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Speech_Emotion_Recognition_Code.ipynb 
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{
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 "cells": [
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  {
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   "cell_type": "markdown",
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   "metadata": {},
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   "source": [
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    "## Speech Emotion Recognition Project\n",
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    "## Author: SUjan Ghosh"
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   ]
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  },
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  {
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   "cell_type": "markdown",
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   "metadata": {},
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   "source": [
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    "**Dataset: https://www.kaggle.com/datasets/ejlok1/toronto-emotional-speech-set-tess**"
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   ]
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  },
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  {
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   "cell_type": "markdown",
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   "metadata": {},
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   "source": [
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    "## Import Modules"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 30,
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   "metadata": {
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    "execution": {
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     "iopub.execute_input": "2022-03-06T08:10:21.759921Z",
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     "iopub.status.busy": "2022-03-06T08:10:21.759374Z",
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     "iopub.status.idle": "2022-03-06T08:10:21.765935Z",
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     "shell.execute_reply": "2022-03-06T08:10:21.764942Z",
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     "shell.execute_reply.started": "2022-03-06T08:10:21.759864Z"
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    }
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   },
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   "outputs": [],
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   "source": [
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    "import pandas as pd\n",
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    "import numpy as np\n",
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    "import os\n",
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    "import seaborn as sns\n",
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    "import matplotlib.pyplot as plt\n",
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    "import librosa\n",
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    "import librosa.display\n",
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    "from IPython.display import Audio\n",
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    "import warnings\n",
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    "warnings.filterwarnings('ignore')"
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   ]
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  },
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  {
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   "cell_type": "markdown",
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   "metadata": {},
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   "source": [
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    "## Load the Dataset"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 31,
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   "metadata": {
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    "execution": {
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     "iopub.execute_input": "2022-03-06T08:10:21.769751Z",
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     "iopub.status.busy": "2022-03-06T08:10:21.769219Z",
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     "iopub.status.idle": "2022-03-06T08:10:21.828687Z",
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     "shell.execute_reply": "2022-03-06T08:10:21.827926Z",
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     "shell.execute_reply.started": "2022-03-06T08:10:21.769696Z"
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    }
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   },
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   "outputs": [
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    {
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     "name": "stdout",
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     "output_type": "stream",
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     "text": [
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      "Dataset is Loaded\n"
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     ]
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    }
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   ],
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   "source": [
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    "paths = []\n",
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    "labels = []\n",
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    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
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    "    for filename in filenames:\n",
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    "        paths.append(os.path.join(dirname, filename))\n",
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    "        label = filename.split('_')[-1]\n",
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    "        label = label.split('.')[0]\n",
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    "        labels.append(label.lower())\n",
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    "    if len(paths) == 2800:\n",
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    "        break\n",
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    "print('Dataset is Loaded')"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 32,
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   "metadata": {
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    "execution": {
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     "iopub.execute_input": "2022-03-06T08:10:21.833767Z",
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     "iopub.status.busy": "2022-03-06T08:10:21.833203Z",
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     "iopub.status.idle": "2022-03-06T08:10:21.840633Z",
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     "shell.execute_reply": "2022-03-06T08:10:21.839705Z",
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     "shell.execute_reply.started": "2022-03-06T08:10:21.833723Z"
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    }
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   },
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   "outputs": [
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    {
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     "data": {
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      "text/plain": [
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       "2800"
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      ]
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     },
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     "execution_count": 32,
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     "metadata": {},
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     "output_type": "execute_result"
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    }
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   ],
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   "source": [
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    "len(paths)"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 33,
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   "metadata": {
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    "execution": {
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     "iopub.execute_input": "2022-03-06T08:10:21.843337Z",
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     "iopub.status.busy": "2022-03-06T08:10:21.842478Z",
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     "iopub.status.idle": "2022-03-06T08:10:21.850424Z",
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     "shell.execute_reply": "2022-03-06T08:10:21.849546Z",
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     "shell.execute_reply.started": "2022-03-06T08:10:21.843287Z"
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    }
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   },
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   "outputs": [
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    {
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     "data": {
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      "text/plain": [
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       "['/kaggle/input/toronto-emotional-speech-set-tess/TESS Toronto emotional speech set data/YAF_fear/YAF_home_fear.wav',\n",
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       " '/kaggle/input/toronto-emotional-speech-set-tess/TESS Toronto emotional speech set data/YAF_fear/YAF_youth_fear.wav',\n",
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       " '/kaggle/input/toronto-emotional-speech-set-tess/TESS Toronto emotional speech set data/YAF_fear/YAF_near_fear.wav',\n",
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       " '/kaggle/input/toronto-emotional-speech-set-tess/TESS Toronto emotional speech set data/YAF_fear/YAF_search_fear.wav',\n",
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       " '/kaggle/input/toronto-emotional-speech-set-tess/TESS Toronto emotional speech set data/YAF_fear/YAF_pick_fear.wav']"
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      ]
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     },
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     "execution_count": 33,
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     "metadata": {},
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     "output_type": "execute_result"
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    }
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   ],
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   "source": [
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    "paths[:5]"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 34,
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   "metadata": {
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    "execution": {
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     "iopub.execute_input": "2022-03-06T08:10:21.855065Z",
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     "iopub.status.busy": "2022-03-06T08:10:21.852448Z",
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     "iopub.status.idle": "2022-03-06T08:10:21.862887Z",
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     "shell.execute_reply": "2022-03-06T08:10:21.861848Z",
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     "shell.execute_reply.started": "2022-03-06T08:10:21.855021Z"
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    }
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   },
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   "outputs": [
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    {
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     "data": {
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      "text/plain": [
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       "['fear', 'fear', 'fear', 'fear', 'fear']"
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      ]
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     },
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     "execution_count": 34,
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     "metadata": {},
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     "output_type": "execute_result"
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    }
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   ],
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   "source": [
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    "labels[:5]"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 35,
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   "metadata": {
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    "execution": {
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     "iopub.execute_input": "2022-03-06T08:10:21.865397Z",
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     "iopub.status.busy": "2022-03-06T08:10:21.864625Z",
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     "iopub.status.idle": "2022-03-06T08:10:21.884478Z",
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     "shell.execute_reply": "2022-03-06T08:10:21.883678Z",
