Mandarin Tone Recognition Part 3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "SWWA8Jwq35_c"
   },
   "source": [
    "# Mandarin Tone Recognition with a Recurrent Neural Network"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "FP6yosoxfVUZ"
   },
   "source": [
    "This notebook develops a recurent neural network for the classification of Mandarin tones from an audio sample. The model architechture is shown below:\n",
    "\n",
    "<img src=\"RNN classification illustration.png\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 36
    },
    "colab_type": "code",
    "id": "gJLf84Ld379q",
    "outputId": "3622d3a9-e8e0-4307-84e0-9c7bf6478f41"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TensorFlow 2.x selected.\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    # %tensorflow_version only exists in Colab.\n",
    "    %tensorflow_version 2.x\n",
    "except Exception:\n",
    "    pass\n",
    "import tensorflow as tf\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import pickle\n",
    "import os\n",
    "import random\n",
    "\n",
    "from tensorflow.keras.utils import to_categorical\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 131
    },
    "colab_type": "code",
    "id": "x4A-Fk7G3_4g",
    "outputId": "aadf087f-60cc-44db-e2bf-0dc116ccb0c2"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3Aietf%3Awg%3Aoauth%3A2.0%3Aoob&scope=email%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdocs.test%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive.photos.readonly%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fpeopleapi.readonly&response_type=code\n",
      "\n",
      "Enter your authorization code:\n",
      "··········\n",
      "Mounted at /content/drive\n"
     ]
    }
   ],
   "source": [
    "from google.colab import drive\n",
    "drive.mount('/content/drive')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "VGI6fGaklGHg"
   },
   "source": [
    "## Database preparation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "LSJnYlt1htV2"
   },
   "source": [
    "Audio files are saved on google drive as .rar file. The first step is to copy these to the colab VM drive and extract the content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "IK3Ea7SIfxbS",
    "outputId": "d9b62680-7fb9-4dd9-a2a1-167df1a941ab"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "UNRAR 5.50 freeware      Copyright (c) 1993-2017 Alexander Roshal\n",
      "\n",
      "\n",
      "Extracting from wav.rar\n",
      "\n",
      "Creating    wav                                                       OK\n",
      "Extracting  wav/一.wav                                                    \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/一共.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/一切.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/一定.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/一度.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/一旦.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/一會兒.wav                                                  \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/一樣.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/一直.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/一般.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/一起.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/一輩子.wav                                                  \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/一邊.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/七.wav                                                    \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/三.wav                                                    \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/上.wav                                                    \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/上任.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/上午.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/上游.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/上班.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/上當.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/下.wav                                                    \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/下來.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/下午.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/下雨.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/不.wav                                                    \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/不但.wav                                                   \b\b\b\b  0%\b\b\b\b\b  OK \n",
      "Extracting  wav/不像話.wav                                                  \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不免.wav                                                   \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不堪.wav                                                   \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不如.wav                                                   \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不妨.wav                                                   \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不安.wav                                                   \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不得不.wav                                                  \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不得已.wav                                                  \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不必.wav                                                   \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不惜.wav                                                   \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不料.wav                                                   \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不止.wav                                                   \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不然.wav                                                   \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不由得.wav                                                  \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不相上下.wav                                                 \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不管.wav                                                   \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不要緊.wav                                                  \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不足.wav                                                   \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/不過.wav                                                   \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/丑.wav                                                    \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/且.wav                                                    \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/世界.wav                                                   \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/丘陵.wav                                                   \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/丙.wav                                                    \b\b\b\b  1%\b\b\b\b\b  OK \n",
      "Extracting  wav/丟.wav                                                    \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/並.wav                                                    \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/中.wav                                                    \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/中午.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/中國.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/中央.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/中年.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/中文.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/中斷.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/中旬.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/中立.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/中間.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/串.wav                                                    \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/主動.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/主席.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/主持.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/主流.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/主義.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/主要.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/久.wav                                                    \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/乒乓球.wav                                                  \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/九.wav                                                    \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/也.wav                                                    \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/也許.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/乾杯.wav                                                   \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/亂.wav                                                    \b\b\b\b  2%\b\b\b\b\b  OK \n",
      "Extracting  wav/了.wav                                                    \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/了解.wav                                                   \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/事件.wav                                                   \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/事先.wav                                                   \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/事實.wav                                                   \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/事情.wav                                                   \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/事故.wav                                                   \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/事業.wav                                                   \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/事物.wav                                                   \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/二.wav                                                    \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/二氧化碳.wav                                                 \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/互相.wav                                                   \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/五.wav                                                    \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/些.wav                                                    \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/交.wav                                                    \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/交代.wav                                                   \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/交易.wav                                                   \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/交流.wav                                                   \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/交涉.wav                                                   \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/交通.wav                                                   \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/享受.wav                                                   \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/亭子.wav                                                   \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/亮.wav                                                    \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/人.wav                                                    \b\b\b\b  3%\b\b\b\b\b  OK \n",
      "Extracting  wav/人事.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/人們.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/人口.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/人家.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/人工.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/人性.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/人才.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/人格.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/人民.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/人民幣.wav                                                  \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/人物.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/人生.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/人間.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/人類.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/什麼.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/仁慈.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/今天.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/介紹.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/仍.wav                                                    \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/仍然.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/他.wav                                                    \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/付款.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/代替.wav                                                   \b\b\b\b  4%\b\b\b\b\b  OK \n",
      "Extracting  wav/代理.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/代表.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/以.wav                                                    \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/以來.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/以便.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/以前.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/以及.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/以後.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/以為.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/任何.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/任命.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/任性.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/任意.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/企業.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/休息.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/伙伴.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/伯母.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/估計.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/伺候.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/似乎.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/但是.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/位.wav                                                    \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/低.wav                                                    \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/住.wav                                                    \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/住宅.wav                                                   \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/佔.wav                                                    \b\b\b\b  5%\b\b\b\b\b  OK \n",
      "Extracting  wav/佔領.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/何必.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/作.wav                                                    \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/作品.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/作文.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/作業.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/作用.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/作風.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/你.wav                                                    \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/使命.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/使用.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/來.wav                                                    \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/來不及.wav                                                  \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/來歷.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/例外.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/例如.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/供不應求.wav                                                 \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/供給.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/依然.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/依靠.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/侮辱.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/侵犯.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/便利.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/便宜.wav                                                   \b\b\b\b  6%\b\b\b\b\b  OK \n",
      "Extracting  wav/便於.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/便條.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/促進.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/俗.wav                                                    \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/保姆.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/保存.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/保守.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/保密.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/保持.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/保留.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/保護.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/保重.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/保障.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/保險.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/信.wav                                                    \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/信仰.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/信任.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/信封.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/信心.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/信念.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/信息.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/修.wav                                                    \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/修建.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/修改.wav                                                   \b\b\b\b  7%\b\b\b\b\b  OK \n",
      "Extracting  wav/修理.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/修養.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/倆.wav                                                    \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/個.wav                                                    \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/個人.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/個體.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/倍.wav                                                    \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/倒霉.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/借.wav                                                    \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/值.wav                                                    \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/偉大.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/偏偏.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/偏僻.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/偏差.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/做.wav                                                    \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/停.wav                                                    \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/停止.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/健全.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/健康.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/偶然.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/偶爾.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/傍晚.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/催.wav                                                    \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/傳真.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/傳統.wav                                                   \b\b\b\b  8%\b\b\b\b\b  OK \n",
      "Extracting  wav/傳說.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/傾向.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/價值.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/價格.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/億.wav                                                    \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/儘快.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/優勢.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/優秀.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/優點.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/元.wav                                                    \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/元旦.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/元素.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/元首.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/充分.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/充實.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/充滿.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/充足.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/先.wav                                                    \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/先生.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/光.wav                                                    \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/光彩.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/光明.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/光芒.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/光輝.wav                                                   \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/克.wav                                                    \b\b\b\b  9%\b\b\b\b\b  OK \n",
      "Extracting  wav/克服.wav                                                   \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/兒子.wav                                                   \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/兒童.wav                                                   \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/入.wav                                                    \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/內容.wav                                                   \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/全.wav                                                    \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/全力.wav                                                   \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/全部.wav                                                   \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/全面.wav                                                   \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/兩.wav                                                    \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/八.wav                                                    \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/公園.wav                                                   \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/公平.wav                                                   \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/公斤.wav                                                   \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/公民.wav                                                   \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/公證.wav                                                   \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/公里.wav                                                   \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/六.wav                                                    \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/共.wav                                                    \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/共同.wav                                                   \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/共和國.wav                                                  \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/其中.wav                                                   \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/其次.wav                                                   \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/具.wav                                                    \b\b\b\b 10%\b\b\b\b\b  OK \n",
      "Extracting  wav/具體.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/典型.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/再.wav                                                    \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/再三.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/再見.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/冒.wav                                                    \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/冒險.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/冤枉.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/冬.wav                                                    \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/冷.wav                                                    \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/冷淡.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/冷靜.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/凌晨.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/凍結.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/凝視.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/凡.wav                                                    \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/出.wav                                                    \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/出口.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/出差.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/出席.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/出息.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/出版.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/出現.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/出生.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/出發.wav                                                   \b\b\b\b 11%\b\b\b\b\b  OK \n",
      "Extracting  wav/出神.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/出色.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/出賣.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/出路.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/出身.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/刀.wav                                                    \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/分.wav                                                    \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/分佈.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/分散.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/分明.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/分析.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/分歧.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/分泌.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/分裂.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/分解.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/分配.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/分鐘.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/刊物.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/刑事.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/初步.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/初級.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/別人.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/別的.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/利用.wav                                                   \b\b\b\b 12%\b\b\b\b\b  OK \n",
      "Extracting  wav/刮.wav                                                    \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/到.wav                                                    \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/到底.wav                                                   \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/制度.wav                                                   \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/制服.wav                                                   \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/制止.wav                                                   \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/刻.wav                                                    \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/刻苦.wav                                                   \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/削.wav                                                    \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/削弱.wav                                                   \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/前.wav                                                    \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/前途.wav                                                   \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/剛才.wav                                                   \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/剩.wav                                                    \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/剪刀.wav                                                   \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/副.wav                                                    \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/創造.wav                                                   \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/劇本.wav                                                   \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/劇烈.wav                                                   \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/力.wav                                                    \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/力所能及.wav                                                 \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/功夫.wav                                                   \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/功能.wav                                                   \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/加.wav                                                    \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/加油.wav                                                   \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/加班.wav                                                   \b\b\b\b 13%\b\b\b\b\b  OK \n",
      "Extracting  wav/助手.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/努力.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/勇敢.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/動機.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/動物.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/動蕩.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/勝利.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/勞動.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/勞駕.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/勢力.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/勺子.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/包.wav                                                    \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/包含.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/包子.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/包括.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/包袱.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/包裹.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/匆忙.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/化學.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/化石.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/化肥.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/北京.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/北方.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/匹.wav                                                    \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/區別.wav                                                   \b\b\b\b 14%\b\b\b\b\b  OK \n",
      "Extracting  wav/十.wav                                                    \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/十分.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/千.wav                                                    \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/千萬.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/半.wav                                                    \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/半天.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/卑鄙.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/卓越.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/協會.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/南.wav                                                    \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/博士.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/博物館.wav                                                  \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/印刷.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/印象.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/危險.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/即使.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/即便.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/即將.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/卷.wav                                                    \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/卻.wav                                                    \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/原來.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/原先.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/原告.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/原因.wav                                                   \b\b\b\b 15%\b\b\b\b\b  OK \n",
      "Extracting  wav/原始.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/原理.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/原諒.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/厭惡.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/去.wav                                                    \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/去世.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/去年.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/參加.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/參考.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/參與.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/參觀.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/又.wav                                                    \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/叉子.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/及早.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/及格.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/友好.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/友誼.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/反之.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/反射.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/反對.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/反常.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/反抗.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/反正.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/反而.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/叔叔.wav                                                   \b\b\b\b 16%\b\b\b\b\b  OK \n",
