_rate = librosa.load(audio_files[201])\n",
    "mel = librosa.feature.melspectrogram(y = soundwave, sr = sample_rate, n_mels = 128)\n",
    "db = librosa.amplitude_to_db(np.abs(mel), ref=np.max)\n",
    "db.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "446577a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,5))\n",
    "img = librosa.display.specshow(db, x_axis = \"time\", y_axis ='log',\n",
    "                              ax = ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "81130cce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(128, 87)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soundwave, sample_rate = librosa.load(audio_files[856])\n",
    "mel = librosa.feature.melspectrogram(y = soundwave, sr = sample_rate, n_mels = 128)\n",
    "db = librosa.amplitude_to_db(np.abs(mel), ref=np.max)\n",
    "db.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4c114b28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,5))\n",
    "img = librosa.display.specshow(db, x_axis = \"time\", y_axis ='log',\n",
    "                              ax = ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a0bbc10",
   "metadata": {},
   "source": [
    "With the help of librosa I was able to extract mel spectrograms of some audios to see the changes in audio frequencies as it is heard by the human ear. I converted my waveforms to mel spectrograms which convert the frequencies to mel scales  and then to decibels to see the changes in amplitude."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7eb59422",
   "metadata": {},
   "source": [
    "### Audio transformation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ec4e1b5f",
   "metadata": {},
   "outputs": [],
   "source": [
    "soundwaves, sample_rates = [], []\n",
    "for i in range(len(audio_files)):\n",
    "    soundwave, sample_rate = torchaudio.load(audio_files[i], normalize = True)\n",
    "    soundwave = torch.flatten(soundwave)\n",
    "    resample = torchaudio.transforms.Resample(int(sample_rate), int(sample_rate/10))\n",
    "    soundwave = resample(soundwave)\n",
    "    mel = torchaudio.transforms.MelSpectrogram(int(sample_rate/10), n_mels=64, n_fft=1024, hop_length=None)\n",
    "    soundwave = mel(soundwave)\n",
    "    db = torchaudio.transforms.AmplitudeToDB(stype=\"amplitude\", top_db=80)\n",
    "    soundwave = db(soundwave)\n",
    "    soundwaves.append(soundwave)\n",
    "    sample_rates.append(int(sample_rate/10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "eb26c2a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([64, 12])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soundwaves[48].shape "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f718c2a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([64, 10])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soundwaves[86].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "daea42a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "14\n"
     ]
    }
   ],
   "source": [
    "m = []\n",
    "for i in range(len(soundwaves)):    \n",
    "    m.append(soundwaves[i].shape[1]) \n",
    "print(max(m))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "46a4fbc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "target_len = 14\n",
    "for i in range(len(soundwaves)):\n",
    "    soundwaves[i] = F.pad(soundwaves[i], (target_len - soundwaves[i].size(1), 0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "308f3520",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([64, 14])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soundwaves[12].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a151aae0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([64, 14])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soundwaves[36].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e5103c13",
   "metadata": {},
   "outputs": [],
   "source": [
    "sw = []\n",
    "for tensor in soundwaves:\n",
    "    a = torch.flatten(tensor)\n",
    "    sw.append(a)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "959bf2d9",
   "metadata": {},
   "source": [
    "In the above I transformed the entire dataset to be ready for the network. The first thing I did is resample to reduce the size of my data, the original sample rate was 24414Hz and I set it to be 24414/10Hz. Then I extracted the mel spectrograms with 64 mels and converted to decibels and stored everything in lists. Seen as the shapes of the matrices that resulted were different, I had to pad them to be of the same shape and flattened them to get the number of input neurons for the following network."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e61dfcb",
   "metadata": {},
   "source": [
    "### Creating the target dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "55617f30",
   "metadata": {},
   "outputs": [],
   "source": [
    "feelings = pd.DataFrame(columns = ['feeling'])\n",
    "a = audio_files[:199]\n",
    "d = audio_files[199:399]\n",
    "f = audio_files[399:599]\n",
    "h = audio_files[599:799]\n",