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     "shell.execute_reply.started": "2022-03-06T08:10:21.865339Z"
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    }
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   },
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   "outputs": [
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    {
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     "data": {
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      "text/html": [
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       "<div>\n",
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       "<style scoped>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "        vertical-align: middle;\n",
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       "    }\n",
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       "\n",
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       "    .dataframe tbody tr th {\n",
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       "        vertical-align: top;\n",
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       "    }\n",
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       "\n",
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       "    .dataframe thead th {\n",
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       "        text-align: right;\n",
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       "    }\n",
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       "</style>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "  <thead>\n",
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th></th>\n",
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       "      <th>speech</th>\n",
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       "      <th>label</th>\n",
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       "    </tr>\n",
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       "  </thead>\n",
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       "  <tbody>\n",
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       "    <tr>\n",
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       "      <th>0</th>\n",
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       "      <td>/kaggle/input/toronto-emotional-speech-set-tes...</td>\n",
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       "      <td>fear</td>\n",
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       "    </tr>\n",
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       "    <tr>\n",
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       "      <th>1</th>\n",
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       "      <td>/kaggle/input/toronto-emotional-speech-set-tes...</td>\n",
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       "      <td>fear</td>\n",
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       "    </tr>\n",
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       "    <tr>\n",
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       "      <th>2</th>\n",
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       "      <td>/kaggle/input/toronto-emotional-speech-set-tes...</td>\n",
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       "      <td>fear</td>\n",
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       "    </tr>\n",
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       "    <tr>\n",
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       "      <th>3</th>\n",
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       "      <td>/kaggle/input/toronto-emotional-speech-set-tes...</td>\n",
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       "      <td>fear</td>\n",
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       "    </tr>\n",
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       "    <tr>\n",
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       "      <th>4</th>\n",
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       "      <td>/kaggle/input/toronto-emotional-speech-set-tes...</td>\n",
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       "      <td>fear</td>\n",
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       "    </tr>\n",
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       "  </tbody>\n",
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       "</table>\n",
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       "</div>"
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      ],
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      "text/plain": [
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       "                                              speech label\n",
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       "0  /kaggle/input/toronto-emotional-speech-set-tes...  fear\n",
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       "1  /kaggle/input/toronto-emotional-speech-set-tes...  fear\n",
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       "2  /kaggle/input/toronto-emotional-speech-set-tes...  fear\n",
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       "3  /kaggle/input/toronto-emotional-speech-set-tes...  fear\n",
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       "4  /kaggle/input/toronto-emotional-speech-set-tes...  fear"
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      ]
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     },
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     "execution_count": 35,
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     "metadata": {},
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     "output_type": "execute_result"
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    }
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   ],
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   "source": [
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    "## Create a dataframe\n",
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    "df = pd.DataFrame()\n",
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    "df['speech'] = paths\n",
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    "df['label'] = labels\n",
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    "df.head()"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 36,
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   "metadata": {
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    "execution": {
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     "iopub.execute_input": "2022-03-06T08:10:21.886673Z",
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     "iopub.status.busy": "2022-03-06T08:10:21.886018Z",
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     "iopub.status.idle": "2022-03-06T08:10:21.896515Z",
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     "shell.execute_reply": "2022-03-06T08:10:21.895749Z",
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     "shell.execute_reply.started": "2022-03-06T08:10:21.886625Z"
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    }
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   },
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   "outputs": [
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    {
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     "data": {
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      "text/plain": [
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       "fear       400\n",
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       "angry      400\n",
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       "disgust    400\n",
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       "neutral    400\n",
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       "sad        400\n",
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       "ps         400\n",
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       "happy      400\n",
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       "Name: label, dtype: int64"
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      ]
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     },
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     "execution_count": 36,
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     "metadata": {},
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     "output_type": "execute_result"
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    }
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   ],
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   "source": [
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    "df['label'].value_counts()"
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   ]
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  },
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  {
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   "cell_type": "markdown",
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   "metadata": {},
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   "source": [
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    "## Exploratory Data Analysis"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 37,
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   "metadata": {
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    "execution": {
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     "iopub.execute_input": "2022-03-06T08:10:21.898875Z",
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     "iopub.status.busy": "2022-03-06T08:10:21.898327Z",
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     "iopub.status.idle": "2022-03-06T08:10:22.220182Z",
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     "shell.execute_reply": "2022-03-06T08:10:22.217494Z",
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     "shell.execute_reply.started": "2022-03-06T08:10:21.898831Z"
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    }
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   },
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   "outputs": [
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    {
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     "data": {
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      "text/plain": [
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       "<AxesSubplot:xlabel='label', ylabel='count'>"
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      ]
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     },
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     "execution_count": 37,
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     "metadata": {},
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     "output_type": "execute_result"
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    },
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    {
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     "data": {
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      "image/png": 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\n",
339
      "text/plain": [
340
       "<Figure size 432x288 with 1 Axes>"
341
      ]
342
     },
343
     "metadata": {
344
      "needs_background": "light"
345
     },
346
     "output_type": "display_data"
347
    }
348
   ],
349
   "source": [
350
    "sns.countplot(df['label'])"
351
   ]
352
  },
353
  {
354
   "cell_type": "code",
355
   "execution_count": 38,
356
   "metadata": {
357
    "execution": {
358
     "iopub.execute_input": "2022-03-06T08:10:22.222260Z",
359
     "iopub.status.busy": "2022-03-06T08:10:22.221732Z",
360
     "iopub.status.idle": "2022-03-06T08:10:22.229609Z",
361
     "shell.execute_reply": "2022-03-06T08:10:22.228832Z",
362
     "shell.execute_reply.started": "2022-03-06T08:10:22.222219Z"
363
    }
364
   },
365
   "outputs": [],
366
   "source": [
367
    "def waveplot(data, sr, emotion):\n",
368
    "    plt.figure(figsize=(10,4))\n",
369
    "    plt.title(emotion, size=20)\n",
370
    "    librosa.display.waveplot(data, sr=sr)\n",
371
    "    plt.show()\n",
372
    "    \n",
373
    "def spectogram(data, sr, emotion):\n",
374
    "    x = librosa.stft(data)\n",
375
    "    xdb = librosa.amplitude_to_db(abs(x))\n",
376
    "    plt.figure(figsize=(11,4))\n",
377
    "    plt.title(emotion, size=20)\n",
378
    "    librosa.display.specshow(xdb, sr=sr, x_axis='time', y_axis='hz')\n",
379
    "    plt.colorbar()"
380
   ]
381
  },
382
  {
383
   "cell_type": "code",
384
   "execution_count": 39,
385
   "metadata": {
386
    "execution": {
387
     "iopub.execute_input": "2022-03-06T08:10:22.231270Z",
388
     "iopub.status.busy": "2022-03-06T08:10:22.231004Z",
389
     "iopub.status.idle": "2022-03-06T08:10:23.146801Z",
390
     "shell.execute_reply": "2022-03-06T08:10:23.146097Z",
391
     "shell.execute_reply.started": "2022-03-06T08:10:22.231234Z"
392
    }
393
   },
394
   "outputs": [
395
    {
396
     "data": {
397
      "image/png": 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\n",
398
      "text/plain": [
399
       "<Figure size 720x288 with 1 Axes>"
400
      ]
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     },
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     "metadata": {
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      "needs_background": "light"
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     },
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     "output_type": "display_data"