      "Extracting  wav/取得.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/取消.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/受傷.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/口.wav                                                    \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/古代.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/古典.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/古怪.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/古老.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/句.wav                                                    \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/句子.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/另.wav                                                    \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/另外.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/只.wav                                                    \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/只好.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/只是.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/只要.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/叫.wav                                                    \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/可以.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/可口.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/可怕.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/可愛.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/可笑.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/可能.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/可行.wav                                                   \b\b\b\b 17%\b\b\b\b\b  OK \n",
      "Extracting  wav/可見.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/可靠.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/吃.wav                                                    \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/吃力.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/吃苦.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/吃虧.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/吃驚.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/各.wav                                                    \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/各自.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/合作.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/合成.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/合法.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/合理.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/合算.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/同事.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/同志.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/同情.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/同意.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/同時.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/同胞.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/名.wav                                                    \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/名字.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/名次.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/名牌.wav                                                   \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/向.wav                                                    \b\b\b\b 18%\b\b\b\b\b  OK \n",
      "Extracting  wav/向來.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/否則.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/否定.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/吵架.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/吸.wav                                                    \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/吸取.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/吸引.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/吸收.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/吹捧.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/吹牛.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/吻.wav                                                    \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/吼.wav                                                    \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/呀.wav                                                    \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/呆.wav                                                    \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/告.wav                                                    \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/告訴.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/周圍.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/周密.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/周折.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/呼.wav                                                    \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/呼吸.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/呼籲.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/命.wav                                                    \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/命令.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/命名.wav                                                   \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/咋.wav                                                    \b\b\b\b 19%\b\b\b\b\b  OK \n",
      "Extracting  wav/和平.wav                                                   \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/和睦.wav                                                   \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/和解.wav                                                   \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/咖啡.wav                                                   \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/咬.wav                                                    \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/咱.wav                                                    \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/品德.wav                                                   \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/哎喲.wav                                                   \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/哥哥.wav                                                   \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/哨.wav                                                    \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/哪.wav                                                    \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/哪兒.wav                                                   \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/哪怕.wav                                                   \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/哭.wav                                                    \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/啃.wav                                                    \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/商品.wav                                                   \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/商店.wav                                                   \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/商業.wav                                                   \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/啊.wav                                                    \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/問.wav                                                    \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/問好.wav                                                   \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/問題.wav                                                   \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/啟事.wav                                                   \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/啤酒.wav                                                   \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/喊.wav                                                    \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/喘.wav                                                    \b\b\b\b 20%\b\b\b\b\b  OK \n",
      "Extracting  wav/喜悅.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/喜歡.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/喝.wav                                                    \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/單.wav                                                    \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/嗎.wav                                                    \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/嗓子.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/嘔吐.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/嘲笑.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/嘴.wav                                                    \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/器材.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/噪音.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/噸.wav                                                    \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/嚴厲.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/嚴密.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/嚴肅.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/四.wav                                                    \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/回.wav                                                    \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/回憶.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/回收.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/回答.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/因此.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/因素.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/因而.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/困.wav                                                    \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/困難.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/固執.wav                                                   \b\b\b\b 21%\b\b\b\b\b  OK \n",
      "Extracting  wav/固然.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/圈.wav                                                    \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/圈套.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/國務院.wav                                                  \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/國家.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/國籍.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/國防.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/國際.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/園林.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/圓.wav                                                    \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/圖.wav                                                    \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/圖書館.wav                                                  \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/圖案.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/團.wav                                                    \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/團圓.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/團體.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/土地.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/土壤.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/在.wav                                                    \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/地.wav                                                    \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/地圖.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/地址.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/地方.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/地步.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/地球.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/地道.wav                                                   \b\b\b\b 22%\b\b\b\b\b  OK \n",
      "Extracting  wav/地鐵.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/地震.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/坐.wav                                                    \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/坑.wav                                                    \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/坦白.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/埋.wav                                                    \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/埋怨.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/城市.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/執照.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/執行.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/培育.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/基地.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/基本.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/基礎.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/基金.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/堅持.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/堆.wav                                                    \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/報名.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/報告.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/報紙.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/場合.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/場所.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/堵.wav                                                    \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/堵塞.wav                                                   \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/塊.wav                                                    \b\b\b\b 23%\b\b\b\b\b  OK \n",
      "Extracting  wav/塔.wav                                                    \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/塞.wav                                                    \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/境界.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/增加.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/增長.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/墮落.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/墳墓.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/壓力.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/壞.wav                                                    \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/士兵.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/夏.wav                                                    \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/外交.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/外界.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/外行.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/外語.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/多.wav                                                    \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/多少.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/多謝.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/夜.wav                                                    \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/夢.wav                                                    \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/夢想.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/大使館.wav                                                  \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/大型.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/大夫.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/大家.wav                                                   \b\b\b\b 24%\b\b\b\b\b  OK \n",
      "Extracting  wav/大意.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/大概.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/大臣.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/大致.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/大陸.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/天堂.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/天才.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/天文.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/天氣.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/天生.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/天真.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/天空.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/太.wav                                                    \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/太空.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/太陽.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/夫人.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/夫婦.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/失去.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/失敗.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/失望.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/失眠.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/失誤.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/奇妙.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/奇怪.wav                                                   \b\b\b\b 25%\b\b\b\b\b  OK \n",
      "Extracting  wav/套.wav                                                    \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/奠定.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/奢侈.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/奪.wav                                                    \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/女.wav                                                    \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/女兒.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/女士.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/奶.wav                                                    \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/奶奶.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/好.wav                                                    \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/好像.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/好吃.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/好奇.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/好處.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/如.wav                                                    \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/如何.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/妥善.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/妹妹.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/妻子.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/始終.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/姐姐.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/姑娘.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/姓.wav                                                    \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/委屈.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/姥姥.wav                                                   \b\b\b\b 26%\b\b\b\b\b  OK \n",
      "Extracting  wav/姿勢.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/威信.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/威力.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/威望.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/威脅.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/娛樂.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/婆婆.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/婚姻.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/媽媽.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/嫂子.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/嫌.wav                                                    \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/嫌疑.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/嫩.wav                                                    \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/嬰兒.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/子彈.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/孕育.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/字.wav                                                    \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/字母.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/存在.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/季度.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/季節.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/孤獨.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/孤立.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/孩子.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/學校.wav                                                   \b\b\b\b 27%\b\b\b\b\b  OK \n",
      "Extracting  wav/學生.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/學習.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/學術.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/它們.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/宇宙.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/守.wav                                                    \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/安全.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/安心.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/安慰.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/安排.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/安置.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/安靜.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/完.wav                                                    \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/完備.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/完全.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/完善.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/完成.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/完整.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/宗教.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/宗旨.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/官方.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/定義.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/客廳.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/宣布.wav                                                   \b\b\b\b 28%\b\b\b\b\b  OK \n",
      "Extracting  wav/宣誓.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/宮殿.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/害.wav                                                    \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/害羞.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/宴會.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/家.wav                                                    \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/家庭.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/容.wav                                                    \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/容器.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/容忍.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/容易.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/宿舍.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/寂寞.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/寄.wav                                                    \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/密.wav                                                    \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/密切.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/密度.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/寒假.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/寒暄.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/實事求是.wav                                                 \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/實力.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/實現.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/實踐.wav                                                   \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/寫.wav                                                    \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/寬.wav                                                    \b\b\b\b 29%\b\b\b\b\b  OK \n",
      "Extracting  wav/寶貝.wav                                                   \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/寶貴.wav                                                   \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/寸.wav                                                    \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/封.wav                                                    \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/封建.wav                                                   \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/射.wav                                                    \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/專家.wav                                                   \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/專心.wav                                                   \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/專門.wav                                                   \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/尊.wav                                                    \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/尊敬.wav                                                   \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/尊重.wav                                                   \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/尋.wav                                                    \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/對不起.wav                                                  \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/對手.wav                                                   \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/對話.wav                                                   \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/對象.wav                                                   \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/導演.wav                                                   \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/導遊.wav                                                   \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/小.wav                                                    \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/小姐.wav                                                   \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/小心.wav                                                   \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/小時.wav                                                   \b\b\b\b 30%\b\b\b\b\b  OK \n",
      "Extracting  wav/少.wav                                                    \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/尖.wav                                                    \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/尤其.wav                                                   \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/就.wav                                                    \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/就近.wav                                                   \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/尺子.wav                                                   \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/尾巴.wav                                                   \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/局.wav                                                    \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/局部.wav                                                   \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/屁股.wav                                                   \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/居.wav                                                    \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/居住.wav                                                   \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/居然.wav                                                   \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/屈服.wav                                                   \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/屋子.wav                                                   \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/展覽.wav                                                   \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/層.wav                                                    \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/島.wav                                                    \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/島嶼.wav                                                   \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/峽谷.wav                                                   \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/崇高.wav                                                   \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/川流不息.wav                                                 \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/州.wav                                                    \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/巡邏.wav                                                   \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/工人.wav                                                   \b\b\b\b 31%\b\b\b\b\b  OK \n",
      "Extracting  wav/工作.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/工具.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/工廠.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/工業.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/工程師.wav                                                  \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/左右.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/巧.wav                                                    \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/巧妙.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/巨大.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/已經.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/巴士.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/市場.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/布.wav                                                    \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/希望.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/帥.wav                                                    \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/師傅.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/師範.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/席.wav                                                    \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/帶.wav                                                    \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/帶領.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/常.wav                                                    \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/帽子.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/幅度.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/幫.wav                                                    \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/幫助.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/幫忙.wav                                                   \b\b\b\b 32%\b\b\b\b\b  OK \n",
      "Extracting  wav/干涉.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/平凡.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/平原.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/平均.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/平常.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/平方.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/平等.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/平行.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/平衡.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/平靜.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/年.wav                                                    \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/年代.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/年紀.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/年級.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/年輕.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/年齡.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/幸福.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/幸運.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/幻想.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/幼兒園.wav                                                  \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/幼稚.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/幽默.wav                                                   \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/幾.wav                                                    \b\b\b\b 33%\b\b\b\b\b  OK \n",
      "Extracting  wav/幾乎.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/床.wav                                                    \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/底.wav                                                    \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/度過.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/座位.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/廁所.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/廚房.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/廢話.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/廣告.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/廣場.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/廣大.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/延續.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/建立.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/建設.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/弄.wav                                                    \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/弊病.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/弊端.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/弓.wav                                                    \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/引起.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/弟弟.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/弱.wav                                                    \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/強.wav                                                    \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/強制.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/強迫.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/彆扭.wav                                                   \b\b\b\b 34%\b\b\b\b\b  OK \n",
      "Extracting  wav/形勢.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/形容.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/形式.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/形態.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/形成.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/形狀.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/形象.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/影子.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/影響.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/彼此.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/往常.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/往往.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/往返.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/征服.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/很.wav                                                    \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/後.wav                                                    \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/後悔.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/後果.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/得.wav                                                    \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/得到.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/得力.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/得很.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/得意.wav                                                   \b\b\b\b 35%\b\b\b\b\b  OK \n",