    "n = audio_files[799:999]\n",
    "p = audio_files[999:1199]\n",
    "s = audio_files[1199:]\n",
    "for i in range(len(a)):\n",
    "    feelings.loc[a[i]] = [\"angry\"]\n",
    "for i in range(len(d)):\n",
    "    feelings.loc[d[i]] = [\"disgust\"]\n",
    "for i in range(len(f)):\n",
    "    feelings.loc[f[i]] = [\"fear\"]\n",
    "for i in range(len(h)):\n",
    "    feelings.loc[h[i]] = [\"happy\"]\n",
    "for i in range(len(n)):\n",
    "    feelings.loc[n[i]] = [\"neutral\"]\n",
    "for i in range(len(p)):\n",
    "    feelings.loc[p[i]] = [\"pleasant\"]\n",
    "for i in range(len(s)):\n",
    "    feelings.loc[s[i]] = [\"sad\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "2dd9ee63",
   "metadata": {},
   "outputs": [],
   "source": [
    "feelings = feelings.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "e1d2a570",
   "metadata": {},
   "outputs": [],
   "source": [
    "target = feelings[\"feeling\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "592510c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       angry\n",
       "1       angry\n",
       "2       angry\n",
       "3       angry\n",
       "4       angry\n",
       "        ...  \n",
       "1395      sad\n",
       "1396      sad\n",
       "1397      sad\n",
       "1398      sad\n",
       "1399      sad\n",
       "Name: feeling, Length: 1400, dtype: object"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "5dec4f23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1400"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6d5ad33c",
   "metadata": {},
   "outputs": [],
   "source": [
    "encoder = LabelEncoder()\n",
    "target = encoder.fit_transform(target)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac975200",
   "metadata": {},
   "source": [
    "In the above I created a dataset for the target using the path file as index and the feeling as target. Then I encoded them to be used in the train/test split."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10f4817d",
   "metadata": {},
   "source": [
    "### Train/Test split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "8295e0e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = []\n",
    "for tensor in sw:\n",
    "    a = tensor.numpy()\n",
    "    data.append(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "955e59c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.array(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "13206f63",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train ,y_test = train_test_split(data, target, random_state = 42, test_size = 0.30)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6ca90a8",
   "metadata": {},
   "source": [
    "I converted my tensors to numpy to be correctly used in the train/test split."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d797bed",
   "metadata": {},
   "source": [
    "### Creating the data loaders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "65b2685e",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Train_loader(Dataset):\n",
    "    def __init__(self):\n",
    "        self.X = torch.tensor(X_train, dtype= torch.float32)\n",
    "        self.Y = torch.tensor(y_train, dtype = torch.long)\n",
    "        self.len = self.X.shape[0]\n",
    "    def __getitem__(self, index):\n",
    "        return self.X[index], self.Y[index]\n",
    "    def __len__(self):\n",
    "        return self.len"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "cff4fa5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Test_loader(Dataset):\n",
    "    def __init__(self):\n",
    "        self.X = torch.tensor(X_test, dtype = torch.float32)\n",
    "        self.Y = torch.tensor(y_test,dtype = torch.long)\n",
    "        self.len = self.X.shape[0]\n",
    "    def __getitem__(self, index):\n",
    "        return self.X[index], self.Y[index]\n",
    "    def __len__(self):\n",
    "        return self.len"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "8d9b49b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_data = Train_loader()\n",
    "test_data = Test_loader()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "e1e8b199",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_loader = DataLoader(dataset = train_data, batch_size= 128)\n",
    "test_loader = DataLoader(dataset = test_data, batch_size= 128)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3339f0f0",
   "metadata": {},
   "source": [
    "Then I created train and test loaders with  128 examples per batch, after converting the target to integer and data to tensors."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d24618e2",
   "metadata": {},
   "source": [
    "### Building the Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "abc2a96c",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Classifier(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.fc1 = nn.Linear(896, 98)\n",
    "        self.fc2 = nn.Linear(98,7)\n",
    "        \n",
    "        self.dropout = nn.Dropout(p=0.2)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        \n",