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    },
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    {
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     "data": {
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      "text/html": [
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       "\n",
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       "                <audio  controls=\"controls\" >\n",
412
       "                    <source 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\" type=\"audio/x-wav\" />\n",
413
       "                    Your browser does not support the audio element.\n",
414
       "                </audio>\n",
415
       "              "
416
      ],
417
      "text/plain": [
418
       "<IPython.lib.display.Audio object>"
419
      ]
420
     },
421
     "execution_count": 39,
422
     "metadata": {},
423
     "output_type": "execute_result"
424
    },
425
    {
426
     "data": {
427
      "image/png": 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\n",
428
      "text/plain": [
429
       "<Figure size 792x288 with 2 Axes>"
430
      ]
431
     },
432
     "metadata": {
433
      "needs_background": "light"
434
     },
435
     "output_type": "display_data"
436
    }
437
   ],
438
   "source": [
439
    "emotion = 'fear'\n",
440
    "path = np.array(df['speech'][df['label']==emotion])[0]\n",
441
    "data, sampling_rate = librosa.load(path)\n",
442
    "waveplot(data, sampling_rate, emotion)\n",
443
    "spectogram(data, sampling_rate, emotion)\n",
444
    "Audio(path)"
445
   ]
446
  },
447
  {
448
   "cell_type": "code",
449
   "execution_count": 40,
450
   "metadata": {
451
    "execution": {
452
     "iopub.execute_input": "2022-03-06T08:10:23.155633Z",
453
     "iopub.status.busy": "2022-03-06T08:10:23.154991Z",
454
     "iopub.status.idle": "2022-03-06T08:10:23.994758Z",
455
     "shell.execute_reply": "2022-03-06T08:10:23.994066Z",
456
     "shell.execute_reply.started": "2022-03-06T08:10:23.155592Z"
457
    }
458
   },
459
   "outputs": [
460
    {
461
     "data": {
462
      "image/png": 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\n",
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      "text/plain": [
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       "<Figure size 720x288 with 1 Axes>"
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      "needs_background": "light"
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     },
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     "output_type": "display_data"
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      "text/html": [
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       "\n",
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       "                <audio  controls=\"controls\" >\n",
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type=\"audio/x-wav\" />\n",
478
       "                    Your browser does not support the audio element.\n",
479
       "                </audio>\n",
480
       "              "
481
      ],
482
      "text/plain": [
483
       "<IPython.lib.display.Audio object>"
484
      ]
485
     },
486
     "execution_count": 40,
487
     "metadata": {},
488
     "output_type": "execute_result"
489
    },
490
    {
491
     "data": {
492
      "image/png": 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\n",
493
      "text/plain": [
494
       "<Figure size 792x288 with 2 Axes>"
495
      ]
496
     },
497
     "metadata": {
498
      "needs_background": "light"
499
     },
500
     "output_type": "display_data"
501
    }
502
   ],
503
   "source": [
504
    "emotion = 'angry'\n",
505
    "path = np.array(df['speech'][df['label']==emotion])[1]\n",
506
    "data, sampling_rate = librosa.load(path)\n",
507
    "waveplot(data, sampling_rate, emotion)\n",
508
    "spectogram(data, sampling_rate, emotion)\n",
509
    "Audio(path)"
510
   ]
511
  },
512
  {
513
   "cell_type": "code",
514
   "execution_count": 41,
515
   "metadata": {
516
    "execution": {
517
     "iopub.execute_input": "2022-03-06T08:10:23.996204Z",
518
     "iopub.status.busy": "2022-03-06T08:10:23.995831Z",
519
     "iopub.status.idle": "2022-03-06T08:10:24.586458Z",
520
     "shell.execute_reply": "2022-03-06T08:10:24.585772Z",
521
     "shell.execute_reply.started": "2022-03-06T08:10:23.996169Z"
522
    }
523
   },
524
   "outputs": [
525
    {
526
     "data": {
527
      "image/png": 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\n",
528
      "text/plain": [
529
       "<Figure size 720x288 with 1 Axes>"
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      ]
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     },
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     "metadata": {
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      "needs_background": "light"
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     },
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     "output_type": "display_data"
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    },
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    {
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     "data": {
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      "text/html": [
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       "\n",
541
       "                <audio  controls=\"controls\" >\n",
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       "                    <source 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type=\"audio/x-wav\" />\n",
543
       "                    Your browser does not support the audio element.\n",
544
       "                </audio>\n",
545
       "              "
546
      ],
547
      "text/plain": [
548
       "<IPython.lib.display.Audio object>"
549
      ]
550
     },
551
     "execution_count": 41,
552
     "metadata": {},
553
     "output_type": "execute_result"
554
    },
555
    {
556
     "data": {
557
      "image/png": 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\n",
558
      "text/plain": [
559
       "<Figure size 792x288 with 2 Axes>"
560
      ]
561
     },
562
     "metadata": {
563
      "needs_background": "light"
564
     },
565
     "output_type": "display_data"
566
    }
567
   ],
568
   "source": [
569
    "emotion = 'disgust'\n",
570
    "path = np.array(df['speech'][df['label']==emotion])[0]\n",
571
    "data, sampling_rate = librosa.load(path)\n",
572
    "waveplot(data, sampling_rate, emotion)\n",
573
    "spectogram(data, sampling_rate, emotion)\n",
574
    "Audio(path)"
575
   ]
576
  },
577
  {
578
   "cell_type": "code",
579
   "execution_count": 42,
580
   "metadata": {
581
    "execution": {
582
     "iopub.execute_input": "2022-03-06T08:10:24.588549Z",
583
     "iopub.status.busy": "2022-03-06T08:10:24.587693Z",
584
     "iopub.status.idle": "2022-03-06T08:10:25.238414Z",
585
     "shell.execute_reply": "2022-03-06T08:10:25.237736Z",
586
     "shell.execute_reply.started": "2022-03-06T08:10:24.588508Z"
587
    }
588
   },
589
   "outputs": [
590
    {
591
     "data": {
592
      "image/png": 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      "text/plain": [
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       "<Figure size 720x288 with 1 Axes>"
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       "\n",
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       "                <audio  controls=\"controls\" >\n",
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       "                    <source 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AbABoAHQAdAB4AHwAbABwAHgAeACAAHQAdAB8AHgAdAB0AHQAeABwAHAAfABwAHgAdAB4AHgAfAB4AHwAfAB8AHQAeAB0AHgAgAB4AIQAiACEAIQAjACEAHwAiACEAIQAeACEAIQAhACEAHwAiACIAIQAiACUAIgAkACMAJQAkACUAJQAnACQAJAAkACQAJQAnACYAJwAoACYAJgAoACYAJwApACgAKAAqACoAKQAqACkAKgArACkAKgAsACsALAAtACkALQAtACsALAAsAC0ALAAtACoALwAuACsALwAtAC8ALgAsAC4AMAAyADAALgAwAC0ALwAtADAALwAxAC8AMwAvADMAMAAwADAAMQAwADIAMwAzADMANQA0ADMANgA0ADAANAA0ADUANQA0ADQANAA0ADMANQA3ADMANQA3ADUANwA3ADYANgA5ADcANgA3ADcANwA5ADUAOAA5ADcAOAA4ADcAOQA6ADsAOgA4ADkAOwA2ADwAOgA7AD0AOwA8ADkAOQA6ADsAPQA5ADwAPwA+AD4APQA+AD0APwA+ADwAQABAAD0APwA/AEMAQAA/AEEAQABAAD8AQgBAAEEAQgBAAEEAQwBAAEIAQABBAEQAQQBDAEEAQQBCAEMARQBFAEQARABFAEYAQgBBAEQARABEAEMARQBFAEQARgBFAEcARABFAEcARQBFAEYARgBCAEUARgBHAEYASQBGAEUARABGAEkARgBHAEgASABJAEUARgBIAEgARgBGAEwARwBJAEsARgBLAEgASgBJAEoASgBIAEkASgBKAEkASQBNAEoASgBMAEwASQBKAEwATABNAEkATQBLAEsATQBPAE0ASgBMAEwATABMAE4ATgBOAE0ATABOAE4ATwBNAE4ATwBOAE0ATQBMAE0ATQBPAE4AUQBPAFEAUABNAE4AUABOAE4ATwBQAFEAUABSAFAAUQBRAFAAUABQAFIAUwBRAFIAUwBUAFEAUwBRAFIAUgBPAFEAUABRAFUAUQBSAFIAUQBRAFAATwBQAFAAUQBSAFIAUQBVAFAAUQBSAFMAUQBPAFMAUQBRAE8AUwBSAFIAUwBUAE8AUgBQAFEAUABSAE8AUgBRAFEAUABSAFAAUQBUAFIAUQBQAFAAUABPAE8AUgBRAE8AUABRAFEATwBSAFIAUQBSAFAAUQBSAFAAUQBSAE8AUABRAFEAUwBSAFEAUABRAFEAUgBRAFAAUQBQAFEAUQBTAFEAUABPAFAAUQBSAFEAUABQAFAAUgBQAFEATgBSAFAAUQBQAFIAUQBOAFAATwBOAFAATgBOAE0ATQBQAE0ATQBMAE0AUABNAE4ATwBOAE0ATABNAE4ATQBJAE4ATABLAEoATQBNAE4ATABLAEwASQBLAEsATABJAEkASQBGAEoASQBHAEkASABIAEgASQBHAEcASABHAEYASABHAEYARQBGAEYARQBHAEcARgBFAEUARQBEAEUASABEAEMAQgBHAEUARQBDAEEAQABFAEUAQABCAEIAQABAAEEAQgA/AEAAPgBBAD8AQQBAAEAAPwA+AD8AQAA+AD4APQA+AD0AOQA8AD4APQA7ADoAPwA5ADwAOwA5ADwAOQA6ADoAOAA3ADoANwA3ADkAOAA2ADUAOgA4ADcANgA4ADYANgA1ADgANQA4ADQANQA2ADMANAA0ADMAMwA1ADMAMgAyADIAMgA0AC8AMQAyADEAMQAvADAAMAAuAC0ALQAuAC8ALwAuAC4AMAArAC0AKwArACoAcgA7ADYARAAgADUAKgAkAC8AKgArADgAMgAyACwAMQAtADEANAAtAC8AKgAuACoAJwAmACMAJwAkACgALAAcACMAIAAeACEAIAAjACAAIABiAB8AKwAlABkAIQAgACUAJwAkACAAJQAjACUAJQAhACIAJgAiACYAIgAeACQAJQAdAB8AIQAeAB4AJAAXABoAHwAZABsAHAAfABgAIgAfAB8AHAAbABsAHgAfAB0AHAAcAB4AHgAfAB0AHAAcADAAIQApACsAKwAlACIALgAhACAAIQAgABwAHQAcABwAGQAcAB8AHQAaABcAGQAWABcAGAAVABEAFwAQABMAEQAPABIAEwARABIAEgAPABAAEQAVAA4AEgAWABEAGgAeABoAFgAXABMAGQAUABcAEwAPABMAEAAUABEAEQAVABMAFwATABYAGAAVABgAFwAWABoAHgAdABsAFQAOABIAFQAPABUAFQAOABUAFgAVABgAFwAcABcAFwAXABkAEwAWABMAEwATABMAFAAUABYAFgAaABkAFwAbABkAEAAQABQAFAAVABQAFgAXABwAGQAXABcAFQAaABYAGgAfACIAJwAlAB8AGQASABQAFgASABQAFQAXABUAFgAYABIAFgAXABoAHAAYACMAGAAZABgAEwAXABUAFAAVABYAFAASAAoAEgATABMAGQAaAB4AGgAYABsAGQATABYAGgAzABQALAAkACcALQAmACQAGgAeACIAGgAfACEAIAAkACgAMwAxADQAUgA2AC4AMAAkACUAHwAcABwAEgAQABQAGgASABkAIAAeAB8AKAApAB8AIgAfABwAFwAZABYAGQAOABkAFgASABoAHAAaAB0AHgAiAB4AIAAoACUAKgAtADIALgAsADQAMQAtAC4ANQA1AEMARABPAEoAPwBEAEMAPAA4ADcANQAuADIAMQAvACoAKQAuACgAJwAtACcAIgAjAB4AHgAYABYAEwAWABUAEwAWABEAEQAUABIAFwAUABwAHwAkACYAIwAjACMAIQAhACMAKQAnACMAIwAkACYAJgAjACYAJAAjACgAIgAlACYAJgAjAB8AHgAeACEAHgAcABoAGgAaABoAHgAaABkAGwAXABMADgAOAAwADQARABEAEwATABcAFgAbABoAGgAZABcAFgAUABIAEwARABUAFgATABYAGQATABcAEwAWABsAGQAaABkAFwAWABgAGAAfACMAIwAhABkAFQARAAsACQAJAAwACwANABEADAALAAoACgAQABIAEwAWABYAFAASAAwACwAGAAcACwAMAA4ADQAJAAMAAQAFAA0ADgATABcAGAAXABcAFQAWABMAFgAVABMADgAKAAYAAQAAAAMAAgAIAA0AEAASABQAFwAVABUAFAASAAwADQALAAUABAAAAPn//v8CAAkADgAUABEAEQAUABQAFAARAA4ADAAJAAgACQAJAAcABgAJAAsADQAJAAkACgAGAAcACAAKAA4AEgARAA8ACwAHAAkACwAMAAkABwAGAAYABgAHAAoADAAQABAADQAPAAsACQAKAAgACwAJAAMAAAAEAAQAAwAKAAgABwALAAsADgAPABIAFgAVABgAFwATAAwAEAAQABIAFQAWAA8AEwAWABIAFgAWABYAFwAVABQAEgAQAA8ADQAMAAsADQAMAAwACgAJAAQAAAAAAPr//P/8/wIABAAJAA0ADAAPABIAEgAPAA4ADwAMAAsAEwAOAA4ADQAMAAkACQAMABEAFQAXABgAGAAWABMAFgAVABYAGAAYABUAEwAMAAsABgAFAAQAAgAHAAcABwAFAAYAAQACAAkACwARABMAFQASAA4ACwAJAAkABQAGAAUAAgAFAAQABAAEAAUACAANAA0ADgAVABYAFQATABMAFAATABAAEQASABEADAAJAAUAAQAAAAAAAAACAAkADQAOABAAEgATABEAEgATABAADwAMAAgABgACAAQAAAD//wIAAwAFAAkACwASABYAFQAYABcAFQAWABMAEgAOAAgACAAIAAYABgAGAAgACgAKAA0ADgAUABMAFgAWABQAFgASAA4ADAAIAAYA/////wIAAQAEAAcACAANABEAFgAUABYAFgAUABMAFgASABIADgAPAAsADwARAA4AEAATABIAFQAWABkAGQASABUAFAAUABcAFQAWABQAEAAOAAkACAAKAAsACgAKAAkADAAOABAAEAASABUAFQAXABkAEwAVABMAEQAQABAAEQATABMAFQAXABkAGAAZABsAIAAjACEAJgAkACIAIgAcABkAGgAbABwAGgAbABkAGQAcABoAHQAdACEAIQAkACMAHwAcABwAGQAbABkAGAAbABsAGgAcABoAHAAeAB0AHgAdACAAHwAgACMAIwAmACUAIgAjACQAJAAkACQAJAAlACYAJwAmACgAKAAlACcAKgAoACcAKAAnACkAKQAmACYAJgAoACYAJQAoACoAJQAqACUAKQAkACQAJQAkACQAJgAjACQAJQAqACkAKwAuACsALAApACwAKQAmACkAKQApACkAKAAsACoAKwAqACsAKwApACkAKQApACkAJgAmACgAKgAoACYAKAAnACkAJgAjACQAJAAiACEAJAAlACYAJAAoACgAJwAnACoAKwAuAC4ALgAwAC0ALgAqACgAKQAkACMAJwAmACEAKgAmACkAKwAtAC8ALwAvADAAMAAtACwAKgApACYAJwAlACUAJAAjACMAIQAjACcAJgAqAC4ALgAwADQAMQAxADEALwAtACsAKgApACcAJQAmACQAJQAnACoALQAuADAAMwA2ADYANAA1ADIAMgAxACsALAAqACoAKAAoACoAKAApAC4ALwAwADIANAAzADQAMgAyADIAMAAvACsAKgAnACYAJwAiACQAJAAkACcAKAAqAC0ALAAvADEAMAAxAC8ALwAvAC0ALQApACkAKwAoACYAJgAmACcAKAAqAC0ALAAxAC8ALgAwADIALwAxADEALwAtACoAJgAoACcAJwAnACUAIwAqACoAKgAqACkAKQAqACwAKgAqACUAJgAlAB8AIQAeAB4AHwAdAB8AIQAlACMAJAAlACcAJwAqACkAJwApACkAJwAmACUAJAAlACcAJAAlACYAJAAqACcAKwAtACsALQAsACsAKwAsACcAJwAmACMAJgAhACEAHwAgAB8AHQAeAB8AIA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type=\"audio/x-wav\" />\n",
608
       "                    Your browser does not support the audio element.\n",
609
       "                </audio>\n",
610
       "              "
611
      ],
612
      "text/plain": [
613
       "<IPython.lib.display.Audio object>"
614
      ]
615
     },
616
     "execution_count": 42,
617
     "metadata": {},
618
     "output_type": "execute_result"
619
    },
620
    {
621
     "data": {
622
      "image/png": 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\n",
623
      "text/plain": [
624
       "<Figure size 792x288 with 2 Axes>"
625
      ]
626
     },
627
     "metadata": {
628
      "needs_background": "light"
629
     },
630
     "output_type": "display_data"
631
    }
632
   ],
633
   "source": [
634
    "emotion = 'neutral'\n",
635
    "path = np.array(df['speech'][df['label']==emotion])[0]\n",
636
    "data, sampling_rate = librosa.load(path)\n",
637
    "waveplot(data, sampling_rate, emotion)\n",
638