      "Extracting  wav/徘徊.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/從.wav                                                    \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/從前.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/復興.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/循序漸進.wav                                                 \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/微不足道.wav                                                 \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/徹底.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/心情.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/心理.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/心疼.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/必.wav                                                    \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/必定.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/必然.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/必要.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/必須.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/忍.wav                                                    \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/忍受.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/忍耐.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/忘記.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/忙碌.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/忠誠.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/快.wav                                                    \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/快樂.wav                                                   \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/念.wav                                                    \b\b\b\b 36%\b\b\b\b\b  OK \n",
      "Extracting  wav/忽然.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/怎麼.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/怎麼樣.wav                                                  \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/思念.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/思想.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/思索.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/思考.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/怠慢.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/急.wav                                                    \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/急忙.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/急躁.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/性別.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/性命.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/性格.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/性能.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/性質.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/怪.wav                                                    \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/恐怕.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/恐怖.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/恨.wav                                                    \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/恰巧.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/悄悄.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/悠久.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/患者.wav                                                   \b\b\b\b 37%\b\b\b\b\b  OK \n",
      "Extracting  wav/您.wav                                                    \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/悲哀.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/悲觀.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/悶.wav                                                    \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/情.wav                                                    \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/情景.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/情況.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/情理.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/想.wav                                                    \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/想念.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/惹.wav                                                    \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/愁.wav                                                    \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/愉快.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/意外.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/意志.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/意思.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/意義.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/意見.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/愚昧.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/愚蠢.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/愛.wav                                                    \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/愛人.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/愛好.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/愛情.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/愛惜.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/愛護.wav                                                   \b\b\b\b 38%\b\b\b\b\b  OK \n",
      "Extracting  wav/感到.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/感受.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/感情.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/感慨.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/感染.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/感激.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/感覺.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/愣.wav                                                    \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/態度.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/慌.wav                                                    \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/慚愧.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/慢.wav                                                    \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/慢性.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/慰問.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/慶祝.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/慷慨.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/慾望.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/憂鬱.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/憋.wav                                                    \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/懂.wav                                                    \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/應該.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/懲罰.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/懶.wav                                                    \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/懷.wav                                                    \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/戀愛.wav                                                   \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/成.wav                                                    \b\b\b\b 39%\b\b\b\b\b  OK \n",
      "Extracting  wav/成交.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/成分.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/成功.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/成天.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/成就.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/成心.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/成效.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/成本.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/成果.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/成為.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/成熟.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/成立.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/成績.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/成語.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/我.wav                                                    \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/或者.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/戰爭.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/戰線.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/戴.wav                                                    \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/房間.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/所以.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/所有.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/扁.wav                                                    \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/扇子.wav                                                   \b\b\b\b 40%\b\b\b\b\b  OK \n",
      "Extracting  wav/手工.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/手指.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/手機.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/手續.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/手術.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/才.wav                                                    \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/打交道.wav                                                  \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/打仗.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/打擾.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/打架.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/打算.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/打量.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/扔.wav                                                    \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/扛.wav                                                    \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/扣.wav                                                    \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/扮演.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/扯.wav                                                    \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/批准.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/批判.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/批評.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/承包.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/承受.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/承認.wav                                                   \b\b\b\b 41%\b\b\b\b\b  OK \n",
      "Extracting  wav/技巧.wav                                                   \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/技術.wav                                                   \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/抄.wav                                                    \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/把.wav                                                    \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/把握.wav                                                   \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/抑制.wav                                                   \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/投票.wav                                                   \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/投資.wav                                                   \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/投降.wav                                                   \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/抖.wav                                                    \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/折.wav                                                    \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/折騰.wav                                                   \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/抬.wav                                                    \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/抱.wav                                                    \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/抱怨.wav                                                   \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/抱歉.wav                                                   \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/抵抗.wav                                                   \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/抽.wav                                                    \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/抽象.wav                                                   \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/拄.wav                                                    \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/拆.wav                                                    \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/拉.wav                                                    \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/拋棄.wav                                                   \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/拍.wav                                                    \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/拔.wav                                                    \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/拖.wav                                                    \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/拖延.wav                                                   \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/拘束.wav                                                   \b\b\b\b 42%\b\b\b\b\b  OK \n",
      "Extracting  wav/拘留.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/招.wav                                                    \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/招待.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/招收.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/招聘.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/拜年.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/拜拜.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/拼.wav                                                    \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/拼命.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/拼搏.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/拿.wav                                                    \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/持久.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/指令.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/指南針.wav                                                  \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/指定.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/指導.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/指標.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/指示.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/按時.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/按照.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/挖掘.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/挫折.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/挺.wav                                                    \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/挽救.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/捍衛.wav                                                   \b\b\b\b 43%\b\b\b\b\b  OK \n",
      "Extracting  wav/捐.wav                                                    \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/捕.wav                                                    \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/捕捉.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/捨不得.wav                                                  \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/掌握.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/掐.wav                                                    \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/排.wav                                                    \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/排斥.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/排球.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/掙扎.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/掛.wav                                                    \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/採取.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/探望.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/探索.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/接.wav                                                    \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/接受.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/接待.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/接著.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/接觸.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/接近.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/控制.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/推.wav                                                    \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/推理.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/推翻.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/推薦.wav                                                   \b\b\b\b 44%\b\b\b\b\b  OK \n",
      "Extracting  wav/推辭.wav                                                   \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/措施.wav                                                   \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/掰.wav                                                    \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/揉.wav                                                    \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/描寫.wav                                                   \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/提.wav                                                    \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/提供.wav                                                   \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/提倡.wav                                                   \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/提前.wav                                                   \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/提問.wav                                                   \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/提示.wav                                                   \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/提醒.wav                                                   \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/提高.wav                                                   \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/換.wav                                                    \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/握手.wav                                                   \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/揭露.wav                                                   \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/搞.wav                                                    \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/搬.wav                                                    \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/搭.wav                                                    \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/搭配.wav                                                   \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/摘.wav                                                    \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/摩擦.wav                                                   \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/撈.wav                                                    \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/撐.wav                                                    \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/播.wav                                                    \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/播種.wav                                                   \b\b\b\b 45%\b\b\b\b\b  OK \n",
      "Extracting  wav/擅自.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/操作.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/操場.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/操心.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/操縱.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/擔保.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/擠.wav                                                    \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/擦.wav                                                    \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/擺.wav                                                    \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/攀登.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/攝影.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/支.wav                                                    \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/支付.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/支出.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/支持.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/支援.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/支票.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/支配.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/收.wav                                                    \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/收入.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/收拾.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/收藏.wav                                                   \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/收音機.wav                                                  \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/改.wav                                                    \b\b\b\b 46%\b\b\b\b\b  OK \n",
      "Extracting  wav/改善.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/改良.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/改革.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/放.wav                                                    \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/放大.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/放射.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/放心.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/放手.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/政府.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/政權.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/政治.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/政策.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/故.wav                                                    \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/故事.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/故意.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/故鄉.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/故障.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/效果.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/效率.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/效益.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/敏感.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/救濟.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/敗.wav                                                    \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/敘述.wav                                                   \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/教.wav                                                    \b\b\b\b 47%\b\b\b\b\b  OK \n",
      "Extracting  wav/教室.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/教授.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/教練.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/教育.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/教養.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/敢.wav                                                    \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/散.wav                                                    \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/散文.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/散步.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/整理.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/整齊.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/敷衍.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/數字.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/數學.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/文件.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/文化.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/文學.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/文物.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/文章.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/文藝.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/文雅.wav                                                   \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/斤.wav                                                    \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/新.wav                                                    \b\b\b\b 48%\b\b\b\b\b  OK \n",
      "Extracting  wav/新娘.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/新聞.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/新陳代謝.wav                                                 \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/方便.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/方向.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/方式.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/方案.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/方法.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/方面.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/施加.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/旅行.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/旅遊.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/旗幟.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/旗袍.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/既然.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/日.wav                                                    \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/日子.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/日用品.wav                                                  \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/日益.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/日程.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/早.wav                                                    \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/昂貴.wav                                                   \b\b\b\b 49%\b\b\b\b\b  OK \n",
      "Extracting  wav/昆蟲.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/明明.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/明星.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/明確.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/明顯.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/昏.wav                                                    \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/昏迷.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/星期.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/春.wav                                                    \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/是.wav                                                    \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/是否.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/是非.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/時.wav                                                    \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/時代.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/時候.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/時刻.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/時間.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/晚.wav                                                    \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/晝夜.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/普及.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/普通話.wav                                                  \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/普遍.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/景色.wav                                                   \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/晴.wav                                                    \b\b\b\b 50%\b\b\b\b\b  OK \n",
      "Extracting  wav/晴朗.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/智力.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/智慧.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/暖.wav                                                    \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/暖和.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/暗.wav                                                    \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/暗示.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/暢銷.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/暴力.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/暴露.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/曬.wav                                                    \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/曲子.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/曲折.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/更.wav                                                    \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/更加.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/更新.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/書.wav                                                    \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/書架.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/書法.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/曾經.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/最.wav                                                    \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/最初.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/最好.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/最後.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/最近.wav                                                   \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/會.wav                                                    \b\b\b\b 51%\b\b\b\b\b  OK \n",
      "Extracting  wav/會計.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/會話.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/會議.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/月.wav                                                    \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/月亮.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/月球.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/月餅.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/有.wav                                                    \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/有些.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/有力.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/有名.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/有意思.wav                                                  \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/有的.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/朋友.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/服務.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/服務員.wav                                                  \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/服從.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/服氣.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/朗讀.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/朝.wav                                                    \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/期望.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/木頭.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/未來.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/未必.wav                                                   \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/末.wav                                                    \b\b\b\b 52%\b\b\b\b\b  OK \n",
      "Extracting  wav/本.wav                                                    \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/本人.wav                                                   \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/本子.wav                                                   \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/本能.wav                                                   \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/材料.wav                                                   \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/束縛.wav                                                   \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/杯子.wav                                                   \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/東.wav                                                    \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/東西.wav                                                   \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/果實.wav                                                   \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/果然.wav                                                   \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/枝.wav                                                    \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/枯燥.wav                                                   \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/架.wav                                                    \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/某.wav                                                    \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/染.wav                                                    \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/查.wav                                                    \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/柴油.wav                                                   \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/核心.wav                                                   \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/根.wav                                                    \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/根本.wav                                                   \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/根深蒂固.wav                                                 \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/格外.wav                                                   \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/栽培.wav                                                   \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/桃.wav                                                    \b\b\b\b 53%\b\b\b\b\b  OK \n",
      "Extracting  wav/案件.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/桌子.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/桶.wav                                                    \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/條件.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/條約.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/梢.wav                                                    \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/梳子.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/棉.wav                                                    \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/棒.wav                                                    \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/棕色.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/森林.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/棵.wav                                                    \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/椅子.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/植物.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/業務.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/概念.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/概括.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/榮幸.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/榮譽.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/構成.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/槓桿.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/樂.wav                                                    \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/樂觀.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/樓.wav                                                    \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/標題.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/模仿.wav                                                   \b\b\b\b 54%\b\b\b\b\b  OK \n",