    "        \n",
    "        x = self.dropout(F.leaky_relu(self.fc1(x)))\n",
    "        x = F.log_softmax(self.fc2(x), dim=1)\n",
    "        \n",
    "        return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "9e0be9aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "classifier = Classifier()\n",
    "criterion = nn.NLLLoss()\n",
    "optimizer = optim.Adam(classifier.parameters(), lr = 0.0005)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b47a4e7",
   "metadata": {},
   "source": [
    "I build a simple neural net with only 2 layers (input and output). The input layer has 896 nodes which correspond to the number of instances I got after flattening my spec matrices and the output layer has 7 nodes that correspond to the number of emotions to predict. I used negative log likelihood loss seen as it's a multiclass classification and  an Adam optimize with a small learning rate of 0.0005."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "455b5d52",
   "metadata": {},
   "source": [
    "### Training and inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "638ae4f7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 1 Test accuracy 96.5\n",
      "Epoch: 2 Test accuracy 101.75\n",
      "Epoch: 3 Test accuracy 102.0\n",
      "Epoch: 4 Test accuracy 103.0\n",
      "Epoch: 5 Test accuracy 103.5\n",
      "Epoch: 6 Test accuracy 103.25\n",
      "Epoch: 7 Test accuracy 103.5\n",
      "Epoch: 8 Test accuracy 103.25\n",
      "Epoch: 9 Test accuracy 103.5\n",
      "Epoch: 10 Test accuracy 103.5\n",
      "Epoch: 11 Test accuracy 103.75\n",
      "Epoch: 12 Test accuracy 104.0\n",
      "Epoch: 13 Test accuracy 103.75\n",
      "Epoch: 14 Test accuracy 103.75\n",
      "Epoch: 15 Test accuracy 103.75\n",
      "Epoch: 16 Test accuracy 103.5\n",
      "Epoch: 17 Test accuracy 103.75\n",
      "Epoch: 18 Test accuracy 103.5\n",
      "Epoch: 19 Test accuracy 103.75\n",
      "Epoch: 20 Test accuracy 103.75\n",
      "Epoch: 21 Test accuracy 103.5\n",
      "Epoch: 22 Test accuracy 103.75\n",
      "Epoch: 23 Test accuracy 103.5\n",
      "Epoch: 24 Test accuracy 103.75\n",
      "Epoch: 25 Test accuracy 104.0\n",
      "Epoch: 26 Test accuracy 103.75\n",
      "Epoch: 27 Test accuracy 104.0\n",
      "Epoch: 28 Test accuracy 104.0\n",
      "Epoch: 29 Test accuracy 103.75\n",
      "Epoch: 30 Test accuracy 103.75\n"
     ]
    }
   ],
   "source": [
    "epochs = 30\n",
    "train_loss, test_loss = [],[]\n",
    "train_acc, test_acc = [],[]\n",
    "for epoch in range(epochs):\n",
    "    t_loss = 0\n",
    "    t_acc = 0\n",
    "    for audio, label in train_loader:\n",
    "        optimizer.zero_grad()\n",
    "        logits = classifier(audio)\n",
    "        loss = criterion(logits, label)\n",
    "        t_loss += loss.item()\n",
    "        ps = torch.exp(logits)\n",
    "        top_k, top_class = ps.topk(1, dim=1)\n",
    "        equals = top_class == label.view(*top_class.shape)\n",
    "        t_acc += equals.sum().item()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "    else:\n",
    "        v_loss = 0\n",
    "        v_acc = 0\n",
    "        with torch.no_grad():\n",
    "            classifier.eval()\n",
    "            for audio, label in test_loader:\n",
    "                logits = classifier(audio)\n",
    "                loss = criterion(logits, label)\n",
    "                v_loss += loss.item()\n",
    "                ps = torch.exp(logits)\n",
    "                top_k, top_class = ps.topk(1,dim=1)\n",
    "                equals = top_class == label.view(*top_class.shape)\n",
    "                v_acc += equals.sum().item()\n",
    "        \n",
    "        train_loss.append(t_loss/len(train_loader.dataset))\n",
    "        test_loss.append(v_loss/len(test_loader.dataset))\n",
    "        train_acc.append(t_acc/len(train_loader))\n",
    "        test_acc.append(v_acc/len(test_loader))\n",
    "        \n",
    "        classifier.train()\n",
    "        \n",
    "        print(\"Epoch:\", epoch+1, \"Test accuracy\", v_acc/len(test_loader))\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "85f33c4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1c48be7ff40>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(train_loss, label=\"training loss\")\n",