    "spectogram(data, sampling_rate, emotion)\n",
639
    "Audio(path)"
640
   ]
641
  },
642
  {
643
   "cell_type": "code",
644
   "execution_count": 43,
645
   "metadata": {
646
    "execution": {
647
     "iopub.execute_input": "2022-03-06T08:10:25.240111Z",
648
     "iopub.status.busy": "2022-03-06T08:10:25.239588Z",
649
     "iopub.status.idle": "2022-03-06T08:10:25.855499Z",
650
     "shell.execute_reply": "2022-03-06T08:10:25.854777Z",
651
     "shell.execute_reply.started": "2022-03-06T08:10:25.240068Z"
652
    }
653
   },
654
   "outputs": [
655
    {
656
     "data": {
657
      "image/png": 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O7u2aVzo+sLv+jSXbeGPJNgDm3DaavuktOVJQxNItOQzq0oqi4hK27PcND/j5v5eVu86ljy1g4ab93HXeIAZ2bsW7K3cA8O0nPuOS4d0Yc1wHht87h68eOJdDR4vYkZNP7w4tuDjISh//WbyV/yzeyt5DBQzp2pqRvdsDvvV5H3xnDXd9Y1Ad/ocklq3flctri7ZWOZ74gr9+zJ5Dwd+/vvdsFl3bNOP3lw7lpJ5tylUMkPqjtU2lRrzuhgy0afpkHnt/A9MDltxqiB6/ajjnDO7kdRhSC7ty8xlx39yg+yquzbt2Zy7nPPxB0GMB3v3JaOas2smD76yp8eNffWoGH63fU2WL9yXDu/Hhut3sPBjeF4QfnNmb1KQEHpq9FoDXbhhFZka7sK4hse+Bmav4+wcbg64zffUzn/PemprXuvy/iQNYuzOXswd15NwhnSMZZpNQ27VN1fImUWfUrOZbTU17ayVFJcG7UhuS619YxGPfOYk2zZP4wQuLyMkr5N83jmJwl9aaudWAFRWX8OnGfVXuz9q0ryzhcc6F7E792WvL2FtFK0ZVnl2wqdr9ry0KPYknmL+/v7Hc/WXZOfRNb0GzpPiQLShFxSWqYdhIlPgbbQqKSkhKOPac5hwpDCtxA/jtO74v0f9ZvDVoMijRoZY3qZGG1PLWGNxyVl9uO+c4r8Mos/NgPuMfep/lv57gdSieezVrCz97bVm1x1wxojvfOrkHby7ZxtMff1VPkUVXVR+8R4uK+fyrfVz11Oe8+P2RHNexJQnxcbRulljPEUqk3PO/lTz1ke91u/hXZ/PY+xv4eP0evtx2sE7X7dqmGZef3J3hGW3pl96SZknxFJc4vVaqoZY3kRjyxpJtXH1aL5xztG9R9cD2+lBQVML/lm0nN7+IjKkzmvy359JyNdV56fMtvPT5lnqIpv7sO1xAu9SkStvP/+vHZTNjv/3EsXGmPxzbhwmDO5GRlkqLpATi4qqeUCENS2CbzYn3zI7YdbceyOMP/i75Uq2bJXLjmD5877Re5Vr5pG6UvElIby7d5nUIjc7X+45w0j2zyWjfnPd+NtbTWJ7/ZBP3zlhVdr+kxDXpD+LCGOiSj4aT7pnNCd1ac2lmd646pSfga5ENLGkS6JH5G3hk/oay+z89pz83n9WvXmKVuimpxx63nLxCpr+9mmHd2zCgU0vaNK/8BUHCp+RNQrrlpcVeh9Bobdp7hAdmruKOcwd6FsORCgWFC0tKSI5rmmPyVmzLYcnmA16H4Zll2Tksy87h8fc3EBdnNWqFLDVv9S4mDelMnw4tohihxKrLH/+UE7q15sYz+zBJExvqTG2YIh6rSVHXaFm8eT9PfFB+EHtRceMZBxuu8//6MZ99VfVkhaZiy/68sBI3gC82H2DcH7wrKSQ189DstSEnxETL2p253PjPL1iy5QB7Dh1l/hpfAfa8gmIWbNiDc47VOw7ywifexBdL1PIm1fpkg3eJRVOxNDuHH7yQxd+vCnvMap39Zd56citU9h989ywWTD2LLjVYn9U5x6cb9zGiVzviG0FXa2OawOWVK5/8lH9ed4rXYUgV/jx3nWePnV/oG5Jw4SMfk9YiuayW3FkD0pm3ehdmx8bjjR2QTpfWzZr0EI7qqOVNqnXFE596HYIn6vvtYtaKncxcvr2eH7XqZOXU6fMoLgmdyCzLzuGKJz6lzy9m8uA7qzlSEJklnrxwML+QGvzKEsLH6/WFT0ILLAK8Yptv3dTAt6PTfzu/1iVxmoKIJG9mNtHM1pjZejObGmR/spn9y7//MzPL8G8/28wWmdly/79nBZzznv+aS/w/6ZGIVaSh+su89V6HUE6o+mUAxQHvto++t4GVVZQaOFpUzM6D+RGLLRpO+PW7Xocg0iRV1eB9ML+wfgOJIXVO3swsHngEmAQMAq4ws4rrrlwL7HfO9QUeBn7r374H+IZzbggwBXihwnlXOueG+X+qXp1cIm79rkOs3Rl8lllT4EUDzNHC4tAHRfLxiorJq+YxR/9uPpsqrG1YKudIIW8s2cq1zy4st331jlwKisrP1vzDu2s47s53GHn/XN5fG14BUBFp/Kp6vy1xjg27vVtXuyGLRMvbCGC9c26jc64AeBm4oMIxFwDP+W+/BowzM3POLXbOldahWAE0MzNvi14JABP/+EG1S/54qbGOgNi45zDP1mPB1+uey6p2JQGAMb9/j9wK337/tXAzQ6e9y49fXsL+I+X33fnfL/n5a0tZtzOXJVsOMO2tFeVaFKc8/TnbDoRu0atv1zz7udchiETdy59v9jqEsLz+xVZNgqlCJJK3rkBgtcps/7agxzjnioAcoH2FY74JfOGcC1xH5hl/l+mvzCzoZ7aZXW9mWWaWtXu3vtVHSlE1g3+8Tp4a87CkX7+1st4eq6r6XRX94d21XPPM59w3YyX7DhcwLUSM/12yjbMf/oALH/mYpz/eVGn/qdPnVWqd89r81XrviKQfvbSY3bnhLQkm0ZWTV8jU15d7HUZQVXWbHjoaegzt9py8JrkCUIOYsGBmg/F1pf4gYPOV/u7UM/w/VwU71zn3uHMu0zmX2aFDh+gHK406eWpKajo79NkFm5i/ZjdPfPgVJ90zm8MFde/evfzxTygq9j6BKyou4YGZq0IfKGF5a+k2lmUf8DoMCTD0Nw15TGf1nyprd+ayesdBZq3Ywb8Wbi432SEnr2mOi4tEqZCtQPeA+93824Idk21mCUBrYC+AmXUD/gN81zlXVq7bObfV/2+umb2Ir3v2+QjEK02EEZuJ5s9fW8qDlwyN6mPMX72L7TneTSD4YvMB1u8+xIBOrTyLAWD3oaP8vUKdO4mMZklNs9BzQ9TQWrrDVXEIzw/HHmFEr/ac2b8DCXENog2q3kXit14I9DOzXmaWBFwOvFnhmDfxTUgAuASY55xzZtYGmAFMdc59XHqwmSWYWZr/diJwHvBlBGKVJiQWEzeAV7KyK00EiLRronz9mpj4xw/53azV7D9c4Mnjl5Q4lm7J8eSxm4J/LdzC13uDT3iR+lWT7kcvhVte8Y0l25jy9Ofc+I9F/OPTrwFqVNqo/GPG6ieET52TN/8YtpuBWcAq4BXn3Aozm2Zm5/sPewpob2brgduA0nIiNwN9gbsqlARJBmaZ2TJgCb6WuyfqGmtTkzF1But3lZ+pk19YTH49z2qU8M1d3TQmVz8yfwMn3jObH79c/0uwzVu9ixv+sajeH7epeGPJNp78sP4m4EhwJSWOpTHahV1VftUi2ddp+PaXO8pWizha5PtcO/2381j09f5K51z62AJu9P+9P/HBRjLvnRP5gOtRRFZYcM7NBGZW2HZXwO184NIg590L3FvFZYdHIraG6vDRIuLjjJTE6HYtbNx9iL7px9YavPSxTygsLuGdW0dH9XGl7j5at4fT+6V5HUa9eGPJNgqLS3j0yvJ/9p9s2Itzjp5pqSTGGemtUiLyeIePFrFwk5bBirbDMVy0ubF4b+0uvvdsltdhRFRhkPGyRwtLaJ4E2fvzyN5/hOE927Jq+0E6tkqhXWoSCzftp6U/6Vu/6xB7PWrxjxQtj+WRcQ+9T/e2zXj1hlOj+jilk3TzCorZvO8Im/YeJje/+jfUimtdije+89RnbJo+OfLXffKziF8zEmYu30HG1Bllv3NVM8g+/PlYurdrHvJ6q7YfZMGGvRzKL+L60b3LjcG6879f8p/FFYfmSqQdOapWfq8dicAEo2irSQdmSmJc2fJahUHWX84vKi7rCm3TPAmASX/6kAmDOx5betBKHy+2u0yhgcw2bYp25OSHLNXwgxey2HsoMtPt/zxvHRP++EHZN4/q/HeJPtQas4/W7/E6hGplTJ1R7dT/Mx6cz4Ej1X9r3nkwnylPf849/1vJw3PWMvCud1i/6xDOOa5/PkuJWz35dONeVm0PvuqG1I9YWPJtXw1awY4GTLoINr5t76EClmb7xrCWBPS3NoBJ7VGhljcPFTuHc45l2TkM7d6m0v5ZK3Zy+ck9GDug9iuDlRaDyPN/+0pKCN1NqzFxjVdeDHwLr4lh02bz8vWncFKPtiQlVP4OOvL+uZW2jX8oNop91nSWdOAi3g3VgbxCLvjrx6y9b5LXoTQ5338+i/2HC8gKMv4rFgW+1kuCvPDv+d9KPvvKNxSiOKBlLj7g7aH087Ch/93UhFrePHT4aDHZ+/O44JGP2XvoKL+btYbZK3eWO+aWlxeHPYsmUMXSxvE1eMarWzJJ6tcvIlxUc+Bd70T0el66/PFP+d2s1ew7XIBzjqNFxWTvPxLzBTtr+tfuHNSwVJ+nhbWDjU+S6Ju9cmfMJ25bq1iNJdhn4sGA4UCBReYrlhLJySss1xq5/3BBTL5nqOUtyjbsPkSfDi2q3L8r11dra8+hAh6Zv56OrZI5e1BHjvgH+ubmF9HnFzP5zsgetG6eyM8mDMA5x55DBWw74Ev8SscI5RcW896a3Uw8vlPZ9c0ga9O+siWJqlioohy1vDUcL36+mfsvHuJ1GA3WEx9+xRNNeEZjTb/XednQ4ICT753DwjvHexiFNCbBkrfALwmFxSWs86/NXeIc9/sLcTsqFyuuKkFs6NTyFiWvZm1h/+ECxv3hfXIqrP/42ca9Zbe3HfAlbxP+6CtCeDCviJwjhQy6a1a5c/7x2WYemb+BBRv28N6a3Zx83xxW7yg/lmTm8u1lpQ9KAl7clzz2Ce/6W/RC5W5FxSXsO9w0K1Y3drH6JiWxb3eExu6KABSWVG7NDSxE/N/FWznbX9g3J6+Qx/2T8Cp+/OXkFTb4GnhVUfIWJT97bRn//iIbgKc+Kj9788ttx5KunQfLV7nPKyxm6LSqlzH59hOflQ223rLv2IdxTl4ht72yFPAN+F67y/eto+KsnDj/y/eaZz7nw3W+9Ry35+SVLT7+dD0ujC4186c56yJyndOmz4vIdSQ0r9f/jYY48335q+3vNqfCkBCR2sovCFIqpOhYj1FuFV2oFZ335w+5/PFPIxtcPVHyFkWlpQn+PG99WXIEUBzwreHeGeGvq/jm0m0A/HX++rJtizeXH9uw3D/rpuIYugJ/0/L8Nbu56qnPARj1wDxufXkJAAeOqNWtoXl4zto6X6Mu4yYlfI3pf7s0WStxvnF2tf3drnu+cdUaE+8UBBlHGdjyVhwwI6FcLdUK3zy27I/d3gglb1FQutxPYsBAySG/fpcP1u7m34uyq/0mUBuLvt7P/gqlE15euAWA1xZll9u+p0L3xWF/k3Fpt0ZCTUdAS0zRIuFSW5F8t9KXiPrxn8XZoQ9qZAKTt8DZqCmBs9GrefnF2nJZSt4iYPHm/WRMncHWA3l8sXk/K/11jY5UqC5+2ytLuP3VpTz4zpqIPv43/7aAg3nlHyvY8iBApQK9g+/2ja0rfVNNqMl0VKl3k/74QeiDgAUb9rBh9yHmr9nFmh25FBSV8NnGvVz06IIoRygS2mdf7VUCVw9+8q+lXodQ7wJb477ee6Tsdk2rJ8Ta61KzTeto7c5cPt3oqy1TOqboLH9dtl+/tbLcsXsORW85jpoUOaxO6etWDW8N06oduUx5+nMe/+5wkoPU6lu/K5fxD9UswQtU05piIpHw7Sc+482bT+OEbm28DkUamcDx3YGfh+UmJFTz+VZU4kiI940ZXzVtYrkVWRoiNbPU0itZW7jwkY855+EP+O07q8vtC5xNWlN1zZneW1O3hcxLZ6c2T1I+31C9v3Y3x935Dmt3Vl6ZY38txyoqcZP6dtM/v+DJDzdqbVmpF4s3Hyi7XbGHKlBxiSvrOi3tNZv0pw/I3n+kynO8pE/qWpq5fDtLthwIuu9wHarYxxsEWbYtpNJlQWqryD+J4mhRiVpjGrhzHv6AU3q147ozenNC99a8tig74l3xItGSvT+v3EStVdMmkpIYh5mx7UAenVun1KgepUi4UpPjOVzFertFJa5sCa7SLtRV23NZlp1Dt7ah11Kub0rewvTS55s5Z1DHiC8zVJos1SZxi4R9/irTPxzTR4lbDPj0q318+pVaLiT2DbzrHU7o1pp9hwvI3p/HOYM6Mqp3e645vZfXoUkj061Nc9YE6bkAX8J2MM/XgxG4jmpp8d/l2TmUOBd0KUsvqNs0iMLiEvr+YiY5RwrJmDqjrCk1N7+QO15fzo9fXhJyxmisfW8s7XZr6IuWi0jjsyw7h2x/2YZ3V+7kN/9bybsrdngclTQ2B/OrHl6yfGsON/7zC6B88lbkb1G58NGPueCRj6MbYBiUvAWxdX8eRSWOt5b56qnd/spSnv34K4b82lc896P1e6qczVkqVluv6tr9Kg1brH2pkKbr+hcWaam+EFZsy4m5WZJe2p6TX+W+KU9/Xva5Hljwt/T/t2XKsY7KvYeO8uXWyp+VizfvL7e6UTQpeQtw0SMfc+hoEb971zd+6M7/fgnA64u3Vpo52hglaqppo6e3eYklA371Di9/vtnrMDxXUuLYnXu03Io863bmMvnPH9HnFzN5JKBgO0CzxIY9U7KhO1pUUtbjVlDsu11aA9U5x5MffcV5f/kIgFkrdvCHd9fQ+44ZXPToAp7++Kt6meSgMW9++w8XsHjLAXYdzGfdjuB94o1dYYmr9YQJEZFomPr6cgZ3ac2Qbq2D7v9yaw6vZmXzy8kDSUqoXXvE8uwcth7IY8Lgjg1usoRzjgF3vVNWhHbp3ecQZ5St3Qnwu1lr+GjdHl66/hS2HsircW2zhiQ+zhpEK2JCnHHxowu4c/JAAPILi7n++ayyUl/XPZfF3NW+6g4ZU2dUOv/eGauYsXw7j31nOB1bpUQtTrW8+S33N4Ge9Yf3WbvrEGa+F1NTo8StYWmCL0GRSr7x14/Y618FxjlXttzgzoP5nPeXj3juk030v/NtALbsO8J9M1by1EdfVTvGqaTEsWr7QW54YRHf+OtH3PCPRfS6Y2a5pQyjoaTE8b9l23gla0vIZGXXwXy+9+zCcqsHDP3Nu2XjAwN9snEvRwqKYnYN44aQuMGx3onSGdFHCopZ9PWBsv2liVt1Fm8+wMj75wbdtzw7h4P5hXVe0cFibUmI6mRmZrqsrJqtn/fW0q20T03m631HOL1vGq9/kc3D/gXAE+Ot0oLuIiLirTsmDeCR99ZzMK+I6RcP4Y0l2/gkoK7mo1eexI9eWlwuETjvhM5cclI3OrdpRkFRCUO6teaJDzZy38yq15Ve+MvxdGiZHPH4v9i8n/97bVlZt9qgLq15esrJtG6eWOnYZz/+KuRwnYQ4i/hyi01JTXqarju9F599ta+sgSdcp/dN4/eXDqVN80Ru/Mci5q/ZDcDJGe149YZRmNki51xmuNeNSPJmZhOBPwHxwJPOuekV9icDzwPDgb3At5xzm/z77gCuBYqBW5xzs2pyzWACk7e8gmLW7cqlS5tmpLXw/RHm5hfy57nr+O/ibew9fBS95kVEGr7khLhyMwDrw52TB3LNab3C6oE5mF/Il9k5JCfGc2L3NsQFnLtx9yEufORjDgYsUZgYZ4zs3Z7Hvzu8XIH0z7/ax8Nz1vLJhr1B626qgcF7BsTVsav3hWtHMLp/ujfJm5nFA2uBs4FsYCFwhXNuZcAxNwEnOOduMLPLgYucc98ys0HAS8AIoAswB+jvP63aawaTmZnp3pr7IQ++s4a3l28nIT6O4hLH8J5tSYw3vti8n6NFJeQX1u+bgIiI1I0XxcNbpSRwWWZ3+nVsQZ8OLRjavQ2JQdZ/ds7xStYWpr21krg4o6TEkZQQx3dO6cmFJ3Zl3c5D3P7qEvIKiis1GpQmpued0JkbzuzD/TNXsWBD+Kv0SGz6+sHzl7iS4hPDPS8Sydso4NfOuQn++3cAOOceCDhmlv+YT8wsAdgBdACmBh5bepz/tGqvGczxQ090yZc+yIHDBRq7JSLSBMQZEe1FCZUkXpbZjeM6taJDy2S6tE6hXWoSd/73SxZvPlBpokCzxDiKna9780g1hd0Duz9LH18r3TQ80XhOtj3zo6KCnRsr95uHEInZpl2BLQH3s4GRVR3jnCsysxygvX/7pxXO7eq/HeqaAJjZ9cD1APGtOtD9UIFe8CIiTUSkh7+EutwrWdmVtlX1oZ7n7+UpCLIvUOC4NVfhX2k4Iv2cxBlYXHyt8rCYLxXinHsceByg/+ChLiEpvtpvOCIiIlUJ1ZJ3fJdWDOzcio6tUujSphntWyRxz/9Wsif3KPkVxuXFm5GSFEdJiStL5IIJHNNXOkpOyVvjV5cvHpFI3rYC3QPud/NvC3ZMtr/btDW+iQvVnRvqmpW0apbI09efwv/9exlf7TlMnBlFxY52LZJIiDN25x6lqMQ1mCnJIiLSsFT8eDi+SyuO79qavuktOGdQJ3q0r7xI+Zn9OzD97dW8vHAzzvnKTOUXlnDWgHQuyezGmh25PDp/faXkDiA+zlcUtlVKAg9/axi3vbKUnLzoliuRhqNg16altTkvEmPeEvBNLhiHL8FaCHzbObci4JgfAkMCJixc7Jy7zMwGAy9ybMLCXKAfvi8f1V4zmMDZpht2H2LplgP079iS47v6ijt+tecwd/33Sz7asIek+DgKi0s041REpIFLijcK6nkg88TBHXnw0qG0Sqn5cKS1O3P5dONeUhLimXB8J1o3O3bugg17uPbZrHLj4gzom96CR688iX4dW5Ztf/6TTTz90Vds2hu8Un+8GcWNqMxXY1PT2cC//sYgrjm9t6elQs4F/oivrMfTzrn7zGwakOWce9PMUoAXgBOBfcDlzrmN/nN/CXwPKAJudc69XdU1Q8VR0zpvBUUl/HHOWtq3SGbplv1cmtmdlz7fwszl28P+3UVEpH5MHNyJd/wL1l86vBsfrNvNzoNHy/Zfc1oGz3y8qdw5bZonctOYPnRp04yEOGP8wI78+OUlzKjm/X7GLaczuEvwFR3qYsaybdzx+nL/8kuQ1iKJl68fFbQ177fvrOZv722o9npaEaduajIB4XunZbBw0/5a13lLjDeeuXoE/Tu14Izfzi/rHu/UKoVPfzHO2zpvDUU4RXormr1yJ99//ti5peV51DInIuK99346hoy0VAqLS9i87wh9OrRg9Y6DTPzjh2XHbJo+mUVf7+NXb6ygd1oqt47vT9/0FkGvl3OkkE827uX2V5ZwOGCc9JzbRtM3vWXQcyIhN7+QJz7YyOGCYm4d34+WVbTsFZc41u86xCWPLSA3oDYcwDPXnMw1zyysdM5nvxhXZWV/qawmydut4/rx4ueb2ZV7NMSRlW2aPrnStne+3M6gzq1p1yKJFskJSt6gbsnbjpx8TnlgLnNvP5Prn89iw+7DEY5ORERq476LjufKkT2D7pu/ehcPvL2KF64dWau1JJ1z/PuLrWzZd4TvndYr6GoHXiooKilb+gtgwdSzaJYYz4n3zC53XHycseH+c/li834ufnRBfYfZaDT3T3q8+tQMnl2wiV+cO4A3l2zjy20HAV839/pdh6q9Rs/2zfnT5ScyrHubkI9X2+RNa5v6dWzlW4WhXfMkurZp5nE03kiM10KaItKwXHVKzyoTN4CxA9J59ydn1noRcDPjkuHd+MnZ/Rtc4gaQlBDHymkT+PeNo3j66ky6tGlG29QkXrthVNkxo/ulsf6+SQCc1KMtKYn6aK+tIwXFvHrDKH513iAAmiUl8MoNo8r+T9/44WlcMcI3n3L1PRO5/Zz+jMhoV3b+Vaf05M81TNzqIuZLhUSKmZU1cf584gA+WPcR157ei6c++ooRGe1ISYzjg3V7PI4yurTciog0JCt+M4HUZH1MNU9KYHjPduW2ndSjLX++4kQye7alc+sUzI59+dYqQnXTLDG+bFm0pHijeVICqUkJ5BcWkJqcwPWj+zD2uHRSEuP50Vn9+NFZ/SgoKuGtpduYfEJnUhLjox6j0vMgSsdIXD+6NwDPXzuC568dyfyfjgF8Aw1P6Bb5wawNwXGdojfWQ0Skpn48rp8St2rExRnnD+1ClzbNyiVuUrX0lslV7rv7G4Po0c43cSQ54VhqlBDnu30w/1j5ll5pqZwzuFO585MS4vjm8G71kriBkregUhLj2TR9Mh1bpbD6nollT0avtFTOH9qFf1w3styT2xik+H+f0/umeRyJiDQ2odZ2D3w/7dI6hW9lducnZ/ev5gyR8LWpplv8/KFdeOaakwFITjiWgCX4hxM9eMkJPHTZ0OgGGAZ9rQmhYhb95yt868c2S4rOf51X69l1bduMt350Os8u2KQ19WLE1EkDODmjLX97bwNzVu3yOhyRKlU3a/+Dn40lvVUySfFxLNq8n2FVLP4uUlc5R6oufpwQF1c23j0pSMvbRSd2i25wYVLyVksn92zLJxv2RGycWGnCVNurtW6WWKeq3PFxvn79wG8c0jD9+8ZRnNSjbVlXyRPfbcunG/dxxROfhjhTpGG4cFgXRvRqx7lDOtOmeVLZ9pMz2lVzlkjd7Kym3Ed8vJW1AAdO3quq1IzXlLzV0s1n9eWmsX35YN1ulm45wB/nrCvbd2qf9izYsDes69U1BbzqlJ78df76Wp8f7/92kV9YrFa3Buyj/xtL1wpjXMyMFhobJDHivz88Leoz8URKDe3emqVbfAV2WzVL4GBeUdDjEuKs7H012d/jFqxOW0Ohd/xaMjPiDcYel1627a2bT2ftzlxapCSwYMNe7pw8kHtnrCrb37Z5Ivurabati/YtkkIfVI3SMSla97Xhqu6NZEi31nzxq7N5a+k2endI5fOv9tE3vQVn9OvAF1/v57rna1f/UCSSHrh4CAM0KUqiID7Ogn5+tQgY4mRUPfiydHbpuvsmxUS3fcOPMAaMPS6dTdMnM6Rba745vBtDu7UBoGVK+dz4trP78/0zenHz2L4RffxpFwyuVKX7uI7B3yArDhyee/uZwLEXbpGStwapJt8A26UmMeXUDM7o14HbzzmOC4Z1pV1qEmcNSOfBS06ohyhFqvfNk+pvNl5TduXIHl6HUO8CJ70Etuw2D+iVqG5Rgnh/q1ssJG6g5C0qOrX2FYssDii1M+e20Vw1KoNfTh5UKamrq++OyqBNs/LJW2kRwYrfcru3K7+GXp8Ovv78hNLkrVj1gRqbuDjj4hO7eh2GSLmB4BI99100xOsQ6l3gays+oJWipr1JcaGmRDcw+kuKorxC33p5p/ZpX26tvMAX1m21mA7fOy0V8C3MXKpi3bkh/vsVp9s3C/jWe7t/31s3n84jV54EHEvipOE4tU/7Ol8jIUa+TUrDFh9nIct+VOUHZ/aObDDSZAX7nEoKeI8L3H3oaPAxbuBbCitW6R09Si4Z3o2xx3UAjpUXKRXY+tWjQksY+GYTVuXOyQO5/ZzjABjes23Z9vRWKfzhUl8NmvX3TeLE7r59FZe8KvE3G2+aPpkfjesH+BK9zq19U6RvGNOnBr+d1KcXv39KRK7z8vWRuY40XcUlrtqyH9W5Y9LAyAYjTVazIElXsPIevtvHPgMrvnRn3HIGj181POLx1Qclb1Hy+0uH0rtDC56akkn71PKTCSYEVGbu7O9i/d+PTgegQ8tkhvdsx3v+1RxKjezVjnOHdOK6M3ozYXBH3rz5NLq2Lb8G6xn907jqlJ4kxMeVNQEbxj0XDC5rmQv1xts8KaFSF6w0Dqf0rnsLnoiI14KNSwtM3i4Z3q2s4G7LlAQGdW4V9Dq90lLpEqNrmWu2aZSNG9ix2v0d/Mt1pLVI5sz+HRjd39dal+HvGgVYdOd42rc4tqxHQnwcJ/gnRay+Z2LZ9vSWKdxz4fHlru9wXDUqgw27D7MsO6faAZulmiXFc6AONeMkcoZ0bZzLsEXK5BM685Px/ejSphkHjhSycfdhvvPUZ16HVW/iLPQXMq8ZsCrgfUqkrkJ1m6YmJ5RVgkiIj2Pmj88gY+oMwDf+/C/z1vPGkm3Asc/gWKOWN4/1aNecP35rGJ1ap/Dc90Zw7em9yu1/+urMcolbRaFmbpXmaqVJW03mIwRrkhZvvOVvkY2Uii26sWz6xUO4/8Ih9E1vSfOkBLq0acbp/dLYeP+5XodWL2IhcQNfV5VmmNa/Lm1Saj0+saHoWkWrWHyQXyy5qgkLFQrp901vWS7R69gqhQ0x+J6h5M1DLVMSSIiP48IqZgI2T4qnX3rdaiJVbGgrrEH2lqJVFhqtwBbdWDbjltO5fEQPWgdZqzAuznjz5tMqDUZ+5pqTWXr3OWVDFWJdLCRuAH//zkleh9AkLZg6jg33n8vvGmGZoDirnLz9fOKAsrVHA1vmgpW/qnh6sGSwoVPy5hEzKo2Fq2jltImVSnvU1i3j+vHM1SdXO/Om1IheWqKmMWvoqzGsvmciWXeOr3L/i9eNZHCX6ruTT+jWhoe/NYzR/dI4o18a8386hrHHpdO6WSKf3DGOswakV3u+RMaEwR2ZcHxnr8NosswsJnpS2oX4LISqW9ZKZaSlcuEwX0NIXLlSIQENFv48rrpivbGiYb+LN2If/99Z9VIMsPQ7R/sWyYwdkE7zpPiQL9u7zhvEsws2RTkyCWXqpAFRue6Xv5lQNv6jIemVlsrbPz6DlMR4UhLjWfyrs3l10RYKix0n9mhDq5RE+ndsWeNaYRMGdyo3OSjQ9IuHcM+MVby1dFskfwWpIDVJHzFeC9ZKFYsKAnqNgo15S0k4NlHvsL+R4tErT6J/x4a5Nmld6S/LI/U1wyW9wmDMN24+LeQ5sVassLG64cymU7ZlZK92vPT9U8q99tqmJnH96Oj8H6S3SmHS8Z2UvEVZLLT6NHbjB3bkngsG86s3VngdSpVq8okTOAQo2Be4wHGVpfVMzx1yrNW3S5sU0lv6hkyktazbcpINQZ2afsysnZnNNrN1/n/bVnHcFP8x68xsin9bczObYWarzWyFmU0POP5qM9ttZkv8P9fVJc6mat19kxhaYQHo9JbHXsDScPVLb5zfFisa2q01r990Ks9eM6LevzScNSCdO6LUuinQrW0zLj5JK3t4LSkhrlwS0xCF2ziYm+9rWeuVlsqZ/goNpd2qXz1wLmODDIt49ydn8uL3RwK+YUTLf31OHSL2Xl377aYCc51z/YC5/vvlmFk74G5gJDACuDsgyfu9c24AcCJwmplNCjj1X865Yf6fJ+sYZ5MUK2u0SXnHdWwZ8VmmFf184nFRvX5N/OPakbxx8+mc1KOtJy00KYnxnD+sS70/blPx+0uHMrynxs82BKkNfJxruMYPTOe2s/sz97Yz+dV5g4Bjq8hYFZlgi+QEmvu78ZMT4iutBx5r6vqMXgCM8d9+DngP+L8Kx0wAZjvn9gGY2WxgonPuJWA+gHOuwMy+ALoh0sTN+snoqD/GTWP68o9PvmZbTn7UH6sqmRlBG+rrVdvmSfTukMrG3Ye9DqXRySso9joE8Wv4pVqqb3p7akomR4tKWJZ9gF25R7lqVM+yJSdrunZpY1PXppmOzrnt/ts7gGAVabsCWwLuZ/u3lTGzNsA38LXelfqmmS0zs9fMrHtVAZjZ9WaWZWZZu3fvrs3vINIkFdegYDNAWoskOrT0FZH+7w9Dj5msiZXTJjSID5SUxHjm3T7G6zAanbbNE+nVSMrSNBazbo3+l8JIK21EGzewI+cO6czUSQN56LJh5dYKT67hBKbGJmTLm5nNAYJN2fpl4B3nnDOzsFNgM0sAXgL+7Jzb6N/8FvCSc+6omf0AX6veWcHOd849DjwOkJmZ2TRT8Cgwq1wjTqLvO6f0qLfHats8iZ0Hj4Y87t2fnEnLlATizIiPM24c04e/vbehyuN7p6Xy84nHcfhoMS9+vplFX+8vt/+l759S1n3RUCTFx5WbzSZ1s/iu2B5P1Bgd16kllw7vxquLsr0OpZKqxrzVZKZsRlpqtaWFGquQKatzbrxz7vggP28AO82sM4D/311BLrEVCGw56+bfVupxYJ1z7o8Bj7nXOVf6qfIkEJsrx8awJ67K5MFvNr7ijg1ZRvvm3HvhkHp7vBe/f0qVa/6VempKJu1Sk0iMjyurrfR/Ewfw3k/HcM1pGZWO/8Ho3vznh6cx8fjOfHN4N/5946l886RjoyFuP7s/o/o0vDVW1943KfRBIjHud5cO9TqEsHzr5O68cO2IkMelVbMKUWNV1/bGN4Ep/ttTgDeCHDMLOMfM2vonKpzj34aZ3Qu0Bm4NPKE0IfQ7H1hVxzglTOMHdeSyk6vsrZYoqO9uxHapSXRsVfWb3qs3jKpybd6MtFTu/sZgXr/p1HLbzx7UkdbNyg8E/u03h/D5L8fx1s2n86Nx/eoeuIg0KlW1ryUnxHFGvw71GkusqGvyNh0428zWAeP99zGzTDN7EsA/UeEeYKH/Z5pzbp+ZdcPX9ToI+KJCSZBb/OVDlgK3AFfXMU6RsHhR6e6iKpZJ88qwCmVmggn8fxrUuVXQcU4J8XGkt0xhSLfqV0Xw2gc/G+t1CCISoLEUGI6GOg08cc7tBcYF2Z4FXBdw/2ng6QrHZFPFZ6Rz7g7gjrrEJpHxy3MHct/MptfwWd/D/U7o1pofeFCUt6pp9e//bEyNSs0M6tKKOyYN4IJhXekU42uG9mjfXGM9RepJy+QEcv0rIXRu04xdueXH3752wyiO79qwv/B5qWGNGpYG5/ujezfJ5K0+9UtvwcvXn+LJY186vBvzVpcfqvrhz8fWeE3d5IR4T5LOaDHqP3FvbDZNn+x1CFKNcQPTmbsq2PD06IszKHG+5ekGdm7F3FU7+cGZfTh8tIjXvsjm2yN6kLVpPzO/3E5mhmoEVqdpzrEVaUAGd2nl2ezLSUM6c9vZ/ctt69Cy6Q3+LfXwt4bRvgaLZEtlgzq34p/XjfQ6DAnhqSknM2VUT08eu3PrZlw5sgeXj+jB0O5tuO2c40hNTiC9VQo3jelLm+ZJjB/UkYcuG+ZJfLFELW8S0g/O7M3f398Y+kAJW5zBg5d4OwOs4qpUTXlljguGdWXltoP8/YOm+3q/cUwfbju7P4nxcXyxeT8XP7qgRued1LMNp/VNi3J0EglVDZeIpse+M5xBnVvRo33NWvWlekreJKQ7Jg1U8hZhPdo15+mrM4kzC7rIcn26alQGew4V8OyCTQBlJUGaqqb6+7918+kM7tIKs2Mf7if1aEurlAQO+teSDDRuQDrfGNqFE7q1pn2LZFK1CH3MqO/cbUSvdpzWt33ML0nVkCh5E/HA0O5tylUJ91LrZolcfWoGzy7YxJp7J3odjuc612DiRb/0FvzfxAHMWL6d/yzeGvL4WFDVbOB5Px3DvFW7+Pm/lzF10gBO75tG62aJNR4XKQ1P4CzOD342lntmrGT2yp0Rufb4gR3JzGjL6X3TaNM8keISR8/2Wm0j0pS8SdRFehB477RU+nVswawVkXmziab7Ljqew0eLuH/magDuv2gIk47vRNsGNq4qIy1VA839LjyxK3sOFfCnueuC7r9z8kCuO6M3AKP6tGfcwHRufnFxlddLiDOKGuj6i9ed3ovLR3SvdsxlWotkLs3sxun90ujSplk9RifRUtq4XDo56YnvZlJS4lizM5dJf/qw1tddc+9EEuPiiGuirdf1qekObpF6E+mPrXk/HcOw7t4vah7Kny4fxrdH9OD60X348jcTWHvvJL49skeDS9ykvJYpiXznlKoHdJcmbgCpyQl0a1t9C9R/bjqNn57Tv9pjKjprQHq13bd901uEdb1Sp/Rux6Tjj612OLp/B/qmtwyZlJmZErdGpLTlLbD1NC7OGNi5VdjDOC7L7EafDqlcOKwLyQnxStzqiVreJCZMOr4TE4/vxMufbwGge7uG/0GSkhhfNnaoRbL+1GJJVYnTi9+vPJtyWPc2LLpzPMPvnVNp31NTMhncpRVpLZNIiI9jzHEdSIgzfvKvpSzfmlPl45/RL40LhnXh2QWbWLz5AM0S4/n+Gb2YfEIXJvzxA969dTQ7DuazesdBBnRqxanT51V5rTP7d/BfryvtU5M4VFDE6h25vHnzaaQ2sDVmpX6MHZBeac3hUmvvncSgu97hSEFxlee3SE7gh2P7ct4JndV97hFzjagiZWZmpsvKyvI6jEbp4/V7uPLJzzx57LHHdeCJ72aSEDAL0jnHwk37uezvn3gSU03887qRmn0Xwz7ZsJcrnvi07H5ivLHuvnOrPD5j6gzAt0TY7ef0p2ubZlUO0L7xH4t4+8sdTD6hM9n7jrA025fIbZo+mWlvreTaM3rRtU0znHP0umMmXz1wbtkXgb2HjtK+wlqOr2Rt4eevLSu3rXeHVM47oUulUjAioXyxeT9zV+3kkfkbKu27ZVw/Mnu2ZXR/LVsVCWa2yDmXGfZ5St6kpko/nOrbuUM68eiVwyttd86xftchkhPiGf27+QBk3TmezCAtIPXt1RtGkdmzrSdT8iVyTrl/LjsO5gOQmhTPimlVT+jYnpPHlU9+xq3j+3P+0C7VXnd7Th6rt+cydkA6ALtzj3K0qDhkF2x18gqKMYM9h46y7UA+mT3bqgtLam3D7kOM+8P75bfdf26TnY0dLbVN3jTmTRq8IV3bBN1uZvTr2JLu7Zox57bR9EtvQfvUJDZNn8y6+ybVb5AVDOjUUolbI/DpL3yr/w3r3oZZPxld7bGdWzdj3u1jQiZupceWJm7gK4xcl8QNoFlSPCmJ8XRr25wRvdopcZM66dOhRdkkplvO6sujV56kxK0B0YAHaZDunDyQZxdsYmi3NtxwZu9qjzUz+qa3ZPZtZ5Zt87LQ7Bs/PE31jBqRpXefQ3JCHCmJqmMmTc/NY/vynVE9SW8Z22sXNzZK3sRTT03J5NrnjnV133/REP63bBtn9u/AlFMziDOrdQvWO7eeQe+0FiQlxDH6wfls3nckUmFXKzVZH/KNSetmSsSl6frphOO8DkGCUPImnmqWGM+m6ZNxzvHQ7LWMH5jOt0f2iMi1B3RqVXb7n9eN5IwH50fkulVpmZLAwl+OVwuNiIhElca8SdTUpL3sQF6h71gzbj/nONJbRadpvnQ6e++0VFb8ZgKXn9w96HFzbhvNLeP61eoxlv96ghI3ERGJOiVvUmN/u/KksI6vbmxrs8R4Xr1hFOMHdqxjVDX3p8uHce+Fx5OanFCuyOmm6ZNZOW0CAN3aNq9VaYX/3HRqxOIUERGpjrpNpcYmDekc1vFmBlWUolk5bUK9z8a8YFjXstulLWRZd44HoHlSAvN/OqZWLWdJ8XGc2KPhr/ggIiKNg1reJGqqKiH46JUneV5G49LMbvzr+lNICyh22ivt2OLJ/7xuJP/70ell9y8/uTvv/mQ0LVMqf99Z63FZEhERaVqUvEmt1KTcT7FztPQvC/WzgBlL54bZghcNyQnxjOzdvsr9p/VN4/iurVnvT8x6d0ilf8eW9KuwpuT0i4dENU4REZGK6pS8mVk7M5ttZuv8/wbtOzKzKf5j1pnZlIDt75nZGjNb4v9J929PNrN/mdl6M/vMzDLqEqdEXk1bzn5/2VA2TZ9MapKvOzLWxoYlxMcx9/YzufrUXgA8/t1MTurRpmz/5SMiMzNWRESkpura8jYVmOuc6wfM9d8vx8zaAXcDI4ERwN0VkrwrnXPD/D+7/NuuBfY75/oCDwO/rWOcEmE1LbRdOobsylN6Mu/2M2NybFifDr5acQBpLZL54di+gK+QsIiISH2ra/J2AfCc//ZzwIVBjpkAzHbO7XPO7QdmA1UvEFj5uq8B48zrQVJSTqgno3R/ij/pSYyPo3eHFlWfEEPGDezIpumTue6M6ld+EBERiYa6Jm8dnXPb/bd3AMHqPnQFtgTcz/ZvK/WMv8v0VwEJWtk5zrkiIAeoeoCS1L8QuXTp7uZJmtAsIiISSSGTNzObY2ZfBvm5IPA455wDqphfWKUrnXNDgDP8P1eFeT5mdr2ZZZlZ1u7du8M9XcL0/s/GAFBSUv1T3TwpgbMGpDOwc8t6iEpERKTpCNks4pwbX9U+M9tpZp2dc9vNrDOwK8hhW4ExAfe7Ae/5r73V/2+umb2Ib0zc8/5zugPZZpYAtAb2VhHf48DjAJmZmeEmjxKmZv6JB0UhkjczuH50bxI8XCBeRESkMarrJ+ubQOns0SnAG0GOmQWcY2Zt/RMVzgFmmVmCmaUBmFkicB7wZZDrXgLM87fsicfiajj0MK+gmOQEJW4iIiKRVtcBSdOBV8zsWuBr4DIAM8sEbnDOXeec22dm9wAL/edM829LxZfEJQLxwBzgCf8xTwEvmNl6YB9weR3jlAipafJWVOJITtA6nyIiIpFWp+TNObcXGBdkexZwXcD9p4GnKxxzGBhexXXzgUvrEptERzhTfpMT1fImIiISafp0lbDUtOUNfGt+ioiISGTp01XCE0bTm8a8iYiIRJ4+XSUs4ZRKTknSmDcREZFIU/ImYQlV3y1Q80QlbyIiIpGm5E3CEl/TRU1BNd5ERESiQJ+uEpaWKYk8c83JXochIiLSZCl5k7C1TNZ6pSIiIl5R8iZhq8mot+E920Y9DhERkaZIyZuErSaTFl64dkQ9RCIiItL0KHmTsNWk5U0FekVERKJDn7ASNleD7E0zTUVERKJDn7ASNhei7a1dalI9RSIiItL0KHmT8IVoeXvthlH1E4eIiEgTpORNwhaq1zQhTi8rERGRaNGnrIStJMSgt/j4MBZAFRERkbAoeZOwhaoUkhDGEloiIiISHiVvEjYXquVNyZuIiEjUKHmTsIUa85acoJeViIhItOhTVsIXIntLTdLapyIiItGi5E3CFmrCQpy6TUVERKKmTsmbmbUzs9lmts7/b9DVyM1siv+YdWY2xb+tpZktCfjZY2Z/9O+72sx2B+y7ri5xSmS1apbodQgiIiJNVl1b3qYCc51z/YC5/vvlmFk74G5gJDACuNvM2jrncp1zw0p/gK+B1wNO/VfA/ifrGKdE0MkZ7Xjiu5lB990yrl89RyMiItK01DV5uwB4zn/7OeDCIMdMAGY75/Y55/YDs4GJgQeYWX8gHfiwjvFIPenYKjno9tvO7l/PkYiIiDQtdU3eOjrntvtv7wA6BjmmK7Al4H62f1ugy/G1tAUOpvqmmS0zs9fMrHtVAZjZ9WaWZWZZu3fvrsWvILWhciAiIiLeCJm8mdkcM/syyM8Fgcf5E69QVSSqcjnwUsD9t4AM59wJ+Frqngt6lu9xH3fOZTrnMjt06FDLh5dwBUveUpPiPYhERESkaQmZvDnnxjvnjg/y8waw08w6A/j/3RXkEluBwJazbv5t+M8bCiQ45xYFPOZe59xR/90ngeFh/2YSVfF2LHm7c/JAAFZMm1jV4SIiIhIhde02fROY4r89BXgjyDGzgHPMrK1/Nuo5/m2lrqB8q1tpIljqfGBVHeOUCAssB3Lt6b348OdjPYxGRESk6ahrNdXpwCtmdi2+2aKXAZhZJnCDc+4659w+M7sHWOg/Z5pzbl/ANS4Dzq1w3VvM7HygCNgHXF3HOCXCAtcvNTO6t2vuYTQiIiJNR52SN+fcXmBckO1ZwHUB958Gnq7iGr2DbLsDuKMusUl0xZkmLIiIiHhBKyxIrWi2qYiIiDeUvEmtqOVNRETEG0repFaUu4mIiHhDyZvUinI3ERERbyh5k1oxNb2JiIh4Qsmb1IomLIiIiHhDyZvUSrvUJG4a08frMERERJocJW9Sa5dmdg99kIiIiESUkjeptV5pqWyaPtnrMERERJoUJW8iIiIiMUTJm4iIiEgMUfImIiIiEkOUvImIiIjEECVvIiIiIjFEyZuIiIhIDFHyJiIiIhJDlLyJiIiIxBBzznkdQ8SYWS6wxus4pNbSgD1eByG1oucutun5i1167mLbcc65luGelBCNSDy0xjmX6XUQUjtmlqXnLzbpuYttev5il5672GZmWbU5T92mIiIiIjFEyZuIiIhIDGlsydvjXgcgdaLnL3bpuYttev5il5672Far569RTVgQERERaewaW8ubiIiISKOm5E1EREQkhjSa5M3MJprZGjNbb2ZTvY5Hggv1PJnZ1Wa228yW+H+u8yJOqRkze9rMdpnZl17HItUL9VyZ2Rgzywn427u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      "text/plain": [
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       "<Figure size 720x288 with 1 Axes>"
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      "needs_background": "light"
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     },
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     "output_type": "display_data"
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\" type=\"audio/x-wav\" />\n",
673
       "                    Your browser does not support the audio element.\n",
674
       "                </audio>\n",
675
       "              "
676
      ],
677
      "text/plain": [
678
       "<IPython.lib.display.Audio object>"
679
      ]
680
     },
681
     "execution_count": 43,
682
     "metadata": {},
683
     "output_type": "execute_result"
684
    },
685
    {
686
     "data": {
687
      "image/png": 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\n",
688
      "text/plain": [
689
       "<Figure size 792x288 with 2 Axes>"
690
      ]
691
     },
692
     "metadata": {
693
      "needs_background": "light"
694
     },
695
     "output_type": "display_data"
696
    }
697
   ],
698
   "source": [
699
    "emotion = 'sad'\n",
700
    "path = np.array(df['speech'][df['label']==emotion])[0]\n",
701
    "data, sampling_rate = librosa.load(path)\n",
702
    "waveplot(data, sampling_rate, emotion)\n",
703
    "spectogram(data, sampling_rate, emotion)\n",
704
    "Audio(path)"
705
   ]
706
  },
707
  {
708
   "cell_type": "code",
709
   "execution_count": 44,
710
   "metadata": {
711
    "execution": {
712
     "iopub.execute_input": "2022-03-06T08:10:25.857568Z",
713
     "iopub.status.busy": "2022-03-06T08:10:25.857041Z",
714
     "iopub.status.idle": "2022-03-06T08:10:26.546774Z",
715
     "shell.execute_reply": "2022-03-06T08:10:26.546095Z",
716
     "shell.execute_reply.started": "2022-03-06T08:10:25.857525Z"
717
    }
718
   },
719
   "outputs": [
720
    {
721
     "data": {
722
      "image/png": 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\n",
723
      "text/plain": [
724
       "<Figure size 720x288 with 1 Axes>"
725
      ]
726
     },
727
     "metadata": {
728
      "needs_background": "light"
729
     },
730
     "output_type": "display_data"
731
    },
732
    {
733
     "data": {
734
      "text/html": [
735
       "\n",
736
       "                <audio  controls=\"controls\" >\n",
737
       "                    <source 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\" type=\"audio/x-wav\" />\n",
738
       "                    Your browser does not support the audio element.\n",
739
       "                </audio>\n",
740
       "              "
741
      ],
742
      "text/plain": [
743
       "<IPython.lib.display.Audio object>"
744
      ]
745
     },
746
     "execution_count": 44,
747
     "metadata": {},
748
     "output_type": "execute_result"
749
    },
750
    {
751
     "data": {
752
      "image/png": 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\n",
753
      "text/plain": [
754
       "<Figure size 792x288 with 2 Axes>"
755
      ]
756
     },
757
     "metadata": {
758
      "needs_background": "light"
759
     },
760
     "output_type": "display_data"
761
    }
762
   ],
763
   "source": [
764
    "emotion = 'ps'\n",
765
    "path = np.array(df['speech'][df['label']==emotion])[0]\n",
766
    "data, sampling_rate = librosa.load(path)\n",
767
    "waveplot(data, sampling_rate, emotion)\n",
768
    "spectogram(data, sampling_rate, emotion)\n",
769
    "Audio(path)"
770
   ]
771
  },
772
  {
773
   "cell_type": "code",
774
   "execution_count": 45,
775
   "metadata": {
776
    "execution": {
777
     "iopub.execute_input": "2022-03-06T08:10:26.548488Z",
778
     "iopub.status.busy": "2022-03-06T08:10:26.548059Z",
779
     "iopub.status.idle": "2022-03-06T08:10:27.205424Z",
780
     "shell.execute_reply": "2022-03-06T08:10:27.204756Z",
781
     "shell.execute_reply.started": "2022-03-06T08:10:26.548422Z"
782
    }
783
   },
784
   "outputs": [
785
    {
786
     "data": {
787
      "image/png": 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zmGyZRFqGZcxDXkER14gjTew8ka51CGQwSikc5Ni6assrLELzCXO1DoNqgMmWSew8cQnL95zB9FUHkfzGchSWGkx5+Jz9N7PTl3JYAJKcppTCTR+u1ToMm2ZuOKJ1CGTHpsMXcOf09VqHYSj5hRwob0RMtgxuyq+Wtedemvsn7v18IxbvOg0AGPtVCjJzC3D0fBb6v74ciePn2Dy/+8tLcLuXjQMQNxVqUF78HqjnvzvXS9SvnHzWQquJ/MIizk40GCZbBvfZ6kNlnm8+chEAsGT3Gdzw/mr0fW1Zldc4X26pmUs5+Th+UdvB3g98sRGJ4+fgTEaOpnE44tSlHDzupsH3eqf3t/3Py/2ekD74cCZijXSduggvzN4JANh85AKXCzMAJlsmtu9MZpnna/afLfN80+ELACzjvebvOFWy/fHvtqL3tKU1umdWXgFy8gtx5lIOZm44gjOXcvDAFxtx68drMW3eblzKyce4r1Pw9drUMuftPZ2BWVuPlzxfsvsMAOB0urHq7/yi4RI1Wmr6rL7HkUy2tgATmcGlnAL8tPkYEsfPwY0frMGr83cDAIa9/Ts2H7G8rz/5wzbsPZ2BPac4eUoP/FxxEREZBuAdAL4ApiulppXb/wSABwEUAEgDcL9SSru1PLzUHdPXY/ET/dCsTjgu5xbgpg/XlOx76JtNSJ02EgWFRVhqTXQcseHQebSPj0Ty68txJiMXjWNCcejsZfgIUNzaveHQeYQF+mLBztNYsPM0GkWHol+LWADAK3P/xLI9aYiLCsZVibVLrssaPEREFWXlXam5VWTtjd19KgOPf7cVaRm5yM4vxE+bjwEAUp4bjJiwQC3CJCunW7ZExBfA+wCGA2gD4HYRaVPusC0AkpRSHQD8F8Brzt6Xambwm7/j/WX70faFBRX25eQX4sGvUkqebzp8HjuOV2+G2a0fr0XrifNxxjorsngtr/LDCt5YuLfk8d2fbUDi+DnYfiwdB63H3/LR2jKD+xfuPAWjySsw7ziUQgOPE9lfrqWXyCwOn7+Md5fsAwAcOZ+F7HLFT5NeXIxLOfpY2cFbuaIbsRuA/Uqpg0qpPADfARhV+gCl1DKlVJb16ToACS64L9XQ6wv22NzeacpCLN9zpeL2TR+uxTX/XoX1B8/hxMVsrHVTZfBr31uFw+eySp5/sSa15PG7S/djzAzXzlZSbh5h1OK5eW69vpaaPju3pPu5mL3JF3pzHWuA6U5OASuiu8K6g+fx5qK9lR5T+kvgmgNncaTUey65nyu6EeMBHC31/BiA7pUc/wAAm59GIjIWwFgAaNiwoQtCI0fYmxl0W6nZitsnDUF4kD8A4GBaJuKiglHk4qloU38rO75m5b6zdo4kLdz04RoseLwfWtYLR0GhcVrx9Dxj0hv9vjcN93+RUvWB5BIvzNqJ2qEB+HqdZQRP98a18f24nhpH5T08OkBeRO4CkATgdVv7lVKfKKWSlFJJsbGxngzNkLRY8Hfku1daBwb+awU+WLYfo95b7fE4nOGu0g9mt//MlYG2F6yzn5pNME4rXnY+15bTE61nPHubOdtPliRa5HmuSLaOA2hQ6nmCdVsZIjIYwAQA1ymljDXFTKfKtwB5wpHzZZue3126v8KsR3coPVvSWe7uRjSrwW/+rnUITrvv841ah0CkG0fPsyvRU1yRbG0E0FxEGotIAIDRAGaXPkBEOgP4GJZEy/GpbmRTrkYDsZftOYNft3m2xMGnKw969H5UOVd3HXvKhtTzuJxboHUYRJpbf+h8teowkms4nWwppQoAPAJgAYA/AfyglNopIlNE5DrrYa8DCAPwo4hsFZHZdi5HBrBy71lM/nWnR++pXPTh/taivTh9iQ2rzrrj0/VYuS+t6gN1prBI4cEvOU5IDw5zgLbuFRUpl733ejuXjNlSSs1VSrVQSjVVSr1k3TZRKTXb+niwUqquUqqT9c91lV+R9Oyz1YdwNtOYFYv/vXSfR+7T6vl5yM4zz/igedtPVtg2ZsYGDSJx3ol0jhXSgwyWItCNtQfO4R//3VZh+6A3V+CJHypuJ8e5pKgpeZ5SCstqUHyUPCMnvwjp2fkIDvDVOhSX+Ou3m7UOwWUOn8tC4vg5uL1bA4wf1hozNx7B8Hb10Cg6VOvQvIZSSrNhEFTRj5uO4n+bj6NRdChCAnxxLjMPxy5k4dDZy7iQlYe/fbsZjwxshga1QxAWyLShJvivZlCHzl5GpheNPTl09jKUUhCWlCcXmbnhKDYdvoC9pzNx4XIenhnRusIxp9JzEOTvg6iQAA0iNK+ZG47iv5uOaR0GAbh7xnqcTLesQWurBuPFrHzM2X4Sc7afxN09G2HKqHaeDtEUmGwZlLf1ol/IysfyvWkY0LKOU9cRERZcctCbC20XwTWDvadtz6RdtudMyczFjg2iMOtvvT0ZlukdPndZ6xDI6ncH6hhm5BRg/5kMNKsT7saIzIkLUZNhuGIWGQd7Ou7dpfu1DsHtPv79IBLHz8Gmw+cBAA98caVExLajF1lt29XYQG1IP285jsFv/o7uLy9m2QgHMdkicpOc/EImdwZz04drMfW3XRXW9HxkpnnGrOlBYSF/L4zs9KVc7Dp5SeswDIXJlkF542e40Sq/J7+xHPNcWIxVCwfTvG/x5hmrDmkdgukt2GXs3wuyzGD8MeUoEsfPQZGBF6j3FI7ZInKj4xeMXWZg4L9WaB2CLpyyDiAm501feRBHzxv794KAL9akljz+cMUBJNQKxqhO8doFpHNs2SJyo8t5BcjjFHfDO5ORyzEqdmTlOTaWcmPqeTdFQlp5fcEevDbfvBNpXIHJFpEbvb14n81igUbQ9Nm5WoegK49/v5ULWdvQZuKCMgnXkLdWVLrItDeVrPEmF7LycPsn66AUq87bwmTLoLyx3NTf/uP8IGUt6nR5YqFuV0scPweFHIdRxqbDF7DPTqkIb3QyPRv3fW5ZRSAn/0rr7d7TmXhs5pYKx2fnFeLC5Tys3n/OYzGS52TlFWLtwXNo/MxcfL46lUl1OUy2iNxs54lLuP+LjTjJZWIM79r3VuH8ZWMuVVVTOfmF+Pt3FZOnlNQLWLbH9vqYmw5fqLCt9cT56Dx1kcvjI/2Z8tsutHthgdZh6AqTLfIat328VrPWmqW7z6DnK0vx58lLyMjJx9HzWSgo1OdYruHvrNQ6BF0z65p+p9JzbE4EOHYhC7O2nqj03M2HL+BPlgKgcpbvOcMxq1acjWhQ+Tr9oNaz9Ye0H5hbOpGZeE0b3N+nsYbRVPT6gt380KzCH8fSUT8yGAF+5vquevWbK+DrK9g6cYjD5z74VQoAYP7jfUu2ncvMRXRYIACgzcT5rgmSDOXezzfi9m4N0KZ+BM5k5OK6jnEIDfRDXFSw1qF5nLneLbyInw//64xuY+p53XUtvr/sgNYh6N6jM7dg5oYjWofhchm5BbiUXbHVzl6ZhiIbg6CHvX3ly0TXFxfjyLks7DpxCVl5nFjgrWZuOIrnZ+3Ev5fux9Vv/Y47p6/XOiRN8BPboKavPKh1COSkeTtO4b7PN+qmIOCr83drHYJhnL+cZ+qZiWcu5eB/my0LRR+xUfLiUk4+/v7d1iqvk5VfgBHvsluarjh09jLaemFLJ5Mtg/pu41GtQyAX2H0qA/1eX6Z1GACAD5ezVau63lmyD62en48NOuiadqXivH/G6kN44gdLyZLiMWqf/n6wZMzjX75Mqdb1Us+yNhlVdDmvEB8s349dJ7xnyALHbBFp7JgOqsxzEGvN3PrxWgBAXGQQPrirKzo1iNI2oCqM+zoFF7Py8f24ntU+p7gb8aW5f2JUpzjUiQjC7lMZ1Tp327GLNQmTvMBr8/dg5oYjSMvIxe6pw7UOx+3YskWGkltgzq6bj1Zo26rU4rl5mt7f6E6k5+D691fjm3WHtQ6lUr/vPevwRJHvU660om8/no72kxYg3cbYLluqexx5p6Pns5GTX4Q3F+1FWkau1uG4FZMtAzpRSXVmszt09rLWIbjFtHkcL2UGz/2yQ+sQKpVtHWeWW1CIrLwCZOcVYtmeM9U+/4EvU5CRU/1ilf9Zb76JBOR67y7Zh4W7Tulm/Ko7MNkyIG8u+/Drtsrr/RjZDR+s1mSZi2zOFPM6f/1mM3pPW4r/bj6G+z7fWGbfm4v2ahQVebPpKw+hiYmXCGOyZUCXc733w3G5nYrVZrDlyEUMf2cl9nt4eZ/WXjgzyNst3X0GF7Ly8cuW4xX2fbh8Pz5ewdnO5FnFvRaJ4+fg8Dnz9WAw2TKg9Ye8d22xnSafvbL7VAa2HKm41AkZh5H+/4qX1Rkz40rto/xC83blkDHM3HAUH684gGFv/26aRa2ZbBnQ5F93aR0CudGq/WdxMM0zrVvzd5zyyH28yQ0frNE6BIet3HdW6xCISny04gBembcbu09laLbEmqsx2SLSmVlbT+CfP/3hkXs99M0mj9yHtJdag8klLAlCWjNHqsVki0iXTNJyTjqS/MZyh8+ZbeIJKWQML/62C5+vPoRLBl8A3rTJVmqpwXY1+UZH5jJj1SGtQ3BIyuELeOjr6lXprqmJs/RdpoBcY9nuM7jpw5p1bb7FmYmksS/XHsbkX3ehw6SFyC0oNOwYLtMmW8lvLMflXEs9mM9WG+uDtjKf/M4lVRyVk1+Iqb8Zb5zb/J2n3Xr9r9bquwCnkb2zeJ/WIZS474uNJQPhHXXci2v6kf60fG4+vl53GBez8rQOxWGmTbYA4PUFewAAB9MuY/meM+gydRF+2nRM46ic8/JcFr/cfcqxGYlXv7nCTZG4X+L4OVqHQDXw1mK2CBG5w8RZO9FpyiKsOXDWUIPnTZls5VirJH+xJhWAZXbX6wv24PzlPLyxcA8Sx8/Bt+sPlxxHxjLs7ZVYvb96s6f2n8nEUR2sPeiM+z7f4PLXKpM4IjKyOz5djxV7z+DCZWO0cpky2Xr2f9urPGbCzzvwhrXlCwAycwuQOH6O4QfheYs7p69HZm5BpdX0E8fPwWADt2oVW7YnDZNm7+TYQ6q2oiLFJaDI9B78MgX9Xl+GTYcdW+9TC6ZJtg6Uqkv0PxtVkYuLYZ5MzynZNn3VIfy8xdKtuO3oRQBAh0kLbXZT/b43zea6Td9tOIJerywpef7NusPYfyYTBV68pI6ntHthAZpPmIetRy9i69GLJa01D32zCbd8ZLxaR5X5buNRJL+xHM/9UvUXiaqwRdfc0rPy8e7SffhoxQHT/R4QlVakgIycAtz04Vr8/bst+Gbd4TLV5/XUzeindQCusOXIBdzwwRp8eX83hAb4OnTu/32/DTd0Tigz1X7e9lNoVS+i5Hn5LpfUaSNtbgcsC9He1CUBP20+ho/HdEWnBlGoGxEEwPJtUwQQEYdipMpd//7qksdm7x77Zt0RfLPuCAJ8fTBzbA80iw1DZIh/tc8/diELfV5d5sYIqVjjZ+bg4MsjcP5yHqLDAj12345TFpY83phqnGr2RM6YtfUEZm21lCqZdG0bHD6fhc9Xp6J9fARa1I1ARk4+buqagAEt68DXR+Dr49nPYdHrNMqkpCSVklL51Pe8giJk5xWWeXNxlfioYBy/mI0VTyej/+vLy+y7t1ciejaNxrivrxSE3DZxCAL9fdDqedvrzP3f4BaYte042sdH4p3RnWscl9mTCaq5u3s2wl/6NkFEkD9CA33h6yMQESilcPhcFh7+djN2nTT3ckd6FhseiFEd49AuPhK1QwPQMSHKoUTZluy8QpzPykN8VDA++f0A6kcG49GZW1wUMZH51A4NQJ9mMRjZoT4So0NRPyoIPiLIKyhC7dAAp64tIpuUUkk29xk12TLyN/Q3bumIke3r40BaJk6l52DGqkN487aOqB8ZDAD4YvUh3Nu7MQBL9+isLcfx98EtcOJiNvq+Zsy/MxHZ1iQmFI8Nao5mdcJQNyIIseHVbwUb/9Mf+G7jUYzr1wQf/87Fo4lc4a/JTfGPoS0d7oVye7IlIsMAvAPAF8B0pdS0cvsDAXwFoCuAcwBuU0qlVnZNe8lWTn4hFu06bcpvb3teHIas3EJ0nroIGyYMwvI9aZg8eycu51nG2Iwf3oqDXom8xCdjumJw67rwqaS7gy3dRJ4R4OuDx69ujpiwQFzbIQ7BNoYsuTXZEhFfAHsBXA3gGICNAG5XSu0qdczDADoopR4SkdEAblBK3VbZdcsnWxsOncetH691KlYiIiMK8PPBcyNbY/RVDRHgd2Ve07X/XoXtx9M1jIyIRravj6nXt0N0WKBbk62eACYppYZanz8DAEqpV0ods8B6zFoR8QNwCkCsquTmXbp2VUWjXsHFLJZiICIq1rVRLdyW1ADJLWPR7eUlVZ9ARB5x8svHkXtyn82maFfMRowHcLTU82MAuts7RilVICLpAKIBlKlMKSJjAYwFAN+IWCQw0SIiKmPT4Qs1Xn6HiLShqzpbSqlPlFJJSqmkpg3itA6HiIiIyGmuaNk6DqBBqecJ1m22jjlm7UaMhGWgvF3hQX7YY61nBQAfLj+AV+dzcDgReae+zWPwzPDWaBN3pQbgNf9eiR3HWc6DSGtv3NIRt/7ryA57+12RbG0E0FxEGsOSVI0GcEe5Y2YDuAfAWgA3A1ha2XgtW/6a3BRj+zXBgbRMvDTnT6zYm+aC0PXlt0f7ICrEH31eXYbFT/TDxysO4sdSC2ff0DkeP9uojk9E5jP5ura4vnM8IoPt1+JiokXkOa3qhaNb49oY0KoOejeNgb+vlCkPoQrycu2d63SyZR2D9QiABbCUfvhMKbVTRKYASFFKzQYwA8DXIrIfwHlYEjKH+foIWtQNx5f3d8OqfWdx14z1zoaviXt6NsK4/k2x+M/TOJh2GV+sScXiJ/qhWZ1wFBUptKgbhqaxYXj9lo64vnM87py+HuufHYSLWflMtohM6JauCejfMhZ1woPQrXHtap83on09zN1+il/EiFyoeZ0wvDO6M1rVC0d+UREC/RxbmcYWwxY1BYCT6dnIzS9C8hvL3RbHzL/0wO2friuzLTTAF2P7NcVbi/eWbPvpr73QoHYwur1ke3bQ6Ksa4Octx9G5YRS+G9uzxvGwrg5V5qH+TdE+PhJN64QiJiwQ/j4+8PEBlu9JM2VtOqOpHxmEdvGRqBsRiNuSGiIxJgQhAX41XjrkXGYujl7IRuv64bh7xgZ0bVQLHyw/4OKoicylU4MoDG1bF63rRyAxOhSZuQU4fSkHA1vVcWo5vcrqbBl6bcTiiusfj+mKcV9vwr9u6Yj07HxM+W1XFWeWdeiVEVi9/1xJS9nt3Rrg5Rva40JWvs3y/TunDAOAMslW10a1Sh7f2Dke/9tyHI8NbIbBbeqiZb1w+Pn44JnhreHny3URyTUmjGiNAa1ikVArBEH+lX/zurZjHK7pUL/M65zcb+fkoTh09jLa1I+otDhpTUWHBZasu/j9OMuXOCZb5O36NItBYZHC2oOWoeENagcjPSsfI9rXxyMDmyEqJABhgWXTn3bxkW6NydDJVrEhberi1Zva44bO8fDxEYeSrRHt60FEUDqZvbZjHESkJNE6+PIIvDB7J54d0Rq5BYUlx/05ZRg+XXkQby66knTd1CUBN3WJx5NDWyI+KrjMvZxdB41se2d0JxQUKjz54zZse2EIer6yBFl5hVWfaECNokOw8P/61ahZW0TQp3mMzfU+yfWKF6x395t4eUue7I83FuzBvB2nPHpfIi3VDg3A1a3r4rpOcejdLAZ5BUU4k5GDhFohWocGwODdiPbc8tGaCqvdt42LwM4TlxAdGoBzl/MAALclNcCrN3cAAJzJyEG3l5Zg1T8HOPSfU1SkkFdYVGXLgquwG/GKxU/0Q0iAH+KsSW1BYRH8fK9UMzHTv1VMWADevLUT+rWIdcn1zPRvo1eppWZTe1phkULvaUux9pmBaPzMXM3iIPKEyde1xT29ErUOw7zdiPZMv/sqdJyy0Oa+QOtSF72bRWP88FYl2+uEB9XozdHHRxDk45lEi654emhLNKsTXmZb6UQLAP6YNATbjl7EmBkbPBmaWyx5MrnSWWlEpfn6CNY9O0jrMIjc6o1bOqJzwyg0jQ3TOpQq6aqoqasUd9cNaGlpBWhWJwy3d2sIALi5awL2vjgc3z7YA7VsjMci/ft+bA/8bUCzKo+LCPJH3+ax8Df4OLnUaSNdnmgdemWES69HRORJE69pg2s61DdEogWYNNkq9vZtnQEA7eMjcVePRkidNhJPDGlZZiFXoxnZob7WIWiue5Noh45fPX6gmyJxP3d1RTkz44aq1qupY69RIqqeRwc2w8L/64f7+zT22PAdVzBu1lGFL+/vVtLC9UCfxhpH4zrv39FF6xAMp054EO7u2UjrMBzWqLZ7B3YGGvhLh9795y89tA6hxBNXt6jxuXGRQS6MhMg5a58ZiEcGNkOLuuFVH6wzpn237W8dSLx90hCPzwYi/Zkyqp3WITgkqVEtLH862a332PPicLden/ThsUHNa9xCenNSg6oPInKjHk1q495eiVjweD/Ujwx2SYFRLZg22SoWHsRBxWQ8IuzqI9f6+oFuDp/zcHJTN0RCVH1fP9Adk65ri5b1jNeaVZrpky0io2kSG4rHBjX3yL3uMWD3KtVM3+aOlw0x0pgYMiezfOVksmVA4/o10ToEcqOHk5vV6IOxJiYbrHvVCF67qYPWITgsmEkV6cjI9vUxqlMcANR4KSu9YbJlQEPb1dM6BM20qGuMab7OaBobqnUI5IRbrzLOOKfwIEupxT+nDivZZvRSKWR8jw1qjndGd0bqtJGmGU7BZMuAYkIDtQ5BMx0SorQOwa0OvTICnRvWqvpAF1r5jwEevR9pr/hLyz+Gtaqwb0jbehjXn63n5FnFif/GCYMNPz7LFlNWkDc7kyT6NfJgX/OU8ShPq+VdGri5xATpz/djeyKnoBA+Ijh2IavMvvfv6IJX5v2pUWTkrZ4e2hIj2tdHTJg5GxPYsmVA5Re49iZm/bt3SGB5EjO4tmOc1iFUKsjf8pZfKzQA9SODUTciCM8Mb13t8x8f7NjEjWtYhJmqoVtibfRuFmPaRAtgsmVIPiYZMFgTZi3lMfuRPprefz3X0XPa5Ova4t+3d9Y6jEo1rxOOhFqOfWEpnUDe0a0hUqeNLOnyqQpbTakyxa+jHx7qaZhld2qK3YhEGtNDt3DdCFYKr4kXrm2DGzsnlKxWoXc/jOuJIqUcOqdl3TD8CqBb49olf8864YHIyCmo8twmMZzsQbYNbl0Xd/VoiF5NY7QOxSOYbBmUr4+gsMixN03Sn4RawfjtUW1btYr1ahqNNQfOaR2GIdzSNQEPD2iGxOgQQ82WCg6ovMRDcaP5qI7xuJRtSaaKa239MK5nyXFfPdAdvactrfJ+7dk9TnZMvydJ6xA8it2IBrXkif5ah0BOalUvHO/e3hlRIQFahwJAX+v56V3LeuFoHBNqqETLEW3iIvDKje0B2B4nGR8VjKnXV12jzc9H8OGdXM+VroiPCtZsMpCW2LJlUJfzqm7CJ30b2b4+uni4zENV+jSLwar9Z7UOQ9f+Pqg5bu6aoHUYHtPcTm27qOCKXaefjOmKsV9vAgD8+kgfNI0NQ7M65pvGT9XXu1k0GtYOwebDF/DU0FaoHaqPL5eexmTLoFjx2XF1IwJx+lKupjF8dFcXNIkNw6XsfLSJi9A0Flu+ebA7EsfP0ToMXbuxS7xuWiNd6ddH+tR4/ODTQ1uicUwohrS9UnC5dBdi6rSRfF15oUcGNMMDfRqjlpcmWKUx2TIojtZy3IqnB6DV8/M1uXed8EB8PKarxwuW1gQ/GCtn1vUC7Y2vqhMRhPDAyj8qbu/W0GtbLMi+p4a21DoE3WCyRV4jyN9Xk4kFbepH4NdH+5hmjS9v9u2D3b1u5mZEkD+2Tx5aYXureuEI8PVBXmFRhX22Xusrnk5GenY+rntvtVviJP0Y178JRl/VUOswdIUD5A3KwdnbpvD+Hc4PtFUa/MPVDg0wXKK1beIQrUPQpXbxnF1XrHndcOx9aTiAiusp2pph2yg6FB0SotBWh93n5LziLuiU5wbjqSGWbmW6gskWkRvd2ysR7xtwNlZkiD92l1qcmIAFj/dDpI1B4d5uzmN9yhQbTp02Eq3r20+oHC2qSsYQF2mZZRgTFgh/X6YW5bEb0aBMOuPcdOKjgg37AW3WsUk1ERLga8rFcV2hbZxjrX2JbPEwnWs61EdzzjqtFNNPIjeq7rImevXtg921DkEXmtcx91IinvT0kJaG/QJCVwxqVQf39U4EALw7ujP+7uC6md6GyRYZhjLYHMwfxvXELUkNtA7DKb2becdSGqV1S6xdYZuxXnn65ufrg5FcoNrwbklqgBeubYvUaSO9er3e6mKyReQmDWuHGG5gvLf77N4k/PBQzwrd9OOHtdImIJMyeosvAY2iuci4I/iKJ8Pw5UA1TVyVWAsbUy9oHYZbjevXBE8OaYkAP8v3zwkjWuPFOX8CsCTNvbywhc+t2FRoSMPa1sOdPRqib/NYrUMxHCZbZBiD29TVOgSv9ONDvcxf5FRQkmgBwIN9m+CuHo2w51QGi3W6QWQIx2zpRbC/L0IDfXE2M6/KYyOD/Zlo1RC7EQ3K26ZPd2kYxenE5FJxkUFY+mR/DG5dB0Pa1KuwP8jfFx0bRKFBbXaXuNpf+jZBckt+aOvBn1OHoV8Ly/9Ft8a1cVtSAwxuXadkSbhAPx+EB/rho7u6chC8E9iyZVCBfr64tmMcft12QutQyI6QQPOUTnigT2PMWHVI6zBcolF0CJY+mQwfAUQE0++5SuuQvI6/rw/io7zrC6Oe9W8Ri+3H0vHDuJ5ltreYMA9JibXw7YM9NIrMPNhUQA67sUs8YsKM2bUyvL1nZkGlThuJiCDzdJU8f02bCtsm2thmBEF+lmWbhGMANVW625a0NapTPBY90b/C9o0TBuPTu5M0iMh8nHq1i0htEVkkIvusPyussisinURkrYjsFJE/ROQ2Z+5J2uvbPAb39Ez06D1d9cH4/h1dUDci0CXX8mZv39YJ9/dprHUYNfLVA920DoEAtKjLIph6Fxnij5AAdoC5grNfLcYDWKKUag5gifV5eVkA7lZKtQUwDMDbIhLl5H1JQ9d3isejgzzbdz/CQy1SVD31Io25GHPT2FCvW0iayJakRrUw8y/sHvQUZ5OtUQC+tD7+EsD15Q9QSu1VSu2zPj4B4AwAjox0gaeHtPT4PYP8fcq0Mt3fuzEiPFAz5wEXtqII2H1UE5/fZ/yxTd+XG5NC5K18fQQ9m0ZrHYbXcDbZqquUOml9fApApXPzRaQbgAAAB+zsHysiKSKSkpaW5mRo5tdQg6Jyi0v16//nL93x90HNsfD/Kvb1k/kMaFmn5HHxuomrxw/UKhyHBfv7IiaMXch6YaYxjUbQLi4CPZswudJKlU0SIrIYQMV50cCE0k+UUkpE7JaqE5H6AL4GcI9SqsjWMUqpTwB8AgBJSUkse6cTzwxvhbZxkdh+PB0Jta4keL2aWgo9RsK1b5pjejTC1+sOlzyvxZo8uvL6zR3QMcGy+LCRZpRxPLy+jGhfDy/d0A4Tft6hdShe4dN7khAdGoiMnHz8tPkY2sdHaR2SV6myZUspNVgp1c7Gn1kATluTqOJk6oyta4hIBIA5ACYopda58i9AjmtmZ1Hd9c8OKvP8meGt8N4dnTGuf1P0aR6DvyY3dUs8r93cocwH4T+HX1kapWODKGyZOMQt93WXlf8YoHUIbrP2mYG4JalBma7k3VOHaRhR9b0zurPWIVApIoLG0aFah2EKreqFo3ezylutgvx8EeDng+iwQIzt15RdiB7mbDfibAD3WB/fA2BW+QNEJADAzwC+Ukr918n7kZP+85fuWPxEfyx7KrnCvroRQdgxeWjJ83H9m+KaDnHVuu7z17SpkKzZUnoB2udGtsbBl0fg1qQGSLYW1Xvrto4IC7zS4PrS9e2qdX89MXMRzPqRFVuyirsU9e5qrkBAJtUxIaqkFlZIQMXfx1l/641aXAlBU84mW9MAXC0i+wAMtj6HiCSJyHTrMbcC6AfgXhHZav3Tycn7Ug08N7J1SddfYnQIpo5qW7LvbwMsrVZhgX7o0jDK4Ws/0Kcx6kYEYe0zA5Hy3GD8+kgf9GkWg58f7gXAMrC+bVwEJl7TBvFRwRh9VQM82LdJyWrx9/ZujPt7N8YNnRPKXFexM5mIqFKq1GKT74zujB2Th6JOeCA+uqsrPrqrCzo2iNIuOAIAiNLpp1lSUpJKSUnROgzdq2zNukA/H+QWXBkelzptpM3zY8MDsXHC4JJtJy5mIy0jV9Nf0KQXF+FsZh5W/mOAy1uKery8BKcu5bj0msWaxIZi6ZPJbrm2nl3KyUeHSQu1DsOuu3o0xIvXt9c6DCpnzf6zuGP6eq3DMKTh7erh1Zs74NdtJ9CjSTSaxtoeHkKeIyKblFI2q8CyWpnB9WhSG+sOnq+wvW1cBD679yocv5iNGz9YU+k1yufbcVHBiNN44HPKc1ejqEiVtHwZQb2IIK9MtAAgTOeFD5lo6ZM+v+rrX8pzgxES4IuQAD/c2b2R1uFQNej7HZKq9N3YnkgcPwd39WiI+KgQZObm4/1lBzBzbA9EBPmjbkQQvnmgu93Bk3Mf62uzj18PjJRoAd49203Pf3dX1mgj0gOWMDEeLk5lEiPa1cdfk5viof5NMfMvPcrUsOnTPMbucjdt4iKQGMMZQeQcEcEbt3TUOgybbK3rSPrQo0k0pt3IVkcyPyZbJhFmreIeHuTPKb1VUOy8cIuRXFKJHOTrI0guVSyXKhfg62Nz7C3pH5MtE9g4YTA6JERpHQZ5ueAAX7x/RxetwyCD4Zef6vH1EcSEsXyDUTHZMoHYcPbfO+KJq1u45brBBqk35U7D2tXD9Z2qV5vNE54b2VrrEIhcYu5jfTH70T5ah0E1xGSLvM5tVzVEu/gIl17zuo5xmDm2h0uvaUS+PoLHBjXXOowSD/ZtonUIVAWdVh/SnTrhgRwYb2BMtohcIDE6BHUjgrQOQxdCdFIGgi2NxhAepI/XC5E7MdkicgF+Ob+iXmQQfnyop9ZhYM34gVqHQNUQHuTPQd9V+OK+qxAV4l/1gaRbTLaIXKCIfSFltI2LQEItbQvjci04Mjp/X0FogC+SW9axW76HjIHJFpGTru8Uhxu7JFR9oBcJCfDDO6M7aXb/JU/21+zeRK4y7cYO2PT81VqHQS7AznLySgLXfUv85/BWqB+pbSuOHmnV2Hdvr0SuE0em4OcrCOLYQ1NgyxYRuYUWuVbHhEhMuq6tBncmIrKPyRaRk4o4XMumLg1r4d5eiR6956xHWIeIiPSHyRaRk8IC2Rtvi6+PYHDruh67338e7O6xe5Hrfc86dWRiTLbIK9V0Ys/t3RritZs7oEmsZfHu1GkjERnMKdn2tKjnmbFTY3o0Qq9mMR65F7lH9yZc07U8H85ANA0mW+SVxg9v5fA5L1zbBs+OaIVbkxrgn8McP98b1QkPwvS7k9x6j70vDsfU69u59R5EnvbjQz0xvF09rcMgF2H/B3mlXk1jMKJ9Pczdfqpax294dhDqlKoQz++b1eeuGmTTbmyPlfvPIsCP3xnJfK5KrK11CORCTLaIaiCGi39XW78WsejfIhYr9qY5fa34qGD88rfeJYuvj+7W0OlrkrENbFUH3RrXxrR5u7UOxSUSo0PQqp5r124l7THZIq/lTK2tLg1rYcfkoS6MxryC/H1x21UNnEq21j87CBFB/ggOYM0humJQqzqYce9VmL3thNahuEyzOmH4aExXrcMgF2OyRVRDnIXoOVzkm2zx9TFjh74Z/07EwQ5ElQhnQuUSyS1j0blhVLWOXfZUMp68ugUA4L8P9cT6Zwe5MTLSk+2Thjh0/I1d4t0UiXY4u9mcmGwRVWK7tauQg7CdExLgh7u6N6r0mNut468ax4TibwOaYdeUoUhKrM1WLS8SHlT9ROP1mztgWLv6Zbb99qixi9qu+ucATL2eKyCYEb+2k9dS1VxQ5o9JQxDhwIcAOW7F08loWDsEU0ZZPmh8fAQhAXx7ouop7nhrFx+paRzFWtULx7nLeUjLyHXovIRaIW6KiLTGr+tEVWCi5T5drF2LjaJDISLw9+VbElVPw9pXEpOYMH3NDn5ndGcsfyoZ/7qlY5ntrAfnvfjVkbxWzybRduts3dI1wSWlCugKW92B/3u4twaRkNFtem4wokslWD2bRutudnBooB9u6pqAvaczEBseiPTsfIzp0QjD2tbD56sP4YPlBwAAwf6+yCssQiEXWTU1Jlvktcb0TERaZh7eXbKvzPbFT/RDszrhGkVlXn2ax+DZEa3w8lxz1EMi93hsUPMKv5Pl2UpL9Do7+JkRrcs8jw0PLGmV+2PSEAT6+aCoCA53OZKxsM2eqAJOvXaXUOsHYt/mMZh4TRuNoyE9esI6E7UyfpWUfFj3jPazV6saD3prUgOkPDcYEUH+CPTzRXCALxpGc7yWmenzqwCRh9RhJXiPqmftSvz6ge4aR0JG9eatHSstj1AvUvvZq1WtUOXjI7obZ0buxZYt8mq3d2uISdeWbWERNmy5zaDWdbFTZ2NrSH/6t4i1u+/GLgkQnf+SRrBWFpXDZIu8mq+PVFjnMJQlB9wqVKdja0g/vry/m9Yh1NiBl0cgPipY6zBIZ5hsEZWya8pQXXRDEHm7r2wkXL8+ot+ipT2bRCN12kiTLiFEzmKyRV6v9PgKFtIk0od+LWIxqlNcmW3tE/RRtLS0Ay+PAMDhB1Q5Jlvk9WI5SJ5Il94Z3RkDWtofv2XPsqeSUd9DLdTFLVmNokM9cj8yJqeSLRGpLSKLRGSf9WetSo6NEJFjIvKeM/ckcrUeTaKx7KlkrcMgIhdpHBOKWiEBHrvfjslDS5aaIrLF2Zat8QCWKKWaA1hifW7PVAC/O3k/IrdIjA7Bfx5kOQIiqr7irsOwQD8uNUWVcnaAyigAydbHXwJYDuCf5Q8Ska4A6gKYDyDJyXsSuZyIoFezGK3DICI7PhnTVesQSrx2Uwd0aBCJVvUitA6FDMLZZKuuUuqk9fEpWBKqMkTEB8C/ANwFYHBlFxORsQDGAkDDhg2dDI2IiIyuuKbWkLb1HDovwM89LU2p00a65bpkblW+GkVksYjssPFnVOnjlFIKtpesehjAXKXUsarupZT6RCmVpJRKio11fFAkERERYGkJe6BPY63DIAJQjZYtpZTd1igROS0i9ZVSJ0WkPoAzNg7rCaCviDwMIAxAgIhkKqUqG99FRESEAS1jceJitsPn1YkIQou6YS6LIy4yCGt0sO4iGZOz7ayzAdxjfXwPgFnlD1BK3amUaqiUSgTwFICvmGgREVF1jOmZiPmP96vRuZHBFWckigCv39zB4WtVsdwhUaWcTbamAbhaRPbBMh5rGgCISJKITHc2OCIiopoa2rYu1pVqjbqxczzWPTMIw9vXL9kW7O/rtvFdRMWcGiCvlDoHoEK7qlIqBcCDNrZ/AeALZ+5JRERUHSJSZvmt+lFBqBsRhMzcgpJtjw9ujoIihdcX7Kn0WkH+vm6Lk8yPa5MQEZGpLfy/fnhr0V4MtTOjsVODKAT4+iCvsMjm/udGtsY1HeJs7iOqDradEhGRqbWoG44P7+qKDglRFfY1iQ1D72Yx2PvScLvnJ0aHcoF6cgqTLSIi8kqp00bi6jYVykOWuKdnIwBAaCA7gcg5TLaIiIgA/PZonzLPJ49qhzXjB6JHk9oaRURmwWSLiIgIQLv4SGx+/mo0rB1Ssi0uKrikij1RTTHZIiIisqodGgA/HyZX5FpMtoiIiIjciKP+iIjIqwT7+2JAS/vr797YJR47jl/yYERkdmJZP1p/kpKSVEpKitZhEBEREVVJRDYppZJs7WM3IhEREZEbMdkiIiIiciMmW0RERERuxGSLiIiIyI2YbBERERG5EZMtIiIiIjdiskVERETkRky2iIiIiNxIt0VNRSQDwB6t4yBTigFwVusgyHT4uiJ34OvKOBoppWwuTaDn5Xr22KvESuQMEUnha4tcja8rcge+rsyB3YhEREREbsRki4iIiMiN9JxsfaJ1AGRafG2RO/B1Re7A15UJ6HaAPBEREZEZ6Llli4iIiMjwmGwRERERuZEuky0RGSYie0Rkv4iM1zoeMp6qXkMicq+IpInIVuufB7WIk4xPRD4TkTMiskPrWMiYqnoNiUiyiKSXer+a6OkYyTm6G7MlIr4A9gK4GsAxABsB3K6U2qVpYGQY1XkNici9AJKUUo9oEiSZhoj0A5AJ4CulVDut4yHjqeo1JCLJAJ5SSl3j4dDIRfTYstUNwH6l1EGlVB6A7wCM0jgmMha+hshjlFK/AzivdRxkXHwNmZ8ek614AEdLPT9m3UZUXdV9Dd0kIn+IyH9FpIFnQiMiqpGeIrJNROaJSFutgyHH6DHZIvKEXwEkKqU6AFgE4EuN4yEismczLOvudQTwbwC/aBsOOUqPydZxAKVbGRKs24iqq8rXkFLqnFIq1/p0OoCuHoqNiMghSqlLSqlM6+O5APxFJEbjsMgBeky2NgJoLiKNRSQAwGgAszWOiYylyteQiNQv9fQ6AH96MD4iomoTkXoiItbH3WD57D6nbVTkCD+tAyhPKVUgIo8AWADAF8BnSqmdGodFBmLvNSQiUwCkKKVmA3hMRK4DUADLwNR7NQuYDE1EZgJIBhAjIscAvKCUmqFtVGQktl5DAPwBQCn1EYCbAfxVRAoAZAMYrfRWSoAqpbvSD0RERERmosduRCIiIiLTYLJFRERE5EZMtoiIiIjciMkWERERkRsx2SIiIiJyIyZbRGRoIhItIlutf06JyHHr40wR+UDr+IiIWPqBiExDRCYByFRKvaF1LERExdiyRUSmJCLJIvKb9fEkEflSRFaKyGERuVFEXhOR7SIyX0T8rcd1FZEVIrJJRBaUW2mAiKhGmGwRkbdoCmAgLMszfQNgmVKqPSwVuUdaE65/A7hZKdUVwGcAXtIqWCIyD90t10NE5CbzlFL5IrIdlmWc5lu3bweQCKAlgHYAFlmXofMFcFKDOInIZJhsEZG3yAUApVSRiOSXWluuCJb3QgGwUynVU6sAicic2I1IRGSxB0CsiPQEABHxF5G2GsdERCbAZIuICIBSKg/AzQBeFZFtALYC6KVpUERkCiz9QERERORGbNkiIiIiciMmW0RERERuxGSLiIiIyI2YbBERERG5EZMtIiIiIjdiskVERETkRky2iIiIiNzo/wGJs4aBWEs8wgAAAABJRU5ErkJggg==\n",