      "Extracting  wav/模式.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/樣子.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/樹.wav                                                    \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/樹木.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/橋.wav                                                    \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/橘子.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/機場.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/機會.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/機械.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/機構.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/機靈.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/橡皮.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/檢查.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/檢討.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/櫃檯.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/權利.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/權力.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/欠.wav                                                    \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/次.wav                                                    \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/次品.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/欣賞.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/欺騙.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/款.wav                                                    \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/款待.wav                                                   \b\b\b\b 55%\b\b\b\b\b  OK \n",
      "Extracting  wav/歡迎.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/正.wav                                                    \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/正好.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/正式.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/正月.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/正確.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/正義.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/此.wav                                                    \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/此外.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/步伐.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/步驟.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/武器.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/武術.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/歪.wav                                                    \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/歪曲.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/歲.wav                                                    \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/歷史.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/歸納.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/死.wav                                                    \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/死亡.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/殖民地.wav                                                  \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/段.wav                                                    \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/殼.wav                                                    \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/毅力.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/毆打.wav                                                   \b\b\b\b 56%\b\b\b\b\b  OK \n",
      "Extracting  wav/母親.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/每.wav                                                    \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/毒.wav                                                    \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/毒品.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/比.wav                                                    \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/比例.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/比喻.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/比如.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/比賽.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/比較.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/比重.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/毛.wav                                                    \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/毛巾.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/毫米.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/民主.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/民族.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/民間.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/氣.wav                                                    \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/氣候.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/氣勢.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/氣質.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/水.wav                                                    \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/水平.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/水果.wav                                                   \b\b\b\b 57%\b\b\b\b\b  OK \n",
      "Extracting  wav/水泥.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/永遠.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/江.wav                                                    \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/池塘.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/污染.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/決定.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/決策.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/汽水.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/汽油.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/沉.wav                                                    \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/沉思.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/沉重.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/沉默.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/沒.wav                                                    \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/沒有.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/沒關係.wav                                                  \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/沙漠.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/油漆.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/治安.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/治理.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/治療.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/沾光.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/沿.wav                                                    \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/沿海.wav                                                   \b\b\b\b 58%\b\b\b\b\b  OK \n",
      "Extracting  wav/泄露.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/法人.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/法律.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/法院.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/泡沫.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/波浪.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/泥.wav                                                    \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/注射.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/注意.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/洗.wav                                                    \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/洗澡.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/津津有味.wav                                                 \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/洪水.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/活動.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/流.wav                                                    \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/流利.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/流氓.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/流行.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/流通.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/流露.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/浪.wav                                                    \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/浪漫.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/浮.wav                                                    \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/海拔.wav                                                   \b\b\b\b 59%\b\b\b\b\b  OK \n",
      "Extracting  wav/海洋.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/海濱.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/海關.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/消化.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/消失.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/消息.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/消費.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/消除.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/涉及.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/淘汰.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/淡.wav                                                    \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/淡季.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/淡水.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/深.wav                                                    \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/深刻.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/深奧.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/混.wav                                                    \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/混合.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/混淆.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/淹.wav                                                    \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/清晨.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/清晰.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/清楚.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/清醒.wav                                                   \b\b\b\b 60%\b\b\b\b\b  OK \n",
      "Extracting  wav/清除.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/渠道.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/渡.wav                                                    \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/測量.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/港口.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/渴.wav                                                    \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/渴望.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/游泳.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/湊.wav                                                    \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/準備.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/溜.wav                                                    \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/溝.wav                                                    \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/溝通.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/滑.wav                                                    \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/滾.wav                                                    \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/滿意.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/滿足.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/漂亮.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/演出.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/演奏.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/漢語.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/潮流.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/潮濕.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/澄清.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/激動.wav                                                   \b\b\b\b 61%\b\b\b\b\b  OK \n",
      "Extracting  wav/激勵.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/激情.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/激烈.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/瀑布.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/灌溉.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/火柴.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/火焰.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/火箭.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/灰心.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/炮.wav                                                    \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/炸.wav                                                    \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/為.wav                                                    \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/為了.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/為難.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/烘.wav                                                    \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/無.wav                                                    \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/無論.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/焦急.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/然後.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/煙.wav                                                    \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/照常.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/照片.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/照耀.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/照顧.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/煩惱.wav                                                   \b\b\b\b 62%\b\b\b\b\b  OK \n",
      "Extracting  wav/熊貓.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/熟.wav                                                    \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/熟悉.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/熟練.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/熬.wav                                                    \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/熱.wav                                                    \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/營業.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/營養.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/燦爛.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/爆炸.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/爛.wav                                                    \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/爭取.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/爭論.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/爭議.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/父親.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/片.wav                                                    \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/片面.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/牙.wav                                                    \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/牙膏.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/牛奶.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/牠.wav                                                    \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/牢.wav                                                    \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/牢固.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/物理.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/牲畜.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/特別.wav                                                   \b\b\b\b 63%\b\b\b\b\b  OK \n",
      "Extracting  wav/特殊.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/特色.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/特點.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/狀態.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/狠心.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/狡猾.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/狹窄.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/狼.wav                                                    \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/猜.wav                                                    \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/猴子.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/獅子.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/獎勵.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/獨立.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/獲得.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/率領.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/玉米.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/玩.wav                                                    \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/玩具.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/珍惜.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/珍珠.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/珍貴.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/班.wav                                                    \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/現.wav                                                    \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/現代.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/現在.wav                                                   \b\b\b\b 64%\b\b\b\b\b  OK \n",
      "Extracting  wav/現實.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/現狀.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/現象.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/球.wav                                                    \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/理想.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/理由.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/理解.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/琴.wav                                                    \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/環境.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/瓶子.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/甚至.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/甜.wav                                                    \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/生.wav                                                    \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/生動.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/生命.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/生存.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/生日.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/生活.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/生物.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/生理.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/生產.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/生疏.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/生病.wav                                                   \b\b\b\b 65%\b\b\b\b\b  OK \n",
      "Extracting  wav/生育.wav                                                   \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/生詞.wav                                                   \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/產品.wav                                                   \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/用.wav                                                    \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/用功.wav                                                   \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/甭.wav                                                    \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/田野.wav                                                   \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/由.wav                                                    \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/由於.wav                                                   \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/甲.wav                                                    \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/男.wav                                                    \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/畔.wav                                                    \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/留.wav                                                    \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/留學生.wav                                                  \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/留念.wav                                                   \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/畜牧.wav                                                   \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/畢業.wav                                                   \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/畫.wav                                                    \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/當.wav                                                    \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/當然.wav                                                   \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/疑問.wav                                                   \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/疑惑.wav                                                   \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/疙瘩.wav                                                   \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/疲倦.wav                                                   \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/疲勞.wav                                                   \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/疲憊.wav                                                   \b\b\b\b 66%\b\b\b\b\b  OK \n",
      "Extracting  wav/疼.wav                                                    \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/疾病.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/病.wav                                                    \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/病毒.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/痛快.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/痛苦.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/瘦.wav                                                    \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/瘸.wav                                                    \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/登記.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/發.wav                                                    \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/發射.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/發展.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/發揚.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/發明.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/發炎.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/發燒.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/發現.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/發生.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/發表.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/發言.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/白.wav                                                    \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/百.wav                                                    \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/的.wav                                                    \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/皇后.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/皇帝.wav                                                   \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/皮.wav                                                    \b\b\b\b 67%\b\b\b\b\b  OK \n",
      "Extracting  wav/皮膚.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/皮革.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/皺.wav                                                    \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/皺紋.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/盆.wav                                                    \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/盆地.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/盈利.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/盛情.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/盛行.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/盛開.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/盡力.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/目光.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/目前.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/目標.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/目睹.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/目錄.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/直接.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/相似.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/相信.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/相反.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/相同.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/相等.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/盼望.wav                                                   \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/省.wav                                                    \b\b\b\b 68%\b\b\b\b\b  OK \n",
      "Extracting  wav/看.wav                                                    \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/看待.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/看望.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/看法.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/看見.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/真.wav                                                    \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/真正.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/真理.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/真相.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/眨.wav                                                    \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/眼光.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/眼睛.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/眼色.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/眼鏡.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/睡覺.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/督促.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/瞞.wav                                                    \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/瞪.wav                                                    \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/瞻仰.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/矛盾.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/知識.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/知道.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/短.wav                                                    \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/短促.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/矮.wav                                                    \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/石油.wav                                                   \b\b\b\b 69%\b\b\b\b\b  OK \n",
      "Extracting  wav/石頭.wav                                                   \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/砍.wav                                                    \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/研究.wav                                                   \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/砸.wav                                                    \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/硬件.wav                                                   \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/碗.wav                                                    \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/碰.wav                                                    \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/確認.wav                                                   \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/磁帶.wav                                                   \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/磅.wav                                                    \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/磚.wav                                                    \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/示威.wav                                                   \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/社會.wav                                                   \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/祖先.wav                                                   \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/祖國.wav                                                   \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/祝.wav                                                    \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/祝福.wav                                                   \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/神.wav                                                    \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/神仙.wav                                                   \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/神奇.wav                                                   \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/神情.wav                                                   \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/神秘.wav                                                   \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/神經.wav                                                   \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/神話.wav                                                   \b\b\b\b 70%\b\b\b\b\b  OK \n",
      "Extracting  wav/票.wav                                                    \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/禁止.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/福利.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/禮物.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/私人.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/私自.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/秋.wav                                                    \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/科學.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/科目.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/秒.wav                                                    \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/秘密.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/秤.wav                                                    \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/秩序.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/移.wav                                                    \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/移動.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/移民.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/程序.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/程度.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/種.wav                                                    \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/種族.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/稱讚.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/積極.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/空想.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/空氣.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/空洞.wav                                                   \b\b\b\b 71%\b\b\b\b\b  OK \n",
      "Extracting  wav/空白.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/空間.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/空隙.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/穿.wav                                                    \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/突然.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/窗戶.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/窮.wav                                                    \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/立刻.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/立即.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/立場.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/立方.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/站.wav                                                    \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/竟然.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/章.wav                                                    \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/章程.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/端.wav                                                    \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/端正.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/竹子.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/笑.wav                                                    \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/筆.wav                                                    \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/等候.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/等待.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/答.wav                                                    \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/答案.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/答覆.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/筷子.wav                                                   \b\b\b\b 72%\b\b\b\b\b  OK \n",
      "Extracting  wav/算.wav                                                    \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/算了.wav                                                   \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/管子.wav                                                   \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/箭.wav                                                    \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/箱.wav                                                    \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/節.wav                                                    \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/節日.wav                                                   \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/篇.wav                                                    \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/簡體字.wav                                                  \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/簽字.wav                                                   \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/簽署.wav                                                   \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/米.wav                                                    \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/粉末.wav                                                   \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/粉碎.wav                                                   \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/粗.wav                                                    \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/粗心.wav                                                   \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/精彩.wav                                                   \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/精益求精.wav                                                 \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/精神.wav                                                   \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/精通.wav                                                   \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/糖.wav                                                    \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/糞.wav                                                    \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/糟.wav                                                    \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/糟糕.wav                                                   \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/系.wav                                                    \b\b\b\b 73%\b\b\b\b\b  OK \n",