    "plt.plot(test_loss, label=\"testing loss\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "03ccfb2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1c493daaf50>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2fz+fw97TRYhSq/Dc3V3lLg4REVFIY1AJoqISG+ZtOAoA+H9Db0CCPlLmEhEREYU2BpUgWrjxGIpKK9DZoMOkW9rJXRwiIqKQx6ASJD+fKcLHWWcAAK/cm4JwFQ89ERFRfVhbBoHd4cRzXxyCIAB/7N0afdvFyl0kIiKiZoFBJQjW/HQah3NN0EeGY/bwG+UuDhERUbPBoBJgBeZyvL7pNwDArDs7Iy5aI3OJiIiImg8GlQCb+81RmK129Gitx7i+beQuDhERUbPCoBJAu04U4ov9uVAogFdGp0Kl5EUHiYiI/MGgEiA2u2sALQA8dHNbpLbWy1wiIiKi5odBJUD+veMkTlwsQctoNWakdZa7OERERM0Sg0oAnCsqxZvfHQcAPHtXF+gjw2UuERERUfPEoBIAL351BOUVTvRPjsXom66XuzhERETNFoOKxDYfuYDMIxcQplTgldEpUCg4gJaIiKixGFQkVGZzYM5XhwEAU25LRieDTuYSERERNW8MKhL64MdTOFdUhkR9BP72h05yF4eIiKjZY1CR0LF8MwDgwZvbQqsJk7k0REREzR+DioRM5XYAQKxWLXNJiIiIrg4MKhKyWCsAANFsTSEiIpIEg4qELFZXi4ougkGFiIhICgwqEjKXM6gQERFJiUFFQpbKoBKt4Uq0REREUmBQkZCZXT9ERESSYlCRiNXugM3uBABEM6gQERFJgkFFIu5uHwDQqhlUiIiIpMCgIhH3jB+tWgWVktf3ISIikgKDikSqZvxwIC0REZFUGFQk4g4qHJ9CREQkHQYVibi7frgqLRERkXQYVCTiXj6fU5OJiIikw6AiEa5KS0REJD0GFYmIY1TY9UNERCQZBhWJVI1R4awfIiIiqTCoSMTCrh8iIiLJ+R1Utm/fjpEjRyIxMREKhQJffPGFx+Off/450tPT0bJlSygUCuzfv7/WPqxWK6ZNm4aWLVtCq9Xinnvuwblz5xr7HkKCuZyDaYmIiKTmd1ApKSlBjx49sGzZMp+P33LLLZg/f77PfWRkZGDdunX4+OOPsWPHDlgsFtx9991wOBz+FidkcHoyERGR9PyuVYcPH47hw4f7fPyhhx4CAJw6dcrr48XFxXj33XexevVqDB06FACwZs0aJCUlYfPmzUhPT/e3SCGBK9MSERFJL+hjVPbu3YuKigqkpaWJ9yUmJiIlJQW7du3y+hyr1QqTyeRxCzVcmZaIiEh6QQ8q+fn5UKvVaNGihcf9BoMB+fn5Xp8zb9486PV68ZaUlBSMovqFXT9ERETSC5lZP4IgQKHwftXh2bNno7i4WLydPXs2yKWrnzuocDAtERGRdIIeVIxGI2w2G4qKijzuLygogMFg8PocjUaDmJgYj1uo4fRkIiIi6QU9qPTu3Rvh4eHIzMwU78vLy8OhQ4cwcODAYBdHEuUVDtgcTgDs+iEiIpKS37WqxWLB77//Lv6ek5OD/fv3IzY2Fm3atMHly5dx5swZ5ObmAgCOHTsGwNWSYjQaodfrMWXKFMyYMQNxcXGIjY3FzJkzkZqaKs4Cam7c3T4KBaBVM6gQERFJxe8WlezsbPTs2RM9e/YEAEyfPh09e/bE888/DwBYv349evbsibvuugsAMG7cOPTs2RMrVqwQ9/HGG29g9OjRGDt2LG655RZERUXhq6++gkqlkuI9BZ272ydaHQal0vs4GyIiIvKfQhAEQe5C+MtkMkGv16O4uDgkxqscPFeMkct2IEEfgR9nD5G7OERERCGpMfV3yMz6ac7MVtfy+RyfQkREJC0GFQlYuNgbERFRQDCoSIDL5xMREQUGg4oExMXe2PVDREQkKQYVCXD5fCIiosBgUJGAmavSEhERBQSDigTM5ZWzfhhUiIiIJMWgIgF2/RAREQUGg4oEeEFCIiKiwGBQkQCnJxMREQUGg4oEzOz6ISIiCggGFQlYrBxMS0REFAgMKhJwj1GJYVAhIiKSFINKEwmCII5RidZwjAoREZGUGFSayGp3wu4UALDrh4iISGoMKk3kbk1RKACtWiVzaYiIiK4uDCpNJK5KqwmDQqGQuTRERERXFwaVJuKVk4mIiAKHQaWJ3DN+OD6FiIhIegwqTWTiqrREREQBw6DSRLwgIRERUeAwqDSRpZyr0hIREQUKg0oTuVtUuCotERGR9BhUmqhqVVoGFSIiIqkxqDRR1ZWTOZiWiIhIagwqTcTpyURERIHDoNJE7pVpdQwqREREkmNQaSKuTEtERBQ4DCpNZGbXDxERUcAwqDSR2KLClWmJiIgkx2aAJuL0ZAoahx0ouQiYcwFzPmDOA5RhgC4B0BkBXSIQFQco+f2DrmFOJ1Ba6Pr7MOcDplxAcFT+nVTeolsBSpX0ry0IQOllz7/RclPT9hnZAohJqPo7j7gOUCgkKW5zwdq1CQRBqNaiwkNJjSQIQFmR6wPV/eFmzvf8sDPlASUFgOCse1/KMCDaWPnBZvT8cNYZgZhE17+amGvuw46aOUEAyour/Y3keYYRc77rZskHnPa696VQAtEG738juoSqYBDZourvxGp2/R16+/s057ses+QDDltgj0NYpOffsreyRxsBdVRgyxFErF2boLzCCYdTAMAWFfLBaq7xYeYjjDT0w02hqvYBawScjqp9lVx0fUCbzrludQmPqvxWKdd5qwC0LatagsQP3GofwGpt43Ztt7kqDF/H23IR0Og8v6XWLENETONe21EBWAp8VKJ5gOVC0yoyZVjl/3+Cl8rK6KqgwtSN27etpO6KuOxKtf8zL+E32giERzTutSvKfPyN5HmWoaK0gTtUANr4qvIplFX7sFxwBX73/rHP925UGtd7Li8GbJaGv5+ollWhoSktIIITKL1UdVzKrwD2MqAox3WrS4Te1cKqaEIL63VtgYc+b/zzJcLatQncU5OVCiBKHYBmxGBxOoHLJ1x/jDqj64NQFYQxN073H2EeYC+vqoDDNIF/bbGJNg8ou9y0/ZRd9hFG8gGbueH7iorz/Gbk7RueNt53k7WjwvUhXL0VxlulU17s+sAvOtX49y2FS8frflwTU+N4VKsUVWrvx9uc52r2byp1tPf/B3eAqlmRustQchGA0PTXr8vFX+t+vHolWfM9OGw+zot8wNqALoqL9Twe2cIz9FUvg+D0fW6WFzf47SNC7+U1arzX6Fa+P8OcDtf/U61AVK1lxP254LACpvNVz9XEVH1J8FWGpoTF+lSU+T733MfSlOcKM+XF/h1Xr0Kj1ZVBpQnM1a6crGguzeiCAFw5DZz/GcjdV3nbX6NCdX/b9VFZ1jceQhBcH3oeH0ZePgx8NdH6qrCrf3usq8Ku3opRVxkC3UTrptZVlt/LB2r1CrCpAU0VDuhbu251sZW6jkFJYf1dSYEiuCsLL/8/pjygosR1DllNQOEx//evUvvu+tK2BKwW3x/21spvz5d+d9385bX7zV2xGVxN941lL6/RYlOjcnVWuIJaaSFw4aD/+3efq97+5iOuc32x8NUqaC93dWGWFQEFh/1/7bDIaq/nJaC6W5Ka2qWhVFW9x7pUlLuCf8lF13vXGQFNdNNeu6nCI4HYZNfNl+qfv2VFTXy9RraQSYxBpQncq9KG9IwfU64rjFQPJt5aEMIiXR/g5nzXh13JRdct/4DvfVf/QNbGuwaNuT+0/G2iDY8AzBdc32BKL7luFw7V8bRqXSDRBlfF0thWjKY2j7o/xGo2w7srJo2u8fsOBHUUENfBdQtVtcYDeAmZtUJftUqt+tgCf9lKfLSQVb5+RWm1IOKlDHINaK7eSliz28R9LMM0dX8Baey5Kgiubgmv/2eVx1ChrBFEapQh1MZNhUcALdq6bs2JQuFqdYrQy10SyTCoNIG5PMQG0pZcqgwjP1cFE0t+7e2U4YAxBUjsBVzfC0jsCbTsDKjCXN0xZZd9f0iL/bwF9Y+HiLiu7hYZndGzidY9qLT6N2tv39wsF1zfyM25rps3vppoPfrUDcHpZiL/aXRAvA6IvyH4r63Whn6Q80ahALRxrpsxJfivHdnCdTN0De5r01UvRGrY5slidY1RkXUgrcMOHN8IZL0LnPiu9uMKFdCqC5B4kyuYJPYEDN18V9BKpatlRdsSMKbW8bruQYOVAcJS4Erw1QfW+dtEq1AAUbGum6Gb7+2cjmrN3/muMCY2Wbu/GcrcREtERJJgUGkCWVelNecDP38A7H3fc7BXXCdXGHG3lBi7B2aamioc0F/vuqG39Puvi1Llap2JSQju6xIRUdAxqDSBxRrkxd4EAcjZDmS/C/z6TdVA1Kg4oOdDQJ+HgRbtglMWIiKiIGBQaQJzsAbTlhUB+z8Cst/znNLZZgDQZwrQ9R6OtSAioqsSg0oTBHxV2vN7gaz3gEOfuebFA671Hbo/APSdUvc4DiIioqsAg0oTBOQ6P7ZS4ND/uQbH5u2vut+QAvSZDHQfG3rTXYmIiAKEQaUJ3CvT+t2i4muJb9N54PimqtUEVWqg272u7p2kfqG1xgAREVEQMKg0gdfBtCWFQPG5OpY4bsAS3y3auVpPbvqTa00EIiKiaxSDShNYai749uNyYOPshj3ZY4nvaitbJnQHkgfLs7IlERFRiGFQaYKqFpVw17Lb2//lekAbD8Rc73s1Vl2Ca1EzduUQERHViUGlCTyW0N+3xrX0fIt2wJN7XcvRExERUZOwf6EJ3INpo9UAdi1z3TlwGkMKERGRRBhUGkkQBLHrp+Wpb4DiM0BUS+CmB2UuGRER0dWDQaWRSm0OOAUAEKDbu9x1Z/8ngPBIOYtFRER0VWFQaSR3a8odqgNQFhwCwrWu1WKJiIhIMgwqjeQeSPuX8K9dd/Se5JrJQ0RERJLxO6hs374dI0eORGJiIhQKBb744guPxwVBwJw5c5CYmIjIyEgMHjwYhw8f9tjGarVi2rRpaNmyJbRaLe655x6cO3euSW8k2CxWO7orTqAfDgPKMGDAVLmLREREdNXxO6iUlJSgR48eWLZsmdfHFy5ciEWLFmHZsmXIysqC0WjEsGHDYDabxW0yMjKwbt06fPzxx9ixYwcsFgvuvvtuOByOxr+TIDOXV+CJsK9cv6TeD+hby1sgIiKiq5BCEASh0U9WKLBu3TqMHj0agKs1JTExERkZGXj66acBuFpPDAYDFixYgMcffxzFxcWIj4/H6tWr8cADDwAAcnNzkZSUhA0bNiA9Pb3e1zWZTNDr9SguLkZMTExji98k23btwm0bR0CpEICpPwGtushSDiIiouaiMfW3pGNUcnJykJ+fj7S0NPE+jUaDQYMGYdeuXQCAvXv3oqKiwmObxMREpKSkiNvUZLVaYTKZPG5ya/3re1AqBOyPvJkhhYiIKEAkDSr5+fkAAIPB4HG/wWAQH8vPz4darUaLFi18blPTvHnzoNfrxVtSUpKUxfaf+QLanvsSALC15QR5y0JERHQVC8isH0WNa9gIglDrvprq2mb27NkoLi4Wb2fPnpWsrI2y+22EOW3Y6+yEghY95S0LERHRVUzSoGI0GgGgVstIQUGB2MpiNBphs9lQVFTkc5uaNBoNYmJiPG6yKTcBWe8BAFbYR0IXES5fWYiIiK5ykgaV5ORkGI1GZGZmivfZbDZs27YNAwcOBAD07t0b4eHhHtvk5eXh0KFD4jYhbe/7gLUYBZq22OzshWgNr+tDREQUKH7XshaLBb///rv4e05ODvbv34/Y2Fi0adMGGRkZmDt3Ljp16oROnTph7ty5iIqKwoQJrrEcer0eU6ZMwYwZMxAXF4fY2FjMnDkTqampGDp0qHTvLBDsVuAn13L5m64bC6FY6bpyMhEREQWE37VsdnY27rjjDvH36dOnAwAmTpyI999/H7NmzUJZWRmmTp2KoqIi9O/fH5s2bYJOpxOf88YbbyAsLAxjx45FWVkZhgwZgvfffx8qlUqCtxRABz4FzHmALgFb1IMBFCOaXT9EREQB06R1VOQiyzoqTifwVj/g0nFg2Mu470Af7D1dhBV/6o07U4zBKQMREVEzJvs6Kle1YxtcIUWjB3pPgrm8AgAQw64fIiKigGFQaQhBAHYudv3cdzIQEQNL5UUJoxlUiIiIAoZBpSHO/AicywJUGqD/XwAAZmtlUOGsHyIiooBhUGmIHYtd/940HtAZ4HQKsFQGFa6jQkREFDgMKvW5cAQ4vhGAAhj4NwBAaYUD7iHInJ5MREQUOAwq9dn1puvfLiOBuA4AII5PCVMqoAnjISQiIgoU1rJ1uXIWOPgf18+3Zoh3W6yuGT/REWH1XsOIiIiIGo9BpS4/LQecdqDdbcD1vcW7TeXu8Sns9iEiIgokBhVfSi8De1e5fq7WmgJUdf1EaziQloiIKJAYVHzJeheoKAEMqUCHIR4PiTN+ODWZiIgooBhUvKkoA3avcP18y9+BGuNQ3KvSsuuHiIgosBhUvNm3BigtBK5rA3S7t9bDZq5KS0REFBQMKjU57MCupa6fB0wDVLXDiIWr0hIREQUFg0pNR78ErpwGImOBng963YQtKkRERMHBoFKdIFQtl9//cUCt9bqZe9ZPDJfPJyIiCigGlepObgHyDwDhUUC/x3xuxq4fIiKi4GBNW13rvkDaK0BFORAV63MzXjmZiIgoOFjTVqfRAQOn1bsZpycTEREFB7t+GsHCwbRERERBwaDSCFUr03IwLRERUSAxqDQCpycTEREFB4OKn5xOoapFhUGFiIgooBhU/FRis4s/c9YPERFRYDGo+MndmhKuUkATxsNHREQUSKxp/eQen6KLCIeixlWViYiISFoMKn4SB9Ky24eIiCjgGFT8xOXziYiIgodBxU/uVWk5NZmIiCjwGFT8VHXlZAYVIiKiQGNQ8RO7foiIiIKHQcVPJq5KS0REFDQMKn6yVJueTERERIHFoOIni7VyMC27foiIiAKOQcVPvM4PERFR8DCo+IkLvhEREQUPg4qfzByjQkREFDQMKn7i9GQiIqLgYVDxk3tlWo5RISIiCjwGFT9VTU9mUCEiIgo0BhU/OJwCSmwOAOz6ISIiCgYGFT+U2Oziz1yZloiIKPAYVPzgnvGjVimhCVPJXBoiIqKrH4OKHzg+hYiIKLgYVPwgLp/PoEJERBQUDCp+MHFVWiIioqBiUPEDu36IiIiCi0HFD1Wr0nL5fCIiomBgUPEDW1SIiIiCi0HFD+7l8zlGhYiIKDgYVPxgtrJFhYiIKJgYVPzg7vrh9GQiIqLgYFDxg3tlWh27foiIiIKCQcUPFrHrh7N+iIiIgiEgQcVsNiMjIwNt27ZFZGQkBg4ciKysLPFxQRAwZ84cJCYmIjIyEoMHD8bhw4cDURRJma1c8I2IiCiYAhJUHnnkEWRmZmL16tU4ePAg0tLSMHToUJw/fx4AsHDhQixatAjLli1DVlYWjEYjhg0bBrPZHIjiSEac9cMxKkREREEheVApKyvDZ599hoULF+L2229Hx44dMWfOHCQnJ+Ptt9+GIAhYvHgxnn32WYwZMwYpKSlYtWoVSktLsXbtWqmLIymuo0JERBRckgcVu90Oh8OBiIgIj/sjIyOxY8cO5OTkID8/H2lpaeJjGo0GgwYNwq5du7zu02q1wmQyedzkII5R4cq0REREQSF5UNHpdBgwYABefvll5ObmwuFwYM2aNdi9ezfy8vKQn58PADAYDB7PMxgM4mM1zZs3D3q9XrwlJSVJXex6OZwCSm0OAOz6ISIiCpaAjFFZvXo1BEHA9ddfD41GgzfffBMTJkyASqUSt1EoFB7PEQSh1n1us2fPRnFxsXg7e/ZsIIpdJ3e3D8DBtERERMESkKDSoUMHbNu2DRaLBWfPnsWePXtQUVGB5ORkGI1GAKjVelJQUFCrlcVNo9EgJibG4xZsZqtrIK0mTAl1GGd1ExERBUNAa1ytVouEhAQUFRVh48aNGDVqlBhWMjMzxe1sNhu2bduGgQMHBrI4TWLh8vlERERBF5Bad+PGjRAEAZ07d8bvv/+Op556Cp07d8bDDz8MhUKBjIwMzJ07F506dUKnTp0wd+5cREVFYcKECYEojiTcq9Ky24eIiCh4AlLrFhcXY/bs2Th37hxiY2Nx33334dVXX0V4uGu2zKxZs1BWVoapU6eiqKgI/fv3x6ZNm6DT6QJRHElUTU3mjB8iIqJgUQiCIMhdCH+ZTCbo9XoUFxcHbbzK+l9y8beP9mFA+zh89NjNQXlNIiKiq0lj6m+OCm0gXjmZiIgo+BhUGsi9fD6vnExERBQ8DCoNxFk/REREwceg0kBmdv0QEREFHYNKA1VNT+asHyIiomBhUGkgS+XKtOz6ISIiCh4GlQbiGBUiIqLgY1BpIK5MS0REFHwMKg1kYVAhIiIKOgaVBjJbuYQ+ERFRsDGoNFDVtX7YokJERBQsDCoNUOFwoqzCAYBdP0RERMHEoNIAJZXdPgAXfCMiIgomBpUGcM/4iQhXIlzFQ0ZERBQsrHUbgKvSEhERyYNBpQG42BsREZE8GFQagMvnExERyYNBpQG4Ki0REZE8GFQagEGFiIhIHgwqDWDhqrRERESyYFBpAK5KS0REJA8GlQYwl7sG07Lrh4iIKLgYVBrAfUFCrkpLREQUXAwqDcCuHyIiInkwqDSAezAtu36IiIiCi0GlAcxsUSEiIpIFg0oDcHoyERGRPBhUGoALvhEREcmDQaUBOD2ZiIhIHgwq9bDZnbDanQA4RoWIiCjYGFTqUVI5PgVgiwoREVGwMajUwz0+JTJchTAVDxcREVEwseath9laOT6F3T5ERERBx6BSD65KS0REJB8GlXqIa6hwfAoREVHQMajUQ1xDhS0qREREQcegUg8zr/NDREQkGwaVelSNUeHy+URERMHGoFIPrkpLREQkHwaVelRdkJBBhYiIKNgYVOrB6clERETyYVCpR9VgWo5RISIiCjYGlXqIY1TYokJERBR0DCr14BgVIiIi+TCo1EMco8JZP0REREHHoFIPrkxLREQkHwaVenBlWiIiIvkwqNTBanfAZncC4Mq0REREcmBQqYN7fArAFhUiIiI5MKjUwT3jJ0qtgkqpkLk0RERE1x4GlTqYuSotERGRrBhU6mDhQFoiIiJZMajUoWpqMgfSEhERyUHyoGK32/HPf/4TycnJiIyMRPv27fHSSy/B6XSK2wiCgDlz5iAxMRGRkZEYPHgwDh8+LHVRmsxidS2fz8XeiIiI5CF5UFmwYAFWrFiBZcuW4ejRo1i4cCH+9a9/YenSpeI2CxcuxKJFi7Bs2TJkZWXBaDRi2LBhMJvNUhenSXjlZCIiInlJHlR+/PFHjBo1CnfddRfatWuHP/7xj0hLS0N2djYAV2vK4sWL8eyzz2LMmDFISUnBqlWrUFpairVr10pdnCYxlXOMChERkZwkDyq33norvvvuO/z2228AgF9++QU7duzAiBEjAAA5OTnIz89HWlqa+ByNRoNBgwZh165dXvdptVphMpk8bsEgDqZliwoREZEsJK+Bn376aRQXF+PGG2+ESqWCw+HAq6++ivHjxwMA8vPzAQAGg8HjeQaDAadPn/a6z3nz5uHFF1+Uuqj1qur64WBaIiIiOUjeovLJJ59gzZo1WLt2LX7++WesWrUKr732GlatWuWxnULhuYCaIAi17nObPXs2iouLxdvZs2elLrZX7hYVDqYlIiKSh+Q18FNPPYVnnnkG48aNAwCkpqbi9OnTmDdvHiZOnAij0QjA1bKSkJAgPq+goKBWK4ubRqOBRqORuqj1Mpe7Zv2w64eIiEgekreolJaWQqn03K1KpRKnJycnJ8NoNCIzM1N83GazYdu2bRg4cKDUxWkSMwfTEhERyUryGnjkyJF49dVX0aZNG3Tr1g379u3DokWLMHnyZACuLp+MjAzMnTsXnTp1QqdOnTB37lxERUVhwoQJUhenScSuH7aoEBERyULyGnjp0qV47rnnMHXqVBQUFCAxMRGPP/44nn/+eXGbWbNmoaysDFOnTkVRURH69++PTZs2QafTSV2cJuG1foiIiOSlEARBkLsQ/jKZTNDr9SguLkZMTEzAXqfXy5m4XGLDxozb0dkYWiGKiIiouWlM/c1r/dSBK9MSERHJi0HFh/IKB2wO1wBgzvohIiKSB4OKD+6BtACgVTOoEBERyYFBxQd3t49WrYJK6X0hOiIiIgosBhUfqqYmc/l8IiIiuTCo+GDiqrRERESyY1DxwcJVaYmIiGTHoOIDV6UlIiKSH4OKD1yVloiISH4MKj64W1TY9UNERCQfBhUfqq6czFk/REREcmFQ8cFidc36YdcPERGRfBhUfOAYFSIiIvkxqPjA6clERETyY1DxwcyVaYmIiGTHoOKDOJiWXT9ERESyYVDxwT2Yll0/RERE8mFQ8cHCwbRERESyY1DxQhAELqFPREQUAhhUvLDanahwCADY9UNERCQn1sJeuAfSKhSAVs1DREShxeFwoKKiQu5iEHmlVquhVErXDsJa2AvxOj/qMCiVCplLQ0TkIggC8vPzceXKFbmLQuSTUqlEcnIy1Gq1JPtjUPHCXF4544fjU4gohLhDSqtWrRAVFQWFgl+kKLQ4nU7k5uYiLy8Pbdq0keQcZU3sBVelJaJQ43A4xJASFxcnd3GIfIqPj0dubi7sdjvCw5u+aCoH03rhXpWWLSpEFCrcY1KioqJkLglR3dxdPg6HQ5L9Mah