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      "text/plain": [
789
       "<Figure size 720x288 with 1 Axes>"
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      ]
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     },
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     "metadata": {
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      "needs_background": "light"
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     },
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     "output_type": "display_data"
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      "text/html": [
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       "\n",
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       "                <audio  controls=\"controls\" >\n",
802
       "                    <source 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type=\"audio/x-wav\" />\n",
803
       "                    Your browser does not support the audio element.\n",
804
       "                </audio>\n",
805
       "              "
806
      ],
807
      "text/plain": [
808
       "<IPython.lib.display.Audio object>"
809
      ]
810
     },
811
     "execution_count": 45,
812
     "metadata": {},
813
     "output_type": "execute_result"
814
    },
815
    {
816
     "data": {
817
      "image/png": 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\n",
818
      "text/plain": [
819
       "<Figure size 792x288 with 2 Axes>"
820
      ]
821
     },
822
     "metadata": {
823
      "needs_background": "light"
824
     },
825
     "output_type": "display_data"
826
    }
827
   ],
828
   "source": [
829
    "emotion = 'happy'\n",
830
    "path = np.array(df['speech'][df['label']==emotion])[0]\n",
831
    "data, sampling_rate = librosa.load(path)\n",
832
    "waveplot(data, sampling_rate, emotion)\n",
833
    "spectogram(data, sampling_rate, emotion)\n",
834
    "Audio(path)"
835
   ]
836
  },
837
  {
838
   "cell_type": "markdown",
839
   "metadata": {},
840
   "source": [
841
    "## Feature Extraction"
842
   ]
843
  },
844
  {
845
   "cell_type": "code",
846
   "execution_count": 46,
847
   "metadata": {
848
    "execution": {
849
     "iopub.execute_input": "2022-03-06T08:10:27.207267Z",
850
     "iopub.status.busy": "2022-03-06T08:10:27.206806Z",
851
     "iopub.status.idle": "2022-03-06T08:10:27.212261Z",
852
     "shell.execute_reply": "2022-03-06T08:10:27.211579Z",
853
     "shell.execute_reply.started": "2022-03-06T08:10:27.207228Z"
854
    }
855
   },
856
   "outputs": [],
857
   "source": [
858
    "def extract_mfcc(filename):\n",
859
    "    y, sr = librosa.load(filename, duration=3, offset=0.5)\n",
860
    "    mfcc = np.mean(librosa.feature.mfcc(y=y, sr=sr, n_mfcc=40).T, axis=0)\n",
861
    "    return mfcc"
862
   ]
863
  },
864
  {
865
   "cell_type": "code",
866
   "execution_count": 47,
867
   "metadata": {
868
    "execution": {
869
     "iopub.execute_input": "2022-03-06T08:10:27.214030Z",
870
     "iopub.status.busy": "2022-03-06T08:10:27.213572Z",
871
     "iopub.status.idle": "2022-03-06T08:10:27.251263Z",
872
     "shell.execute_reply": "2022-03-06T08:10:27.250541Z",
873
     "shell.execute_reply.started": "2022-03-06T08:10:27.213993Z"
874
    }
875
   },
876
   "outputs": [
877
    {
878
     "data": {
879
      "text/plain": [
880
       "array([-285.2542    ,   86.24267   ,   -2.7735834 ,   22.61731   ,\n",
881
       "        -15.214631  ,   11.602871  ,   11.931779  ,   -2.5318177 ,\n",
882
       "          0.65986294,   11.62756   ,  -17.814924  ,   -7.5654893 ,\n",
883
       "          6.2167835 ,   -3.7255652 ,   -9.563306  ,    3.899267  ,\n",
884
       "        -13.657834  ,   14.420068  ,   19.243341  ,   23.024492  ,\n",
885
       "         32.129776  ,   16.585697  ,   -4.137755  ,    1.2746525 ,\n",
886
       "        -11.517016  ,    7.0145273 ,   -2.8494127 ,   -7.415011  ,\n",
887
       "        -11.150621  ,   -2.1190548 ,   -5.4515266 ,    4.473824  ,\n",
888
       "        -11.377713  ,   -8.931878  ,   -3.8482094 ,    4.950994  ,\n",
889
       "         -1.7254968 ,    2.659218  ,   11.390564  ,   11.3327265 ],\n",
890
       "      dtype=float32)"
891
      ]
892
     },
893
     "execution_count": 47,
894
     "metadata": {},
895
     "output_type": "execute_result"
896
    }
897
   ],
898
   "source": [
899
    "extract_mfcc(df['speech'][0])"
900
   ]
901
  },
902
  {
903
   "cell_type": "code",
904
   "execution_count": 48,
905
   "metadata": {
906
    "execution": {
907
     "iopub.execute_input": "2022-03-06T08:10:27.257564Z",
908
     "iopub.status.busy": "2022-03-06T08:10:27.252793Z",
909
     "iopub.status.idle": "2022-03-06T08:14:05.042142Z",
910
     "shell.execute_reply": "2022-03-06T08:14:05.041249Z",
911
     "shell.execute_reply.started": "2022-03-06T08:10:27.257519Z"
912
    }
913
   },
914
   "outputs": [],
915
   "source": [
916
    "X_mfcc = df['speech'].apply(lambda x: extract_mfcc(x))"
917
   ]
918
  },
919
  {
920
   "cell_type": "code",
921
   "execution_count": 49,
922
   "metadata": {
923
    "execution": {
924
     "iopub.execute_input": "2022-03-06T08:14:05.049854Z",
925
     "iopub.status.busy": "2022-03-06T08:14:05.047553Z",
926
     "iopub.status.idle": "2022-03-06T08:14:05.068009Z",
927
     "shell.execute_reply": "2022-03-06T08:14:05.067275Z",
928
     "shell.execute_reply.started": "2022-03-06T08:14:05.049806Z"
929
    }
930
   },
931
   "outputs": [
932
    {
933
     "data": {
934
      "text/plain": [
935
       "0       [-285.2542, 86.24267, -2.7735834, 22.61731, -1...\n",
936
       "1       [-348.23337, 35.60242, -4.365128, 15.534869, 6...\n",
937
       "2       [-339.50308, 54.41241, -14.795754, 21.566118, ...\n",
938
       "3       [-306.92944, 21.973307, -5.1588626, 7.6269317,...\n",
939
       "4       [-344.88586, 47.05694, -24.83122, 20.24406, 1....\n",
940
       "                              ...                        \n",
941
       "2795    [-374.1317, 61.859463, -0.41998756, 9.31088, -...\n",
942
       "2796    [-314.12222, 40.262157, -6.7909045, -3.2963052...\n",
943
       "2797    [-357.65854, 78.49201, -15.684815, 3.644915, -...\n",
944
       "2798    [-352.78336, 102.219765, -14.560364, -11.48181...\n",
945
       "2799    [-389.80002, 54.120773, 0.8988281, -0.6595729,...\n",
946
       "Name: speech, Length: 2800, dtype: object"
947
      ]
948
     },
949
     "execution_count": 49,
950
     "metadata": {},
951
     "output_type": "execute_result"
952
    }
953
   ],
954
   "source": [
955
    "X_mfcc"
956
   ]
957
  },
958
  {
959
   "cell_type": "code",
960
   "execution_count": 50,
961
   "metadata": {
962
    "execution": {
963
     "iopub.execute_input": "2022-03-06T08:14:05.074354Z",
964
     "iopub.status.busy": "2022-03-06T08:14:05.072210Z",
965
     "iopub.status.idle": "2022-03-06T08:14:05.088157Z",
966
     "shell.execute_reply": "2022-03-06T08:14:05.087188Z",
967
     "shell.execute_reply.started": "2022-03-06T08:14:05.074310Z"
968
    }
969
   },
970
   "outputs": [
971
    {
972
     "data": {
973
      "text/plain": [
974
       "(2800, 40)"
975
      ]
976
     },
977
     "execution_count": 50,
978
     "metadata": {},
979
     "output_type": "execute_result"
980
    }
981
   ],
982
   "source": [
983
    "X = [x for x in X_mfcc]\n",
984
    "X = np.array(X)\n",
985
    "X.shape"
986
   ]
987
  },
988
  {
989
   "cell_type": "code",
990
   "execution_count": 51,
991
   "metadata": {
992
    "execution": {
993
     "iopub.execute_input": "2022-03-06T08:14:05.094633Z",
994
     "iopub.status.busy": "2022-03-06T08:14:05.092469Z",
995
     "iopub.status.idle": "2022-03-06T08:14:05.104358Z",
996
     "shell.execute_reply": "2022-03-06T08:14:05.103503Z",
997
     "shell.execute_reply.started": "2022-03-06T08:14:05.094589Z"
998
    }
999
   },
1000
   "outputs": [
1001
    {
1002
     "data": {
1003
      "text/plain": [
1004
       "(2800, 40, 1)"
1005
      ]
1006
     },
1007
     "execution_count": 51,
1008
     "metadata": {},
1009
     "output_type": "execute_result"
1010
    }
1011
   ],
1012
   "source": [
1013
    "## input split\n",
1014
    "X = np.expand_dims(X, -1)\n",
1015
    "X.shape"
1016
   ]
1017
  },
1018
  {
1019
   "cell_type": "code",
1020
   "execution_count": 52,
1021
   "metadata": {
1022
    "execution": {
1023
     "iopub.execute_input": "2022-03-06T08:14:05.111334Z",
1024
     "iopub.status.busy": "2022-03-06T08:14:05.109155Z",
1025
     "iopub.status.idle": "2022-03-06T08:14:05.124095Z",
1026
     "shell.execute_reply": "2022-03-06T08:14:05.123146Z",
1027
     "shell.execute_reply.started": "2022-03-06T08:14:05.111291Z"
1028
    }
1029
   },
1030
   "outputs": [],
1031
   "source": [
1032
    "from sklearn.preprocessing import OneHotEncoder\n",
1033
    "enc = OneHotEncoder()\n",
1034
    "y = enc.fit_transform(df[['label']])"
1035
   ]
1036
  },
1037
  {
1038
   "cell_type": "code",
1039
   "execution_count": 53,
1040
   "metadata": {
1041
    "execution": {
1042
     "iopub.execute_input": "2022-03-06T08:14:05.130401Z",
1043
     "iopub.status.busy": "2022-03-06T08:14:05.128278Z",
1044
     "iopub.status.idle": "2022-03-06T08:14:05.136033Z",
1045
     "shell.execute_reply": "2022-03-06T08:14:05.135274Z",
1046
     "shell.execute_reply.started": "2022-03-06T08:14:05.130357Z"
1047
    }
1048
   },
1049
   "outputs": [],
1050
   "source": [
1051
    "y = y.toarray()"
1052
   ]
1053
  },
1054
  {
1055
   "cell_type": "code",
1056
   "execution_count": 54,
1057
   "metadata": {
1058
    "execution": {
1059
     "iopub.execute_input": "2022-03-06T08:14:05.143224Z",
1060
     "iopub.status.busy": "2022-03-06T08:14:05.140784Z",
1061
     "iopub.status.idle": "2022-03-06T08:14:05.153003Z",
1062
     "shell.execute_reply": "2022-03-06T08:14:05.152131Z",
1063
     "shell.execute_reply.started": "2022-03-06T08:14:05.143181Z"
1064
    }
1065
   },
1066
   "outputs": [
1067
    {
1068
     "data": {
1069
      "text/plain": [
1070
       "(2800, 7)"
1071
      ]
1072
     },
1073
     "execution_count": 54,
1074
     "metadata": {},
1075
     "output_type": "execute_result"
1076
    }
1077
   ],
1078
   "source": [
1079
    "y.shape"
1080
   ]
1081
  },
1082
  {
1083
   "cell_type": "markdown",
1084
   "metadata": {},
1085
   "source": [
1086
    "## Create the LSTM Model"
1087
   ]
1088
  },
1089
  {
1090
   "cell_type": "code",
1091
   "execution_count": 101,
1092
   "metadata": {
1093
    "execution": {
1094
     "iopub.execute_input": "2022-03-06T08:36:07.967589Z",
1095
     "iopub.status.busy": "2022-03-06T08:36:07.967321Z",
1096
     "iopub.status.idle": "2022-03-06T08:36:08.225315Z",
1097
     "shell.execute_reply": "2022-03-06T08:36:08.224578Z",
1098
     "shell.execute_reply.started": "2022-03-06T08:36:07.967540Z"
1099
    }
1100
   },
1101
   "outputs": [
1102
    {
1103
     "name": "stdout",
1104
     "output_type": "stream",
1105
     "text": [
1106
      "Model: \"sequential_24\"\n",
1107
      "_________________________________________________________________\n",
1108
      "Layer (type)                 Output Shape              Param #   \n",
1109
      "=================================================================\n",
1110
      "lstm_30 (LSTM)               (None, 256)               264192    \n",
1111
      "_________________________________________________________________\n",
1112
      "dropout_62 (Dropout)         (None, 256)               0         \n",
1113
      "_________________________________________________________________\n",
1114
      "dense_72 (Dense)             (None, 128)               32896     \n",
1115
      "_________________________________________________________________\n",
1116
      "dropout_63 (Dropout)         (None, 128)               0         \n",
1117
      "_________________________________________________________________\n",
1118
      "dense_73 (Dense)             (None, 64)                8256      \n",
1119
      "_________________________________________________________________\n",
1120
      "dropout_64 (Dropout)         (None, 64)                0         \n",
1121
      "_________________________________________________________________\n",
1122
      "dense_74 (Dense)             (None, 7)                 455       \n",
1123
      "=================================================================\n",
1124
      "Total params: 305,799\n",
1125
      "Trainable params: 305,799\n",