      "Extracting  wav/系列.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/系統.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/紀念.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/約束.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/紅.wav                                                    \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/純粹.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/級別.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/紛紛.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/素質.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/紡織.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/細胞.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/紳士.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/組織.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/結婚.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/結果.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/絕對.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/絕望.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/給.wav                                                    \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/給予.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/統一.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/統治.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/絲毫.wav                                                   \b\b\b\b 74%\b\b\b\b\b  OK \n",
      "Extracting  wav/經濟.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/經費.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/經過.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/經驗.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/綠.wav                                                    \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/維持.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/網.wav                                                    \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/網球.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/緊迫.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/線索.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/練習.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/縣.wav                                                    \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/縫.wav                                                    \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/縮.wav                                                    \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/總共.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/總是.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/繁忙.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/繁殖.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/繁體字.wav                                                  \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/繩子.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/繼續.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/缺.wav                                                    \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/缺乏.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/缺少.wav                                                   \b\b\b\b 75%\b\b\b\b\b  OK \n",
      "Extracting  wav/缺陷.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/缺點.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/罐.wav                                                    \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/罕見.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/罪犯.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/罰款.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/罵.wav                                                    \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/美妙.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/美術.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/群.wav                                                    \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/義務.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/羽毛球.wav                                                  \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/翅膀.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/習俗.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/習慣.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/翻譯.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/翼.wav                                                    \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/老.wav                                                    \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/老師.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/老百姓.wav                                                  \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/老虎.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/老闆.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/老鼠.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/考古.wav                                                   \b\b\b\b 76%\b\b\b\b\b  OK \n",
      "Extracting  wav/考察.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/考慮.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/考試.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/者.wav                                                    \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/而.wav                                                    \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/而且.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/而已.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/耐.wav                                                    \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/耐心.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/耐用.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/耕地.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/耳朵.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/聊.wav                                                    \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/聊天.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/聯盟.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/聯絡.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/聲調.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/職業.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/聽.wav                                                    \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/聽見.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/肌肉.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/肖像.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/肚子.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/肝.wav                                                    \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/股.wav                                                    \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/股票.wav                                                   \b\b\b\b 77%\b\b\b\b\b  OK \n",
      "Extracting  wav/肥沃.wav                                                   \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/肥皂.wav                                                   \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/肯定.wav                                                   \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/肺.wav                                                    \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/背景.wav                                                   \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/背誦.wav                                                   \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/胖.wav                                                    \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/胳膊.wav                                                   \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/胸.wav                                                    \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/胸膛.wav                                                   \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/能.wav                                                    \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/能源.wav                                                   \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/能量.wav                                                   \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/脂肪.wav                                                   \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/脖子.wav                                                   \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/脫.wav                                                    \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/腐敗.wav                                                   \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/腦袋.wav                                                   \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/腳.wav                                                    \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/腿.wav                                                    \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/臉.wav                                                    \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/臥.wav                                                    \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/臨.wav                                                    \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/臨時.wav                                                   \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/自.wav                                                    \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/自主.wav                                                   \b\b\b\b 78%\b\b\b\b\b  OK \n",
      "Extracting  wav/自信.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/自卑.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/自己.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/自從.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/自然.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/自由.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/自私.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/自行車.wav                                                  \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/自豪.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/自願.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/臭.wav                                                    \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/至今.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/至少.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/致使.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/舅舅.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/興奮.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/舉.wav                                                    \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/舉世矚目.wav                                                 \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/舊.wav                                                    \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/舌頭.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/舒服.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/舞蹈.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/航天.wav                                                   \b\b\b\b 79%\b\b\b\b\b  OK \n",
      "Extracting  wav/航空.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/船.wav                                                    \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/良好.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/艱苦.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/色彩.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/花.wav                                                    \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/花生.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/苦.wav                                                    \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/英俊.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/英勇.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/英明.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/英語.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/英雄.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/茂盛.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/茫然.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/茫茫.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/茶.wav                                                    \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/草.wav                                                    \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/草案.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/草率.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/荒謬.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/莫名其妙.wav                                                 \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/華僑.wav                                                   \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/萬.wav                                                    \b\b\b\b 80%\b\b\b\b\b  OK \n",
      "Extracting  wav/落成.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/葉.wav                                                    \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/著.wav                                                    \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/著作.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/著名.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/蒙.wav                                                    \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/蒸氣.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/蓋.wav                                                    \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/蔑視.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/蔬菜.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/薄.wav                                                    \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/薄弱.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/藉口.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/藍.wav                                                    \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/藝術.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/處理.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/號.wav                                                    \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/蛇.wav                                                    \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/蜜蜂.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/蝴蝶.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/融洽.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/蠟燭.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/血液.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/行.wav                                                    \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/行人.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/行列.wav                                                   \b\b\b\b 81%\b\b\b\b\b  OK \n",
      "Extracting  wav/行為.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/街道.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/衛星.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/衣服.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/表.wav                                                    \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/表彰.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/表情.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/表揚.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/表明.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/表演.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/表現.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/表示.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/表面.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/衰退.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/衷心.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/被.wav                                                    \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/被子.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/裙子.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/裝.wav                                                    \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/裝飾.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/製作.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/製造.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/複習.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/複雜.wav                                                   \b\b\b\b 82%\b\b\b\b\b  OK \n",
      "Extracting  wav/西.wav                                                    \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/西瓜.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/要.wav                                                    \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/要不.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/要不然.wav                                                  \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/要是.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/要求.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/要點.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/覆蓋.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/見.wav                                                    \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/見面.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/規則.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/規劃.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/規律.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/規章.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/規範.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/親切.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/親愛.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/親戚.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/覺得.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/觀光.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/觀察.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/觀念.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/角.wav                                                    \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/角度.wav                                                   \b\b\b\b 83%\b\b\b\b\b  OK \n",
      "Extracting  wav/角落.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/解.wav                                                    \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/解放.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/解除.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/言論.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/計劃.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/計算.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/討價還價.wav                                                 \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/記.wav                                                    \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/記得.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/記憶.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/記者.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/訪問.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/設備.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/設施.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/許.wav                                                    \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/許多.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/訴訟.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/詐騙.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/評論.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/詞.wav                                                    \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/詞典.wav                                                   \b\b\b\b 84%\b\b\b\b\b  OK \n",
      "Extracting  wav/詞彙.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/試.wav                                                    \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/試驗.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/該.wav                                                    \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/認可.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/認為.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/認識.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/誕生.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/誕辰.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/語法.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/語言.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/誠懇.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/說.wav                                                    \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/說服.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/課.wav                                                    \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/課文.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/課程.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/課題.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/調查.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/請求.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/諒解.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/論證.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/諮詢.wav                                                   \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/謎.wav                                                    \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/講.wav                                                    \b\b\b\b 85%\b\b\b\b\b  OK \n",
      "Extracting  wav/謝謝.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/謠言.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/證實.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/證明.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/證書.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/警告.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/警察.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/警惕.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/譬如.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/議論.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/護照.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/讀.wav                                                    \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/變.wav                                                    \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/變化.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/變成.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/變遷.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/讓.wav                                                    \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/讚嘆.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/讚美.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/豆腐.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/豐富.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/豐收.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/象.wav                                                    \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/象徵.wav                                                   \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/貓.wav                                                    \b\b\b\b 86%\b\b\b\b\b  OK \n",
      "Extracting  wav/貝殼.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/負擔.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/負責.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/財政.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/貧乏.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/貨幣.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/販賣.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/貪污.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/責任.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/責備.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/貴族.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/貶義.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/買.wav                                                    \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/費用.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/貿易.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/賄賂.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/資本.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/資格.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/資源.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/賓館.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/賠償.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/賣.wav                                                    \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/質量.wav                                                   \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/贏.wav                                                    \b\b\b\b 87%\b\b\b\b\b  OK \n",
      "Extracting  wav/赤字.wav                                                   \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/赤道.wav                                                   \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/走.wav                                                    \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/走廊.wav                                                   \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/起.wav                                                    \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/起伏.wav                                                   \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/起來.wav                                                   \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/起初.wav                                                   \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/起床.wav                                                   \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/起草.wav                                                   \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/超級.wav                                                   \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/超越.wav                                                   \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/趕緊.wav                                                   \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/趟.wav                                                    \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/足.wav                                                    \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/足以.wav                                                   \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/趴.wav                                                    \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/跌.wav                                                    \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/跑步.wav                                                   \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/跟.wav                                                    \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/跟前.wav                                                   \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/路.wav                                                    \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/跳舞.wav                                                   \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/踩.wav                                                    \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/蹦.wav                                                    \b\b\b\b 88%\b\b\b\b\b  OK \n",
      "Extracting  wav/身材.wav                                                   \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/身體.wav                                                   \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/躲.wav                                                    \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/躺.wav                                                    \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/車廂.wav                                                   \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/軟.wav                                                    \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/輔導.wav                                                   \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/輕.wav                                                    \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/輕視.wav                                                   \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/輕鬆.wav                                                   \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/轉.wav                                                    \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/轉移.wav                                                   \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/辛勤.wav                                                   \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/辛苦.wav                                                   \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/辣.wav                                                    \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/辣椒.wav                                                   \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/辦公室.wav                                                  \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/辦法.wav                                                   \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/辭職.wav                                                   \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/辮子.wav                                                   \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/辯證.wav                                                   \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/農村.wav                                                   \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/農業.wav                                                   \b\b\b\b 89%\b\b\b\b\b  OK \n",
      "Extracting  wav/農民.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/迅速.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/迎接.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/迎面.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/近.wav                                                    \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/近來.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/返.wav                                                    \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/迫切.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/迫害.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/迷.wav                                                    \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/迷信.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/迷失.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/追.wav                                                    \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/追悼.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/追求.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/退.wav                                                    \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/退休.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/退步.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/送.wav                                                    \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/逃避.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/透.wav                                                    \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/透明.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/逐年.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/這.wav                                                    \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/通知.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/逝世.wav                                                   \b\b\b\b 90%\b\b\b\b\b  OK \n",
      "Extracting  wav/速度.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/造.wav                                                    \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/造反.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/連續劇.wav                                                  \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/逮捕.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/週.wav                                                    \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/進.wav                                                    \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/進化.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/進行.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/逼.wav                                                    \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/遇到.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/遊戲.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/運.wav                                                    \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/運動.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/遍.wav                                                    \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/過去.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/過失.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/過程.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/道.wav                                                    \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/道德.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/道歉.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/道理.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/遠.wav                                                    \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/遭受.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/遭殃.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/遭遇.wav                                                   \b\b\b\b 91%\b\b\b\b\b  OK \n",
      "Extracting  wav/遲到.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/遵守.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/選.wav                                                    \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/選擇.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/避免.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/還.wav                                                    \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/還是.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/邊緣.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/那.wav                                                    \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/那麼.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/部.wav                                                    \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/部分.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/部署.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/郵局.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/郵票.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/都.wav                                                    \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/都市.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/鄭重.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/鄰居.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/配.wav                                                    \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/配偶.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/配合.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/配套.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/酒精.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/酗酒.wav                                                   \b\b\b\b 92%\b\b\b\b\b  OK \n",