4UXVBQi6fT0Shhd09FOqkPkcZVLywVI5R0bHrh4iISFYMKl6Is34YVIiIQk67du2wePHiBm+/detWKBQKzpZqplgTe2HmqrRERJIZPHgwbrrpJr/CRV2ysrKg1WobvP3AgQORl5cHvV4vyetTcLEm9oJXTiYiCi5BEOBwOBAWVv/nbnx8vF/7VqvVMBqNjS1as2az2SRbz0Qu7PrxgtOTiYikMWnSJGzbtg1LliyBQqGAQqHAqVOnxO6YjRs3ok+fPtBoNPjhhx9w4sQJjBo1CgaDAdHR0ejbty82b97ssc+aXT8KhQL//ve/ce+99yIqKgqdOnXC+vXrxcdrdv28//77uO6667Bx40Z06dIF0dHRuPPOO5GXlyc+x263429/+xuuu+46xMXF4emnn8bEiRMxevRon+/10qVLGD9+PFq3bo2oqCikpqbio48+8tjG6XRiwYIF6NixIzQaDdq0aYNXX31VfPzcuXMYN24cYmNjodVq0adPH+zevVs8ljVfPyMjA4MHDxZ/Hzx4MJ588klMnz4dLVu2xLBhwwAAixYtQmpqKrRaLZKSkjB16lRYLBaPfe3cuRODBg1CVFQUWrRogfT0dBQVFeGDDz5AXFwcrFarx/b33Xcf/vznP/s8HlJhUPHCPUYlhrN+iCiECYKAUps96DdBEBpcxiVLlmDAgAF49NFHkZeXh7y8PCQlJYmPz5o1C/PmzcPRo0fRvXt3WCwWjBgxAps3b8a+ffuQnp6OkSNH4syZM3W+zosvvoixY8fiwIEDGDFiBB588EFcvnzZ5/alpaV47bXXsHr1amzfvh1nzpzBzJkzxccXLFiADz/8ECtXrsTOnTthMpnwxRdf1FmG8vJy9O7dG19//TUOHTqExx57DA899JAYNABg9uzZWLBgAZ577jkcOXIEa9euhcFgAABYLBYMGjQIubm5WL9+PX755RfMmjULTqezztetadWqVQgLC8POnTvxP//zPwBcq8W++eabOHToEFatWoXvv/8es2bNEp+zf/9+DBkyBN26dcOPP/6IHTt2YOTIkXA4HLj//vvhcDg8wl9hYSG+/vprPPzww36VrTHYZOAFV6YlouagrMKBrs9vDPrrHnkpHVENvA6aXq+HWq1GVFSU1+6Xl156SfzWDwBxcXHo0aOH+Psrr7yCdevWYf369XjyySd9vs6kSZMwfvx4AMDcuXOxdOlS7NmzB3feeafX7SsqKrBixQp06NABAPDkk0/ipZdeEh9funQpZs+ejXvvvRcAsGzZMmzYsKHO93r99dd7hJ1p06bhv//9L/7zn/+gf//+MJvNWLJkCZYtW4aJEycCADp06IBbb70VALB27VpcvHgRWVlZiI2NBQB07Nixztf0pmPHjli4cKHHfRkZGeLPycnJePnll/GXv/wFy5cvBwAsXLgQffr0EX8HgG7duok/T5gwAStXrsT9998PAPjwww/RunVrj9acQGFN7IWZXT9EREHRp08fj99LSkrw4osv4uuvvxZXNy0rK6u3RaV79+7iz1qtFjqdDgUFBT63j4qKEkMKACQkJIjbFxcX48KFC+jXr5/4uEqlQu/evets3XA4HJg/fz4++eQTnD9/HlarFVarVRz4e/ToUVitVgwZMsTr8/fv34+ePXuKIaWxah5TANiyZQvmzp2LI0eOwGQywW63o7y8HCUlJdBqtdi/f78YQrx59NFH0bdvX5w/fx7XX389Vq5ciUmTJgVlXR/WxF5YuDItETUDkeEqHHkpXZbXlUrN2TtPPfUUNm7ciNdeew0dO3ZEZGQk/vjHP8Jms9W5n5pLtSsUijpDhbfta3Zp1ayE6+vyev311/HGG29g8eLF4niQjIwMseyRkZF1Pr++x5VKZa0yeLuKds1jevr0aYwYMQJPPPEEXn75ZcTGxmLHjh2YMmWK+Pz6Xrtnz57o0aMHPvjgA6Snp+PgwYP46quv6nyOVDhGxYuqMSoMKkQUuhQKBaLUYUG/+fstWq1WN3g59R9++AGTJk3Cvffei9TUVBiNRpw6daoRR6fx9Ho9DAYD9uzZI97ncDiwb9++Op/3ww8/YNSoUfjTn/6EHj16oH379jh+/Lj4eKdOnRAZGYnvvvvO6/O7d++O/fv3+xxbEx8f7zHgF3C1wtQnOzsbdrsdr7/+Om6++WbccMMNyM3NrfXavsrl9sgjj2DlypV47733MHToUI+xRoHEoFKDIAjVun44mJaIqKnatWuH3bt349SpUygsLKyzpaNjx474/PPPsX//fvzyyy+YMGGC34NJpTBt2jTMmzcPX375JY4dO4a///3vKCoqqjOkdezYEZmZmdi1axeOHj2Kxx9/HPn5+eLjERERePrppzFr1ix88MEHOHHiBH766Se8++67AIDx48fDaDRi9OjR2LlzJ06ePInPPvsMP/74IwDgD3/4A7Kzs/HBBx/g+PHjeOGFF3Do0KF630uHDh1gt9uxdOlSnDx5EqtXr8aKFSs8tpk9ezaysrIwdepUHDhwAL/++ivefvttFBYWits8+OCDOH/+PN555x1MnjzZr+PZFAwqNZRXOOFwuprW2PVDRNR0M2fOhEqlQteuXREfH1/neJM33ngDLVq0wMCBAzFy5Eikp6ejV69eQSyty9NPP43x48fjz3/+MwYMGIDo6Gikp6cjIiLC53Oee+459OrVC+np6Rg8eLAYOmpuM2PGDDz//PPo0qULHnjgAXFsjFqtxqZNm9CqVSuMGDECqampmD9/PlQqV1dbeno6nnvuOcyaNQt9+/aF2Wxu0PTgm266CYsWLcKCBQuQkpKCDz/8EPPmzfPY5oYbbsCmTZvwyy+/oF+/fhgwYAC+/PJLj3VtYmJicN999yE6OrrOadpSUwj+zDMLESaTCXq9HsXFxYiJiZF03wXmcvR79TsoFMDJuSN4ATAiCgnl5eXIyclBcnJynZUlBYbT6USXLl0wduxYvPzyy3IXRzbDhg1Dly5d8Oabb/rcpq5ztTH1N5sMaqg+44chhYjo2nT69Gls2rQJgwYNgtVqxbJly5CTk4MJEybIXTRZXL58GZs2bcL333+PZcuWBfW1GVRqcK9KyysnExFdu5RKJd5//33MnDkTgiAgJSUFmzdvRpcuXeQumix69eqFoqIiLFiwAJ07dw7qa7M2roFTk4mIKCkpCTt37pS7GCEj2DOvquNg2hrcq9LquHw+ERGR7BhUauCqtERERKGDQaUGdv0QERGFDgaVGtyDabkqLRERkfwYVGowW9n1Q0REFCoYVGrg8vlEREShg0GlBo5RISJqnk6dOgWFQtGgC/VR88GgUkPV9GQGFSIiKQwePBgZGRmS7nPSpEm1rjeTlJSEvLw8pKSkSPpaJC8GlRq4Mi0RUfOkUqlgNBo9LqR3rbDZbHIXIWAYVGpg1w8RkXQmTZqEbdu2YcmSJVAoFFAoFOIqp0eOHMGIESMQHR0Ng8GAhx56CIWFheJz/+///g+pqamIjIxEXFwchg4dipKSEsyZMwerVq3Cl19+Ke5z69attbp+tm7dCoVCge+++w59+vRBVFQUBg4ciGPHjnmU8ZVXXkGrVq2g0+nwyCOP4JlnnsFNN93k8z05HA5MmTIFycnJiIyMROfOnbFkyZJa27333nvo1q0bNBoNEhIS8OSTT4qPXblyBY899hgMBgMiIiKQkpKCr7/+GgAwZ86cWq+/ePFitGvXzuO4jh49GvPmzUNiYiJuuOEGAMCaNWvQp08f6HQ6GI1GTJgwQbw6s9vhw4dx1113ISYmBjqdDrfddhtOnDiB7du3Izw8HPn5+R7bz5gxA7fffrvP4xFoDCo1uAfTcmVaIgp5ggDYSoJ/E4QGF3HJkiUYMGAAHn30UeTl5SEvL0/sohk0aBBuuukmZGdn47///S8uXLiAsWPHAgDy8vIwfvx4TJ48GUePHsXWrVsxZswYCIKAmTNnYuzYsbjzzjvFfQ4cONBnGZ599lm8/vrryM7ORlhYGCZPniw+9uGHH+LVV1/FggULsHfvXrRp0wZvv/12ne/J6XSidevW+PTTT3HkyBE8//zz+Mc//oFPP/1U3Obtt9/GX//6Vzz22GM4ePAg1q9fj44dO4rPHz58OHbt2oU1a9bgyJEjmD9/PlQqVYOPKwB89913OHr0KDIzM8WQY7PZ8PLLL+OXX37BF198gZycHEyaNEl8zvnz53H77bcjIiIC33//Pfbu3YvJkyfDbrfj9ttvR/v27bF69Wpxe7vdjjVr1uDhhx/2q2xSkrzZoF27djh9+nSt+6dOnYq33noLgiDgxRdfxP/+7/+iqKgI/fv3x1tvvYVu3bpJXZRGcY9R4fRkIgp5FaXA3MTgv+4/cgG1tkGb6vV6qNVqREVFwWg0ive//fbb6NWrF+bOnSve99577yEpKQm//fYbLBYL7HY7xowZg7Zt2wIAUlNTxW0jIyNhtVo99unLq6++ikGDBgEAnnnmGdx1110oLy9HREQEli5diilTpogV8fPPP49NmzbBYrH43F94eDhefPFF8ffk5GTs2rULn376qRi0XnnlFcyYMQN///vfxe369u0LANi8eTP27NmDo0ePii0h7du3r/d91KTVavHvf/8barVavK96CGvfvj3efPNN9OvXDxaLBdHR0Xjrrbeg1+vx8ccfIzzc9YXcXQYAmDJlClauXImnnnoKAPDNN9+gtLRUfF9ykLxFJSsrS0y4eXl5yMzMBADcf//9AICFCxdi0aJFWLZsGbKysmA0GjFs2DCYzWapi+I3QRDErh8OpiUiCpy9e/diy5YtiI6OFm833ngjAODEiRPo0aMHhgwZgtTUVNx///145513UFRU1KjX6t69u/hzQkICAIjdIceOHUO/fv08tq/5uzcrVqxAnz59EB8fj+joaLzzzjs4c+aMuO/c3FwMGTLE63P379+P1q1bewSExkhNTfUIKQCwb98+jBo1Cm3btoVOp8PgwYMBQCzb/v37cdttt4khpaZJkybh999/x08//QTAFR7Hjh0LrbZhwTQQJK+N4+PjPX6fP38+OnTogEGDBkEQBCxevBjPPvssxowZAwBYtWoVDAYD1q5di8cff1zq4vilrMIBZ2WLJltUiCjkhUe5WjfkeN0mcjqdGDlyJBYsWFDrsYSEBKhUKmRmZmLXrl3YtGkTli5dimeffRa7d+9GcnKyf8WtVikrFArx9Wve5ybU07X16aef4v/9v/+H119/HQMGDIBOp8O//vUv7N69G4Crtacu9T2uVCprlaGioqLWdjXDQ0lJCdLS0pCWloY1a9YgPj4eZ86cQXp6ujjYtr7XbtWqFUaOHImVK1eiffv22LBhA7Zu3VrncwItoLWxzWbDmjVrMH36dCgUCpw8eRL5+flIS0sTt9FoNBg0aBB27drlM6hYrVZYrVbxd5PJFJDyusenKBVAlNq/vkIioqBTKBrcBSMntVoNh8PhcV+vXr3w2WefoV27dj5n6SgUCtxyyy245ZZb8Pzzz6Nt27ZYt24dpk+f7nWfjdG5c2fs2bMHDz30kHhfdnZ2nc/54YcfMHDgQEydOlW878SJE+LPOp0O7dq1w3fffYc77rij1vO7d++Oc+fO4bfffvPaqhIfH4/8/HwIgiCGqIasDfPrr7+isLAQ8+fPR1JSktf30r17d6xatQoVFRU+W1UeeeQRjBs3Dq1bt0aHDh1wyy231PvagRTQwbRffPEFrly5Ig7kcY8kNhgMHtsZDIZao4yrmzdvHvR6vXhz/wdIrfqVk2smbCIiapx27dph9+7dOHXqFAoLC+F0OvHXv/4Vly9fxvjx47Fnzx6cPHkSmzZtwuTJk+FwOLB7927MnTsX2dnZOHPmDD7//HNcvHgRXbp0Efd54MABHDt2DIWFhV5bHBpi2rRpePfdd7Fq1SocP34cr7zyCg4cOFBnHdCxY0dkZ2dj48aN+O233/Dcc88hKyvLY5s5c+bg9ddfx5tvvonjx4/j559/xtKlSwEAgwYNwu2334777rsPmZmZyMnJwbfffov//ve/AFzrzly8eBELFy7EiRMn8NZbb+Hbb7+t9720adMGarUaS5cuxcmTJ7F+/Xq8/PLLHts8+eSTMJlMGDduHLKzs3H8+HGsXr3aYyZUeno69Ho9XnnlFVkH0boFNKi8++67GD58OBITPQd7eWtmq+ukmD17NoqLi8Xb2bNnA1LemMgwZAzthCm3+j+oiYiIvJs5cyZUKhW6du0qdkckJiZi586dcDgcSE9PR0pKCv7+979Dr9dDqVQiJiYG27dvx4gRI3DDDTfgn//8J15//XUMHz4cAPDoo4+ic+fO4jiRnTt3NqpsDz74IGbPno2ZM2eiV69e4iyZiIgIn8954oknMGbMGDzwwAPo378/Ll265NG6AgATJ07E4sWLsXz5cnTr1g133303jh8/Lj7+2WefoW/fvhg/fjy6du2KWbNmiS1EXbp0wfLly/HWW2+hR48e2LNnD2bOnFnve4mPj8f777+P//znP+jatSvmz5+P1157zWObuLg4fP/997BYLBg0aBB69+6Nd955x6N1RalUYtKkSXA4HPjzn//coOMYSAqhvs64Rjp9+jTat2+Pzz//HKNGjQIAnDx5Eh06dMDPP/+Mnj17ituOGjUK1113HVatWtWgfZtMJuj1ehQXFyMmJiYQxSciCinl5eXIyclBcnJynZUoNd2wYcNgNBo9puleax599FFcuHAB69ev9/u5dZ2rjam/AzZGZeXKlWjVqhXuuusu8b7k5GQYjUZkZmaKQcVms2Hbtm1eB1QREREFUmlpKVasWIH09HSoVCp89NFH2Lx5szhj9VpTXFyMrKwsfPjhh/jyyy/lLg6AAAUVp9OJlStXYuLEiR6DpBQKBTIyMjB37lx06tQJnTp1wty5cxEVFYUJEyYEoihEREQ+KRQKbNiwAa+88gqsVis6d+6Mzz77DEOHDpW7aLIYNWoU9uzZg8cffxzDhg2TuzgAAhRUNm/ejDNnzngsPOM2a9YslJWVYerUqeKCb5s2bYJOpwtEUYiIiHyKjIzE5s2b5S5GyJB7KrI3ARujEkgco0JE1xqOUaHmQuoxKrzWDxEREYUsBhUiomak+oqqRKFI6o4arhNPRNQMqNVqKJVK5ObmIj4+Hmq1mgtTUsgRBAEXL16EQqHwufKtvxhUiIiaAaVSieTkZOTl5SE3V4br+xA1kEKhQOvWraFSSXMpGgYVIqJmQq1Wo02bNrDb7ZJc54YoEMLDwyULKQCDChFRs+JuUpeqWZ0o1HEwLREREYUsBhUiIiIKWQwqREREFLKa5RgV9xxtk8kkc0mIiIioodz1tj9rrTTLoGI2mwEASUlJMpeEiIiI/GU2m6HX6xu0bbO81o/T6URubi50Op3kCx6ZTCYkJSXh7NmzvI6QH3jc/Mdj1jg8bo3D49Y4PG7+q+uYCYIAs9mMxMREKJUNG33SLFtUlEolWrduHdDXiImJ4UnZCDxu/uMxaxwet8bhcWscHjf/+TpmDW1JceNgWiIiIgpZDCpEREQUshhUatBoNHjhhReg0WjkLkqzwuPmPx6zxuFxaxwet8bhcfOf1MesWQ6mJSIiomsDW1SIiIgoZDGoEBERUchiUCEiIqKQxaBCREREIYtBpZrly5cjOTkZERER6N27N3744Qe5ixTS5syZA4VC4XEzGo1yFyvkbN++HSNHjkRiYiIUCgW++OILj8cFQcCcOXOQmJiIyMhIDB48GIcPH5ansCGkvuM2adKkWuffzTffLE9hQ8S8efPQt29f6HQ6tGrVCqNHj8axY8c8tuH5VltDjhvPt9refvttdO/eXVzYbcCAAfj222/Fx6U61xhUKn3yySfIyMjAs88+i3379uG2227D8OHDcebMGbmLFtK6deuGvLw88Xbw4EG5ixRySkpK0KNHDyxbtszr4wsXLsSiRYuwbNkyZGVlwWg0YtiwYeI1ra5V9R03ALjzzjs9zr8NGzYEsYShZ9u2bfjrX/+Kn376CZmZmbDb7UhLS0NJSYm4Dc+32hpy3ACebzW1bt0a8+fPR3Z2NrKzs/GHP/wBo0aNEsOIZOeaQIIgCEK/fv2EJ554wuO+G2+8UXjmmWdkKlHoe+GFF4QePXrIXYxmBYCwbt068Xen0ykYjUZh/vz54n3l5eWCXq8XVqxYIUMJQ1PN4yYIgjBx4kRh1KhRspSnuSgoKBAACNu2bRMEgedbQ9U8boLA862hWrRoIfz73/+W9FxjiwoAm82GvXv3Ii0tzeP+tLQ07Nq1S6ZSNQ/Hjx9HYmIikpOTMW7cOJw8eVLuIjUrOTk5yM/P9zj3NBoNBg0axHOvAbZu3YpWrVrhhhtuwKOPPoqCggK5ixRSiouLAQCxsbEAeL41VM3j5sbzzTeHw4GPP/4YJSUlGDBggKTnGoMKgMLCQjgcDhgMBo/7DQYD8vPzZSpV6Ovfvz8++OADbNy4Ee+88w7y8/MxcOBAXLp0Se6iNRvu84vnnv+GDx+ODz/8EN9//z1ef/11ZGVl4Q9/+AOsVqvcRQsJgiBg+vTpuPXWW5GSkgKA51tDeDtuAM83Xw4ePIjo6GhoNBo88cQTWLduHbp27SrpudYsr54cKAqFwuN3QRBq3UdVhg8fLv6cmpqKAQMGoEOHDli1ahWmT58uY8maH557/nvggQfEn1NSUtCnTx+0bdsW33zzDcaMGSNjyULDk08+iQMHDmDHjh21HuP55puv48bzzbvOnTtj//79uHLlCj777DNMnDgR27ZtEx+X4lxjiwqAli1bQqVS1Up5BQUFtdIg+abVapGamorjx4/LXZRmwz1Liude0yUkJKBt27Y8/wBMmzYN69evx5YtW9C6dWvxfp5vdfN13Lzh+eaiVqvRsWNH9OnTB/PmzUOPHj2wZMkSSc81BhW4DnTv3r2RmZnpcX9mZiYGDhwoU6maH6vViqNHjyIhIUHuojQbycnJMBqNHueezWbDtm3beO756dKlSzh79uw1ff4JgoAnn3wSn3/+Ob7//nskJyd7PM7zzbv6jps3PN+8EwQBVqtV2nNNooG+zd7HH38shIeHC++++65w5MgRISMjQ9BqtcKpU6fkLlrImjFjhrB161bh5MmTwk8//STcfffdgk6n4zGrwWw2C/v27RP27dsnABAWLVok7Nu3Tzh9+rQgCIIwf/58Qa/XC59//rlw8OBBYfz48UJCQoJgMplkLrm86jpuZrNZmDFjhrBr1y4hJydH2LJlizBgwADh+uuvv6aP21/+8hdBr9cLW7duFfLy8sRbaWmpuA3Pt9rqO24837ybPXu2sH37diEnJ0c4cOCA8I9//ENQKpXCpk2bBEGQ7lxjUKnmrbfeEtq2bSuo1WqhV69eHlPTqLYHHnhASEhIEMLDw4XExERhzJgxwuHDh+UuVsjZsmWLAKDWbeLEiYIguKaMvvDCC4LRaBQ0Go1w++23CwcPHpS30CGgruNWWloqpKWlCfHx8UJ4eLjQpk0bYeLEicKZM2fkLrasvB0vAMLKlSvFbXi+1VbfceP55t3kyZPFOjM+Pl4YMmSIGFIEQbpzTSEIgtDIFh4iIiKigOIYFSIiIgpZDCpEREQUshhUiIiIKGQxqBAREVHIYlAhIiKikMWgQkRERCGLQYWIiIhCFoMKERERhSwGFSIiIgpZDCpEREQUshhUiIiIKGQxqBAREVHI+v8Y5xz0gEpk5AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(train_acc, label=\"training accuracy\")\n",
    "plt.plot(test_acc, label=\"testing accuracy\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4da32721",
   "metadata": {},
   "source": [