1126
      "Non-trainable params: 0\n",
1127
      "_________________________________________________________________\n"
1128
     ]
1129
    }
1130
   ],
1131
   "source": [
1132
    "from keras.models import Sequential\n",
1133
    "from keras.layers import Dense, LSTM, Dropout\n",
1134
    "\n",
1135
    "model = Sequential([\n",
1136
    "    LSTM(256, return_sequences=False, input_shape=(40,1)),\n",
1137
    "    Dropout(0.2),\n",
1138
    "    Dense(128, activation='relu'),\n",
1139
    "    Dropout(0.2),\n",
1140
    "    Dense(64, activation='relu'),\n",
1141
    "    Dropout(0.2),\n",
1142
    "    Dense(7, activation='softmax')\n",
1143
    "])\n",
1144
    "\n",
1145
    "model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\n",
1146
    "model.summary()"
1147
   ]
1148
  },
1149
  {
1150
   "cell_type": "code",
1151
   "execution_count": 102,
1152
   "metadata": {
1153
    "execution": {
1154
     "iopub.execute_input": "2022-03-06T08:36:09.181987Z",
1155
     "iopub.status.busy": "2022-03-06T08:36:09.181666Z",
1156
     "iopub.status.idle": "2022-03-06T08:36:23.196140Z",
1157
     "shell.execute_reply": "2022-03-06T08:36:23.195414Z",
1158
     "shell.execute_reply.started": "2022-03-06T08:36:09.181950Z"
1159
    }
1160
   },
1161
   "outputs": [
1162
    {
1163
     "name": "stdout",
1164
     "output_type": "stream",
1165
     "text": [
1166
      "Epoch 1/50\n",
1167
      "35/35 [==============================] - 2s 18ms/step - loss: 1.0892 - accuracy: 0.6201 - val_loss: 2.0684 - val_accuracy: 0.2946\n",
1168
      "Epoch 2/50\n",
1169
      "35/35 [==============================] - 0s 7ms/step - loss: 0.3742 - accuracy: 0.8598 - val_loss: 2.4078 - val_accuracy: 0.2054\n",
1170
      "Epoch 3/50\n",
1171
      "35/35 [==============================] - 0s 8ms/step - loss: 0.1671 - accuracy: 0.9487 - val_loss: 1.9055 - val_accuracy: 0.4446\n",
1172
      "Epoch 4/50\n",
1173
      "35/35 [==============================] - 0s 8ms/step - loss: 0.1672 - accuracy: 0.9442 - val_loss: 2.7364 - val_accuracy: 0.3179\n",
1174
      "Epoch 5/50\n",
1175
      "35/35 [==============================] - 0s 7ms/step - loss: 0.1107 - accuracy: 0.9683 - val_loss: 1.8414 - val_accuracy: 0.5607\n",
1176
      "Epoch 6/50\n",
1177
      "35/35 [==============================] - 0s 8ms/step - loss: 0.1082 - accuracy: 0.9585 - val_loss: 2.7303 - val_accuracy: 0.4679\n",
1178
      "Epoch 7/50\n",
1179
      "35/35 [==============================] - 0s 9ms/step - loss: 0.1275 - accuracy: 0.9656 - val_loss: 1.2245 - val_accuracy: 0.7232\n",
1180
      "Epoch 8/50\n",
1181
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0765 - accuracy: 0.9786 - val_loss: 2.9995 - val_accuracy: 0.3893\n",
1182
      "Epoch 9/50\n",
1183
      "35/35 [==============================] - 0s 8ms/step - loss: 0.0577 - accuracy: 0.9795 - val_loss: 3.5068 - val_accuracy: 0.3679\n",
1184
      "Epoch 10/50\n",
1185
      "35/35 [==============================] - 0s 8ms/step - loss: 0.0531 - accuracy: 0.9826 - val_loss: 2.3169 - val_accuracy: 0.4786\n",
1186
      "Epoch 11/50\n",
1187
      "35/35 [==============================] - 0s 8ms/step - loss: 0.0357 - accuracy: 0.9888 - val_loss: 3.8930 - val_accuracy: 0.4321\n",
1188
      "Epoch 12/50\n",
1189
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0554 - accuracy: 0.9835 - val_loss: 1.5915 - val_accuracy: 0.6607\n",
1190
      "Epoch 13/50\n",
1191
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0684 - accuracy: 0.9790 - val_loss: 3.4805 - val_accuracy: 0.4589\n",
1192
      "Epoch 14/50\n",
1193
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0453 - accuracy: 0.9835 - val_loss: 2.4777 - val_accuracy: 0.4661\n",
1194
      "Epoch 15/50\n",
1195
      "35/35 [==============================] - 0s 8ms/step - loss: 0.0874 - accuracy: 0.9737 - val_loss: 4.4744 - val_accuracy: 0.2446\n",
1196
      "Epoch 16/50\n",
1197
      "35/35 [==============================] - 0s 8ms/step - loss: 0.0530 - accuracy: 0.9853 - val_loss: 2.9993 - val_accuracy: 0.5232\n",
1198
      "Epoch 17/50\n",
1199
      "35/35 [==============================] - 0s 6ms/step - loss: 0.0421 - accuracy: 0.9839 - val_loss: 4.3298 - val_accuracy: 0.4714\n",
1200
      "Epoch 18/50\n",
1201
      "35/35 [==============================] - 0s 8ms/step - loss: 0.0514 - accuracy: 0.9857 - val_loss: 2.2161 - val_accuracy: 0.5946\n",
1202
      "Epoch 19/50\n",
1203
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0310 - accuracy: 0.9897 - val_loss: 3.7546 - val_accuracy: 0.4071\n",
1204
      "Epoch 20/50\n",
1205
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0301 - accuracy: 0.9897 - val_loss: 2.7526 - val_accuracy: 0.5036\n",
1206
      "Epoch 21/50\n",
1207
      "35/35 [==============================] - 0s 8ms/step - loss: 0.0342 - accuracy: 0.9875 - val_loss: 4.7068 - val_accuracy: 0.2839\n",
1208
      "Epoch 22/50\n",
1209
      "35/35 [==============================] - 0s 8ms/step - loss: 0.0295 - accuracy: 0.9893 - val_loss: 3.4425 - val_accuracy: 0.4054\n",
1210
      "Epoch 23/50\n",
1211
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0213 - accuracy: 0.9933 - val_loss: 2.8260 - val_accuracy: 0.5607\n",
1212
      "Epoch 24/50\n",
1213
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0255 - accuracy: 0.9933 - val_loss: 4.4797 - val_accuracy: 0.4696\n",
1214
      "Epoch 25/50\n",
1215
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0236 - accuracy: 0.9915 - val_loss: 4.2527 - val_accuracy: 0.4143\n",
1216
      "Epoch 26/50\n",
1217
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0223 - accuracy: 0.9920 - val_loss: 3.5158 - val_accuracy: 0.4429\n",
1218
      "Epoch 27/50\n",
1219
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0245 - accuracy: 0.9929 - val_loss: 3.9560 - val_accuracy: 0.4661\n",
1220
      "Epoch 28/50\n",
1221
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0238 - accuracy: 0.9902 - val_loss: 4.4557 - val_accuracy: 0.3893\n",
1222
      "Epoch 29/50\n",
1223
      "35/35 [==============================] - 0s 8ms/step - loss: 0.0702 - accuracy: 0.9772 - val_loss: 3.5628 - val_accuracy: 0.3839\n",
1224
      "Epoch 30/50\n",
1225
      "35/35 [==============================] - 0s 8ms/step - loss: 0.0165 - accuracy: 0.9951 - val_loss: 3.8458 - val_accuracy: 0.4089\n",
1226
      "Epoch 31/50\n",
1227
      "35/35 [==============================] - 0s 8ms/step - loss: 0.0080 - accuracy: 0.9978 - val_loss: 3.8509 - val_accuracy: 0.4339\n",
1228
      "Epoch 32/50\n",
1229
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0091 - accuracy: 0.9964 - val_loss: 3.8585 - val_accuracy: 0.4786\n",
1230
      "Epoch 33/50\n",
1231
      "35/35 [==============================] - 0s 6ms/step - loss: 0.0146 - accuracy: 0.9960 - val_loss: 4.4246 - val_accuracy: 0.3554\n",
1232
      "Epoch 34/50\n",
1233
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0075 - accuracy: 0.9969 - val_loss: 4.4920 - val_accuracy: 0.3911\n",
1234
      "Epoch 35/50\n",
1235
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0072 - accuracy: 0.9982 - val_loss: 3.6941 - val_accuracy: 0.4232\n",
1236
      "Epoch 36/50\n",
1237
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0244 - accuracy: 0.9933 - val_loss: 2.6108 - val_accuracy: 0.5000\n",
1238
      "Epoch 37/50\n",
1239
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0115 - accuracy: 0.9969 - val_loss: 3.3635 - val_accuracy: 0.5750\n",
1240
      "Epoch 38/50\n",
1241
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0519 - accuracy: 0.9853 - val_loss: 5.5903 - val_accuracy: 0.2554\n",
1242
      "Epoch 39/50\n",
1243
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0369 - accuracy: 0.9906 - val_loss: 3.8724 - val_accuracy: 0.4018\n",
1244
      "Epoch 40/50\n",
1245
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0122 - accuracy: 0.9964 - val_loss: 4.3779 - val_accuracy: 0.4250\n",
1246
      "Epoch 41/50\n",
1247
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0124 - accuracy: 0.9973 - val_loss: 3.4232 - val_accuracy: 0.4893\n",
1248
      "Epoch 42/50\n",
1249
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0095 - accuracy: 0.9969 - val_loss: 4.3362 - val_accuracy: 0.3804\n",
1250
      "Epoch 43/50\n",
1251
      "35/35 [==============================] - 0s 8ms/step - loss: 0.0089 - accuracy: 0.9978 - val_loss: 3.9718 - val_accuracy: 0.4911\n",
1252
      "Epoch 44/50\n",
1253
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0058 - accuracy: 0.9987 - val_loss: 3.5679 - val_accuracy: 0.5018\n",
1254
      "Epoch 45/50\n",
1255
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0074 - accuracy: 0.9982 - val_loss: 4.0037 - val_accuracy: 0.4607\n",
1256
      "Epoch 46/50\n",
1257
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0030 - accuracy: 0.9991 - val_loss: 4.6531 - val_accuracy: 0.3982\n",
1258
      "Epoch 47/50\n",
1259
      "35/35 [==============================] - 0s 8ms/step - loss: 0.0076 - accuracy: 0.9982 - val_loss: 5.2379 - val_accuracy: 0.3571\n",
1260
      "Epoch 48/50\n",
1261
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0082 - accuracy: 0.9973 - val_loss: 4.3685 - val_accuracy: 0.4357\n",
1262
      "Epoch 49/50\n",
1263
      "35/35 [==============================] - 0s 7ms/step - loss: 0.0155 - accuracy: 0.9964 - val_loss: 4.8508 - val_accuracy: 0.3804\n",
1264
      "Epoch 50/50\n",
1265
      "35/35 [==============================] - 0s 6ms/step - loss: 0.0079 - accuracy: 0.9982 - val_loss: 5.0355 - val_accuracy: 0.3750\n"
1266
     ]
1267
    }
1268
   ],
1269
   "source": [
1270
    "# Train the model\n",
1271
    "history = model.fit(X, y, validation_split=0.2, epochs=50, batch_size=64)"
1272
   ]
1273
  },
1274
  {
1275
   "cell_type": "code",
1276
   "execution_count": null,
1277
   "metadata": {},
1278
   "outputs": [],
1279
   "source": [
1280
    "# best val accuracy: 72.32\n",
1281
    "# use checkpoint to save the best val accuracy model\n",
1282
    "# adjust learning rate for slow convergence"
1283
   ]
1284
  },
1285
  {
1286
   "cell_type": "markdown",
1287
   "metadata": {},
1288
   "source": [
1289
    "## Plot the results"
1290
   ]
1291
  },
1292
  {
1293
   "cell_type": "code",
1294
   "execution_count": 103,
1295
   "metadata": {
1296
    "execution": {
1297
     "iopub.execute_input": "2022-03-06T08:36:25.788871Z",
1298
     "iopub.status.busy": "2022-03-06T08:36:25.788615Z",
1299
     "iopub.status.idle": "2022-03-06T08:36:26.021814Z",
1300
     "shell.execute_reply": "2022-03-06T08:36:26.021112Z",
1301
     "shell.execute_reply.started": "2022-03-06T08:36:25.788841Z"
1302
    }
1303
   },
1304
   "outputs": [
1305
    {
1306
     "data": {
1307
      "image/png": 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\n",
1308
      "text/plain": [
1309
       "<Figure size 432x288 with 1 Axes>"
1310
      ]
1311
     },
1312
     "metadata": {
1313
      "needs_background": "light"
1314
     },
1315
     "output_type": "display_data"
1316
    }
1317
   ],
1318
   "source": [
1319
    "epochs = list(range(50))\n",
1320
    "acc = history.history['accuracy']\n",
1321
    "val_acc = history.history['val_accuracy']\n",
1322
    "\n",
1323
    "plt.plot(epochs, acc, label='train accuracy')\n",
1324
    "plt.plot(epochs, val_acc, label='val accuracy')\n",
1325
    "plt.xlabel('epochs')\n",
1326
    "plt.ylabel('accuracy')\n",
1327
    "plt.legend()\n",
1328
    "plt.show()"
1329
   ]
1330
  },
1331
  {
1332
   "cell_type": "code",
1333
   "execution_count": 104,
1334
   "metadata": {
1335
    "execution": {
1336
     "iopub.execute_input": "2022-03-06T08:37:08.634537Z",
1337
     "iopub.status.busy": "2022-03-06T08:37:08.633837Z",
1338
     "iopub.status.idle": "2022-03-06T08:37:08.839437Z",
1339
     "shell.execute_reply": "2022-03-06T08:37:08.838771Z",
1340
     "shell.execute_reply.started": "2022-03-06T08:37:08.634502Z"
1341
    }
1342
   },
1343
   "outputs": [
1344
    {
1345
     "data": {
1346
      "image/png": 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\n",
1347
      "text/plain": [
1348
       "<Figure size 432x288 with 1 Axes>"
1349
      ]
1350
     },
1351
     "metadata": {
1352
      "needs_background": "light"
1353
     },
1354
     "output_type": "display_data"
1355
    }
1356
   ],
1357
   "source": [
1358
    "loss = history.history['loss']\n",
1359
    "val_loss = history.history['val_loss']\n",
1360
    "\n",
1361
    "plt.plot(epochs, loss, label='train loss')\n",
1362
    "plt.plot(epochs, val_loss, label='val loss')\n",
1363
    "plt.xlabel('epochs')\n",
1364
    "plt.ylabel('loss')\n",
1365
    "plt.legend()\n",
1366
    "plt.show()"
1367
   ]
1368
  },
1369
  {
1370
   "cell_type": "code",
1371
   "execution_count": null,
1372
   "metadata": {},
1373
   "outputs": [],
1374
   "source": []
1375
  },
1376
  {
1377
   "cell_type": "code",
1378
   "execution_count": null,
1379
   "metadata": {},
1380
   "outputs": [],
1381
   "source": []
1382
  }
1383
 ],
1384
 "metadata": {
1385
  "kernelspec": {
1386
   "display_name": "Python 3 (ipykernel)",
1387
   "language": "python",
1388
   "name": "python3"
1389
  },
1390
  "language_info": {
1391
   "codemirror_mode": {
1392
    "name": "ipython",
1393
    "version": 3
1394
   },
1395
   "file_extension": ".py",
1396
   "mimetype": "text/x-python",
1397
   "name": "python",
1398
   "nbconvert_exporter": "python",
1399
   "pygments_lexer": "ipython3",
1400
   "version": "3.11.1"
1401
  }
1402
 },
1403
 "nbformat": 4,
1404
 "nbformat_minor": 4
1405
}
1406

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