      "Extracting  wav/酸.wav                                                    \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/醋.wav                                                    \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/醫生.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/醫院.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/里.wav                                                    \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/重.wav                                                    \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/重心.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/重新.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/重疊.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/重要.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/重視.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/重量.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/重點.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/野.wav                                                    \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/野蠻.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/金融.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/鈣.wav                                                    \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/鉛筆.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/銀行.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/錄音.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/錢.wav                                                    \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/錯誤.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/鍛鍊.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/鎮靜.wav                                                   \b\b\b\b 93%\b\b\b\b\b  OK \n",
      "Extracting  wav/鑰匙.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/鑽石.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/長.wav                                                    \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/長江.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/長途.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/門.wav                                                    \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/閃爍.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/閉塞.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/開.wav                                                    \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/開始.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/開放.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/開水.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/開闢.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/開除.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/間.wav                                                    \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/關.wav                                                    \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/關心.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/防.wav                                                    \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/防守.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/防止.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/防禦.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/阻止.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/阿姨.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/附近.wav                                                   \b\b\b\b 94%\b\b\b\b\b  OK \n",
      "Extracting  wav/陌生.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/降低.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/限制.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/除非.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/陪.wav                                                    \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/陶器.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/陷害.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/隆重.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/階段.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/隔壁.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/障礙.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/隧道.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/隨時.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/雄厚.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/集中.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/集合.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/雕刻.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/雖然.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/雙.wav                                                    \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/雙方.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/雞蛋.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/難.wav                                                    \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/難受.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/難得.wav                                                   \b\b\b\b 95%\b\b\b\b\b  OK \n",
      "Extracting  wav/雪.wav                                                    \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/雲.wav                                                    \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/零.wav                                                    \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/零件.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/零星.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/電.wav                                                    \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/電影.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/電池.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/電源.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/電燈.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/電腦.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/電視.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/電車.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/需求.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/需要.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/震驚.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/霞.wav                                                    \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/霧.wav                                                    \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/霸道.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/靈.wav                                                    \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/青年.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/青春.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/非常.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/非法.wav                                                   \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/靠.wav                                                    \b\b\b\b 96%\b\b\b\b\b  OK \n",
      "Extracting  wav/面.wav                                                    \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/面貌.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/革命.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/鞠躬.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/鞭策.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/音.wav                                                    \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/音樂.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/預習.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/頒布.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/頒發.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/頓.wav                                                    \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/頗.wav                                                    \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/領.wav                                                    \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/領導.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/頭.wav                                                    \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/頭髮.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/題目.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/顏色.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/願意.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/類似.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/顯然.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/風度.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/風格.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/颱風.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/飛機.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/食品.wav                                                   \b\b\b\b 97%\b\b\b\b\b  OK \n",
      "Extracting  wav/食物.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/飯店.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/飲.wav                                                    \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/飲料.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/飲食.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/飽.wav                                                    \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/飽和.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/餃子.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/養成.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/餐.wav                                                    \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/餓.wav                                                    \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/饅頭.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/首.wav                                                    \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/首先.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/首都.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/香.wav                                                    \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/香蕉.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/馬.wav                                                    \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/馬上.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/駕駛.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/骨頭.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/體育.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/體驗.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/高.wav                                                    \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/高尚.wav                                                   \b\b\b\b 98%\b\b\b\b\b  OK \n",
      "Extracting  wav/高峰.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/高潮.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/高級.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/高興.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/鬥爭.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/魔術.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/魔鬼.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/魚.wav                                                    \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/鮮明.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/鮮豔.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/鹽.wav                                                    \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/麻.wav                                                    \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/麻木.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/麻煩.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/麻醉.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/黃.wav                                                    \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/黃昏.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/黎明.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/黑.wav                                                    \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/點心.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/鼓掌.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/鼓舞.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/鼻子.wav                                                   \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "Extracting  wav/龍.wav                                                    \b\b\b\b 99%\b\b\b\b\b  OK \n",
      "All OK\n"
     ]
    }
   ],
   "source": [
    "!cp -r \"/content/drive/My Drive/wav.rar\" ./wav.rar\n",
    "!unrar x wav.rar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "cWZi0ecji9EP"
   },
   "source": [
    "The spectrogram of an audio signal can be obtained using the singal library in scipy. The resulting 2d array consists of Fourier transforms of small audio chunks. The changes in the peaks of these Fourier transforms across the time of the audio signal illustrate changes in tone."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "aMoM7ORbiRbs"
   },
   "outputs": [],
   "source": [
    "from scipy import signal\n",
    "from scipy.io import wavfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "bNgvYfPH46fv"
   },
   "outputs": [],
   "source": [
    "wav_dir = '/content/wav/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 265
    },
    "colab_type": "code",
    "id": "FS2VM6lPw4F_",
    "outputId": "f4f0f2f1-4f1f-4045-9fd6-44d30733c3b4"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD4CAYAAAD1jb0+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAy4ikig14CIiiVIDLiKSqP8PzrcIBH97/sQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fs, data = wavfile.read(wav_dir + '一共.wav')\n",
    "\n",
    "f, t, Sxx = signal.spectrogram(data, fs, nperseg=1024, nfft=1024*4)\n",
    "Sxx = Sxx[:86]\n",
    "plt.pcolormesh(Sxx)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "EPLYIrG0n8Gk"
   },
   "source": [
    "Load the vocabulary list with corresponding pinyin and tones. These were built when audio files were downloaded from Wiktionary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "PRbn4QCmnjf4"
   },
   "outputs": [],
   "source": [
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "dje3V2Jflcta"
   },
   "outputs": [],
   "source": [
    "with open('/content/drive/My Drive/tones.txt', 'r') as file:\n",
    "  tones = json.load(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "a1zMtPbDAf8X"
   },
   "outputs": [],
   "source": [
    "vocab = tones.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "3uCDpqSCodQp"
   },
   "outputs": [],
   "source": [
    "def get_spectrogram(hanzi):\n",
    "  \"\"\"\n",
    "  Returns the spectrogram for the audio sample of a Chinese \n",
    "  word (hanzi) saved in the /content/wav/ directory\n",
    "  \"\"\"\n",
    "  fs, data = wavfile.read(wav_dir + hanzi + '.wav')\n",
    "\n",
    "  if len(data.shape) > 1:\n",
    "    data = data[:, 0]\n",
    "\n",
    "  f, t, Sxx = signal.spectrogram(data, fs, nperseg=1024, nfft=1024*4)\n",
    "  Sxx = Sxx[:86]\n",
    "  return Sxx"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "EsxTwRdtk2wq"
   },
   "source": [
    "Leading and trailing silences in the audio samples will increase the size of the input without adding useful information for tone discrimination. The following is a function that removes these silences."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "r0w3vLEOvRtN"
   },
   "outputs": [],
   "source": [
    "def trim_silences(Sxx):\n",
    "  \"\"\"\n",
    "  Removes leading and trailing silence from a spectrogram\n",
    "  Silence is defined as a maximum amplitude less than 1% of \n",
    "  the overall spectrogram maximum amplitude\n",
    "  Returns the trimmed spectrogram\n",
    "  \"\"\"\n",
    "  non_silent = list(np.max(Sxx, axis=0) > np.max(Sxx) * 0.01)\n",
    "  start_id = non_silent.index(True)\n",
    "  stop_id = len(non_silent) - 1 - non_silent[::-1].index(True)\n",
    "\n",
    "  return Sxx[:, start_id:stop_id]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 336
    },
    "colab_type": "code",
    "id": "kxhlRGJtSvJK",
    "outputId": "62905ae8-790a-4c91-80f7-573eb09fd474"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAE/CAYAAABPQaurAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize=(12, 5))\n",
    "\n",
    "ax[0].pcolormesh(Sxx)\n",
    "ax[0].set_title(\"Original\")\n",
    "ax[1].pcolormesh(trim_silences(Sxx))\n",
    "ax[1].set_title(\"Trimmed leading and trailing silences\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "zbIfuuDnlK7o"
   },
   "source": [
    "The majority of Chinese words include two sylables, each with an associated tone. To predict the tone from the audio sample, the sample must first be split into individual sylables. The following function achieves this by searching the central two quarters of the time domain for the time with the lowest maximum amplitude."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "4fSLaIolsXO4"
   },
   "outputs": [],
   "source": [
    "def split_spectrogram(Sxx):\n",
    "    \"\"\"\n",
    "    Divides the spectrogram of a two sylable word into its component spectrograms\n",
    "    Returns a list [Spectrogram for sylable 1, Spectrogram for sylable 2]\n",
    "    \"\"\"\n",
    "    q1 = Sxx.shape[1]//4\n",
    "    q3 = 3*q1\n",
    "    center = np.argmin(Sxx[:, q1:q3].max(axis=0))\n",
    "    return trim_silences(Sxx[:, :q1+center]), trim_silences(Sxx[:, q1+center:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 437
    },
    "colab_type": "code",
    "id": "HWvW8iw6rNJb",
    "outputId": "5512ffa9-6d13-46f4-955b-feb53d821f4f"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAADSCAYAAACSEROHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmeXg/wAlg8dDq6yGGQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeYAAADSCAYAAACfD2PAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<Figure size 576x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 3))\n",
    "ax.pcolormesh(trim_silences(Sxx))\n",
    "ax.set_title(\"Original\")\n",
    "plt.show()\n",
    "\n",
    "Sxx1, Sxx2 = split_spectrogram(trim_silences(Sxx))\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(8, 3))\n",
    "\n",
    "ax[0].pcolormesh(Sxx1)\n",
    "ax[0].set_title(\"Sylable 1 component\")\n",
    "ax[1].pcolormesh(Sxx2)\n",
    "ax[1].set_title(\"Sylable 2 component\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "qZ1DeAEXmnGt"
   },
   "source": [
    "We now apply the previous functions to each Chinese word with available audio sample and add the results to a pandas dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 503
    },
    "colab_type": "code",
    "id": "1iR3vrQ5odhl",
    "outputId": "12ea3919-92f0-46dc-f59a-1b8d37239cc3"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File not found: 人權.wav\n",
      "File not found: 入口.wav\n",
      "File not found: 針灸.wav\n",
      "File not found: 聚會.wav\n",
      "File not found: 優惠.wav\n",
      "File not found: 陰謀.wav\n",
      "File not found: 證據.wav\n",
      "File not found: 依.wav\n",
      "File not found: 於是.wav\n",
      "File not found: 預算.wav\n",
      "File not found: 職員.wav\n",
      "File not found: 醫.wav\n",
      "File not found: 邀請.wav\n",
      "File not found: 陰.wav\n",
      "File not found: 豬.wav\n",
      "File not found: 請.wav\n",
      "File not found: 也好.wav\n",
      "File not found: 日曆.wav\n",
      "File not found: 枕頭.wav\n",
      "File not found: 真心.wav\n",
      "File not found: 截止.wav\n",
      "File not found: 一齊.wav\n",
      "File not found: 震撼.wav\n",
      "File not found: 中毒.wav\n",
      "File not found: 將來.wav\n",
      "File not found: 贈品.wav\n"
     ]
    }
   ],
   "source": [
    "tones_list = []\n",
    "for hanzi in vocab:\n",
    "    if os.path.exists(wav_dir + hanzi + '.wav'):\n",
    "        if len(hanzi) == 1:\n",
    "            tones[hanzi]['hanzi'] = hanzi\n",
    "            tones[hanzi]['Sxx'] = trim_silences(get_spectrogram(hanzi))\n",
    "            tones[hanzi]['tones'] = tones[hanzi]['tones'][0]\n",
    "            tones_list.append(tones[hanzi])\n",
    "        elif len(hanzi) == 2:\n",
    "            Sxx = trim_silences(get_spectrogram(hanzi))\n",
    "            Sxx1, Sxx2 = split_spectrogram(Sxx)\n",
    "            tones_list.append({'hanzi': hanzi+'[0]', \n",
    "                            'pinyin': tones[hanzi]['pinyin'], \n",
    "                            'tones': tones[hanzi]['tones'][0],\n",
    "                            'Sxx': Sxx1})\n",
    "            tones_list.append({'hanzi': hanzi+'[1]', \n",
    "                            'pinyin': tones[hanzi]['pinyin'], \n",
    "                            'tones': tones[hanzi]['tones'][1],\n",
    "                            'Sxx': Sxx2})\n",
    "    else:\n",
    "    print('File not found: {}.wav'.format(hanzi))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 206
    },
    "colab_type": "code",
    "id": "PlnNb1mApxwd",
    "outputId": "84d1c9f8-73c9-44f9-9f2a-0ff00708522f"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hanzi</th>\n",
       "      <th>pinyin</th>\n",
       "      <th>tones</th>\n",
       "      <th>Sxx</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>彼此[0]</td>\n",
       "      <td>bǐcǐ</td>\n",
       "      <td>2</td>\n",
       "      <td>[[4790.7803, 19750.29, 3735.3345, 7471.1353, 9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>彼此[1]</td>\n",
       "      <td>bǐcǐ</td>\n",
       "      <td>3</td>\n",
       "      <td>[[779.8705, 1023.50165, 1534.3693, 2162.8357, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>殼</td>\n",
       "      <td>ké</td>\n",
       "      <td>2</td>\n",
       "      <td>[[183.15868, 25.408245, 4.4308567, 12.841344, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>穿</td>\n",
       "      <td>chuān</td>\n",
       "      <td>1</td>\n",
       "      <td>[[2286.7568, 18594.436, 13739.274, 11629.984, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>疑惑[0]</td>\n",
       "      <td>yíhuò</td>\n",
       "      <td>2</td>\n",
       "      <td>[[4838.639, 1417.7296, 772.66516, 6923.67, 747...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   hanzi  pinyin  tones                                                Sxx\n",
       "0  彼此[0]    bǐcǐ      2  [[4790.7803, 19750.29, 3735.3345, 7471.1353, 9...\n",
       "1  彼此[1]    bǐcǐ      3  [[779.8705, 1023.50165, 1534.3693, 2162.8357, ...\n",
       "2      殼      ké      2  [[183.15868, 25.408245, 4.4308567, 12.841344, ...\n",
       "3      穿  chuān       1  [[2286.7568, 18594.436, 13739.274, 11629.984, ...\n",
       "4  疑惑[0]   yíhuò      2  [[4838.639, 1417.7296, 772.66516, 6923.67, 747..."
      ]
     },
     "execution_count": 18,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(list(tones_list))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "6Egj-b7cr8JY"
   },
   "outputs": [],
   "source": [
    "df = df.dropna()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "3BRk9sEY5Lae"
   },
   "source": [
    "Examine the distribution of spectrogram sequence lengths."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 284
    },
    "colab_type": "code",
    "id": "9ihJ3pt7sW8x",
    "outputId": "febd1a42-3c9c-4a5a-9b81-7a3abb09e845"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f575b3380f0>"
      ]
     },
     "execution_count": 20,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD4CAYAAAAXUaZHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nl6SCDHdJKuh/AVVQnVToHNPXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.Sxx.apply(lambda x: x.shape[1]).hist(bins = 50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "i4abG1bInQKF"
   },
   "source": [
    "Several outlying spectrograms have sequence lengths of approximately 50, whereas the majority are less than 40. We will remove spectrograms with length greater than 40 to reduce the padding required when training the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "X2cX7_p_syHX"
   },
   "outputs": [],
   "source": [
    "df = df[df.Sxx.apply(lambda x: x.shape[1] < 40)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 284
    },
    "colab_type": "code",
    "id": "6NCfeC5btWLp",
    "outputId": "32a62497-18de-49c0-e1f1-cd12a2a48f11"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f575afc0198>"
      ]
     },
     "execution_count": 22,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD4CAYAAAAXUaZHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAQuElEQVR4nO3df4xlZX3H8fdXBN0wlgXBCdnddrCS\nGsK2yE4RozGzEJsVmi5NkGCo7hqabRtMNK4Jo/+oTU3XNkg1MTZbsayNdSSoZcNqWgI7sf4Byiqy\nwNa60LXuZN0NCugo2qx++8d9pr0O9+78uHfuPfPs+5VM5pznnD33O09mPvvMc59zJjITSVJdXjTs\nAiRJ/We4S1KFDHdJqpDhLkkVMtwlqUIvHnYBAOeff36OjY11PPbTn/6Us88+e7AFLZE19sdqqBFW\nR53W2B9Nr/HAgQNPZ+YFHQ9m5tA/Nm3alN3s37+/67GmsMb+WA01Zq6OOq2xP5peI/BwdslVp2Uk\nqUKGuyRVyHCXpAoZ7pJUIcNdkipkuEtShQx3SaqQ4S5JFTLcJalCjXj8gJpnbHJfx/Yju64dcCWS\nlsORuyRVyHCXpAoZ7pJUIcNdkipkuEtShQx3SaqQ4S5JFTLcJalChrskVchwl6QKGe6SVCHDXZIq\n5IPDTmPdHg4mafVz5C5JFTLcJalChrskVchwl6QKGe6SVCHDXZIqZLhLUoUMd0mqkOEuSRUy3CWp\nQoa7JFXIZ8ucBsYm97Fz40m2+ywZ6bThyF2SKrTocI+IMyLiWxFxb9m/KCIeiojDEfH5iDirtL+k\n7B8ux8dWpnRJUjdLGbm/CzjUtv8R4PbMfBXwDHBzab8ZeKa0317OkyQN0KLCPSLWA9cCnyr7AVwF\n3F1O2QNcV7a3ln3K8avL+ZKkAYnMXPikiLuBvwZeBrwX2A48WEbnRMQG4CuZeWlEPAZsycyj5diT\nwGsz8+l519wB7AAYHR3dNDU11fG1Z2dnGRkZWd5XNyBNr/HgzHOMroHjz/d+rY3rzun9Il00vR/n\nrIY6rbE/ml7j5s2bD2TmeKdjC66WiYg/BE5k5oGImOhXUZm5G9gNMD4+nhMTnS89PT1Nt2NN0fQa\nt5fVMrcd7H1x1JGbJnovqIum9+Oc1VCnNfbHaqixm8X8tL8e+KOIuAZ4KfAbwMeAtRHx4sw8CawH\nZsr5M8AG4GhEvBg4B/hh3yuXJHW14Jx7Zr4vM9dn5hhwI/BAZt4E7AeuL6dtA+4p23vLPuX4A7mY\nuR9JUt/0ss79VuA9EXEYeDlwR2m/A3h5aX8PMNlbiZKkpVrSJGxmTgPTZfsp4IoO5/wceEsfapMk\nLZN3qEpShQx3SaqQ4S5JFTLcJalChrskVchwl6QKGe6SVCHDXZIqZLhLUoUMd0mqkOEuSRUy3CWp\nQoa7JFXIcJekChnuklQhw12SKmS4S1KFlvSXmKRuxib3dWw/suvaAVciCRy5S1KVDHdJqpDhLkkV\nMtwlqUKGuyRVyHCXpAoZ7pJUIcNdkipkuEtShQx3SaqQ4S5JFTLcJalChrskVchwl6QK+chfrSgf\nBSwNhyN3SaqQ4S5JFVow3CPipRHx9Yj4dkQ8HhEfKu0XRcRDEXE4Ij4fEWeV9peU/cPl+NjKfgmS\npPkWM3L/BXBVZv4ecBmwJSKuBD4C3J6ZrwKeAW4u598MPFPaby/nSZIGaMFwz5bZsntm+UjgKuDu\n0r4HuK5sby37lONXR0T0rWJJ0oIiMxc+KeIM4ADwKuATwN8CD5bRORGxAfhKZl4aEY8BWzLzaDn2\nJPDazHx63jV3ADsARkdHN01NTXV87dnZWUZGRpb55Q1G02s8OPMco2vg+PO9X2vjunO6vkav12l6\nP85ZDXVaY380vcbNmzcfyMzxTscWtRQyM38JXBYRa4EvAa/utajM3A3sBhgfH8+JiYmO501PT9Pt\nWFM0vcbtk/vYufEktx3sfeXrkZsmur5Gr9dpej/OWQ11WmN/rIYau1nSapnMfBbYD7wOWBsRc2mx\nHpgp2zPABoBy/Bzgh32pVpK0KItZLXNBGbETEWuANwGHaIX89eW0bcA9ZXtv2accfyAXM/cjSeqb\nxfyefiGwp8y7vwi4KzPvjYgngKmI+CvgW8Ad5fw7gH+KiMPAj4AbV6Du05p3fUpayILhnpmPAq/p\n0P4UcEWH9p8Db+lLdZKkZfEOVUmqkOEuSRUy3CWpQoa7JFXIcJekChnuklQhw12SKmS4S1KFDHdJ\nqpDhLkkVMtwlqUKGuyRVyHCXpAr1/qd5pAHwMcfS0jhyl6QKGe6SVCGnZTQUnaZZdm48ycTgS5Gq\n5MhdkipkuEtShQx3SaqQ4S5JFTLcJalChrskVchwl6QKGe6SVCHDXZIqZLhLUoUMd0mqkOEuSRUy\n3CWpQoa7JFXIR/42WLe/PiRJC3HkLkkVMtwlqUKGuyRVaMFwj4gNEbE/Ip6IiMcj4l2l/byIuC8i\nvls+n1vaIyI+HhGHI+LRiLh8pb8ISdKvW8zI/SSwMzMvAa4EbomIS4BJ4P7MvBi4v+wDvBm4uHzs\nAD7Z96olSae0YLhn5rHM/GbZ/glwCFgHbAX2lNP2ANeV7a3AZ7LlQWBtRFzY98olSV1FZi7+5Igx\n4KvApcB/Z+ba0h7AM5m5NiLuBXZl5tfKsfuBWzPz4XnX2kFrZM/o6Oimqampjq85OzvLyMjIEr+s\nwVqpGg/OPLek8zeuO6frdUbXwPHne6/pVK/Rq9E18Irzlnb9bvWspNP5e7KfrLF3mzdvPpCZ452O\nLXqde0SMAF8A3p2ZP27leUtmZkQs/n+J1r/ZDewGGB8fz4mJiY7nTU9P0+1YU6xUjduXuM79yE2d\na9g+uY+dG09y28Heb2s41Wv0aufGk9zQpR+7Xb9bPSvpdP6e7CdrXFmLWi0TEWfSCvbPZuYXS/Px\nuemW8vlEaZ8BNrT98/WlTZI0IItZLRPAHcChzPxo26G9wLayvQ24p6397WXVzJXAc5l5rI81S5IW\nsJjf018PvA04GBGPlLb3A7uAuyLiZuB7wA3l2JeBa4DDwM+Ad/S1YknSghYM9/LGaHQ5fHWH8xO4\npce6JEk98A5VSaqQ4S5JFTLcJalChrskVchwl6QKGe6SVCHDXZIq5N9QbQD/VqqkfnPkLkkVMtwl\nqUKGuyRVyHCXpAr5hqpWtW5vRh/Zde2AK5GaxZG7JFXIcJekChnuklQhw12SKmS4S1KFDHdJqpDh\nLkkVMtwlqUKGuyRVyHCXpAr5+AEJH2Og+jhyl6QKGe6SVCHDXZIqZLhLUoUMd0mqkOEuSRVyKaSq\n5NJGne4cuUtShQx3SaqQ4S5JFTLcJalCC4Z7RHw6Ik5ExGNtbedFxH0R8d3y+dzSHhHx8Yg4HBGP\nRsTlK1m8JKmzxYzc7wS2zGubBO7PzIuB+8s+wJuBi8vHDuCT/SlTkrQUC4Z7Zn4V+NG85q3AnrK9\nB7iurf0z2fIgsDYiLuxXsZKkxVnunPtoZh4r2z8ARsv2OuD7becdLW2SpAGKzFz4pIgx4N7MvLTs\nP5uZa9uOP5OZ50bEvcCuzPxaab8fuDUzH+5wzR20pm4YHR3dNDU11fG1Z2dnGRkZWerXNVC91nhw\n5rm+1LFx3Tldrz+6Bo4/v7Kv0avRNfCK81bu+rD0+judfzp8Tw6CNfZu8+bNBzJzvNOx5d6hejwi\nLszMY2Xa5URpnwE2tJ23vrS9QGbuBnYDjI+P58TERMcXmp6eptuxpui1xu1d7qZcqiM3da5h++Q+\ndm48yW0He78h+VSv0audG09yQ5d+HEQfLfb80+F7chCscWUtd1pmL7CtbG8D7mlrf3tZNXMl8Fzb\n9I0kaUAWHMpFxOeACeD8iDgKfADYBdwVETcD3wNuKKd/GbgGOAz8DHjHCtTceD7XRNKwLRjumfnW\nLoeu7nBuArf0WpQkqTfeoSpJFTLcJalChrskVchwl6QKGe6SVCHDXZIq5N9QlQbE+x80SI7cJalC\njtylU+g02t658STbJ/c54lajOXKXpAo5cu/B3KhubiQnSU3hyF2SKmS4S1KFnJaR+qzbkkdpkAx3\naZVxvbwWw2kZSaqQ4S5JFTLcJalCzrlLlWifi2+/98K5+NOT4S4NmW+QaiU4LSNJFTLcJalChrsk\nVchwl6QK+YbqIng7uaTVxpG7JFXIcJekChnuklQhw12SKmS4S1KFDHdJqpBLIaXKLfXZNctZ+utz\ncJrntAv3U33j+g0qqRbVhrs3HkmD45Mtm6facJfUXGOT+37tmfNz/M+gf3xDVZIqtCIj94jYAnwM\nOAP4VGbuWonXkVSXpU6nOtLvru/hHhFnAJ8A3gQcBb4REXsz84l+v5YkddKvFUJ3bjm7bzUN2kqM\n3K8ADmfmUwARMQVsBVYk3H3jVNJirXReNGkZaWRmfy8YcT2wJTP/tOy/DXhtZr5z3nk7gB1l93eA\n73S55PnA030tsv+ssT9WQ42wOuq0xv5oeo2/lZkXdDowtNUymbkb2L3QeRHxcGaOD6CkZbPG/lgN\nNcLqqNMa+2M11NjNSqyWmQE2tO2vL22SpAFZiXD/BnBxRFwUEWcBNwJ7V+B1JEld9H1aJjNPRsQ7\ngX+ltRTy05n5eA+XXHDqpgGssT9WQ42wOuq0xv5YDTV21Pc3VCVJw+cdqpJUIcNdkirU6HCPiC0R\n8Z2IOBwRk8Oup5OIOBIRByPikYh4eNj1AETEpyPiREQ81tZ2XkTcFxHfLZ/PbWCNH4yImdKXj0TE\nNUOucUNE7I+IJyLi8Yh4V2lvTF+eosbG9GVEvDQivh4R3y41fqi0XxQRD5Wf78+XBRhNq/HOiPiv\ntn68bFg1LllmNvKD1puxTwKvBM4Cvg1cMuy6OtR5BDh/2HXMq+mNwOXAY21tfwNMlu1J4CMNrPGD\nwHuH3X9t9VwIXF62Xwb8J3BJk/ryFDU2pi+BAEbK9pnAQ8CVwF3AjaX974G/aGCNdwLXD7sPl/PR\n5JH7/z3GIDP/B5h7jIEWkJlfBX40r3krsKds7wGuG2hR83SpsVEy81hmfrNs/wQ4BKyjQX15ihob\nI1tmy+6Z5SOBq4C7S/uw+7FbjatWk8N9HfD9tv2jNOybtkjg3yLiQHmkQlONZuaxsv0DYHSYxZzC\nOyPi0TJtM9Spo3YRMQa8htaIrpF9Oa9GaFBfRsQZEfEIcAK4j9Zv5c9m5slyytB/vufXmJlz/fjh\n0o+3R8RLhljikjQ53FeLN2Tm5cCbgVsi4o3DLmgh2frds4mjkk8Cvw1cBhwDbhtuOS0RMQJ8AXh3\nZv64/VhT+rJDjY3qy8z8ZWZeRuuO9SuAVw+znk7m1xgRlwLvo1Xr7wPnAbcOscQlaXK4r4rHGGTm\nTPl8AvgSrW/cJjoeERcClM8nhlzPC2Tm8fID9ivgH2hAX0bEmbRC87OZ+cXS3Ki+7FRjE/sSIDOf\nBfYDrwPWRsTcjZSN+fluq3FLmfbKzPwF8I80pB8Xo8nh3vjHGETE2RHxsrlt4A+Ax079r4ZmL7Ct\nbG8D7hliLR3NBWbxxwy5LyMigDuAQ5n50bZDjenLbjU2qS8j4oKIWFu219D6Ww+HaAXo9eW0Yfdj\npxr/o+0/8aD1nkBTf75foNF3qJblW3/H/z/G4MNDLunXRMQraY3WofUoh39uQo0R8TlggtbjSo8D\nHwD+hdbqhN8EvgfckJlDe0OzS40TtKYRktYqpD9rm9seuIh4A/DvwEHgV6X5/bTmtBvRl6eo8a00\npC8j4ndpvWF6Bq0B5V2Z+Zfl52eK1nTHt4A/KSPkJtX4AHABrdU0jwB/3vbGa6M1OtwlScvT5GkZ\nSdIyGe6SVCHDXZIqZLhLUoUMd0mqkOEuSRUy3CWpQv8LcvqzrMs/oWwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.Sxx.apply(lambda x: x.shape[1]).hist(bins = 50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "mcbdqGv_BHXO"
   },
   "source": [
    "The aplitudes of individual spectrograms are now normalized to the range 0-1 by dividing by the spectrogram's maximum amplitude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "yYlaX1rrAzFP"
   },
   "outputs": [],
   "source": [
    "df.Sxx = df.Sxx.apply(lambda x: x / np.max(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "3WoBsg8SEp4D"
   },
   "outputs": [],
   "source": [
    "df.Sxx = df.Sxx.apply(lambda x: x.T)\n",
    "df = df.reset_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "qaNYLq2g8-9T"
   },
   "source": [
    "Convert tones to one-hot eoncoded vectors and add zero padding such that sequence lengths are all equal. The tones [1, 2, 3, 4, 5] are also mapped to [0, 1, 2, 3, 4] to avoid using an empty 0 class in the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "urlum6n_PvSZ"
   },
   "outputs": [],
   "source": [
    "df.tones = df.tones.apply(lambda x: to_categorical(x-1, num_classes=5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "dEH_Y8iEoi0R"
   },
   "source": [
    "Finally split the dataframe into training and validation sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "KQIlQptdANTz"
   },
   "outputs": [],
   "source": [
    "x_train, x_val, y_train, y_val = train_test_split(df.Sxx.values, df.tones.values, test_size=0.2, stratify=np.array(df.tones.to_list()))\n",
    "\n",
    "train_df = pd.DataFrame({'Sxx': x_train, 'tones': y_train})\n",
    "val_df = pd.DataFrame({'Sxx': x_val, 'tones': y_val})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "-C02vGLxlY62"
   },
   "source": [
    "## Model architechure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "kdIHVy2WsMVd"
   },
   "source": [
    "In this section we define and train the architecture for tone prediction. A recurrent neural network using LSTM cells is first used to encode the spectrograms to a single vector. This vector is then fed into a single dense output layer with 5 nodes for the 5 tones. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "OMYGpDygw9Rt"
   },
   "outputs": [],
   "source": [
    "from tensorflow.keras.models import Model, load_model\n",
    "from tensorflow.keras.layers import Input, LSTM, Dense, Dropout\n",
    "from tensorflow.keras.optimizers import Adam, RMSprop\n",
    "from tensorflow.keras.callbacks import Callback\n",
    "from tensorflow.keras.metrics import Accuracy\n",
    "from tensorflow.keras.losses import CategoricalCrossentropy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "T4hrXqgWxEfc"
   },
   "outputs": [],
   "source": [
    "BATCH_SIZE = 32\n",
    "EPOCHS = 20\n",
    "SPECTROGRAM_INP_SIZE = 86 # frequency dimension\n",
    "STEPS_PER_EPOCH = 80 #train_df.shape[0]//BATCH_SIZE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "lkCZ2hplRLON"
   },
   "outputs": [],
   "source": [
    "def training_batch_generator(epochs, batch_size):\n",
    "    \"\"\"\n",
    "    Generates batchs of training data from the training dataframe\n",
    "    input data: a list of numpy arrays shape (None, 86)\n",
    "    Yields a list of [encoder input data (spectrograms), target data (one-hot encoded tones)]\n",
    "    \"\"\"\n",
    "    for epoch in range(epochs):\n",
    "    epoch_data = train_df.sample(2560).reset_index()\n",
    "    for i in range(80):\n",
    "        batch = epoch_data.loc[i*(batch_size-1):(i+1)*(batch_size-1), :]\n",
    "        encoder_input = batch.Sxx.to_list()\n",
    "\n",
    "        max_input_sequence_length = max([sequence.shape[0] for sequence in encoder_input])\n",
    "        encoder_input = [np.pad(sequence, ((0, max_input_sequence_length - sequence.shape[0]), (0, 0))) for sequence in encoder_input]\n",
    "\n",
    "        yield np.array(encoder_input), np.array(batch.tones.to_list())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "VP-DaoJLpA67"
   },
   "source": [
    "Define a custom callback that prints the validation loss and accuracy after each epoch and adds these data to the model training history."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "-jzVnHgthIjG"
   },
   "outputs": [],
   "source": [
    "class ValidationCallback(Callback):\n",
    "    def on_epoch_end(self, epoch, logs=None):\n",
    "\n",
    "    encoder_input = val_df.Sxx.to_list()\n",
    "    max_input_sequence_length = max([sequence.shape[0] for sequence in encoder_input])\n",
    "    encoder_input = [np.pad(sequence, ((0, max_input_sequence_length - sequence.shape[0]), (0, 0))) for sequence in encoder_input]\n",
    "\n",
    "    target = np.array(val_df.tones.to_list())\n",
    "    pred = self.model.predict(np.array(encoder_input))\n",
    "\n",
    "    cce = CategoricalCrossentropy()\n",
    "    loss = cce(tf.convert_to_tensor(target), tf.convert_to_tensor(pred)).numpy()\n",
    "    #loss = tf.reduce_mean(tf.categorical_crossentropy(tf.convert_to_tensor(target), tf.convert_to_tensor(pred))).numpy()\n",
    "\n",
    "    acc = Accuracy()\n",
    "    acc.update_state(np.argmax(target, axis=1), np.argmax(pred, axis=1))\n",
    "\n",
    "    print(\" validation loss: {0:.4f}, validation acc: {1:.4f}\".format(loss, acc.result().numpy()))\n",
    "\n",
    "    if 'val_loss' in self.model.history.history.keys():\n",
    "        self.model.history.history[\"val_loss\"].append(loss)\n",
    "    else:\n",
    "        self.model.history.history[\"val_loss\"]= [loss]\n",
    "\n",
    "    if 'val_acc' in self.model.history.history.keys():\n",
    "        self.model.history.history[\"val_acc\"].append(acc.result().numpy())\n",
    "    else:\n",
    "        self.model.history.history[\"val_acc\"]= [acc.result().numpy()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ep7thfev6Y7K"
   },
   "source": [
    "Because the size labeled dataset is limited, we use a pretrained LSTM encoder for the first section of the architecture. This encoder was pretrained as an autoencoder using a larger dataset of similar Chinese pronunciation audio data for which labels were not available. See LSTM Autoencoder for RNN Tone Prediction for details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "2ge6KRRf6YUj"
   },
   "outputs": [],
   "source": [