    "The training phase went very smoothly as the model achieves high accuracy very quickly and very likely overfits. The training error is smaller that the testing error and the training accuracy is higher then the testing accuracy. But I can say that the model is overall very accurate."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c68cc15f",
   "metadata": {},
   "source": [
    "### Trying out the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "a058f167",
   "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>index</th>\n",
       "      <th>feeling</th>\n",
       "      <th>encoding</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C:\\Users\\imane\\Downloads\\archive (14)\\Emotiona...</td>\n",
       "      <td>angry</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>C:\\Users\\imane\\Downloads\\archive (14)\\Emotiona...</td>\n",
       "      <td>disgust</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>C:\\Users\\imane\\Downloads\\archive (14)\\Emotiona...</td>\n",
       "      <td>fear</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>C:\\Users\\imane\\Downloads\\archive (14)\\Emotiona...</td>\n",
       "      <td>happy</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>C:\\Users\\imane\\Downloads\\archive (14)\\Emotiona...</td>\n",
       "      <td>neutral</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>C:\\Users\\imane\\Downloads\\archive (14)\\Emotiona...</td>\n",
       "      <td>pleasant</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1199</th>\n",
       "      <td>C:\\Users\\imane\\Downloads\\archive (14)\\Emotiona...</td>\n",
       "      <td>sad</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  index   feeling  encoding\n",
       "0     C:\\Users\\imane\\Downloads\\archive (14)\\Emotiona...     angry         0\n",
       "199   C:\\Users\\imane\\Downloads\\archive (14)\\Emotiona...   disgust         1\n",
       "399   C:\\Users\\imane\\Downloads\\archive (14)\\Emotiona...      fear         2\n",
       "599   C:\\Users\\imane\\Downloads\\archive (14)\\Emotiona...     happy         3\n",
       "799   C:\\Users\\imane\\Downloads\\archive (14)\\Emotiona...   neutral         4\n",
       "999   C:\\Users\\imane\\Downloads\\archive (14)\\Emotiona...  pleasant         5\n",
       "1199  C:\\Users\\imane\\Downloads\\archive (14)\\Emotiona...       sad         6"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t = pd.DataFrame(feelings)\n",
    "t[\"encoding\"] = encoder.transform(t[\"feeling\"].values)\n",
    "t = t.drop_duplicates('feeling')\n",
    "t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "e12f9b5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "outputs = []\n",
    "labels = []\n",
    "with torch.no_grad():\n",
    "    for a, l in test_loader:\n",
    "        output = classifier(a)\n",
    "        outputs.append(output)\n",
    "        labels.append(l)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "4a325ef5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(3)"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels[0][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "40299cba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([3.5909e-07, 1.7673e-06, 2.3770e-07, 1.0000e+00, 4.4827e-09, 1.4643e-06,\n",
       "        4.1294e-09])"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.exp(outputs[0][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "f908133f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(4)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels[0][8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "72c4be90",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([9.4216e-11, 2.9973e-11, 3.5472e-10, 3.7877e-09, 9.9999e-01, 6.2029e-06,\n",
       "        1.7797e-09])"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.exp(outputs[0][8])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "fdb03592",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(2)"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels[0][3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "155328a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([5.7261e-11, 1.2139e-11, 1.0000e+00, 3.9381e-06, 8.3699e-11, 2.6466e-10,\n",
       "        5.8718e-08])"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.exp(outputs[0][3])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "627ed1a8",
   "metadata": {},
   "source": [
    "I first created a dataset that shows the label of each emotion, then I tested on three exmaples the actual labels and the output of the model. The output of the model is 7 probabilities of the instance being in a class, and I can see that my classifier does correct inference."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f73574e1",
   "metadata": {},
   "source": [
    "### Conclusion\n",
    "\n",
    "In this notebook I had the chance to experiment with audio data classification. I had to process the data to transform it from its original form to a form that neural network can learn from with the help of Fourier Transform. Then I fed the data to a simple linear neural net which can accurately predict the emotion from the audio."
   ]
  }
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