    "pretrained_model = load_model(\"/content/drive/My Drive/tone_recognition_autoencoder/latest_autoencoder_weights.hdf5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 316
    },
    "colab_type": "code",
    "id": "lbly8F2rR3IP",
    "outputId": "d9a9e1b7-d5f9-48b2-d9be-894f6072ed91"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_1 (InputLayer)         [(None, None, 86)]        0         \n",
      "_________________________________________________________________\n",
      "lstm_8 (LSTM)                [(None, 256), (None, 256) 351232    \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 5)                 1285      \n",
      "=================================================================\n",
      "Total params: 352,517\n",
      "Trainable params: 352,517\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# Define an input sequence and process it.\n",
    "encoder_inputs = Input(shape=(None, SPECTROGRAM_INP_SIZE))\n",
    "\n",
    "# The pretrained model encoder layer\n",
    "encoder = pretrained_model.layers[1]\n",
    "\n",
    "# Discard the encoder states and save the encoder output\n",
    "encoder_outputs, _, _ = encoder(encoder_inputs)\n",
    "\n",
    "dropout_layer = Dropout(0.5)\n",
    "dropout_output = dropout_layer(encoder_outputs)\n",
    "\n",
    "# Dense softmax layer with 5 nodes for the 5 tones\n",
    "output_layer = Dense(5, activation='softmax')\n",
    "outputs = output_layer(dropout_output)\n",
    "\n",
    "model = Model(encoder_inputs, outputs)\n",
    "\n",
    "#The adam optimizer is modified to reduce the learning rate by a factor of 10\n",
    "#adam = Adam(learning_rate=0.0001)\n",
    "rmsprop = RMSprop(learning_rate=0.0001, rho=0.9)\n",
    "\n",
    "model.compile(optimizer=rmsprop, loss='categorical_crossentropy',\n",
    "              metrics=['accuracy'])\n",
    "\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "0wqwgou_TmQT",
    "outputId": "3fffc100-615d-4cd4-8d7a-d2639d55eba6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 1.5007 - accuracy: 0.3627 validation loss: 1.3435, validation acc: 0.5529\n",
      "80/80 [==============================] - 10s 129ms/step - loss: 1.4999 - accuracy: 0.3637\n",
      "Epoch 2/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 1.3011 - accuracy: 0.5111 validation loss: 1.1189, validation acc: 0.6447\n",
      "80/80 [==============================] - 9s 109ms/step - loss: 1.2999 - accuracy: 0.5125\n",
      "Epoch 3/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 1.1066 - accuracy: 0.6135 validation loss: 0.8923, validation acc: 0.7129\n",
      "80/80 [==============================] - 9s 113ms/step - loss: 1.1039 - accuracy: 0.6152\n",
      "Epoch 4/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.9427 - accuracy: 0.6780 validation loss: 0.7824, validation acc: 0.7376\n",
      "80/80 [==============================] - 9s 116ms/step - loss: 0.9402 - accuracy: 0.6793\n",
      "Epoch 5/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.8426 - accuracy: 0.7172 validation loss: 0.6978, validation acc: 0.7753\n",
      "80/80 [==============================] - 9s 119ms/step - loss: 0.8436 - accuracy: 0.7164\n",
      "Epoch 6/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.7735 - accuracy: 0.7409 validation loss: 0.6643, validation acc: 0.7847\n",
      "80/80 [==============================] - 9s 113ms/step - loss: 0.7732 - accuracy: 0.7410\n",
      "Epoch 7/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.7266 - accuracy: 0.7658 validation loss: 0.6488, validation acc: 0.8000\n",
      "80/80 [==============================] - 9s 115ms/step - loss: 0.7301 - accuracy: 0.7648\n",
      "Epoch 8/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.6776 - accuracy: 0.7872 validation loss: 0.6391, validation acc: 0.8165\n",
      "80/80 [==============================] - 9s 114ms/step - loss: 0.6810 - accuracy: 0.7852\n",
      "Epoch 9/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.6525 - accuracy: 0.7923 validation loss: 0.5955, validation acc: 0.8259\n",
      "80/80 [==============================] - 10s 121ms/step - loss: 0.6511 - accuracy: 0.7922\n",
      "Epoch 10/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.6207 - accuracy: 0.8046 validation loss: 0.5911, validation acc: 0.8329\n",
      "80/80 [==============================] - 9s 112ms/step - loss: 0.6191 - accuracy: 0.8047\n",
      "Epoch 11/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.6131 - accuracy: 0.8113 validation loss: 0.5872, validation acc: 0.8376\n",
      "80/80 [==============================] - 9s 118ms/step - loss: 0.6130 - accuracy: 0.8117\n",
      "Epoch 12/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.6237 - accuracy: 0.8034 validation loss: 0.5711, validation acc: 0.8400\n",
      "80/80 [==============================] - 9s 111ms/step - loss: 0.6196 - accuracy: 0.8047\n",
      "Epoch 13/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.5878 - accuracy: 0.8283 validation loss: 0.5611, validation acc: 0.8388\n",
      "80/80 [==============================] - 9s 117ms/step - loss: 0.5880 - accuracy: 0.8277\n",
      "Epoch 14/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.5487 - accuracy: 0.8335 validation loss: 0.5867, validation acc: 0.8365\n",
      "80/80 [==============================] - 8s 106ms/step - loss: 0.5473 - accuracy: 0.8344\n",
      "Epoch 15/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.5373 - accuracy: 0.8418 validation loss: 0.5979, validation acc: 0.8424\n",
      "80/80 [==============================] - 10s 122ms/step - loss: 0.5381 - accuracy: 0.8414\n",
      "Epoch 16/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.5261 - accuracy: 0.8335 validation loss: 0.6435, validation acc: 0.8376\n",
      "80/80 [==============================] - 9s 107ms/step - loss: 0.5244 - accuracy: 0.8340\n",
      "Epoch 17/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.5323 - accuracy: 0.8418 validation loss: 0.6308, validation acc: 0.8471\n",
      "80/80 [==============================] - 9s 109ms/step - loss: 0.5283 - accuracy: 0.8430\n",
      "Epoch 18/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.4854 - accuracy: 0.8564 validation loss: 0.6116, validation acc: 0.8482\n",
      "80/80 [==============================] - 9s 110ms/step - loss: 0.4901 - accuracy: 0.8547\n",
      "Epoch 19/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.4811 - accuracy: 0.8623 validation loss: 0.7158, validation acc: 0.8424\n",
      "80/80 [==============================] - 9s 115ms/step - loss: 0.4808 - accuracy: 0.8625\n",
      "Epoch 20/20\n",
      "79/80 [============================>.] - ETA: 0s - loss: 0.4981 - accuracy: 0.8548 validation loss: 0.6293, validation acc: 0.8529\n",
      "80/80 [==============================] - 9s 115ms/step - loss: 0.5011 - accuracy: 0.8539\n"
     ]
    }
   ],
   "source": [
    "history = model.fit_generator(training_batch_generator(epochs=EPOCHS, batch_size=BATCH_SIZE),\n",
    "                              steps_per_epoch=STEPS_PER_EPOCH,\n",
    "                              epochs=EPOCHS,\n",
    "                              callbacks=[ValidationCallback()],\n",
    "                              )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "xWZn-YI0p7ZT"
   },
   "source": [
    "View a chart of the model training history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 284
    },
    "colab_type": "code",
    "id": "vbAxPKWsWbHy",
    "outputId": "1dff30c7-a001-4103-ed1a-daf4c1f87613"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 42,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAacAAAD4CAYAAABIQCkOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd1iUV/rw8e/M0NsgVRRwsCD2ir23\nqJhomiU90Zi+SXazCUk2m0nZXd7kl+ya3TTTo1FjugYTY4qxRCP2riCOgkoTGDrMMM/7xwGClQHm\nYQY5n+viosxT7micm/Oc+9xHoygKkiRJkuRKtM4OQJIkSZLOJ5OTJEmS5HJkcpIkSZJcjkxOkiRJ\nksuRyUmSJElyOW7ODqCxtFqt4u3t7ewwJEmSWpWysjJFUZRWMyBpdcnJ29ub0tJSZ4chSZLUqmg0\nmnJnx9AYrSaLSpIkSW2HTE6SJEmSy5HJSZIkSXI5MjlJkiRJLkcmJ0mSJMnlyOQkSZIkuRyZnCRJ\nkiSX0+rWOTXZqR1waDVMMjo7EkmS2ghFUcgqqmD/qSLSckqIbOdN/6hAItt5o9FonB2eS2tDyWkn\nbPo39LgaOg5ydjSSJF1hbDaFE/ll7D9l5sDpIg6cFp/zS6suODbY14N+UYH0iwykf3Qg/SL1BPp4\nOCFq16VpbZsN+vr6Kk3qEFFRBK/EQa9ZMOsNxwcmSVKbYam2kZZTwoHTRew/Zebg6SIOnimipNIK\ngLtOQ2y4P706BNC7o55eHQLoGuZPRn4ZuzMK2ZNRyO6MQtJyS6h9C44J8aVfpJ5+UYH0jwqkR0QA\nXu46h8Ws0WjKFEXxddgFVdZ2khPAt4/C7mXw50PgE+TYwCRJumJlFpSxMTWPvZlmDpw2czirmCqr\nDQBvdx09IvzrklCvDnpiw/3xcGt4Sr+4wsK+U+ZzElZ2USUgElyPiAD614yw+kUF0jnEF622aY8D\nZXJSWbOSU9Z+eGskTPkHjHjQsYFJknTFsFTb2G4qYP2RHH45ksPR7BIAArzc6pJQ7eeYED90TUwY\nF5NlrmB3RgG7M8zsPlnAnsxCyi0iEf4toQcLRndu0nVbW3JqO3NOAO17Q9Qw2P4eDLsftLJYUZIk\nIae4gvVHcll/JIeNR/MorrTirtMwJCaI2YOjGNc9jC6hvqoXMlRZbeSXWsgoKCM1p4QgX0/ev2Mw\nezLMDDK0U/XerqRtJSeA+AXw5QJI/wW6TnR2NJIkqUxRFM6WVhHi5wnA17tOcaqwnApLNRkFZZhy\nS8kqqiSrqAIAHw8dgd7udGznjbeHjqJyK6azpXQN8wPgfz+n4uWuwxDsS0yoL1HtfOx6hHcpucWV\nBPt6oNVq+NeaQ7y9IR2A8ABPxsaGMqJrCF3D/OnePqCZfxKtS9tLTj2vge9DYPv7MjlJ0hWo0lrN\n/lNFbDflk2IqYMeJfIJ8PfjpL+MoKK1i0U+pHM87d2ogwMuNv17VnfHdw3jt51ROF5bjodPi6a7F\nQ6clyNez7tjl2zI4VfjH7hM6rYZbhkbz3MzeAHzy+wk6BnoTE+JLx0Bv3HTnJq7iCgu/p+ez+Vge\nv6Wd5Uh2Md89PJoeEQFM6hlOx3bejOgS0iKjNFfWtuacav34HGz+DzyyD/SRjglMkqRzKIpCXkkV\nprOlpNdUpV0/KBJ3nZaDp4voEOiF3tu92W/A5jILOzMKGBcbikaj4a+f7eGzHZkARAV5E9XOBzed\nhqJyC3szzdgUaOfjzrjYUCb0CGd0t5BGl3EXlFZx/Gwpx3NLMZ0tpXt7f2b07YC53EK/536oO85d\npyEqyId7x3RhdnwU247nM++drVTbFDzdtMQbghjRNZjrB0YSHuDVrD+HhrS2Oae2mZwKTsCifjDm\nMZjwN8cEJklNZK22UVJppbjCSoTeCzedltTsYvadMlNcYaWk0kpRhYWyymoSp8Xh6+nG5rQ8dmcU\n4qHT4uGmxdNNfJ7ZvyM6rYZjuSXkFlfW/dzTTYunm06VxZ+FZVUczytFq9HQN1LPaXM5t763jVMF\n5VTWVLTV8tBpiQnx5Uh2MQCeblo66L2JDPJm3pBopveJoMJSzc4TBXQI9Ka93uuCcurc4ko2peWS\nYipguym/rljhh0fGUGap5pvdp9ibWcipgoq6R3UeOi29OwYwqlsoE+LC6NtR3+Sqt8upTcjH80ox\n5ZXWJbCZ/TswrU8ExRUW3v41nRFdgxkY3c6hpeINkclJZQ5JTgDL5oiFuY8eADe5+E1yrJJKK+m5\nJZwurOB0YTmnC8s5U1TBk9PiiGznwxc7Mnlp7WGKK6yUVVXXnbfx8fFEBfnw+i9pvLz2SN3PPdy0\n+Hro2PD4ePy93PnnmkMsrpmbqC/tH9Nw02l5+qt9fPL7yXNe83DTcvTFaQA89dU+fjyYjb+XG/5e\n7vh7uRGh9+KlG/oB8N2+M5wxV9S9HuDlRliAV928ywvfHiTleD7peaV1a3sCvMQsQVGFte6e/p46\nOoX40jMigJ4d9Jwxl7P/VBH7MgvPOc5dq6FLmB8T4sII9HHnn2sO170W4udJh0AvHp0Uy/i4ML7b\nd4b7PtmJr6eY9/F211FUYcGUV0pVtXg/i9B7MTC6HQOiAxnYqR29OgTg6dZyicAVtbbk1PbmnGrF\nL4CjN8Dhb6H3dc6ORmpliios7D5ZyBlzOafqJaAnpsbRLyqQXw7n8NDyXXXHe7lridB7172Rdwj0\nZlxs2DnJwd/LDb2POwBz46OY3iei7ufnv7E+OS2Ov0yJpcpqo8pqo7Lmc+38xoLRnUnoE0FltY1K\ni42qahv1fxHtHxVIdbVCcaWF4gorRRVWqm1/zKMs23aSjal559wzPMCLmf07cDirmG3pZ6moNyry\ndtcSHeRDv6hAurf3p3u4P93b+1/2cVleSSWHzhTVfBRz6EwRizekY7WJON11GoJ9PfDxdKOsspoj\n2cUczyvl9+NnCfP3JKe4kgOni+pGRbcNNzCwk0hIEXrvRv19Sq6n7Y6cbDZ4rT/oo+DO5OZfT7qi\nKIrCGXMFR7KKOZxVzNHsYlJzinlgXFem9YlguymfG97aAoBGA2H+nnQI9CZxahxDOweTXVTB7oxC\nOgZ60yHQm3Y+zZ9bUVtxhYW0nBJSs0s4klXE4exi0rJLyC6urDvGw01L11A/4tr7E9vevy4RRei9\nHPLfV2mtJi2nhENnijl4uiZxZRVRWGapO0aOipqmtY2c2m5yAtj0H/jxWbh/K4T1cMw1pVbHXGbh\ncFYRR7OL6Rzqx8iuIWTklzH6pV/qjonQe9Et3J+7RhoY1z2MkkorB06Z6RDoTXiAV7NKiVuaucxC\nak4xqTWJKDWnmLScEs6YK+qO8XDT0iXUj25hNR/hfnQN88cQ7HNB9ZnaapunHs8rJSbEV46Kmkgm\nJ5U5NDmVnoVXe8Cg22H6y465puSyKizVFJVbCAvwQlEU5n+0nYOni+omzQFuHhrNP67tg6IoLNt2\nkthwf2LD/dF7uzsx8ubblJrH4o3pHDpTRG69kZC3u46uNQmoa7gf3cL86RbmR1SQj0O7HkjO19qS\nU9udcwLwDYZe18Lu5TDxWfD0c3ZEkgNlF1Ww3VRAiimfHScKOHimiJFdQ/j4riFoNBrcdRpGdAkW\nj6ZqPtrXlPNqNBpuHtrJyf8FzZeeW8I/1xzix0M5dAz0ZlxsKN1qklDXMD86BnqrUrUmSc3VtkdO\nABnb4L3JMOPfMPgux11XalE2m0JabglpOSVM7xMBwNzFW9iano+Xu5YBUe0Y1El8jI8Lc3K06jOX\nWXjt51Q++s2El7uOB8Z35c6RhhYtXZZcS2sbOcnkpCjw9mjx+d5NYnZbahWOZhez7mA2O04UsONE\nAeZyCzqthr3PTsHX040dJ/LRabX06hCAewvPkziLtdrG8m0neXXdUQrLLcwZHMWfp8QS5q/uAk/J\n9TWYnIz694EZQA5Gc+/LHBcPbAHmYjR/7ug4a7Xtx3ogklH8Alj9sBhFRQ91dkTSRVRYqtmUmkeK\nKZ8FozsT6u/JhqO5vLz2CF1CfZnWuz2DDUEM7tQOHw8xOhjUqW1ti7LhaC4vfHuQ1JwShnUO4pkZ\nPenVQe/ssKTW40Pgf8DHlzzCqNcB/w/44ZLHOIhMTgB9boQfnoGUd2VycjHH80pZvu0kn23PoKDM\ngodOy5jYUEL9PblxUBTXDYwkyLdtL6JOyxHzSj8fzqFTsA9v3zqIKT3DXb50XXIxRvMGjHpDA0c9\nBHwBxKsdjkxOAB6+0G8e7PgApv4LfEOcHZEEnCosZ8Ir69FpNEzpFc7c+GiGxATVzZvULlh1dcUV\nFo5mF5NZUE5UkA+x4f74eTb/n15hmWhiumTLCbzddTw1PY7bRxjkmh9JHUZ9R+BaYDwyObWg+Pmw\n7W3YtQRGPersaNqk04XlrNh2kqIKK8ZretEx0JuXru/L2NhQwlRuiukIldZqjuWUcjT7j4W7R7KK\nz+lgXSuynXddF4Xaj84hfnatl7JU21j2+0n+/eNRisotzB0SzZ8nx9ZtCSFJl+Cm0Wi21/t+saIo\nixtx/n+AJzCabRjVf1wsk1Ot0O5gGC220hjxJ9DK3z5bgs2m8GtqLp9sPcnPh7NRgMk9wrHZFLRa\nDTcOjnJ2iBew2RRO5pdxpCb51H4+nldKdb3WO11C/RjUqR03DY2me7g/UUE+nMwv+yN5ZRXz69Hc\nunY9bloNnUN9iQ33Fx0Ywv2Jax9AZLs/yr3XH8nhxeRDpOWUMKJLMM/M6EmPiLa1z4/UZFZFUQY3\n4/zBwIqaxBQCTMeot2I0f+2Q6M6jarWeITF5KrAI0AHvmpISks57PRr4CAisOSbRlJSw5nLXdHi1\nXn0HvobPboebVkLsVercQzrHG+vTeOn7I4T4eTAnPoq58dFEBfk4O6xzFFdY+PVoLhuP5nEoq4jU\n7BLKLX80a40O8qlr4xPbXiSWmBBfuyoEq6w2jueV1nWoqE12Gfl/jLZ8PHR0C/fHQ6chxVSAIdiH\npxN6MqlHmJxXkuxmVym5mHP69rLVeuK4D2uOa33VeobEZB3wOjAZyARSDInJq0xJCQfrHfY3YKUp\nKeFNQ2JyT2ANYFArpgbFJYBfe1EYIZOTwymKwu/H81m69QTXD4pkfPcwZvXvSHSQD1N6tnepFkBZ\n5grWHcpm3cFsthzLw1KtEOjjTq8OAcwbEl3XW65bmB++zZg/8nDT1j3Wq6+k0krqeSOzrKIK/pbQ\ng9uGG1zqz0q6Qhj1y4FxQAhGfSbwLCAmdo3mt1o6HDUf6w0B0kxJCekAhsTkFcBMoH5yUoDaZxJ6\n4LSK8TRM5y5aGf36EhSYoJ3BqeFcKXKLK/lqVyYrt2eSllNCgJcbo7uJopMONY1RnU1RFI5kF7Pu\nQDbrDmWzN9MMgCHYhztHxjC5ZzgDo9u1WEsfP083BkS3Y0B0uxa5nyRhNM9rxLF3qBeIoGZy6ghk\n1Ps+Ezi/TtsI/GBITH4I8AUmXexCGo1mIbAQwMND5bLhgbfDhv+D7R/A5OfUvdcVTFEUNBoNiqIw\n++0tHM8rZUB0IC/f0JcZfTvg7eH8OT1rtY3tJwpYd1CMkE7mlwFiO4m/XtWdKT3D6RrmJx+dSZIT\nOLsgYh7woSkp4RVDYvJwYIkhMbm3KSnhnO0zaypKFoOYc1I1In1H6D5NVO2NfwrcZAVUYxw8XcRn\nOzLYmJrHmj+NxsNNywsze9Ne70nXMP+GL6CysiorG47m8sPBbH45nFO3dmpE12DuGduZST3CVd8u\nW5KkhqmZnE4B9UutImt+Vt98YCqAKSlhiyEx2QtRBZKjYlwNi18gNiE8+A30ne3UUFoDc5mFr3Zl\n8tmOzLrN3yb1DMNcbiHU35NR3ZyzbqzapnDi7B+l3XszzWxOy6PSaiPAy42JPcKZ3DOcMbGhDll3\nJEmS46j5LzIF6GZITI5BJKW5wE3nHXMSmAh8aEhM7gF4AbkqxmSfmLEQ3FUURsjkdFHWahtllmoC\nvNw5kl2McfVBencM4LlrenFNvw60a8GuDYqikFNcyeGsYo5kFXEkq4Qj2aKqrrJmt1aNBmKCfZk3\nJJopPcOJjwlqM/32JKk1UruUfDpi4ZYOeN+UlPAPQ2Ly88B2U1LCqpoKvXcAP0RxxOOmpITL9mxS\ntZS8vi1vwNon4Z6NENFX/fu1Emk5JXy2I4Ovdp5iau/2PD+zN4qicDS75IKKMzWYyy1/lFzXq2Qz\nl/+xU2qYv+cFpd1dw/zw8ZCjI6ntkl3JVdbk5FScBSnvwZCF4Bfa8PHlBfBKD+g3B65e1Pj7XWGW\nbj3BFzsz2XWyEJ1Ww/juodw8tFOLbD9RXGHhw80mVqRknNNtwd/Tjdi6xaqiHDs23L/N99qTpItp\nbcmp7fwqWV4AG14CnyAYdl/Dx3u3gz7Xw97PYPLz4NU2ujvXbtC3/UQ+qdklLJkvNubbl2mmymrj\nqelxzBrQsUW2YCiusPDRbybe2Xgcc7mFsbGh3DwsuiYRBdBB7yUr6STpCtV2Rk4Ab48FFLhng33H\nn94Fi8fBtJdh6MKm3dOF2Wra5mi1Gr7ZfYr/++FIXWcCL3ct/aMCefuWweh93OvaCbWEkkprTVJK\np7DMwsS4MB6ZFEufyLbxC4IkqUGOnFxZv3nw/ROQfRDCezZ8fIcB0HGQKIwYcner34iwwlLNvlNm\nsW25qYDtJwr44M54Bka3I9DHg14Rem4fbmCwIeiCDfpaIjGVVFr5eIuJdzakU1BmYUJcGI9M6kbf\nyEDV7y1JkmtpW8mp9/Xww9OwZzlMecG+cwbPh2/uhxObwTBK3fhUtDktjzs/TKGqpnqtc6gvU3u1\nr9uYb2xsKGNj7ZiLU0FppZWPt5xg8YZjFJRZGN89lIcnxdI/SiYlSWqr2lZy8gsV/fMsZfaf0/s6\nWPuUGD214uQ0JCaI+8d1oWdEAIM6tSPYBbZXKKuqTUrp5JdWMa57KA9P7CZb9kiS1MbmnAAUpfGP\n59Y+Db+/BY8eAP/2Tb93C7PZFN789Rg3Do5skQIGe5VVWVm69QRv/5rO2dIqxsSG8sikbgyUSUmS\nVCPnnFxdbWIqzbN/x9vBd8GW/8HOj2Hs4+rF5kDWahuJX+7j8x2ZuOs0LBzTxdkhUV5VLZLShmPk\nlVQxulsIj0yKZVAnmZQkSTpX20tOABtfhQ0vw2NHwdOOhaPBXaDLBNjxIYz6M+hc+4+twlLNwyt2\nsfZANo9M6sbdozs7NZ5qm8LK7Rm88sNR8koqa5JSNwZ1CnJqXJIkua622b+l00gx73Rwlf3nxC+A\nolNw9Dv14nKAkkor8z9KYe2BbP4+oyePTIp16lqgHScKmPX6Zp78ch+dQ3z57N7hLJk/VCYmSZIu\ny7WHAGqJGgLtYkTV3oCb7Tsndiroo2DbYuhxtbrxNUOV1cbZkipeubEf1w+KdFocOcUVJH13mC93\nnqJ9gBevzRvA1X0j5KJZSZLs0jaTk0Yj1jyt/ycUnoTA6IbP0eogfj78aIScwxAWp3qYjZFbXIne\n250gXw9WPzTKaU1Nq6w2PvrNxKKfUqmy2rh/XBceGN+1WbvFSpLU9rTNx3rwR7fxvZ/af86A20Dn\nCSnvqBNTE504W8p1b27m6a/2ATgtMW1MzWXaog38Y80hhsQEsfbRMTw+NU4mJkmSGq3tvmsExcDs\nJRAz2v5zfIOhzw2wezlM/LtL9Ns7nFXEre9tw1pt45ZhnZwSQ0Z+GS8mH2TtgWwMwT68f8dgJsSF\nOyUWSZKuDG1vnVNz1fXbewmG3uO8OICdJwu484MUvNy1LJ0/lG7hLbvTbHlVNW/+eoy3fz2GVqPh\nwQldWTA6Bk8352/BLknSuVrbOieZnHYthYoiGH6//ee8MxEqCuGBFNA65xFapbWasS+tx7MmMUUF\n+bTYvRVF4fv9WbyYfIhTheVc068DT06PI0Lv3WIxSJLUOK0tObXdx3q1jv0sPuLng5udLX2GLISv\nFsLx9WL9kxN4uul469ZBdAj0atHuD6nZxRhXH2Bz2lni2vvz6cJhDO0c3GL3lySpbWi7BRG1+s0T\nez2lXnYD3nP1mgU+IbDtXfXiuoSVKRm89esxAPpHBbZYYiqusPDCtweZtmgj+zLNPD+zF98+NEom\nJkmSVCGTU+fx4BcOe1bYf46bJwy6QyzILTihWmjne2dDOo9/sZffjp2l2tYyj2MVRWHVntNMfOVX\n3t98nBsHR7H+r+O5bbgBNydVBUqSdOWT7y46N+hzIxxdC6Vn7T9v8J2ABra/r1potXKKK3h4xS7+\nseYQCX0iePe2wehaYH+ltJwSbn73d/60fBft9V5888BI/nVdH7kNuiRJqpNzTiAe7WVsg5JsUS5u\nD32k2H5j58cwLhHc1SkGqLBUk/DaJsxlFh6e2I0/TeymemIqr6rmf7+ksnhDOt7uOl6Y1ZubhkS3\nSEKUJEkCWa3XPMc3wEdXw8w37G+DZKe0nBK6hPqi0WhYvec0vToE0DnUz6H3uJgfD2bz7KoDnCos\n5/qBkTw5PY4QF9j7SZKk5mlt1XoyOdVXli/2e7J39KQo8MYwMQe18FeHbONuLrPw8g+H+eT3k7x1\nyyCu6tUy+0dl5Jfx3OoD/Hgoh9hwP16Y2VsWO0jSFaS1JSf5WK9WZTH8uxcMu090f7CHRgND7obk\nv0DmdoiKb/LtFUXhy52n+OeaQxSUVXHHCAMjuqifHCqt1by78Tj//TkVrUbDU9PjuHNkjNNaIEmS\nJIEcOZ1r6Q2Qcwge2Wf/4trKEni1B3SfBtctbvKtH1i2k+S9ZxgQHciLs3rTq4P6rZE2p+XxzDf7\nSc8tZVrv9jwzoycdAuVCWkm6EsmRU2vWby58MR9ObIKYMfad4+kH/W8SVXtTXgS/MLtvV1ZlxV2n\nxV2nZUafCEZ2CWFufBRalQsPcooqeDH5EKv2nKZTsA8f3hnPuO72xy1J0hXIqH8fmAHkYDT3vsjr\nNwNPABqgGLgPo3mPWuHIZzf1xSWAZ0Dj1jyB2Iiwugp2fmTX4YqisPZAFpNf3cBHv5kAmNYngpuG\nRquamKzVNt7fdJwJr/zK9weyeGRSN9Y+MkYmJkmSAD4Epl7m9ePAWIzmPsALQNMfFdlBjpzqc/cW\n3R/2fwkJr4K7nd0XQrqJNkYp78PIRy+7jXtGfhnGVQf46XAO3cP96R8V6KDgLy8tp5iHlu/m0Jki\nxsSG8vw1vTCEtJoRviRJajOaN2DUGy7z+m/1vtsKqLqbqUxO5xv1Zxj5iP2JqVb83bBiHhxJhp4z\nL3rIZ9szeOab/Wg1Gp6e3oM7RhpapPBg18kC7vwwBTethjdvHsjU3u3ljrSS1Pa4aTSa7fW+X6wo\nSlNHP/OB7xwQ0yXJ5HS+oJimnRd7FeijYds7l0xOMSG+jO8e1qKFBxuO5nLv0h2E+HmydP5QooNb\nrnu5JEkuxaooyuBmX8WoH49ITqOafa3LkHNOF5N7BD69Fcyn7D+ndht300bIPnjOS1VWGwCDDUG8\necugFktMq/ecZv5HKXQK9uXz+4bLxCRJUvMY9X2Bd4GZGM2N6PfWeKqOnAyJyVOBRYAOeNeUlJB0\n3uv/BsbXfOsDhJmSElpmEuZytG5waBV0HASjHrH/vIG3wfp/Qcq7MONVQBQ/LPh4O52CfHhh1oUF\nMGpZssXE31cdIL5TEO/cPhi9t3uL3VuSpCuQUR8NfAncitF8VO3bqbbOyZCYrAOOApOBTCAFmGdK\nSjh4ieMfAgaYkhLuutx1W6x90XtToMIM929tXOeHrx+AA1/BXw6Bl561B7K4Z8kOnr26J3eObOIj\nw0ZQFIX//JjKop9SmdQjnP/dNAAvd7kzrSS1dQ2uczLqlwPjgBAgG3gWEL/VGs1vYdS/C1wP1G7F\nYMVobv5jwktQc+Q0BEgzJSWkAxgSk1cAM4GLJidgHuIPwzX0mwvfPgpndkOHAfafN+Ru2L0Udi+n\nYtDdvPDtQbqH+3PrsE7qxVrDZlMwrj7Ax1tOcMOgSJKu6yO3tZAkyT5G87wGXl8ALGiZYNSdc+oI\nZNT7PrPmZxcwJCZ3AmKAn1WMp3F6XQs6j8aveerQHyLjIeUd3lqfSmZBOcZreqmeJKqsNh7+dDcf\nbznBwjGdefmGvjIxSZLUarnKu9dc4HNTUkL1xV7UaDQLNRrNdo1Gs91qtbZMRN7txOJafVTjzx2y\nEM6mkbrlW67u14HhKvfIK6uysuDj7azec5onp8Xx1PQeslRckqRWTc3HeqeA+u/skTU/u5i5wAOX\nulBNLf5iEHNOjgqwQVP/1bTzes6EtU/xavjvmGc86NiYzlNQWsWdH6awN7OQl27oy+zBTUimkiRJ\nLkbN5JQCdDMkJscgktJc4KbzDzIkJscB7YAtKsbSdNYqyN4nKvfslF2mEDbwdjw3vkKYNQswqBLa\nGXM5t763jZP5Zbx1yyCmtND2GpIkSWpT7bGeKSnBCjwIrAUOAStNSQkHDInJzxsSk6+pd+hcYIUp\nKcE126P/8iK8P1Xs9WSHSms1cxdv5fkzQ0GjhZT3VAnrWG4JN7y5hSxzBR/fNUQmJkmSrihyy4yG\nnN4Ni8eKXnvx8xs8/M31x/h/3x/mgzvjGb/nMbFb7p8POXQb972ZhdzxQQpaDXx45xB6d1R/ew1J\nklq31rZlhqsURLiuiH4Q2sOuqr0scwX//VmsLxrfPUz02ysvgP1fOCycTal5zFu8FR8PHZ/dO0Im\nJkmSrkgyOTVEoxFrnjK3wdljlz30n2sOYbUp/H1GT/EDwyiR2H5/W2zp3kxr9p3hrg9TiGznwxf3\njSBGdhWXJOkKJZOTPfrOEfNHh1Zd8pCiCgu7Mgq4d0znP3rY1W7jnrUXMlOaFcK6g9k8sGwnfSP1\nrLxnOOEBjeyaLkmS1IrIOSd7Ze2DsF6X3b69wiKWaZ3TLqh2G/fYq+D6d5t066IKC5Ne+ZUQP0++\nuG8E3h6yHZEkSY0j55yuVO37XDIx7c4opMJSjZe77sI+dp5+0P9mOPA1FGc36dYvfX+YvJJKkq7v\nIxOTJEltgkxOjfHjc7Du3PZ/eSWV3Pbe7zz91f5Lnxe/AGwWu7dxr2/HiXyWbj3JHSNi6Bvp/Ibt\nkiRJLUEmp8YoPgPbPwBLeRDdTMQAACAASURBVN2PXv7+CGVV1dw3rsulzwvpKrZx3/6+WNRrpyqr\njSe/3EfHQG/+MiW2OZFLkiS1KjI5NUbfOVBphiNid+LdGYWs3JHBXaNi6Brmd/lzh90vktueZXbf\nbvGGYxzNLuH5mb3w9ZSbFkuS1HbI5NQYMWPAvwPs/RSbTeHZb/YT6ufJQxO6Nnxu10nQcTBs+D+7\nRk/H80p57ec0EvpEMLFHuAOClyRJaj3sSk6GxOQvDYnJCYbE5LadzLQ66HsjpP1IYe4pdFoNT06P\nw9/Ljl1mNRoY9ySYM8R+T5ehKApPfbkPTzctz17d00HBS5IktR72Jps3EE1bUw2JyUmGxOTuKsbk\n2vrNg37zCPKCz+8dwaz+F92i6uK6ThR7PW14BayVlzzs8x2ZbEk/S+K0OMLkeiZJktqgRq1zMiQm\n6xE71j6N2EjwHWCpKSnBok54F3LaOqd6vtl9ihFdQgj192z8yWk/wdLrIOEVUcV3nrMllUx89Ve6\nhvqx8p7haLVyXyZJkprvil3nZEhMDgbuQGzTuwtYBAwE1qkSmYs6dKaIRz/dxdfJ34L5UttTXUaX\nCRA1TIyeLBUXvPxi8iFKK63887o+MjFJktRm2Tvn9BWwEfABrjYlJVxjSkr41JSU8BDQQJnalUNR\nFJ5ddQCDVzkLjtwN25uwHYZGA+OfhOLTsPPjc17amJrLV7tOce/YLsSG+zsoakmSpNbH3vrk10xJ\nCb9c7AVTUsJgB8bj0lbtOc224/n889qhaFInwN6VMP5vl21pdFExYyF6BGx6FQbeBu5elFdV8/RX\n+4kJ8eWB8XZU/0mSJF3B7H1X7WlITK5rT2BITG5nSEy+X6WYXFJppZV/rjlEn4565sRHiU7l5gw4\nsbnxF6sbPZ2BHR8C8NrPqZzML+Mf1/a+sAWSJElSG2NvcrrblJRQWPuNKSmhALhbnZBcU6XVxrDO\nwTw3sxc6rQa6TwcPf9jb8D5PFxUzBjqNgk2vcjgjm8Ub0rlxUCQjuoQ4NnBJkqRWyN7kpDMkJtfN\nzhsSk3WAhzohuaYgXw8WzR3AwOh24gcePtDzGjj2C9iqm3bR8U9CSTabV/wfem93nprew3EBS5Ik\ntWL2zjl9D3xqSEx+u+b7e2p+1ib8nn4Wbw/dhY1XJxnB018szm0KwyjOBA3hmrOfEjbjHtr5tql8\nL0mSdEn2jpyeAH4B7qv5+Al4XK2gXImiKBhXH+Sxz/ZwwZowvzBw927ytc+Yy3n87AxCNWZmVK1p\nZqSSJElXDrtGTqakBBvwZs1Hm7I1PZ9DZ4pIuq4PGs1F1h2ZNsGax+G2r0WyaoRnvzlAii2WcsMY\nvDcvgvj54NFq1shJkiSpxq7kZEhM7gb8C+gJ1PXTMSUldFYpLpfx3qbjBPl6MGvAJdoU+YZCzgHY\n9zkMt7+A8fv9WfxwMJsnpsbh3flv8P4USHkXRj7soMglSZJaL3sf632AGDVZgfHAx8Dlu5deAUx5\npfx0OJubh0Zfurw7tDtE9G9U1V5xhYVnV+0nrr0/C0bHQPRQ0Tli8yKxrbskSVIbZ29y8jYlJfwE\naExJCSdMSQlGIEG9sFzDkexign09uHVYp8sf2G8unNkDOYfsuu7La4+QU1xJ0vV9cdfV/BWMewrK\nzsK2xc2MWpIkyUUY9Q9j1Adg1Gsw6t/DqN+JUT/FnlPtrdarrNkuI9WQmPwgcIo20Lboql7tmRAX\n9kcCuZTeN8Dap2HPCpj83GUP3XmygCVbT3D7cAP9o+pV/0XFQ9fJ8NtrMORuUQUoSZLUUoz694EZ\nQA5Gc++LvK5B9FSdDpQBd2A072zgqndhNC/CqL8KaAfcCiwBfmgoHHtHTg8j+ur9CRgE3ALcbue5\nrdLpwnIURWk4MQH4hcLYJyB6+GUPs1TbePKLfYT7e1182/VxT0J5Afz+9oWvSZIkqetDYOplXp8G\ndKv5WIh9BXK1VWTTgSUYzQfq/eyyGhw51Sy4nWNKSngMKAHutOfCrZm12saNb21hRJdgXr6xn30n\njXuiwUPe2ZjOkexiFt866OIbFEYOgm5XwW//hSELwSugkZFLkiQ1kdG8AaPecJkjZgIfYzQrwFaM\n+kCM+giM5jOXOWcHRv0PQAzwJEa9P2CzJ5wGhwWmpIRqYJQ9F7tSrD2QzanCcib3bOT26OZMOHLx\ntcknzpay6MdUruoVzpRe7S99jXGJUFEoR0+SJDmam0aj2V7vY2Ejz++I2MevVmbNzy5nPpAIxGM0\nlwHu2DnAsXfOaZchMXkV8BlQt9OfKSnhSzvPb1Xe25ROp2AfJvZoZHJanwT7v4S/pl6wXumdjekA\nPHfNhY9yz9FxIMROgy3/haELwUvfuBgkSZIuzqooSkvvIjEc2I3RXIpRfwtiD8BF9pxo75yTF3AW\nmABcXfMxowmBurxdJwvYebKQO0cYRIPXxug3DyylcDj5nB+XVVn5ZtdppveJoL3ejm3XxyVChRm2\ntrk1z5Ikua5TQFS97yNrfnY5bwJlGPX9gL8AxxBLkRpkb4eIK36eqdZnOzLx93LjxsFRDR98vujh\noI8WVXt9Z9f9eM2+LIorrcyNt/OaHfpD3AzY8gYMvRe8Axs+R5IkSV2rgAcx6lcAQwFzA/NNAFaM\nZgWjfibwP4zm9zDq59tzM3s7RHwAKOf/3JSUcFcD501FDOF0wLumpISkixwzGzDWXH+PKSnhJnti\nUstz1/TipiHR+Hra+8SzHq1WJKVNr0JxFviLuaUV207SOcSXITFB9l9rXCIc/ha2vgHjn2p8LJIk\nSY1h1C8HxgEhGPWZwLOIOSIwmt8C1iCq7tIQpeT2DFqKMeqfRJSQj8ao19ZdswH2vgN/W+9rL+Ba\n4PTlTqip8nsdmIyYOEsxJCavMiUlHKx3TDfgSWCkKSmhwJCY3LjmdA5WWzreu2Mz5nn6zYVN/4aT\nW6HXLFKzi9l+ooAnp8VdvDffpbTvAz2uFo/2ht0H3u2aHpMkSVJDjOZ5DbyuAA808qpzgJsQ652y\nMOqjgZftOdHex3pf1P/ekJi8HNjUwGlDgDRTUkJ6zTkrEKWIB+sdczfwes3mhZiSEnLsiUcNpZVW\nrn1jM49N6X75arqGhHSDx1LBNxiAFSkZuOs0XD8osvHXGpsIh1bDltdhwt+aHpMkSZIziIT0CRCP\nUT8D2IbRbNeck70FEefrBjQ0yrGn7DAWiDUkJm82JCZvrXkMeAGNRrOwtvzRarU2MeTL+2JnJkez\nSwj282z+xWoSU6XFypc7M5ncM5yQply3fW/oORO2vgVl+c2PS5IkqSUZ9bOBbcCNwGzgd4z6G+w5\n1d45p2LOnXPKQuzx1FxuiEQ3DlH5scGQmNyn/pbwAIqiLAYWA/j6+l4w99VcNpvCB5tN9I8KZFAn\nBzw+s9lg2WxOajpRUDaBOfHRTb/W2EQ4uEoszJ30bPNjkyRJajlPI9Y4iadiRn0o8CPweUMn2vtY\nrymN3uwpO8wEfjclJViA44bE5KOIZJXShPs12c+HczieV8pr8wY45oJaLejcCUn9kij9VEZ3DWn6\ntcJ7Qq9rRUPY4Q/WjcokSZJaAW1dYhLOYucTO7sOMiQmX2tITNbX+z7QkJg8q4HTUoBuhsTkGENi\nsgcwF1GKWN/XiFEThsTkEMRjvnR7YnKk9zcfJ0LvxbTezZhrOk9u51m0s+Xzl25ZaBu7Xup8Y5+A\nqlLRFFaSJKn1+B6jfi1G/R0Y9XcAyYiqvwbZO+f0rCkpwVz7Tc1jt8s+YzIlJViBB4G1wCFgpSkp\n4YAhMfl5Q2LyNTWHrQXOGhKTDyK2gf+rKSnhrJ0xOcy9Y7vw9xk97Wvyaqcl+XEUKT5Msa5v/sXC\n4qD39WL0lJfW/OtJkiS1BKP5r4gpmb41H4sxmu2aEtIoSsNTOIbE5L2mpIS+5/1snykpoU8Twm0W\nX19fpbS0tOEDnchabWNE0s+87PkeYyvXi+o9z2buMFJ4EhaPE+2M5v8oH+9JktQoGo2mTFEU34aP\ndA32rnPabkhMfhWxbglErfsOdUJqObnFlbyzMZ0Fo2MI87ejrZCdfj6cQ05xJR5jF4B2JBdZv9x4\ngdEwdzl8dDV8ejPc9g24OaCyUJIkydGM+vOL6GppAAWjucEtF+xNTg8BzwCf1txwHY1fjOVylm49\nweIN6cyNjyLMgXv7rUjJIMzfk/jh40E30XEXjh4Ks96AL+bDqofg2rehMQt7JUmSWoLR3Ox3VHur\n9UoRbc+vGBWWapZuPcHEuDA6hzpuU98z5nLWH8nhvnFdcNNpRSHDodUQMxYCIpp/gz43QP5x+OVF\nCOpi1z5SkiRJrY291XrrDInJgfW+b2dITF6rXljqW7X7NGdLq5g/Ksah1/1seyY2BWbXNo4tzoKv\n7oG9nzruJmMeg343wfp/wt7PHHddSZIkF2FveVpI/YWxNe2GnNoHrzkUReH9zceJa+/P8C6OKyyw\n2RQ+TclgZNdgOgXXzDsGd4HIeJGc7Cg+sYtGA1cvgk6j4Jv74cQWx1xXkiTJRdibnGyGxOS6NgeG\nxGQDDpnld46yqmri2vuzcEznxjVjbcCmtDxOFZYz9/yOEH3nQM5ByNrnsHvh5gFzlohCiRU3wdlj\njru2JEmSk9mbnJ4GNhkSk5cYEpOXAr8iuom3Sr6ebvxn7gCuG9iEZqyXsSLlJO183JnS67wddHtf\nD1p3xz7aA/AJgptWiq+XzZb99yRJumLYlZxMSQnfA4OBI8ByxI6G5SrGpZpTheUcPF3k8OvmlVSy\n7mA21w2MxNNNd+6LPkEQexXkHHL4fQnuAnOXiXVQK28Da5Xj7yFJktTC7C2IWAD8hEhKjwFLEBsE\ntjpvrk9j1hubMZdZHHrdL3ZkYqlWmDfkErvdXvcO3PqlQ+9Zp9NwmPk6mDbC6ocdN7clSZLkJPY+\n1nsYiAdOmJISxgMDgMLLn+J6Csuq+GLHKWb264Dex67NGO2iKKIQYnCndnS91IIpD5+aIDLg2C8O\nu3edvrNh3JOwZxls/D/HX1+SJKkF2ZucKkxJCRUAhsRkT1NSwmGgu3phqWPZtpOUW6qZP9qx5ePb\njueTnlfK3CF2bI2R/Bf49FZ1ChjGPgF9ZsPPL8L+Lxo+XpIkyUXZm5wya9Y5fQ2sMyQmfwOcUC8s\nx7NU2/j4txOM7BpMXPsGO2c0yoqUDPw93Zjex46u5gmvgFYHn90BlgqHxoFGAzP/B9HD4av7IGOb\nY68vSZLUQuwtiLjWlJRQaEpKMCLaGL0HNLRlhks5klVMcYWFu0Y6dtRkLrOwZt8ZZg7ogI+HHQ03\nAqPg2rcgay+sfcqhsQCi396cTyCgAyyfJ7pJSJIktTJ2dSV3Jc3pSl5UYcHPw635+yvV89FvJp5d\ndYBvHxpF7476hk+o9cPfxO62cz6BHjMcFk+dvDR4dyL4hcH8deAd2PA5kiRdsVpbV3LHbWDUCgR4\nuTs0MSmKwvJtJ+nTUd+4xAQw8VlRwNB5rMPiOUdIV5j7iRg5rbwNqh1bnShJkqSmNpWcHG1PppnD\nWcXMib9E+fjl6NxhXCJ4+oOl3PHzTwCGUXDNf+H4r/Dto7LEXJKkVkMmp2ZYse0k3u46Zvbv0PSL\nWCrg3cnqzD8B9J8HY/4Ku5bA5v+ocw9JkiQHk8mpiUoqrazac5oZfSPw92rGmil3L+gyHra/p175\n9/inRQulH42w4WU5gpIkyeXJ5NRE3+45TVlVtX1rmxoy8e8QNRRW/Umd9U8aDcx6UzSg/flF+Po+\nsFY6/j6SJEkOIpNTEy1PyaBbmB8Dox1QBadzhxveF59X3i7moBzNzVPsnDvuKdizHJZcKxvFSpLk\nsmRyaoJDZ4rYk1HI3CHRjttyQx/5x7br5QWOueb5NBqxc+7170Fmiig1z0tT516SJEnNIJNTE3ya\nkoGHTst1Azo69sKxV8HC9WIBrZr63AC3r4YKM7w3CUyb1L2fJElSI8nk1EgVlmq+3JnJ1N7taefr\n4fgbaHUiaXx9v7qjmuhhsOAn8A2Fj2fB7mXq3UuSJKmR7Oi3I9X33f4zFFVYmduUtU32qiyGI9/B\nmb2wYB24e6tzn6AY0T1i5W2iSOLsMVHZp5W/s0hSm2PUTwUWATrgXYzmpPNejwY+AgJrjknEaF6j\nVjjyXaiRVmzLoFOwD8M6B6t3k9r5p+x98L3KGw57B8ItX8DA28RWG5/fqU5BhiRJrsuo1wGvA9OA\nnsA8jPqe5x31N2AlRvMAYC7whpohyeTUCOm5Jfx+PJ858VEObYN0UbFTYOQjsOMD2Pe5uvfSucPV\nr8HkF+DgN/DhDCjJUfeekiS5kiFAGkZzOkZzFbACmHneMQpQu6WDHjitZkAyOTXCpykZ6LQabhgU\n2TI3nPAMRA2Dn55TvzeeRgMj/wRzlkD2AXhnImQfVPeekiS1JDeNRrO93sfCeq91BDLqfZ9Z87P6\njMAtGPWZwBrgITWDlcnJTlVWG5/vyGRiXBhh/l4tc1OdG9z4Adz5vRjdtIQeV8Oda6C6Ct6/CtJ+\nbJn7SpKkNquiKIPrfSxu5PnzgA8xmiOB6cASjHrVcohMTnb6+XA2Z0urmOeIjhCNEdAB9B3BZoOj\nP7TMPTsOhLt/gsBO8MlsSHm3Ze4rSZKznALqV3lF1vysvvnASgCM5i2AFxCiVkAyOdnpp0M5BPq4\nMyY21DkB7F4Ky24UvfFagj4S7voOuk4SW8t//xTYqlvm3pIktbQUoBtGfQxGvQei4GHVececBCYC\nYNT3QCSnXLUCksnJDoqisDE1j5FdQtCpXQhxKf1v/qM33uZFLXNPT3+YtxyG3gdbX4cVN4E5s2Xu\nLUlSyzGarcCDwFrgEKIq7wBG/fMY9dfUHPUX4G6M+j3AcuAOjGbVukiruhOuITH5nLp5U1JC0nmv\n3wG8zB/Dx/+ZkhIu+wypOTvhNlVqdjGT/72BpOv6OKbRa1NVW+GrhaJ7+VX/guH3t9y9t71Ts62H\nBuLnw6g/g5+TRpGSJDVaa9sJV7VFuIbE5Nq6+cmIyo8UQ2LyKlNSwvklYJ+akhIeVCsOR9iYmgfA\nqG6qPV61j85NrH+qtogKvp7XiMdvLWHI3aK90q//D35/C3Z8JJLj8AflFvCSJDmcmo/1hgBppqSE\ndFNSwqXq5luFjam5dA7xJbKdj7NDEVV7178Hd33fcompVmA0zHwdHtgmEtWGl2FRP9j4KlS17GhW\nkqQrm5rJyZ66eYDrDYnJew2JyZ8bEpMv2hNIo9EsrK3Nt1qtasR6SZXWaram5zt/1FSfmwd0GCC+\n3rkEdn3SsvcP6SZK3O/ZKPah+uk5WNQffn9b7hMlSZJDOLsgYjVgMCUl9AXWIfo2XUBRlMW1tflu\nbi3bDnDniULKLdWM7uaC8ys2Gxz4Er55APaubPn7R/SFm1fCXT9ASCx89zj8dxDsWirmxyRJkppI\nzeTUYN28KSnhrCkpofZX7XeBQSrG0ySb0nLRaTUM6xzk7FAupNXCnE/AMAq+ugcOfOWcOKKHwh3f\nwq1fgW+ISJZvDIP9X4oEKkmS1EhqJqcUoJshMTnGkJh80bp5Q2JyRL1vr0GUMLqUjal5DIwOxN+r\nhTo0NJaHD8xbIR6vfT4fDq12ThwaDXSZAHf/AnOWgtZNNJFdPEYsHlaxKlSSpCuPasnJlJRwQd28\nKSnhgCEx+XlDYnJt3fyfDInJBwyJyXuAPwF3qBVPUxSUVrHvlNk1H+nV5+kHN38mOjvkHXVuLBqN\naIF032a4drHY/mPZjaIVktzUUJIkO6m6zkkNLbnO6du9p3lw2S6+vH8EA6Pbtcg9m8VaCW6e4mtL\nuXr7QDWGtQp2LRGVfcVnoMc1cNU/IVDF/bAkSbpAa1vn5OyCCJe2KTWPAC83+nbUOzsU+9QmpjN7\nRfVc+nqnhgOIysL4+fCnXTD+b5C6Dv4XL5KVpcLZ0UmS5KJkcrqE2pZFI7qE4KZrZX9M+kjwCYZl\nc13nUZq7N4z9KzyYIvaq+vlFUTRxdK2zI5Mk9SkKHPkeKszOjqTVaGXvui0nPa+UU4XljI51ofVN\n9vIJgtu+EYtmP5kNJ7c6O6I/BEbB7I/h1q/FguJls2HZHMhPd3ZkkqSe316D5XNgybVQUeTsaFoF\nmZwuYVNNy6LRXV28GOJS/ELh9lUQEAFLb3C9jQO7jId7N8OUF8Xo7vWhYjRVVebsyCTJsY79Aj8a\nITIezuxpucbNrZxMTpewMTWXTsE+RAe7QMuipvJvD7evhv7zILiLs6O5kJsHjHgIHtwOPWeJeajX\nh4it4ltZoY4kXdK2xRDSXTwtuH01jH3C2RG1CjI5XYSl2saWY2cZ1bUVPtI7X0AHmP6yKJbIPgg/\nPON6j9ACIuD6d+CONeClh5W3wZJZkHvE2ZFJUvPd+JFYoO7pB51GiF/KSvNg3d9FE2fpomRyuohd\nJwsprXLRlkXNkbkNtrwOrw0Qz74PrXatNkOGkbDwV5j2MpzaBW+OEMm0stjZkUlS4yiK+LdWli+S\nUUDEua+n/SQe7311j9zE8xJkcrqITam5aDUwvEuws0NxrEF3wKMHYPzTYlTy6S3wxlDX+sehc4Oh\nC+GhHdBvnphI/u9g2PuZfNQntR61+5/tXnbx1/vNgUnPib3ZVv9Jtvm6CLkI9yJmvb4ZrQa+vH+k\nqvdxqmorpK0TO9sOuVu88X+fCF0mQteJoNU5O0IhczuseQxO74KoYSJxdZ/uGguMJeliTvwGH10N\nXSfD3GWiB+al/PwP2PASDL0XpiaJDisqaW2LcGVyOo+5zMKAF37gwQnd+PPkWNXu43KKzsDbo6E0\nV5SgD7oDBtwKfmHOjkz8VrlridjosOgUeAaIjRb7zoFOoy7/j1+SWlLRaXh7LHj6w8JfxBzq5SgK\nrH0ajn4Pd/8E3up1opHJSWVqJ6fv9p3hvk928vm9wxlscMFO5GqyVsGRZEh5D0wbRfPW274RXc9d\nga1alJ3v/VRU9FWVQEAk9L0R+s6FsDhnRyi1dStvg9QfRaIJ62HfOYoCFYUiMSmKaqMnmZxUpnZy\neuqrfazafZpdf5+Me2vrDOFIuUdh91IY96R4hLZ7OZRki+7n4b3AK8C58VWVwZE1sGcFHPsZlGqI\n6CeSVJ8bXGPEJ7U9JbmQcxA6j238udVW+Po+sZHo8PsdHppMTipTOzmNfuln4toH8M5tg1W7R6v0\nxd2wr96Ghu1ixELaGf8W35cXgFegqs/ML6kkR0ws71kBZ3aDRidi6zsX4hLEtiKSpKaMFOjQX3Q9\naapqq9hm5tAquHqReLTuQDI5qUzN5HTibCljX17P8zN7cdtwgyr3aNWKTkPWPsjaKz57txP/iABe\nGwjl+dC+D7TvKz5Hxrf84t/cIyJJ7fsMzBng4Sc6ofebA4bRrlPoIV05MnfAB1Nh+AMwydi8a1mr\nYMVNkPYjXLcY+s52RISATE6qUzM5Ldl6gme+3s8vj40jJqTV/B06n6LA9vdEa5as/eKxhrVCFFTM\n/J8oaEh+VGzlHthJNKbVR4kegGqNtGw2OPmbSFQHv4HKIvDvILplDLgFgjqrc1+pbSnJhcVjxS89\nC38V/083l6UcPrlRVP3d+KEo/nEAmZxUpmZyWvjxdg6eKWLj4+PROOPx1JWi2gpn00RBRUhXKM6G\nt0aKSsD6Jv4dRv9F/AP/+XmRsPSRf3wERIoFjM1lKYcj38Ge5eI3UsUmRlEDbhX/8GVZuuuzVsLh\nb0X1W0is+H/D2VWa1Rb4eBac2g7zfxBzno5SWSyKK0b/xWEFSTI5qUyt5GSttjHg+XXM6BfBv67r\n6/DrS4iWLeYMsbbKnCmKKzoOhOwDomNFSfa5x896S4x0sg/Cr0kQ1AUG39W8jQqLTsPuT2DXUigw\ngadeFFAMvBUi+jtnzkxqWLVFNAfOPya+d/OG4K6iUnPkw+Jn2QegnQE8Wuj994dnxCLxaxeLx8aO\nVr9yryRXNHNuBpmcVKZWctpxIp/r39zCGzcPZHqfiIZPkBzPUiHWMdUmL8NI8WZj2gSrHxbJRKOD\n+AXiN0rfZnTwsNngxCbYuURMQFsrILyPSFJ9bnTM4xmpedLXw2//Fb3pPP3AfAoKjkNeas3HUTGq\nGPWIGB3/IwJQxKgqpJsYYfW8RhxT+z7nyF8+zuyF1B9gzGOOu+bF7F4Oa/4q+vNFxTf5MjI5qUyt\n5PSfH4+y6KdUdj0zmUAfBzxKkhyv8CSs/3+wZxl4B8Gj+x3zSK68UBRQ7Foi5s10ntBjhnjsFzPW\n+Y+P2prsg6Ipato60EfDvOXQvvflz7FUiIWsZ+slrrw0GP+UKMvOT4e3Rosy7ehhottIVHzDi2Qv\nprwQvAOb9t/WFEVn4INpUFUKD+9u8shQJieVqZWcrn/zN6w2hW8euIJbFl0pco+Idkb95orv939Z\n09LIq/nXPrNXJKm9K8XCyMBo6H8LDLhZzINJ6rFWilZVu5aKDgujH4MhC5v+96ooYLOK8u7CDNFo\nNXObqDRVbIAGbvoUYq8SDVqrSsS85+VGV2X5sHic+H9v/FNNi6spCk/C2WNiiUQTyeSkMjWSU1GF\nhQHPr+O+sV147KruDr22pLJTO+CdCeJRzrhE0SxW59b861oqxAT8zo/h+K+ABmJGi/VdPkFi5OYT\nXO/rmu+99E0rV68qg7I8MS9Xll/v67Pi67J8sJRBtynQZ3bzHmm6GptNjE4VBT65QTyOG/NX9R6t\nVhaLno0Zv4u1RP7tYetb8P0TENBRzIVGDxMf4b3/+Pu0VYv4TJvgzu8gsnWthZTJSWVqJKe1B7K4\nZ8kOPl04jKGdr6B/9G1F+nr46XmRqEJiYcLfxNomR80vFJhg1yeiI0VJjljPZbvUViMa8cinfsKq\n/drTHyrMIuGU5v2RdErzwFp+8ctp3WqSYIj4bT/3EGjdIW66GNF1meCYZOwMtmoxStr0qtjLS9/x\nj0TV0vLTRduhjK1wxUuvkgAAEQNJREFUcquY+9Ro4YkTohvK8Y2w/3PY8aEqC2RbgkxOKlMjOT3z\n9X6+2JnJ7r9PwcNNzi+0SooiRjo/vSDe/B/eIybR1bpXZbG4T3k+lBXUfM6v97P8ms9n/3jdUiYW\nBfsEiw/fEJF0fIJqvq5JQnVf14zE6ifZ7AMiUe5dIa7tHyFGiwNucc3dji9GUURJ/7q/izVxkUPE\nerhQF3pqUZghYou9Snz/8SxI/wUG3g7XvObc2JqoweRk1E8FFgE64F2M5qSLHDMbMAIKsAej+SZV\ngkUmJwDGvfwLXUL9eO+OplfCSC7CVi2ezYfGivVWqx8W5eeRg5wdmYjHUaMcaxWkrhUjj9QfxKgq\neoRIUj1nqpeYm6vaCstmw7GfxCPSyc85dpSrlgoz5ByCjoNb7Uj1ssnJqNcBR4HJQCaQAszDaD5Y\n75huwEpgAkZzAUZ9GEZzjlrxts4/ZQfKyC/DdLaM20cYnB2K5AhanUhMIBYCH/1eNLCNmyHmpEJi\nxZb1zuDINzU3D+hxtfgoOiNGUruWwjf3i7Lj3teKasOooc5747dWiXVt+cdFCfigO0RxQnhPMXc2\n+C7HLLJuCV56MQd15RoCpGE0pwNg1K8AZgIH6x1zN/A6RnOBOEa9xAQyObExNQ/gytuSXRJbaDy8\nG7a8IdbLHP5W/Pzx4+JR2ubXxPYbnv7iw8NPfE54VSSS4xvFXISnv9hDytNPHFNb1mytEm+2zv6t\nPyACRj0KIx8Rk/y7lsCBr0WyCu4qRlN95164VbgjlBeKObmC49B5vJhv2/c5/PScWKum1Nvhtesk\nCIqBKS86Pg7JHm4ajWZ7ve8XK4qyuObrjkBGvdcygaHnnS9+6zPqNyMe/Rkxmr9XKVaZnDam5hKh\n96JLaKuZJ5Qaw9Mfxj0hdvs98JXonu7pL17zDRW9/iqLRGul/HSxmLO2OmvPCjHqOud6Af+/vXOP\nrrq68vhn5wkJEMJDXkEuSIAKgxIFKe/Rikg64mOWA61LHV1lXB1H/aM6sR2dLGdmTaitdjnLjmOt\n9dF2ZNVWmjF1qnZaEQQEERAQTMSggSACkkgChCRn/ti/23tzuZfE5L7v/qx11u9xzi+/fc89v/vN\nOb999oH7vWf4pb/Tv5lXGEiDx8HNazT/zUd0zk1egeblD9KguJMWx+azigS8zJas0piC7/4cXq9U\nh5GJV8Lcu3oXDqe5UcU5fyDs36BLkH/+kdann1teVo/GwuE6j+ii8TqJuni8itKAEdH6pEbvaHfO\n9cXFMAcoBRYBJcBaKov+gsqm49EwLtzNMpaOTsf6uiMsmTbSYumlOwVDYObtXc9dvEJTJK5eBX95\nvzo/nD6hItbZEcifeq1GImhr0TkybS0B4QMdVqxfF8jrOK3x1/zi9OoD2vMadZGmweOi1wvLH6Bz\ns2Z8Uyej+kM2PVMO4+bCwvt0gnGk+zmn88n21sCeGvWEXPZj/Xt5hTrMNfU6FZ5in4rP0FK9dsLC\n3q1nZCSSA0BwXLAS71wwDcAmKpvOAB9RWfQBKlabY2FQRovTjobjNJ9qZ54N6RnhyB9wbseCC5dp\nisS1P+56fPpE1+C3DVt0UqjfLb1fkYZmuuJBPT72kQpWX12rh02Er/2zCtI7z8L6H8Fzy7R3s/A+\ndUcPFqnTX+hS4/44dqPL4PIHYNwcPR41PdA7NNKFzUAplUXjUVFaDoR64q0BVgA/o7JoGDrMty9W\nBmW0OK2rPYIIzJs4LNGmGJlAqNjd9opO9j28S8MmNW7XCAUAp5rhsYu9d1zTvd7VdDj/q9pL6Q25\n/WH2HeqY8O7zsO5R+Pn1MGQiFJ8Pg33wV49q72/CIg37M3kpDBrdt89tJD+VTe1UFt0J/B59n/Q0\nlU27qCx6CNhCZVO1l7eYyqLdQAdwL5VNR2NlUkxdyX0VNV385uurys/2m9dyNwAvAjPrq8q3hCvj\nJ5qu5Dc+sYHWM+28/A/zo/L3DCNqnD4Bu9cEROvQezpPaukP9P3Z4T265s/gsSpo/u0Fl/csavve\n/4Wtz+p8o442Pdd/CCx7HCZfnXgnDyPqpNok3Jj1nHwVNdnA4wT5zfsqaqrrq8p3h5QbCNwNbIqV\nLeE4cbqdrR9/zrcW2KJzRhKSP0C97GbcpMedHTrM5w84mpWjjg9Nn+h7rS8OqmfcihdUnOpehzXf\n7ipc/QbBnLvUlb7hbTi4DcpuhtKrNCLC+h/BCyt0FeOF/wiTyy3orZEwYjmsNwuoq68q3wfgq6gJ\n5zcP8C/AKuDeGNpyFhs/PEp7p2O+DekZqUBWtr478jNsItzwk8BxxxkVmAKvPRcMhdIrNdJB43Z1\nauho0/dM4+dr7LrLH+jaQ5pxk0ZnX/sDWH0TnDcVFt4LX1lmImXEnViKU7d+876KmjJgbH1VeY2v\noiau4rSu7gj9crO4xFccz9saRmzIzlWvOT+jZ+gQnZ/OTmj7IrBERLilRrJz4eJvaGDZXb+BtQ/D\nr26F4VNUzKZe17ugtobRCxLmEOGrqMkCHgFu7a6siKwEVgLk5UVnRvna2s+YPWEo+Tn2sBkZQFZW\nz9cuys6B6TfCtBv0vdcbD8Ovb4c//huMuUQdJAaV6LZojO4XDLXelRFVYilO3fnNDwSmAX/yVdQA\njASqfRU114Q6RXizmJ8EdYjos2HHT7Lvsxa+Mev8vv4pw0hfsrJVoC68Dvb8D2x5Gj55W5e67zzT\ntWx2nidaYzQVjQnsDxqta2EVDDVHC6PHxFKcNgOlvoqasH7z9VXlTcCfX/j4Kmr+BHynO2+9aLCu\nVueaLJhk85sMo1uysrrO6ers1OU+mg/o0unNB6G5IbD/yUbY1Xi2gOX004m6wydraKnhXioen7LB\nVI3YEbMWUV9V3u6rqOniN19fVb7LV1HzELClvqq8Olb37o61tUcYMSif0vOSNHKzYSQzWVkw4DxN\no2eEL9PZqROOmw946aCu5nrkA+197XwxUDY7T0UrWLCGT9H5XNm50bE5eFVcIyXIuCUzOjodl/zr\na1wxZQQ/vPGiKFpmGEaPOX1CheqzPZoOe9vj+wNlsnI1PNTwyTD8K4H1qvzhoNpag/Zb4ExLYL9L\nGe8Yp27zc+/WaBcZNsRo85ySnF0Hmzjeeob5peZCbhgJI38AjCnTFExbiydae3X9pM/2wsF3Nco6\nYf6Rzs7zgu4O6BqAt2isbnMLAnntJ2HbL+GZpVAyU0XK5nIlLRknTv4lMuba/CbDSD7yCnWoMHS4\nsK1Vl+bIyukqQl92mG7Rd2H7L3UJldU36ZIic+6C6X8Duf2i9jGMvpNxw3rLn9xA08l2XrnbQhYZ\nRsbS0Q7vV2tUjMbtupzHZXfoAoj+KBxpRqoN62VUf7a1rZ139n/OAhvSM4zMJjsHpl0PK9+Am6th\nxFRdIPHRafDqP6nnoZFQMmpYb9O+Y5zpcMwzcTIMA9Qpwr/+VOMOeOsxXTl54xM6EXnOXepFmCja\nWnR14/r1sP8tmHcPTLoqcfbEkYwSpzdrj5Cfk8VM35BEm2IYRrIxajrc8JTGHNzwOGx9ThdpnLQE\n5t6jgXZj7eF3qtkTo3Wwf706g3S2g2TrsinBi12mORn1zunKR95gZFE/nr/9su4LG4aR2bQchc1P\nwdv/Ba1H1cNv7GVBETBKdFt4Xu89/k4eh483BMSocbtGl8/KVU/GcXM1nX9Z11WWe0GqvXPKGHE6\n1HSK2f/+B767dAorF1wQA8sMw0hL2lq1B7XlZ7o6cPuprvlZuTBo1NnxBv0hnIJDN7UchY/f8obp\n1sGhnYBTl/iSmSpEvrlQMgvyCqL6MVJNnDJmWO9NL2TRvIkWssgwjC9BXoEu8DjrWxppovVYIPJF\nU0NQGKcD0LAZdv82TOzBfCgcpmUAcvrD2Jmw6H4VozGXmit7CBkjTkX9c7nywhFMGdm3rrFhGBmM\nCBQO1TRqevgy/tiDXYSrAU4chmGTwDcPRpdBTnRWWEhXMmZYzzAMI5NJtWG9jJrnZBiGYaQGJk6G\nYRhG0mHiZBiGYSQdJk6GYRhG0mHiZBiGYSQdJk6GYRhG0mHiZBiGYSQdJk6GYRhG0pFyk3BFpBM4\n2cvLc4D2KJoTbcy+vmH29Z1kt9Hs6z39nXMp0yFJOXHqCyKyxTl3aaLtiITZ1zfMvr6T7DaafZlD\nyqioYRiGkTmYOBmGYRhJR6aJ05OJNqAbzL6+Yfb1nWS30ezLEDLqnZNhGIaRGmRaz8kwDMNIAUyc\nDMMwjKQjLcVJRJaIyF4RqRORijD5+SKy2svfJCK+ONo2VkT+KCK7RWSXiNwdpswiEWkSkW1eejBe\n9nn3rxeR97x7bwmTLyLymFd/O0SkLI62TQ6ql20i0iwi94SUiXv9icjTInJYRHYGnRsiIq+JSK23\nLY5w7S1emVoRuSVOtj0sInu87+8lERkc4dpztoUY21gpIgeCvselEa495/MeQ/tWB9lWLyLbIlwb\nlzpMO5xzaZWAbOBDYAKQB2wHLgwp823gCW9/ObA6jvaNAsq8/YHAB2HsWwS8nMA6rAeGnSN/KfAK\nIMBsYFMCv+tDwLhE1x+wACgDdgad+z5Q4e1XAKvCXDcE2Odti7394jjYthjI8fZXhbOtJ20hxjZW\nAt/pQRs45/MeK/tC8n8IPJjIOky3lI49p1lAnXNun3OuDXgBWBZSZhnwrLf/InCFiEg8jHPONTrn\ntnr7XwDvA2Pice8osgx4zikbgcEiMioBdlwBfOic25+Ae3fBObcWOBZyOridPQtcG+bSq4DXnHPH\nnHOfA68BS2Jtm3PuVeecP5LBRqAkmvf8skSov57Qk+e9z5zLPu+340bgv6N930wmHcVpDPBJ0HED\nZ//4/7mM94A2AUPjYl0Q3nDiDGBTmOyvish2EXlFRKbG1TBwwKsi8o6IrAyT35M6jgfLifyDkMj6\n8zPCOdfo7R8CRoQpkwx1eRvaEw5Hd20h1tzpDT0+HWFYNBnqbz7wqXOuNkJ+ouswJUlHcUoJRGQA\n8GvgHudcc0j2VnSo6iLgP4A1cTZvnnOuDLga+HsRWRDn+3eLiOQB1wC/CpOd6Po7C6fjO0k3b0NE\nvofGgvtFhCKJbAv/CVwAXAw0okNnycgKzt1rSvrnKRlJR3E6AIwNOi7xzoUtIyI5QBFwNC7W6T1z\nUWH6hXPuN6H5zrlm59wJb/93QK6IDIuXfc65A972MPASOnQSTE/qONZcDWx1zn0ampHo+gviU/9w\np7c9HKZMwupSRG4Fvg580xPPs+hBW4gZzrlPnXMdzrlO4CcR7p3Qtuj9flwPrI5UJpF1mMqkozht\nBkpFZLz33/VyoDqkTDXg94r6a+D/Ij2c0cYbn/4p8L5z7pEIZUb634GJyCz0e4qLeIpIoYgM9O+j\nL853hhSrBm72vPZmA01Bw1fxIuJ/q4msvxCC29ktwG/DlPk9sFhEir1hq8XeuZgiIkuA+4BrnHOt\nEcr0pC3E0sbg95jXRbh3T573WPI1YI9zriFcZqLrMKVJtEdGLBLqTfYB6sXzPe/cQ+iDCNAPHQ6q\nA94GJsTRtnno8M4OYJuXlgJ3AHd4Ze4EdqGeRxuBOXG0b4J33+2eDf76C7ZPgMe9+n0PuDTO328h\nKjZFQecSWn+oUDYCZ9D3Hrej7zH/ANQCrwNDvLKXAk8FXXub1xbrgL+Nk2116Lsafxv0e6+OBn53\nrrYQx/p73mtfO1DBGRVqo3d81vMeD/u888/4211Q2YTUYbolC19kGIZhJB3pOKxnGIZhpDgmToZh\nGEbSYeJkGIZhJB0mToZhGEbSYeJkGIZhJB0mToZhGEbSYeJkGIZhJB3/D1rvyINqdy5VAAAAAElF\nTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots()\n",
    "ax1.plot(history.history['accuracy'], color='C0')\n",
    "ax1.plot(history.history['val_acc'], color='C0', linestyle='--')\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(history.history['loss'], color='C1')\n",
    "ax2.plot(history.history['val_loss'], color='C1', linestyle='--')\n",
    "ax1.set_ylabel('accuracy', color='C0')\n",
    "ax1.tick_params(axis='y', labelcolor='C0')\n",
    "ax2.set_ylabel('loss', color='C1')\n",
    "ax2.tick_params(axis='y', labelcolor='C1')\n",
    "plt.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "3vcuE8kcqLQ_"
   },
   "source": [
    "View some examples of spectrograms and the predicted tones"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "iWGnii_VaWix",
    "outputId": "d6aa76ec-9389-497d-97a1-ce3542c26832"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:7 out of the last 11 calls to <function _make_execution_function.<locals>.distributed_function at 0x7f570b8de510> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings is likely due to passing python objects instead of tensors. Also, tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. Please refer to https://www.tensorflow.org/beta/tutorials/eager/tf_function#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n",
      "WARNING:tensorflow:7 out of the last 11 calls to <function _make_execution_function.<locals>.distributed_function at 0x7f570b8de510> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings is likely due to passing python objects instead of tensors. Also, tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. Please refer to https://www.tensorflow.org/beta/tutorials/eager/tf_function#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n",
      "WARNING:tensorflow:7 out of the last 11 calls to <function _make_execution_function.<locals>.distributed_function at 0x7f570b8de510> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings is likely due to passing python objects instead of tensors. Also, tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. Please refer to https://www.tensorflow.org/beta/tutorials/eager/tf_function#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n",
      "WARNING:tensorflow:5 out of the last 11 calls to <function _make_execution_function.<locals>.distributed_function at 0x7f570b8de510> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings is likely due to passing python objects instead of tensors. Also, tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. Please refer to https://www.tensorflow.org/beta/tutorials/eager/tf_function#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n",
      "WARNING:tensorflow:6 out of the last 13 calls to <function _make_execution_function.<locals>.distributed_function at 0x7f570b8de510> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings is likely due to passing python objects instead of tensors. Also, tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. Please refer to https://www.tensorflow.org/beta/tutorials/eager/tf_function#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n",
      "WARNING:tensorflow:7 out of the last 14 calls to <function _make_execution_function.<locals>.distributed_function at 0x7f570b8de510> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings is likely due to passing python objects instead of tensors. Also, tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. Please refer to https://www.tensorflow.org/beta/tutorials/eager/tf_function#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUQAAAm9CAYAAABemEFwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<Figure size 360x3240 with 10 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(10, 1, figsize=(5, 45))\n",
    "for i, index in enumerate(random.sample(range(df.shape[0]), 10)):\n",
    "    example = df.loc[index]\n",
    "    ax[i].pcolormesh(example.Sxx.T)\n",
    "    ax[i].set_title(\"Pinyin: {}, Tone: {}, Predicted tone: {}\".format(example.pinyin,\n",
    "                                                                np.argmax(example.tones)+1,\n",
    "                                                                np.argmax(model.predict(np.expand_dims(example.Sxx, 0)))+1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 371
    },
    "colab_type": "code",
    "id": "Aj928NihM7pS",
    "outputId": "6cf4691d-4dda-48a0-bd8b-283201189557"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:7 out of the last 11 calls to <function _make_execution_function.<locals>.distributed_function at 0x7f570b8de510> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings is likely due to passing python objects instead of tensors. Also, tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. Please refer to https://www.tensorflow.org/beta/tutorials/eager/tf_function#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlcAAAE7CAYAAADw5aQ4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeViUZffA8e8Ng7izqSWDuVGCqAiC\n+2654oq7qWib5V6+rW+bZWZWatvbZuaWKyoi5pJKZaaIGqZiiYoLUCmupaKM9++PGZEBVNJZkN/5\nXJfX2zPPPTPnvM/cZ87czzOD0lojhBBCCCFsw8XZAQghhBBCFCfSXAkhhBBC2JA0V0IIIYQQNiTN\nlRBCCCGEDUlzJYQQQghhQ9JcCSGEEELYkDRX4o4ppVyVUn8rpe6z5VghhLgTSqlqSimtlDJYtr9V\nSg0tzNjbeK4XlVJf3km8oviQ5ur/IUtzc+3fVaXUxVzbg/7t42mtTVrrslrro7Yc+28ppbyUUl8r\npf5QSp1TSv2mlPpPIe87Tyn1mq1jEkLcPqXUGqXUxAJu726Z5/+qEdJad9Jaz7ZBXK2VUsfzPPZb\nWutH7/SxC3iuEkqp95RSxy01OlUpNb2Q931NKTXP1jGJW5Pm6v8hS3NTVmtdFjgKdM112/y842/3\nk5wTfACUAAIAT6AHcNCpEQkh7sRs4GGllMpz+2BgvtY62wkxOdoLQBjQECgHtAZ2OjMgcWvSXIl8\nlFJvKqUWKaUWKKXOYy5uTZRSW5VSZ5RSGUqpD5RSbpbxBstyejXL9jzL/m+VUueVUj8rpar/27GW\n/Z2UUr8rpc4qpT5USv2klIq6QejhwDda6zNa66ta62St9bJcj1VbKfWdUuqUUmq/UirScvtTQD/g\nRcsnw+W2/X9UCHGbVgA+QItrNyilvIAIYI5lu4tSapdltfrYzVaglVLxSqlHLf/tqpR6Vyl1Uil1\nCOiSZ+wwpVSypS4dUko9Ybm9DPAt4Jtrxd837yqRUqqbUmqvpWbGK6UCc+1LVUpNUErtttS2RUqp\nkjcIOxxYrrVO12apWus5uR7LVykVrZQ6oZQ6rJQaY7m9I/Ai0M8SY9Kt/+8WtiLNlbiRnsA3gAew\nCMgGxgIVgGZAR+CJm9x/IPAy4I15deyNfztWKVUJWAz8x/K8hzF/eruRrcBkpVSUUur+3DuUUmWB\n9ZgLciVgEPC5UqqW1voTS45vWVbvet7kOYQQDqK1voi5BgzJdXNfYL/W+lqz8I9lvyfmBulJpVSP\nQjz8Y5ibtBDMK0O98+z/y7K/PDAMmKaUCtVa/wN0AtJzrfin576jUuoBYAEwDqgIrAZilVIl8uTR\nEagO1AOibhDnVuBppdRTSqm6uVfxlFIuQCyQBBiBdsA4pVQHrfUa4C1gkSXG4EL8fyJsRJorcSOb\ntdaxlhWgi1rr7VrrbVrrbK31IeBzoNVN7r9Ua52otb4CzAfq38bYCOAXrXWMZd804ORNHucpzE3S\nGCBZKXVAKdXesq878LvWeo4lhx2YPxXnLahCiKJlNtA718rOEMttAGit47XWv1pq1W7MTc3NatM1\nfYHpWutjWutTwOTcO7XWcVrrg5bVou+BdeRaQbuFfkCc1nq9pXa9C5QCmuYa84FlNeoU5gbpRjVy\nMjAF8wfCRCBNXb8oPxyoqLWeqLW+bKnNXwD9CxmnsBNprsSNHMu9oZQKUErFWS4iPQdMxLyadCN/\n5PrvC0DZ2xjrmzsObf4r41YXkeamtb6gtX5Tax2K+VTCMiBaKeUBVAWaWZbozyilzmAugJVvEpcQ\nwsm01psxf6jqoZSqiXn1+ptr+5VSjZRSmyynxc4CI7h5bbrGqr4AR3LvtFySsNVyGcEZoHMhH/fa\nY+c8ntb6quW5jLnGFKpGWr4E9LHWuhnm1blJwFeW04xVMZ+ezF3XXgTuKWScwk6kuRI3ovNsfwbs\nAfy11uWBV4C8F5naWgbgd23DshxuvPHw67TWZzF/4isLVMNc2DZorT1z/SurtR517S42jVwIYUtz\nMK9YPQys1Vr/mWvfN8BKoIrW2gP4lMLVpgygSq7tnJ+HUUq5A9GYV5zu0Vp7Yj61d+1xb1Uv0jE3\nPtceT1meK60Qcd2Q5SzCx8BpoDbmunY4T10rp7XuXMg4hZ1IcyUKqxxwFvjH8onpZtdb2coqIFQp\n1VWZv7E4FvP1CwVSSr2qlApT5q8ul8R8evAUcABz8Q1SSg1USrlZ/jVUStWy3P1PoIZ90xFC3KY5\nwIOYr5PK+1MK5YBTWutLSqmGmK/hLIzFwBillJ/lIvnnc+0rAbgDJ4BspVQnoH2u/X8CPpZV8Rs9\ndhelVDtl/uLPM0AWsKWQseVQSo1T5p9+KKXMXwgaijnnXUACcF4p9Zxlv6tSqo5SKjxXnNUs12YJ\nB5L/w0VhPQMMBc5jXsVaZO8ntHw67Qe8D2QCNTEXlKyb3G22ZWw65q8sd7GcLjwLdMD8yTcD85L8\nZMwFFOBLIFgpdVoptdT22QghbpfWOhVzY1IG8wel3J4CJirzN5tfwdzYFMYXwFrMF4PvxHwZwbXn\nO4/5w9lizKtEA3M/r9Z6P+Zruw5ZTsf55on3N8y15kPMpzS7Yv7Jm8uFjC23C8B7mGvWSWAkEKm1\nPqS1NmG+NrU+5i/8nMRcy641fUss/5uplJKfb3AgZb6MRYiiTynlirlp6q21/tHZ8QghhBAFkZUr\nUaQppToqpTwt10C8DFzBvBQuhBBCFEnSXImirjlwCPO1Dx2Anlrrm50WFEIIIZxKTgsKIYQQQtiQ\nrFwJIYQQQtiQNFdCCCGEEDZkcHYAuSlDKa3cyzs7DJuoH1Dl1oPuAleL0WljF2Xv3zx1nOKSyZEj\nqZw8ebJYpKMMpbQqUc7ZYdhE/cD7bj3oLiD1q2gqPpnAzp07Tmqt8/3+YtFqrtzL4x44wNlh2MT3\nm993dgg2cemKydkh2Exp9yL1cr8jri7Fozw1axTm7BBsRpUoh3utvs4Owya+/+kDZ4dgE1dMV50d\ngs2UKuHq7BBsRhWjRrGUmzpS0O1yWlAIIYQQwoakuRJCCCGEsCFproQQQgghbEiaKyGEEEIIG5Lm\nSgghhBDChqS5EkIIIYSwIWmuhBBCCCFsSJorIYQQQggbkuZKCCGEEMKGpLkSQgghhLAhaa6EEEII\nIWxImishhBBCCBuS5koIIYQQwoakuRJCCCGEsCFproQQQgghbEiaKyGEEEIIG5LmSgghhBDChqS5\nEkIIIYSwIWmuhBBCCCFsqNg0Vw81CSAp+kX2LH+JCUPb5dt/371erP7kKRIWPMvaz0ZhrOSRsy/m\ngyfI2DSZ6GmPOTLkG1q/bg2h9QIJDnqA96dOybc/KyuLqIf7Exz0AG1aNOHIkVQANm5YT8um4TQO\nC6Zl03C+j9/o4Mjz27h+LU1Cg2gYHMgH77+Tb39WVhaPRQ2kYXAgHds046glF4C9e3bTqV0LWjQM\nplXjEC5duuTAyPNbv3YNIXUCqBd4P+9NfTvf/qysLIYM6k+9wPtp3bwxR1JTAcjMzKRT+7bc412O\np8eOcnDU+a1bu4Z6QbUICvBn6jsF5/HwwH4EBfjTommjnDwApk6ZTFCAP/WCarF+3VoHRl38PdQ0\nkKTlL7Mn5lUmDHso3/77Knux+tPRJCx6gbVfjMVYyTPn9i3fPMfWhc+zY+lLPNq7uaNDz6e41LAN\n69fSMCSIsHoBTH+v4Pr1yJCBhNUL4KHWTa3qF8DxY0e57x5PPprxvoMivrF1a9cQHBRAncD7efcG\n837wwP7UCbyfls2s61fHh9pS0asc44tA/YK7o4bZtblSSnVUSv2mlEpRSj1vr+dxcVFMf6433cd8\nRkift+nTIZSA6vdYjZk8rjvz47bTcMA7vPXFWiaOisjZN23uRh55ZZ69wvtXTCYTz4wbTXRMHNt3\n7WHpkoXsT95nNWbO11/h6eVF0t7fGTl6LK++ZP6/1senAouWxrA1MYlPv5jF48OHOiOFHCaTieee\nGcuC6Fg2b09i2dJF/LbfOpf5c2bh4elFQlIyT4wcwxuvvghAdnY2Tz0WxdTpH/FjQhLL477Dzc3N\nGWkA5lyeHjuKZStXk5i0lyWLFpKc57jMnjUTT09PdicfYOSYcbxsOS4lS5bk5VcnMuntqc4I3YrJ\nZGLcmJHExH7Lrt37WLJwAcn7rPP4+quZeHl6sXd/CqPHjuelF58DIHnfPpYsWsjOpL2sXLWGsaOf\nwmQyOSMNh3BU/QJLDXu+L91HfUJI5Jv06diAgBr3Wo2ZPL4n8+MSaNhvMm99/i0TR3cDIOPEOVoP\nfY/G/d+m5eCpTBj2EJUrehT0NA5RXGqYyWTi2afHsHhZLFsSd7OsgDzmzf4KT09PEnfv58mRY3n9\n5Ret9v/3+f/Q7qGOjgy7QCaTifFjR7EidjU7r9WvvPN+1kw8vTzZk3yA0WPG8d8Xr9evV16byFtT\nnF+/4O6pYXZrrpRSrsDHQCegNjBAKVXbHs8VHlSVg8dOkpqWyZVsE0vW7SKiVV2rMQHV7+H7xAMA\nfJ94gIiW1/fHbz/A+QtZ9gjtX0vcnkCNmjWpXr0GJUqUILJPP+JWrbQaE7cqhgGDhgDQo1dv4uM3\norUmuH4IlX19AQisHcTFSxfJynJeXjsTt1O9Rk2qWXLpGdmXNXGxVmPWxMXSb8BgALr2iOTH+E1o\nrYnfsJ7aQXWpUzcYAG8fH1xdXR2ewzXm4+JP9RrmXHr37UdcbIzVmLjYlQwabH4z6NmrN/GbNqC1\npkyZMjRt1pySJUs6I3Qr2xMSqJkrjz79+rMqTx6rYmNy8ugV2Zv4jeY8VsXG0Kdff9zd3alWvTo1\na/qzPSHBGWnYnSPrF0B4nWrWNWztTiJa17MaE1CjMt8n/AbA99t/J6K1uYZdyTZx+Uo2AO4l3HBR\nyl5hFkpxqWE7ExOs61fvfnybp359GxdL/0Hm+tWtZyQ/WPIAiIuNoWq1agQE2u1lU2iJ263nfe++\n/fLN+7jYlTx8rX5FFs36BXdPDbPnylVDIEVrfUhrfRlYCHS3xxP5VvLg+J+nc7bT/jpjddoP4NcD\n6XRvYy5W3dvUo3zZknh7lLZHOHckIz0NP78qOdu+RiPpaWl5xqTnjDEYDJQv78GpzEyrMTHLo6lf\nPxR3d3f7B30Df2SkYfTzy9mu7GskIz39hmMMBgPlyntw6lQmB1MOoJSib48utGvRkA+nv+vQ2PNK\nT0/Dr8r1XIxGv3zHJT3XsTMYDHiU9yAzz3FxtvQ8ry+j0Y+0gvKokuv15WHOIy0t/33T063vW4w4\nrH5BATXsz9MY86w+/fp7Gt3b1gege9tgypcthbdHGQD87vEkYdELHPj2Dd77+jsyTpy1V6i3VFxq\nWEZ6ulX98jUayUjPn4evn/VcOZWZyd9//80H06bynxdedmjMN5KeZl2LC5q75jH5531Rc7fUMHs2\nV0bgWK7t45bbnOKF6TG0CK3Jz/Mn0CK0Jml/nsFk0s4Kx66S9+3llf++wPSP/ufsUG5btimbhK1b\n+N/M2cSujWd1bAw/FIFryMT/G0WqfgG8MG05LRr48/OC52jRwJ+0P09jMl01B/fnGRr2m0yd7q/z\ncNeGVPIu58xQ79jdXsPeeWsiT44cS9myZZ0dinASg7MDUEo9DjwOQInbKwjpf53F7x6vnG1jJU/S\n/rL+5JZx8hz9n50FQJlSJejRNpizf1+8vaDtqLKvkePHr9f09LQ0fI3GPGN8OX78GEY/P7Kzszl3\n7izePj4ApB0/zsB+kXz+5dfUqFHTobHndW9lI2nHj+dsZ6Sn5Sz55x3jazTncv7cWby9ffD1NdK4\naXN8fCoA8GD7juxO2kXL1m0dmsM1vr5Gjh+7nkta2vF8x8XXcuyuHZez587iYzkuRYVvntdXWtpx\njAXlcewYftdeX2fNeRiN+e/r6+vUfsPprOqX2+2/kearYfd4kZZn9SnjxFn6T/gSsNSwdvXz1bCM\nE2fZm5JBs9CaLP/ul9uO504UlxpW2dfXqn6lp6VR2Td/HunHj2E0Xp8r3j4+7NiewMoVy3jt5Rc4\ne/YMLi4uuLu789iIkY5OAzCvuuXOpaC5ax6Tf94XNXdLDbPnylUaUCXXtp/lNita68+11mFa6zBl\nKHVbT5S47yj+VSpQ1dcbN4MrfdqHEPfDHqsxPh5lUJZrEf4z7EFmr9x2W89lbw3CwjmUkkJq6mEu\nX75M9JJFdO7S1WpM5y7dWDB/DgArli2lVas2KKU4c+YMfXp15fU33qJx02bOCN9KSIMwDh1K4Ygl\nl+XRi+nQOcJqTIfOESxaMBeA2BXRNG/VGqUUbdq1J3nfHi5cuEB2djZbfvqRWrUCnZEGYD4uB1MO\nkHrYnMvSxYvoHNHNakzniK7MnzsbgOXLltKqdduc11xRERYeTkquPJYsWkiXPHl0ieiWk8ey6KW0\namPOo0tEN5YsWkhWVhaphw+TknKA8IYNnZGGIzisfgEk7j2C/30VqerrY65hHUKJi99tNcbHM1cN\nG96B2TFbAfOHyZLu5i97eJYrRdOQmvye+tdtx3KniksNC2kQzqGDuerX0kV0ylO/OnaOYOF8c/1a\nuTyaFpY84tbH88u+FH7Zl8KIp8YwfsLzTmuswHxMUvLUr7zzvnNEV+Zdq1/RRbN+wd1Tw+y5crUd\nuF8pVR1zUeoPDLTHE5lMVxk/NZrYD0fg6urC7JXbSD70By8/0YmdyUeJ+2EvLcP8mTgyAq01m3cd\nZNyUpTn3/+6L0TxQ7R7KlipBStxrjHhjId9t3W+PUG/JYDAwddoH9OzaCZPJxOChwwisHcSbE18l\nNLQBnSO6MSRqOI8PH0Jw0AN4eXkza+43AHz+6cccOpjClMlvMmXymwCsiF1DxUqVnJbL21On069n\nF0ymqwwcPJSAwCDefvM16oc2oGPnrgwaMoyRj0fRMDgQLy8vPptl/tamp5cXI0aOpUPrJiilaNe+\nIw917OyUPK7l8t70D+kR0dF8XKKGUbt2EG+8/gqhoWF06dqNocMe4dFhQ6gXeD9e3t58PXdBzv1r\nP1Cd8+fOcfnyZVbFxhATt5ZAJ1zoajAYmDbjI7p26YDJZGJo1HBqBwUx8bVXCG0QRkTXbkQNf4Th\nUYMJCvDHy8ubufMXmnMICiKyT19C6tXGYDAw/YOPnfolAztzWP0CSw2bspjYT0bi6qKYHbPVXMOe\n7MLOfUeJ+/5XWobdz8TR3dAaNu9MYdzkxQDUqn4vbz/dE41GoZg+ZwN7U9Jv8Yz2U1xqmMFgYMp7\nM+jTowsmk4mBg6MIqB3E5DfM9atTl648PHQ4Tz4aRVi9ADy9vPjy6/kOj7MwDAYD70//kG5dOmK6\namLI0GH55/2wR3gkagh1Au/Hy8ubOfOu16+A+6/Xr9iVMcTGrSWwtnMu1L9bapi69s0Guzy4Up2B\n6YAr8JXWetLNxruUuUe7Bw6wWzyO9Ndm5/+uiS1culJ8vmpf2t3pZ8FtxtWl6H2ivB3NGoWxY0di\nkUzmX9ev0pW0e62+DonN3v76+QNnh2ATVyzXpBUHpUoUnw8yRXFF7HaVclM7tNZheW+367uN1no1\nsNqezyGEEPYg9UsIcbuKzS+0CyGEEEIUBdJcCSGEEELYkDRXQgghhBA2JM2VEEIIIYQNSXMlhBBC\nCGFD0lwJIYQQQtiQNFdCCCGEEDYkzZUQQgghhA1JcyWEEEIIYUPSXAkhhBBC2JA0V0IIIYQQNiTN\nlRBCCCGEDUlzJYQQQghhQ9JcCSGEEELYkDRXQgghhBA2JM2VEEIIIYQNSXMlhBBCCGFD0lwJIYQQ\nQtiQNFdCCCGEEDYkzZUQQgghhA0ZnB1AbvUDqrB5yzRnh2ETPh0mOTsEmzi04llnh2AzFy+bnB2C\nzZQtWaSmrgBCAu/jp20fOTsMm/Bq+YKzQ7CJg6tfd3YINuPmWnzWQtwMytkh2F3xOVpCCCGEEEWA\nNFdCCCGEEDYkzZUQQgghhA1JcyWEEEIIYUPSXAkhhBBC2JA0V0IIIYQQNiTNlRBCCCGEDUlzJYQQ\nQghhQ9JcCSGEEELYkDRXQgghhBA2JM2VEEIIIYQNSXMlhBBCCGFD0lwJIYQQQtiQNFdCCCGEEDYk\nzZUQQgghhA1JcyWEEEIIYUPSXAkhhBBC2JA0V0IIIYQQNiTNlRBCCCGEDRWr5mrd2jXUrxNA3cD7\neXfq2/n2Z2VlMWRQf+oG3k+r5o05kpoKQGZmJp3at6WSdzmeHjvKwVHn91B4DZJmP8meeU8xYUDT\nfPurVCrPmvcf5ufPHyXhy8fo0Khmzr46NSoR/1EUO2Y9wfaZj+Pu5urI0PPZ9N1amofVoWlIIB9O\nm5pvf1ZWFk8MG0TTkEC6tGvOsSOpAFy5coWxIx6hbdNQWjasx4fvv+PgyPPbsH4tjUOCCA8OYMZ7\n+ePJysri0aEDCQ8OoEObphy15AKwd89uOrVtTvPwYFo2qs+lS5ccGLm1dWvXUC+oFkEB/kx9p+B5\n8vDAfgQF+NOiaaOceQIwdcpkggL8qRdUi/Xr1jow6uKvOB2Xhxo9QNKCp9mzeAITBrfKt7/KPR6s\n+fBRfv56NAlzxtChSS0A3AyufPZSJNvnjmXb7DG0CKnu6NCtbPpuLS3C69AsNJCPblC/RgwfRLPQ\nQCIebM6xo6mApX49+QjtmobSqlHRqF/r160htF4gwUEP8P7UKfn2Z2VlEfVwf4KDHqBNiyYcsdSv\njRvW07JpOI3DgmnZNJzv4zc6OPL87oa5YrfmSin1lVLqL6XUHns9R24mk4mnx45i+crV7Ejay5JF\nC0lO3mc1ZvasmXh6evJr8gFGjRnHyy89D0DJkiV5+dWJvPV2/snjaC4uiuljO9H9+QWERH1Kn3ZB\nBFStYDXmucHNiY7fR5PHv2TIG8uZMa4TAK4uiq9e7M7oaatpMOwzOoyfyxXTVWekAZiPyYsTxjJ/\n6UrityURs3QRv+9PthqzYO4sPD092bIrmceeGsObr70EQOyKaLIuZ7Fxy07WxG9l7qwvcxovZzCZ\nTDz/zBgWLovlp+27Wb50Ib/tt359zZ/zFZ6enmxP2s+IkWOZ+MqLAGRnZ/PUo0OZOuNjNm9PYsXq\nDbi5uTkjDUwmE+PGjCQm9lt27d7HkoULSN5nncfXX83Ey9OLvftTGD12PC+9+BwAyfv2sWTRQnYm\n7WXlqjWMHf0UJpPJGWk4hCNrWHE6Li4uiukTutH9mVmEDJxGnweDCahWyWrMc1Ftid74K02iPmTI\nKwuZMaE7AMO7hQMQPngGEeNm8vboLiilHJ4DmI/JS/8Zy7wlK9m0NYkV0QXXLw8PT37amcxjT45h\nkqV+rVoRzeWsLDZs2cmaTVuZ9/WXOY2XM5hMJp4ZN5romDi279rD0iUL2Z/n/XHO11/h6eVF0t7f\nGTl6LK9a3h99fCqwaGkMWxOT+PSLWTw+fKgzUshxt8wVe65cfQ10tOPjW0ncnkCNmv5Ur1GDEiVK\n0LtvP1bFxliNWRW7kkGDzS+Mnr16E79pA1prypQpQ9NmzXEvWdJR4d5QeIAvB9NPkZpxhivZV1my\ncS8RzR6wGqM1lC/tDoBHGXcyTp4H4MHwGuw59Be/HvwLgFPnLnL1qnZsArns2rGdajVqUrWa+Zh0\nj+zL2tWxVmPWro6lz4DBAER078Xm7zehtUYpxYV//iE7O5tLly5SooQbZcuXd0YaAOxMTKBajZpU\nq27OpUdkP75dZZ3Lt3Gx9BtozqVrj0h+jN+I1ppNG9ZTu05d6tQNBsDbxwdXV+esKG5PSKBmrnnS\np1//AuZJTM486RXZm/iN5nmyKjaGPv364+7uTrXq1alZ05/tCQnOSMNRvsZBNaw4HZfw2lU4eDyT\n1PTTXMk2seS7JCJaBFqN0VpTvoylhpUtScbJcwAEVK9E/I5DAJw4/Q9n/75IgwCjYxOwyFe/euWv\nX+u+vV6/uuStXxfM9evipYu4lXCjbDnn1S/z+2NNqlvqV2SffsStWmk1Jm5VDAMGDQGgR6/exFvq\nV3D9ECr7+gIQWDuIi5cukpWV5fAcrrlb5ordmiut9Q/AKXs9fl7p6Wn4VfHL2TYa/chIS8s/xq8K\nAAaDgfLlPcjMzHRUiIXiW6Ecx/86l7OdduI8xgrlrMZM+voH+j9Ul5TFY1j+dn+e/tC8tHm/nw9a\nw8p3BrDls0d4un8Th8ae1x8Z6fgaq+RsV/Y1kpGRVsAY83EzH5PynDqVSUT3XpQuU4b6taoSXsef\nEaPH4+Xl7dD4c8vISMdovP768jUWkEt6Osbcry8PD05lZnIw5XeUUvTp0Zm2zcP5cNq7Do09t9xz\nAMzzJK2geVLFOo/MzEzS0vLfNz3d+r7FiSNrWHE6Lr4Vy3P8z7M522knzmGs6GE1ZtLMDfTvEELK\niudZ/m4UT79vfqP/NSWDiOaBuLq6ULWyFyG1jPjdY31fRymofv1RwJzPW79On8qkS/delC5dhpCA\nqjSs68+IUU6uX3leX75GI+l5Xl8Z6en53h9P5Xl/jFkeTf36obi7u9s/6Bu4W+aKwS6PKuyqb7sg\n5q1JYsaSbTSqbWTmC91pMPwzDK4uNK1bheYjZnIh6wrfvvcwO3/PIH5nqrND/td27diOq6sru/an\ncvbMaXp0akuL1m2pWq2Gs0P710zZJrb9vIV18T9TqnRpIiPaExwSSsvWbZ0dmhBO0fehYOat3sGM\nBZtpVOc+Zr7SlwYPz2D2qh0EVK3ETzNHcvTPM2z99SgmJ66+365fLPVrZ7K5fvXsfPfWr2uS9+3l\nlf++wIpVa5wdyl3B6Re0K6UeV0olKqUST548cduP4+tr5Pix4znbaWnHqWw05h9z/Bhgvg7m3Lmz\n+Pj43PZz2kP6yfP4Vbq+fGysWI40y2m/a4Z2rk90vPnc/7Z9aZQsYaCCR2nSTpxj8+6jZJ67yMWs\nbNZsSyHk/nsdGn9u91b2JT3tWM52RnoalSsbCxhjPm7mY3IOb28fli9dSJt27XFzc6NCxUqEN2pK\n0q6dDo0/t8qVfUlLu/76Sk8rIBdfX9Jyv77OnsXbxwdfo5HGTZvjU6ECpUuX5sEOndj9yy6Hxn9N\n7jkA5nliLGieHLPOw8fHB3j61UEAACAASURBVKMx/319fZ1zyqaoyF2/Ttxp/SomxyX9xDmr1SZj\nxfKknThrNWZoRBjRG34FYNueo5Qs4UYFz9KYTFd59oM4Gkd9SN/n5uJZriQHjp50aPzXFFS/7i1g\nzuetX16W+tW6KNWvPK+v9LQ0fPO8vir7+uZ7f/S2vD+mHT/OwH6RfP7l19SoURNnulvmitObK631\n51rrMK11WIUKFW/7cRqEhXMw5QCphw9z+fJlli5eRJeIblZjukR0Zf7c2QAsX7aUVq3bOu1iyRtJ\n3J+Ov9Gbqvd64mZwoU/bIOK2/G415tifZ2kdWg2AWvf5ULKEgRNnLrB++yGCqleklLsBVxdFi+Cq\nJB9xTmECqB8axuGDKRxNNR+TmOjFtO8UYTWmfacIliyYC8CqmGU0b9kapRRGv/vY/EM8ABf++Yed\nidvwv7+Wo1PIEdIgnMMHUzhiyWVF9CI6drHOpWPnCBZ9Y84ldkU0zVu1QSlFm3btSd63hwsXLpCd\nnc2WzT/wQEBgQU9jd2Hh4aTkmidLFi0sYJ50y5kny6KX0qqNeZ50iejGkkULycrKIvXwYVJSDhDe\nsKEz0igyctevindQv4rTcUlMPo6/XwWqVvbCzeBKnweDidtsfSH4sT/P0DrM/CZdq2pFcw07/Q+l\n3N0oXdL8ZY+24f5km66yP/Uvh+cAuerXEUv9WlZA/ep4vX7FxSyjWa769dOP8UDRqF8NwsI5lJJC\nqqV+RS9ZROcuXa3GdO7SjQXz5wCwYtlSWlnq15kzZ+jTqyuvv/EWjZs2c0b4Vu6WuVJsTgsaDAbe\nm/4h3SM6YjKZGBI1jNq1g3jj9VcIDQ2jS9duDB32CI8OG0LdwPvx8vZm9twFOfcPfKA658+d4/Ll\ny8TGxrAybi2BgbUdnofpqmb8B2uIfWcAri4uzP72F5JTT/LysFbs/C2duC0HeP5/3/HJhC6M7tMI\nrTWPTTFfZHnm70t8sGQbmz99BK01a7elsGZrisNzuMZgMDBp6nQGRkZgMpno/3AUtQJr886k1wkO\nCaVD564MGDyMMU8Mo2lIIJ5e3vzvK3OhGvboCMaPfIzWjeujtabfoCHUrlPXqblMfncGfXt04epV\nEwMGRxEQGMTbb75G/ZAGdOzSlUFDhvPUY1GEBwfg5eXF57PmA+Dp5cWTo8bRvlUTlFI82L4j7Tt2\ndloe02Z8RNcuHTCZTAyNGk7toCAmvvYKoQ3CiOjajajhjzA8ajBBAf54eXkzd/5CAGoHBRHZpy8h\n9WpjMBiY/sHHTrswv7gpTsfFZLrK+PdXEjttOK6uitmrEkk+/BcvP/ogO/enEbc5mec/XM0nz/dk\ndL/m5ho2aSkAFb3KEDttOFe1Jv3EOR6ZuNhpeRgMBt58x1y/rppM9Btkrl9T33qd4PqhtO/clf6D\nhzFmxDCahZrr1yczzfUr6tERjB/1GG2aWOrXQOfXr6nTPqBn106YTCYGDx1GYO0g3pz4KqGhDegc\n0Y0hUcN5fPgQgoMewMvLm1lzvwHg808/5tDBFKZMfpMpk98EYEXsGipWqnSzp7RrLnfDXFFa2+d8\ntlJqAdAaqAD8CbyqtZ55s/uENgjTm3/ebpd4HM2nwyRnh2ATh1Y86+wQbMbN1ekLtTZTtmTx+FzU\nrFEYO3YkFq3lY4t/W8MaNAjTP21LdFB09uXV8gVnh2ATB1e/7uwQbKZcMZnzAG6G4lOLS7mpHVrr\nsLy32+1oaa0H2OuxhRDC3qSGCSFuV/FpH4UQQgghigBproQQQgghbEiaKyGEEEIIG5LmSgghhBDC\nhqS5EkIIIYSwIWmuhBBCCCFsSJorIYQQQggbkuZKCCGEEMKGpLkSQgghhLAhaa6EEEIIIWxImish\nhBBCCBuS5koIIYQQwoakuRJCCCGEsCFproQQQgghbEiaKyGEEEIIG5LmSgghhBDChqS5EkIIIYSw\nIWmuhBBCCCFsSJorIYQQQggbumVzpcweVkq9Ytm+TynV0P6hCSHEnZMaJoRwtMKsXH0CNAEGWLbP\nAx/bLSIhhLAtqWFCCIcyFGJMI611qFJqF4DW+rRSqoQ9gtEarpiu2uOhHS415jlnh2AT1XrPcHYI\nNnM0eqyzQxDO4ZAaZtKa8xev2PphneLo2onODsEmqg2f5+wQbObAF4OcHYLNeJe1SwtRpBRm5eqK\nUsoV0ABKqYpA8eiAhBD/H0gNE0I4VGGaqw+A5UAlpdQkYDPwll2jEkII25EaJoRwqFueFtRaz1dK\n7QDaAQroobVOtntkQghhA1LDhBCOVphrrgAOAOeujVdK3ae1Pmq3qIQQwrakhgkhHOaWzZVSajTw\nKvAnYML8yU8D9ewbmhBC3DmpYUIIRyvMytVYoJbWOtPewQghhB1IDRNCOFRhLmg/Bpy1dyBCCGEn\nUsOEEA5VmJWrQ0C8UioOyLp2o9b6fbtFJYQQtiM1TAjhUIVpro5a/pWw/BNCiLuJ1DAhhEMV5qcY\nXgdQSpW1bP9t76CEEMJWpIYJIRytMH+4uY7lz0bsBfYqpXYopYLsH5oQQtw5qWFCCEcrzAXtnwNP\na62raq2rAs8AX9g3LCGEsBmpYUIIhypMc1VGa73p2obWOh4oY7eIhBDCtqSGCSEcqlDfFlRKvQzM\ntWw/jPnbN0IIcTeQGiaEcKjCrFwNByoCy4BooAIwzJ5BCSGEDUkNE0I4VGFWrh7UWo/JfYNSqg+w\nxD4hCSGETUkNE0I4VGFWrl4o5G1CCFEUSQ0TQjjUDVeulFKdgM6AUSn1Qa5d5YFsewcmhBB3QmqY\nEMJZbnZaMB1IBLoBO3Ldfh4Yb8+ghBDCBqSGCSGc4oanBbXWSVrr2YC/1np2rn/LtNanHRhjoX23\nbg1hwbUJqVOLae9Oybc/KyuLYYMHEFKnFu1aNuHIkVQAdmxPoHmjBjRv1IBmjUKJjVnh4Mitbfxu\nLc0aBNG4fiAfvv9Ovv1ZWVk8HjWQxvUD6dS2GUcteUQv/oZ2zcNy/lX2dGfP7l8cHL21h8KqkTRz\nOHtmPcKEfg3z7a9SsRxr3unLz58MJuHToXQIr55v/4mYMYzrHeaokG9o4/q1NAkNomFwIB/c4Lg8\nFjWQhsGBdGxz/bgA7N2zm07tWtCiYTCtGodw6dIlB0Zubd3aNdQLqkVQgD9T33k73/6srCweHtiP\noAB/WjRtxJHU1Jx9U6dMJijAn3pBtVi/bq0Do/737rYaVlxeX1B8cnmovpFdM3qx+8NInulRN99+\nvwplWP1qR7a8041t73anQ4hfzr4JPeqy+8NIds3oxYPBvo4Mu0CbvltLi/A6NAsN5KNpU/Ptz8rK\nYsTwQTQLDSTiweYcO5oKwJUrVxj75CO0axpKq0b1CnxPcrS7oYbd8porrfWV23lgpVQVpdQmpdQ+\npdRepdTY23mcwjKZTEwYP4alK1axbeevLF2yiP3J+6zGzP36Kzw9vdi15zeeGj2O1/5rvuwiMKgO\n8T9tY/O2HUSviGP8mCfJznbOWQOTycQLz4zlm6Wx/JCQxPLoRfy23zqPb+bMwtPTi62/JPPEU2N4\n89UXAYjsO5ANmxPZsDmRjz6bxX1Vq1OnXn1npAGAi4ti+qgH6f5SNCGPzaJP6wAC7vOxGvPcoMZE\n//AbTZ6ay5C3VjFj9INW+6eMaMO67YcdGXaBTCYTzz0zlgXRsWzensSypfmPy/w5s/Dw9CIhKZkn\nRo7hDctxyc7O5qnHopg6/SN+TEhiedx3uLm5OSMNTCYT48aMJCb2W3bt3seShQtI3medx9dfzcTL\n04u9+1MYPXY8L734HADJ+/axZNFCdibtZeWqNYwd/RQmk8kZafwrt1PDnFG/isPrC4pPLi4uivcf\naUzPSetoMH45fZrVIMDPw2rMc5HBLPv5ME2fXcnQ6fFMe7QxAAF+HvRuVoOw8cvpMWkd0x5tgouL\nckYagPmYvPSfscxbspJNW5NYEb2I3/cnW41ZMHcWHh6e/LQzmceeHMOk114CYNWKaC5nZbFhy07W\nbNrKvK+/zGm8nOFuqWGFuaD9dmUDz2itawONgZFKqdr2erIdiQnUqFmTatVrUKJECSJ792X1qpVW\nY1bHrWTAw4MB6N4zku/jN6K1pnTp0hgM5jOkl7IuoZTzJsGuHdupXqMmVS159OjVl7VxsVZj1q6O\npe9Acx4RPSLZ/P0mtNZWY5YvXUSPyD4Oi7sg4bXu5WD6aVL/OMuV7Kss+X4/EU1rWo3RGsqXdgfA\no0wJMjKv/9m3rk39Sf3jLPuOZDo07oLsTDQfl2uvr56RfVmT57isiYul3wDzcenaI5If483HJX7D\nemoH1aVO3WAAvH18cHV1dXgOANsTEqhZ05/qNcx59OnXn1WxMVZjVsXGMGjwUAB6RfYmfuMGtNas\nio2hT7/+uLu7U616dWrW9Gd7QoIz0nAEh9av4vL6guKTS5h/BQ79cZ7Uv/7mSvZVlv50iIiw+6zG\naA3lS5n/Fnj50iXIOH0RgIiw+1j60yEuZ1/lyF9/c+iP84T5V3B4Dtfs2rGdajVqUrWa+Zh079WX\ntautj8m6b2PpYzkmXbr3ynlfUUpx4cI/ZGdnc/HSRdxKuFG2XHlnpAHcPTXMbs2V1jpDa73T8t/n\ngWTAaK/ny0hPx2iskrPta/QjIz39hmMMBgPly3twKtP8xp2YsI3GDerRLLw+78/4JKfZcrSM9DR8\njdeXlisbjWRk5Mkj4/oYg8FAufIenDpl3YDELFtKj9797B/wTfhWKMfxE+dzttNO/I3Rp5zVmElz\nt9C/XSAp859g+ZuRPP3JRgDKlHTjmb4NmTR3i0NjvpE/MtIw+uU6Lr7GfK+v3GNyH5eDKQdQStG3\nRxfatWjIh9PfdWjsuaWnp+Hnd32eGI1+pKWl5R9TJdc88fAgMzOTtLT8901Pt75vceHo+lVcXl95\n44S7Nxdf79Icz/wnZzvt1AUq+1j/sP9bi3fRv2VNfv+0L8teeIhnvtoKQGWfMnnu+w++3qUdE3gB\n/shIxzfX+2NlXyN/ZFjP3T/S063eV8qXL8/pU5l06d6L0qXLEBJQlYZ1/RkxajxeXt4OjT+3u6WG\n3ezbgrGAvtF+rXW3wj6JUqoaEAJs+xexOVRYw0Zs3bGb3/Yn8+Rjw3ioQ0dKlizp7LBuy87EBEqV\nLkVg7TrODuWW+rYJYN66vcyITqRRYGVmPtuZBo/P4r+Dm/Lhsh38c+m2zkoXKdmmbBK2bmFt/BZK\nlSpNZNcOBNcPpWXrts4OrVizVQ0r6vWrOL2+7rZc+jSvwbxNB/hg1V4aPlCRL0e3JPzp5c4Oy6Z+\n2bEdV1dXdiancvbMaXp2bkuL1m2pWq2Gs0Mr0m62PGOTjwxKqbKYfxV5nNb6XAH7HwceB6hS5b68\nuwutsq8vaWnHcrbT045T2de3wDFGPz+ys7M5d+4s3j7W1wDVCgikTNmyJO/dQ0gDx19EXdnXSHra\n8ZztjLQ0KlfOk0dl8xhfozmP8+fO4u19PY8V0YvpGencVSuA9JPn8at4faXKWLEsaZnnrcYM7VCX\n7i9FA7AtOYOSJVyp4FGa8IDK9GzxAJMebYlHWXeuXtVcumzi05W7HJrDNfdWNpJ2PNdxSU/L9/q6\nNibvcfH1NdK4aXN8fMynBR5s35HdSbuc8obh62vk+PHr8yQt7ThGozH/mGPH8Ls2T86excfHB6Mx\n/319fe22mGMLd1zD/k398ruD+lVcXl+547zmbs0l/dQF/HKtVBm9S5ORazUKYEjb++kxaT0ACb+f\noKSbKxXKlSQj85889y1D+qkLjgm8APdW9iU91/tjRnoa91a2nrv3+vpava+cO3cOL28fli9dSOt2\n7XFzc6NCxUqEN2pK0q6dTmuu7pYadrNvC35/s3+FeXCllBvmwjRfa73sBs/zudY6TGsd5lOh4u1l\nAYQ2COdgSgqpqYe5fPky0UsX06lLV6sxnTp3ZcE8858Xi1keTctWbVBKkZp6OOcC9qNHj3Dgt9+4\nr2q1247lTtQPDePQwRSOWPJYsWwx7TtHWI1p3zmCxd+Y81i1IppmLVvnXCd29epVVi5fSo/Ivg6P\nPa/E3/7A3+hF1Xs9cDO40KdVAHE/H7Qac+zEeVrXN78p1ariTckSBk6cucCDzywkYMgXBAz5go+W\n72Tqwm1Oa6wAQhqEcejQ9eOyPHoxHfIclw6dI1i0wHxcYldE07yV+bi0adee5H17uHDhAtnZ2Wz5\n6Udq1Qp0RhqEhYeTknKA1MPmPJYsWkiXCOsFnC4R3Zg/dzYAy6KX0qpNW5RSdInoxpJFC8nKyiL1\n8GFSUg4Q3jD/N0CLijutYf++ft3+NTXF5fUFxSeXHSknqVm5PFUrlcXN4ELvZjWISzxmNeb4yX9o\nU7cyALWMHpR0c+XEuUvEJR6jd7MalDC4ULVSWWpWLk9iyklnpAGY31cOH0zh6BHzMYlZtpj2nfK8\nr3SMYInlmMTFLMt5XzH63cdPP8YDcOGff9iZuA3/+2s5OoUcd0sNu+WFRUqp+4HJQG0g5zyZ1vqm\nbasyv9vPBJK11u/fYZy3ZDAYmPr+DCK7dcZkMvHwkCgCawcxaeKrhISG0TmiK4OjhvPEI0MJqVML\nLy8vvprzDQBbt/zE9PfewWBww8XFhXenf8SdFMo7zeOtd6czoFcXTKarDHh4KAGBQUyZ9Br1QxrQ\noXNXBg4exqjHo2hcPxBPLy8++2pezv1//ulHfI1+VK3u/CVb01XN+I82EPtWJK4uLsxe+yvJRzJ5\neUgzdv7+B3FbD/L8Z/F8Mr49o3s1QAOPvfuts8MukMFg4O2p0+nX03xcBg42H5e333yN+qEN6Ni5\nK4OGDGPk41E0DA7Ey8uLz2aZj4unlxcjRo6lQ+smKKVo174jD3Xs7LQ8ps34iK5dOmAymRgaNZza\nQUFMfO0VQhuEEdG1G1HDH2F41GCCAvzx8vJm7vyFANQOCiKyT19C6tXGYDAw/YOPnXrhdGHdTg1z\nRv0qDq+v4pSL6armmZlbiXmpPa4uijmbDpB8/Az/7RfCzoMnWZ14jBfmJPDRE80Y1SUIjeaJj38E\nIPn4GaJ/PsyOaT3Jvqp5+sufuXr1hmeo7c5gMPDmO9MZGBnBVZOJfoOiqBVYm6lvvU5w/VDad+5K\n/8HDGDNiGM1CA/H08uaTmeZGK+rREYwf9RhtmtRHa02/gUOoXSf/z1I4Mpe7oYapvN8yyzdAqc3A\nq8A0oCvmP3jqorV+5Rb3aw78CPwKXLXc/KLWevWN7hMSGqbjfyqSlzX8a5euXL31oLtAtd4znB2C\nzRyNtuu36R2qXCnnfdXelpo1CmPHjkS7fj33dmrY7dSv+qEN9Prvt9osbnHnqg2fd+tBd4kDXwxy\ndgg24122hLNDsJlSbmqH1jrfNUSF+UpcKa31BqWU0lofAV5TSu0Abtpcaa03A877TQMhhDD71zVM\n6pcQ4k4UprnKUkq5AAeUUqOANKCsfcMSQgibkRomhHCowvzO1VigNDAGaAAMBobaMyghhLAhqWFC\nCIe65cqV1nq75T//xnytghBC3DWkhgkhHK0w3xbcRAE/xKe1Lpq/6iaEELlIDRNCOFphrrmakOu/\nSwKRmP/ulhBC3A2khgkhHKowpwV35LnpJ6VUsf1rrUKI4kVqmBDC0QpzWjD3X2h0wXxBqIfdIhJC\nCBuSGiaEcLTCnBbcgfl6BYV5Kf0w8Ig9gxJCCBuSGiaEcKjCNFeBWutLuW9QSrnbKR4hhLA1qWFC\nCIcqzO9cbSngtp9tHYgQQtiJ1DAhhEPdcOVKKXUvYARKKaVCuP6nIMpj/kE+IYQosqSGCSGc5Wan\nBTsAUYAf8B7XC9M54EX7hiWEEHdMapgQwilu2FxprWcDs5VSkVrraAfGJIQQd0xqmBDCWQpzzVUD\npZTntQ2llJdS6k07xiSEELYkNUwI4VCFaa46aa3PXNvQWp8GOtsvJCGEsCmpYUIIhypMc+Wa+2vL\nSqlSgHyNWQhxt5AaJoRwqML8ztV8YINSapZlexgwx34hCSGETUkNE0I4VGH+tuAUpVQS8KDlpje0\n1mvtG5YQQtiG1DAhhKMVZuUKrfUaYA2AUqq5UupjrfVIu0YmhBA2IjVMCOFIhWquLD/ANwDoi/nv\nci2zZ1BCCGFLUsOEEI50s19ofwBzMRoAnAQWAUpr3cZewSgFBtfCXGNf9JVS6taD7gLpK8Y7OwSb\n8W021tkh2Mzp7R85O4Qiz9E1zEUpSrq52uOhHS77qnZ2CDaR+tXDzg7BZu6LeMvZIdjM6Q2vOjsE\nu7vZytV+4EcgQmudAqCUKj7vtEKI4k5qmBDCKW62TNQLyAA2KaW+UEq14/qfjxBCiKJOapgQwilu\n2FxprVdorfsDAcAmYBxQSSn1P6VUe0cFKIQQt0NqmBDCWW55gZPW+h+t9Tda666Y/wDqLuA5u0cm\nhBA2IDVMCOFo/+rqca31aa3151rrdvYKSAgh7EVqmBDCEYrHV/OEEEIIIYoIaa6EEEIIIWxImish\nhBBCCBuS5koIIYQQwoakuRJCCCGEsCFproQQQgghbEiaKyGEEEIIG5LmSgghhBDChqS5EkIIIYSw\nIWmuhBBCCCFsSJorIYQQQggbkuZKCCGEEMKGpLkSQgghhLAhaa6EEEIIIWxImishhBBCCBsqVs3V\n+rVrCKkTQL3A+3lv6tv59mdlZTFkUH/qBd5P6+aNOZKaCkBmZiad2rflHu9yPD12lIOjzu+7dWto\nUC+Q+kEP8P7UKfn2Z2VlEfVwf+oHPUDbFk04ciQVgB3bE2jeKJTmjUJp1jCE2JjlDo48v+/WraFh\n/do0qFuL6e8WnMvwIQNoULcWD7ZqwlFLLtccP3aUKpU8+HD6ew6K+MYeahpI0vKX2RPzKhOGPZRv\n/32VvVj96WgSFr3A2i/GYqzkCUC9B4zEz36GHUtfImHRC/RuH+ro0K2sW7uGekG1CArwZ+o7Bc+T\nhwf2IyjAnxZNG+XME4CpUyYTFOBPvaBarF+31oFRF3/r160htF4gwbeY98FBD9Am17zfuGE9LZuG\n0zgsmJZNw/k+fqODI8+vuMz7jevX0iQ0iIbBgXzw/jv59mdlZfFY1EAaBgfSsU0zqzz27tlNp3Yt\naNEwmFaNQ7h06ZIDI8/voYY1SZo7kj3zRzNhYLN8+6tUKs+a6UP4+cvHSfhqBB0a+QNgcHXhixe6\ns33WCHbNeYoJg5o7OvR87oYaZrfmSilVUimVoJRKUkrtVUq9bq/nAjCZTDw9dhTLVq4mMWkvSxYt\nJDl5n9WY2bNm4unpye7kA4wcM46XX3oegJIlS/LyqxOZ9PZUe4ZYKCaTiWfGjWZpTBwJu/YQvWQh\n+/PkMefrr/D08uKXvb/z1OixvGrJIzCoDvE/JbB5206iY1YzbvSTZGdnOyMNwJzLs0+PYfHyVfy8\n41eilyzKl8u82V/h6enFjl9/48lR43jt5Res9r/0/ATate/oyLAL5OKimP58X7qP+oSQyDfp07EB\nATXutRozeXxP5scl0LDfZN76/Fsmju4GwIVLV3jk5Tk06D2J7qM+4Z0JkXiULeWMNDCZTIwbM5KY\n2G/ZtXsfSxYuIHmf9TH5+quZeHl6sXd/CqPHjuelF58DIHnfPpYsWsjOpL2sXLWGsaOfwmQyOSMN\nu3NG/Xpm3GiiY+LYvmsPS28y75P2/s7IXPPex6cCi5bGsDUxiU+/mMXjw4faM9RbKi7z3mQy8dwz\nY1kQHcvm7UksW7qI3/Zb5zF/ziw8PL1ISErmiZFjeOPVFwHIzs7mqceimDr9I35MSGJ53He4ubk5\nIw3AUr/Gdab7s/MJGfoxfdrVIaBqBasxzw1pSfSmfTR59HOGvL6UGeO7ABDZpjbubgbCh31K08c+\n59GuDbjvXg9npAHcPTXMnitXWUBbrXUwUB/oqJRqbK8nS9yeQI2a/lSvUYMSJUrQu28/4mJjrMbE\nxa5k0GBz4enZqzfxmzagtaZMmTI0bdackiVL2iu8QtuxPYEaNWtSvbo5j159+hG3aqXVmNWrYhg4\naAgAPXr15vv4jWitKV26NAaDAYBLWZdQSjk8/tx2JCZQvUZNql3LpXdfvs2Xy0r6DxoMQPeekfxg\nyQUgLjaGqlWrERBY2+Gx5xVepxoHj50kNS2TK9kmlqzdSUTrelZjAmpU5vuE3wD4fvvvRLSuC0DK\n0b84ePQEABknznLi9HkqeJd1bAIW2xMSqJlrnvTp159VeebJqtiYnHnSK7I38RvN82RVbAx9+vXH\n3d2datWrU7OmP9sTEpyRhiM4oX5dn/eRBcz7uFUxDMg17+MtcyW4fgiVfX0BCKwdxMVLF8nKyrJX\nqLdUXOb9zsTtVnn0jOzLmrhYqzFr4mLpN8CcR9cekfwYvwmtNfEb1lM7qC516gYD4O3jg6urq8Nz\nuCY80MjBtFOkZpzhSvZVlmzcS0TzAKsxWkP50u4AeJQtSUbm+ZzbS5dyw9VVUcrdjcvZJs7/47zX\n191Sw+zWXGmzvy2bbpZ/2l7Pl56ehl8Vv5xto9GP9LS0/GP8qgBgMBjwKO9BZmamvUK6LenpaRgt\nMQIYjUYy8uSRkZ6eM8ZgMFC+vAenLHkkJmyjUWhdmoYFM+2DT3KaLWfIHSeAr9GPjIz0G47Jncvf\nf//NjPff4dkXX3FozDfiW8mD43+eztlO+/M0xorWn95+/T2N7m3rA9C9bTDly5bC26OM1ZiwoKqU\nMBg4dOyk/YMuQO45AOZ5klbQPKmS65h4mOdJWlr++6anW9+3uHB0/crIc1x8jcZ89SsjPd2qfuWe\n99fELI+mfv1Q3N3d7RXqLRWXef9HRhpGv+vvKZV9jWSkp99wjMFgoFx5D06dyuRgygGUUvTt0YV2\nLRry4fR3HRp7Xr4VynH8r3M522knzmGsUM5qzKRZ8fRvX5eUJeNZPmUgT8/4FoBl8fu4cPEKh5c9\nw++LxzF90RZOn3fepyXBdwAAH+ZJREFUKc67pYbZ9ZorpZSrUuoX4C9gvdZ6mz2fT0BYw0Zs2/kr\nmzZv4/2pU5x+nv92TZn0Ok+OGkfZss5Z4bkdL0xbTosG/vy84DlaNPAn7c/TmExXc/bfW6E8M98c\nwhOvzcv5lC6KrrutfiXv28sr/32B6R/9z9mh3La7cd4XJNuUTcLWLfxv5mxi18azOjaGH4rAtXA3\n0/fBOsz7Ngn/PtPo+dw3zHypJ0qZV71MV69So9f7BPafwdi+TahW2dPZ4RZ5/9fencdVVed/HH99\n4eKWpYAbXEzcAiEVAZ3SyqVSlCVbzLJMs3JqnGmZqcZ2tZosW7TJpmm1MU2zLDNz0l+lU2m5pWVp\nhorKYi4pahrI5fv7414RxKX0wEF8Px8PHnLv+Z7z/Xzlfj98zrnfw63QyxrWWh+QYIypD7xrjDnb\nWruydBtjzFBgKEDTM8887r4iI71kb8oueZyTk02k11u+TfYmvFFRFBUVkb8rn/Dw8OPusyJERnrJ\nyd5U8jgnJ4eIQ8YRERlJTqlx7NqVT9gh44iJbcNpdevy/XcrSUxKrpTYD3UgzgNyc7KJiIg8bBuv\nt+xYli5ZxPvvTWfE/cPJz99JUFAQtWrV4qabh1X2MPyxb8knqnFoyWNv41BytuaXaZO3NZ+r7nwZ\ngNNq16DvhQnk79kHwOmn1WL6s7cwYvxMFn2bVWlxH+rAHDggJycb7+HmyaZNRB14feX754nXW37f\nyMiy+1Ynvzt/NT3+/BVxyM8lNyenXP6KiIwsk79Kz/uc7GwG9L+cF1+eQIsWLY87DidUl3nfJMJL\nTvbB3yl5uTklb78e2iYyMI7du/IJCwsnMtLLOZ3PIzzcv67pop4pfLPiay7o1qNSx3BA7rbdRDU6\no+Sxt+EZ5GzbXabNoD4duOSuSQB89V02tWp4aFCvDlde1JY5i9ZS5Ctm6869LFy5iaTYSLLydlbq\nGA44WXJYpdwtaK3dCXwKlFuhaK190VqbbK1NbtCg4XH3kZTckbWZP5K1fj2FhYW8/dZU+qRllGnT\nJy2dSRNfB+Dd6W/TtVsP19clHSoxuSNrMzPJyvKPY/q0qfRJTS/Tpk9qBpMn/QeA96a/zQVdu2OM\nIStrfckC9o0bNvDjD6tp1iy6sodQIjGpI+vWZrLhwFjefouUQ8bSOzWdKZMmAv63NM4PjOXDufNZ\nsWotK1at5eZht3LHncNdK6wAlny3gVZnNqRZZDghnmD69Upk1rxvyrQJr39ayevpriG9eH3GlwCE\neIKZ+tRNTP7gK979v+WVHntpyR07kllqnkybOoXUQ+ZJalpGyTyZ/s7bdO3unyepaRlMmzqFgoIC\nstavJzPzRzp26uTGMCrVb85fDU8sf60rNe/fOcK8f7PUvO8amCs7d+6k32XpjHz4H5zTufxdYJWt\nusz7DknJrFt3cBzvvvMWvfqklWnTq08aU9/0j2Pme+9wXtduGGPofmFPVn2/kr1791JUVMSCLz4j\nJqaNG8MAYMnqHFpFhdOsSX1CPEH06xHPrC9+KNNm05Z8uiU1ByCmWQNq1fCwdedesn/Kp1tiNAB1\naoXQKS6KHza4s6wBTp4cVmFXrowxDYH91tqdxpjawMVA+XtyHeLxeHhq7D/pm5aCz+dj4ODriYuL\n5+GRD5KYmExqegaDrr+BG6+/jnZtWhMaFsaEiW+W7B93VnN279pFYWEhH8ycwYxZH9HGhQWVHo+H\nJ595lsvSe+Pz+bh20PW0iYvn0VEP0SExiT5pGQwcPIShQ64jIf4sQkPDeHXiZAC+XPA5zzz5BCEh\nIZigIJ4a9xzhDRoco8eKHcsTT43jikv64PP5uOa6wbSJi+cfDz9Eh8Rkeqemc+2gIdx84yCS2sYQ\nGhrKy69Pdi3eo/H5irnj8beY+fwwgoMMr8/4klXrNvPALaks+34js+Z/ywXJrRn1lwyshc+XZXL7\nY28BcHnPRM5LbEVY/dO4NsO/JnrogxP5Zk3lr1fyeDw8M+450lN74fP5GDR4CHHx8Ywa8SCJScmk\npWcweMgNDBk8kPjYVoSGhjFx0hQA4uLjubzflXRoF4fH42Hss+NdXaRbkdzIX2OeeZZLA/N+YGDe\nPzLqIRID8/66wLxvH5j3rwXm/YsvjGfd2kwef+wRHn/sEQDem/lfGjZqVFHhHnMs1WHeezweRo8Z\nS/9LU/H5ihkwcBCxbeIZ/cgIEhKTSOmTzjXXXc+woYPp1L4NoaGh/Pu1NwCoHxrKzcNuo1e3czHG\ncGHPFC5O6ePaWHw+yx1jP2Tmk9f689eHy1mVtZUHhnRj2epcZi1Yw/Dxc3j+rnT+0u8crIWbHnsP\ngBfeW8SLwy9h6YRbMMYwcfZyVq7b4tpYTpYcZipq7Ycxph3wOhCM/wrZW9baUUfbJzEp2X62cHGF\nxFPZfMXVY01NdRkHQGSX29wOwTE7Fj/ndgiO6PKHZJYuXVK1Lh9z/Plr/hfV4+7Jomoy74tKrXk8\n2Z2Z9g+3Q3DMjo8fcjsEx9QOMUutteXW3lTYlStr7TdAh4o6vohIRVH+EpETUa3+QruIiIiI21Rc\niYiIiDhIxZWIiIiIg1RciYiIiDhIxZWIiIiIg1RciYiIiDhIxZWIiIiIg1RciYiIiDhIxZWIiIiI\ng1RciYiIiDhIxZWIiIiIg1RciYiIiDhIxZWIiIiIg1RciYiIiDhIxZWIiIiIg1RciYiIiDhIxZWI\niIiIg1RciYiIiDhIxZWIiIiIg1RciYiIiDjI43YApRVby6/7fW6H4Yjd+4rcDsER109a5nYIjpk5\neYTbIUg1Zi0UFVu3w3BE7o59bofgiHELstwOwTGvjb3R7RDkd9CVKxEREREHqbgSERERcZCKKxER\nEREHqbgSERERcZCKKxEREREHqbgSERERcZCKKxEREREHqbgSERERcZCKKxEREREHqbgSERERcZCK\nKxEREREHqbgSERERcZCKKxEREREHqbgSERERcZCKKxEREREHqbgSERERcZCKKxEREREHqbgSERER\ncZCKKxEREREHVavi6uO5H/GHDvF0bBfLuKeeKLe9oKCAG64bQMd2sfTs1pmNG7IA2Lghi6gGp9Pt\n3CS6nZvE3279UyVHXtb8j+fQ45x2dOsYz7/GjSm3/asFn5PW41xaNanLh+9PL7Nt0JUZtGvZhBsG\nXFZZ4R5Vx2b1ef26DrwxqANXJ3vLbe/VpiHv3tSRlwa056UB7ekT36hk2x+7NOO1axOYMDCBv3Rt\nXplhH9bizz7m+j7nMKhXR6a8NK7c9rcn/Isb0rowtG9X7rr+Mn7K2VSybUtuNn+/sR9D0jpzQ1oX\nNudsrMzQy5jz0X9pFx9DfGwrxjwxutz2goICrh3Qn/jYVpzf+Q9syMoq2Tbm8ceIj21Fu/gY5s75\nqBKjrv7+b85/6ZQQR1LbGMY++Xi57QUFBQy57mqS2sZwUddzS/LXAdmbNtK0UT3+OfapSor4yD7/\ndC5pF3Sgd5f2vPxc+XiWfPk5/VLOo32z+sz54L0y2/JyNnHTgEtI75ZERvdkcjZtqKywy4lvXJdR\nKa15pHdrUmIaHLFdovcMXux3Ns1CawEQbGBwRy8P9WzFyF6tSIk98r6VZfkXn/LXSy/g9owuzHjt\nuXLb5749kbuvvJDhV/VkxJBLyV63BoBvvvwf9w7ozd1XXsi9A3qzctEXlR16OSdDDvNU2JEDjDHB\nwBIgx1qbVlH9+Hw+/v7XW3n7/dlEeqO4+IJzSOmTRkybuJI2k15/lfr167P4m9VMnzaVkQ/cyyv/\nmQxAdPOWzFu4tKLC+818Ph8PDr+didNm0STSyyU9z+OilDRax7QpaeONasqYf77IS8+PLbf/0D/f\nwb59e3nz9VcqM+zDCjJwW7cW3PXud2zdU8gLV7Vjwbqf2fDzvjLtPv1xG8/OW1/mufiI0zk78nRu\nmLQcgGf7taW99wxW5OyqtPhL8/l8/POR4Tz+8jQaNI7kz/17cm73FJq1iilp06pNW8ZPm0ut2nWY\nOeU1XnpqJPc//TIAj98zjAF/vIOkzt3Y98seTJA75zU+n4/bbx3GrNlz8UZFcd45HUlLy6BN3MF5\nMuHVVwitH8p3qzN5a+oU7rv377wxeSqrvv+eaVOnsGzFd+Tl5tIn5SK+/X4NwcHBroylMlRm/rr7\nr7cyfeZ/ifRGceH555CSmk5sqfz1xuuvUr9+KEu//YF3pk1lxAP38Op/3izZft/wO7mwZ0pFhfib\n+Xw+Hrn/b7w0eQZNIrz0T+1K956ptDwrtqRNhLcpjzz9AhP+/Wy5/e+5bShDb72Lzhf0YK+Lc8UA\nAxIjeeZ/69mxt4h7L2rBitzd5O0uKNOupieIHq3DWbd9b8lzSVH1CAkyjJyTSY1gw4herVm8MZ/t\ne/dX8ij8in0+Xnv8fu59fjLhjSO479pUkrr2JKrFWSVtuqT05eIrBgKwZP4cJj41knvGT+L0+mHc\nOe41who2YVPmah4bdg3Pf+Te78qTJYdVxqv2NmBVRXeybMkimrdoSXTzFtSoUYNLr+jP7Fkzy7SZ\nPWsmV13jf/FkXHo5n837BGttRYf2u6xYtphm0S05M7o5NWrUIL1vP+bO/qBMm6gzm9Emvi1BpvyP\nr8sF3alb9/TKCveoYhvXJTd/H3m7CigqtnyyZhtdWoT9pn2ttdQIDsITFERIcBCeIMMOlxITwA/f\nLiPyzGgimkYTUqMG3Xr3ZcEns8u0SfjDedSqXQeANu2S2PpTLgAbMn/A5ysiqXM3AGqfVrekXWVb\nvGgRLVu2onkL/zzp1/8qPpg5o0ybD2bO4JqBgwC47PIrmPfJx1hr+WDmDPr1v4qaNWsS3bw5LVu2\nYvGiRW4MozJVSv5aekj+uuyKK5n9wftl2nz4wfsl+euSSy/nf6Xy16yZM2jWLLpMMeaWb5cv4czo\nFjRt1pyQGjXofcnlfDKnbA7zNm1GTNzZBAWZMs+vXbMan6+Izhf0AKDOaXWp7dJcaR5Wmy17Ctj2\ny3581rJ4Uz7tveVz6yXxjfho9Vb2+w7+LrFADU8QQQZCgoPwFVv27S+uxOjLyly5nCZR0TSOaoYn\npAbn9rqEJfPmlGlTp9TvjYJ9ezHG/7NpHns2YQ2bABDVMobCgl/ZX1i2wKxMJ0sOq9DiyhgTBaQC\nL1dkPwB5ublERkWVPI70esnLzSnXxhvVFACPx8MZ9erx8/btAGzcsJ7unZNJ79WDhV98XtHhHtHm\nvFwivAfH0STSy+a8nKPsUXU1qFuTLbsLSx5v3VNIg7o1yrW7oFU4L1/TnhF9YmgY2P795j18nZ3P\nOzcl8/aNySzesJONO/aV27eybPspj4ZNDr6t2aBJJNu25B2x/ezpk+h0/oUAZGetpe7p9Rhx62Bu\nvqw7L44Zgc/nq/CYDyc3N4eowBwA8HqjyMnJKd+madl5sn37dnJyyu+bm3tyvjZ/i8rOX95S/7eR\n3ijy8nKP2Mbj8XDGGf78tWfPHsY9/QR33/tgRYf5m2zJy6NJxMG50riJly15R54rpWWt+5HTz6jH\nbTcO4IpeXXjy4ftcmyv1a4fwc6kTup17iwitHVKmzZn1axFWJ4RvN+8p8/yy7HwKi4oZkx7L6NQY\n5vywjb373RkHwI6teYQ3iSh5HN6oCTsOk7/mTJ3AbRldmDzuUQbdParc9kUfz6J5bFtCatSs0HiP\n5mTJYRV95WoscDfgXsn+GzRuEsHyVev4dMESHh49hj8OGcjuXe68/XSqWbh+B1e/tpQbJ61g6cad\nDO/ZGoDIerVoFlaHfq8sod8rS+jQtB5tI6vGFblj+b/3p7Fm5Qr6DfkzAD5fEd8u/ZI/3jWC8W/N\nJS87iznvvXmMo0gVcFLkr8cfHcktf76dunXruh3KCfMV+Vi2aCF3PvAoU2bNJ3tjFu+99YbbYR2W\nAfq1j2Dais3ltkWH1aHYwt0zV3Pvhz9wcUwDGpwWUv4gVUzP/oMZ9/4XDLj1Xt59uexbtpvW/sDk\nZx/jxvvKr3GS8iqsuDLGpAFbrLVHfXPWGDPUGLPEGLNk+7Ztx91fRGQkudnZJY9zc3KIiPSWa5OT\n7V9kXFRUxK78fMLCw6lZsyZh4eEAJHRIIrp5CzIz1xx3LCeiSUQkeTkHx7E5N6fMWeDJZNueAhqd\nfvBKVcO6Ndi2p7BMm12/FpVcTp/13U+c1eg0AM5vGcb3m3fz6/5ift1fzKKsHcRHuFdcNWgcwdbN\nB89wtm3OpUGjiHLtli2Yz+QXn2HU+InUCJzdNWgSScvYs4loGk2wx0PnC/vw4/ffVFrspUVGesnO\nPrjQPicnG6/XW77NprLzJDw8HK+3/L6RkSfna/NYjid/bdu29bj7K52bAHJzsomIiDxim6KiInbt\n8uevpUsWMeL+4bRv05IXxj/LM0+O5qUXxh93LCeqUUREmavtP23OoVFE+blyOI0jIomNa0vTZs3x\neDz06JXGqpUrKirUo9q5bz9hdQ4WRPXreNix7+CVrFqeILz1avK3bs35R5+zaBFem2FdmtEstBad\nzqzHd5v34LOwu8DH2m17aRZa241hABDaMILtmw9eqdq+ZTOhh8lfB/jfNjy42Hv7T7k8/bcb+dOo\nsTRuGl2RoR7TyZLDKvLKVRcgwxiTBUwBehhjyp2CWGtftNYmW2uTwxsc/x0VHZI6sm5tJhuy1lNY\nWMi7b08lpU/Z9acpfdKYMmkiAO+/+w7nd+2OMYZtW7eWXHrOWr+OdWsziY5ucdyxnIh2HZLJWp/J\npg1ZFBYWMvO9aVyUkupKLCdq9U978NavTZMzauIJMvQ4qwEL1v1cpk3p5NW5RRgbA4vdt+wuoL33\nDIIMBAcZ2kedUW4hfGWKObsDORvWk5e9gf2Fhcyb/R7ndi+7eDjz+28YO/JORj03kdDwhmX2/WX3\nLnb+7D95WP7lZzRrGYMbkjt2JDPzR7LW++fJtKlTSE3LKNMmNS2DSRNfB2D6O2/TtXsPjDGkpmUw\nbeoUCgoKyFq/nszMH+nYqZMbw6gMvzt/NWjQ8NDNv1niIflr+ttvkZKaXqZN79T0kvw1o1T++nDu\nfFasWsuKVWu5edit3HHncG66edhxx3Kizm6fxMb1a8nemMX+wkJmz3iH7hf/thx2dkISu3bl8/N2\nf6G6aMF8WraOPcZeFSNrxz4a1a1JeJ0Qgo2hY9N6rMjdXbJ9X1Exf31/Nfd+uIZ7P1zDuu37GP/F\nBjbs+JWf9+4nJnCiWCPY0Dy8Npt3u7dOqWV8ezZvWs+WnI0U7S9k4UczSOp6cZk2eRvXlXz/9Wcf\n06Sp/w7tX3bn88Stg7j6L/cQk9CxUuM+nJMlh1XY3YLW2nuAewCMMd2AO62111ZUfx6Ph9FPjaNf\n31SKfT4GDBxMbFw8jz08goTEJHqnpnPNoCH86cbBdGwXS/3QUF6aMAmAhV98xuhHRhIS4sEEBfHk\nuPGEhv22hdcVMY6Rjz3DdVemU1zso9/VgzgrNo6nR4+ibUIiF6ekseLrJdw8qD/5+Tv5eM6HjH3i\nEeZ8vgyAfmkXsi5zDb/8sodz27Vk9NgX6Nrj4mP0WjGKLTw7bx1P9I0jyBhmf/8TWT/v4/pzmvLD\nT3tYsH4HlyVE0KVFGL5iy65fixg9NxOA+Znb6dC0Hq9em4C1sHjDThau3+HKOACCPR7+fN9j3HPT\nlRQXF9Pr0quJbh3LhH+O5qz4BDr3SOHFJ0eyb+8vPHzHDQA0iozi4fFvEBwczNC7RnD3kMux1tI6\nvh19AnflVDaPx8Mz454jPbUXPp+PQYOHEBcfz6gRD5KYlExaegaDh9zAkMEDiY9tRWhoGBMnTQEg\nLj6ey/tdSYd2cXg8HsY+O77a3inoRv564qlxXHFJH3w+H9dcN5g2cfH84+GH6JCYTO/UdK4dNISb\nbxxEUtsYQkNDefn1yRUVzgnxeDzc+/CT/PGavviKi7m0/0BaxbThuTGPEN++A917pvLt8qXcfuMA\nduXvZN7c2Yx/+lFmfLKY4OBg7nzgUW7onw7WEtcugSsGDHZlHMUW3vw6l9sviCbIGL5Yv4O8XQVk\nxDdiw8/7WJG3+4j7zsv8mcEdvYzo2QoMLFi/k5x894qrYI+HwX9/mMeGXUNxcTHdMvrTtGUM0/41\nhuZx7Unu2pM5Uyfw7Vef4/F4OO2Metwy6hkAPpo6gZ82ZTH9pbFMf8l/h/o9z0+mXpg7f17iZMlh\npjLuliuVnI56K3NCYpL9+LOvKjyeyrB7X5HbITji+knL3A7BMff1POvYjU4S57V2/+/mOKHLH5JZ\nunSJOXZL9/zW/NUhMdl+8nn1yF+5Lt484qRxC7LcDsExPVqFuh2CY/q2rT7LCWqHmKXW2uRDn6/w\nv3MFYK2dB8yrjL5ERJyk/CUiv1e1+gvtIiIiIm5TcSUiIiLiIBVXIiIiIg5ScSUiIiLiIBVXIiIi\nIg5ScSUiIiLiIBVXIiIiIg5ScSUiIiLiIBVXIiIiIg5ScSUiIiLiIBVXIiIiIg5ScSUiIiLiIBVX\nIiIiIg5ScSUiIiLiIBVXIiIiIg5ScSUiIiLiIBVXIiIiIg5ScSUiIiLiIBVXIiIiIg5ScSUiIiLi\nIBVXIiIiIg4y1lq3YyhhjNkKbKjgbhoA2yq4j8pSXcZSXcYBGsvv1cxa27CC+6gUyl+/m8ZS9VSX\ncUDljeWwOaxKFVeVwRizxFqb7HYcTqguY6ku4wCNRSpWdfqZaCxVT3UZB7g/Fr0tKCIiIuIgFVci\nIiIiDjoVi6sX3Q7AQdVlLNVlHKCxSMWqTj8TjaXqqS7jAJfHcsqtuRIRERGpSKfilSsRERGRCnPK\nFFfGmBRjzA/GmExjzHC34zkRxphXjTFbjDEr3Y7lRBhjmhpjPjXGfG+M+c4Yc5vbMR0vY0wtY8wi\nY8yKwFhGuh3TiTDGBBtjvjbGfOB2LOJXXXKY8lfVU93yF7ifw06J4soYEwyMB3oDccDVxpg4d6M6\nIROAFLeDcEAR8DdrbRxwDjDsJP65FAA9rLXtgQQgxRhzjssxnYjbgFVuByF+1SyHTUD5q6qpbvkL\nXM5hp0RxBXQCMq2166y1hcAU4BKXYzpu1tr/AT+7HceJstbmWWuXBb7fjX8ieN2N6vhYvz2BhyGB\nr5NyQaMxJgpIBV52OxYpUW1ymPJX1VOd8hdUjRx2qhRXXmBTqcfZnKSToLoyxkQDHYCv3I3k+AUu\nQy8HtgBzrbUn61jGAncDxW4HIiWUw6ow5a8qx/UcdqoUV1KFGWPqAu8At1trd7kdz/Gy1vqstQlA\nFNDJGHO22zH9XsaYNGCLtXap27GInAyUv6qWqpLDTpXiKgdoWupxVOA5cZkxJgR/YppkrZ3udjxO\nsNbuBD7l5FxX0gXIMMZk4X/rqYcx5g13QxKUw6ok5a8qqUrksFOluFoMtDbGNDfG1ACuAt53OaZT\nnjHGAK8Aq6y1T7sdz4kwxjQ0xtQPfF8buBhY7W5Uv5+19h5rbZS1Nhr/PPnEWnuty2GJcliVo/xV\nNVWVHHZKFFfW2iLgz8BH+BcdvmWt/c7dqI6fMeZNYCEQY4zJNsbc4HZMx6kLMBD/mcXywFcft4M6\nThHAp8aYb/D/IpxrrdWfMRBHVKccpvxVJSl/OUx/oV1ERETEQafElSsRERGRyqLiSkRERMRBKq5E\nREREHKTiSkRERMRBKq5EREREHKTi6hRljPEFbh1eaYyZZoypcwLH6nbgk8eNMRnGmOFHaVvfGPOn\n4+hjhDHmzsM83/ck/rBUETkOyl9S1am4OnXts9YmWGvPBgqBm0tvNH6/+/VhrX3fWjv6KE3qA787\nOR1FX0DJSeTUovwlVZqKKwH4DGhljIk2xvxgjPkPsBJoaozpaYxZaIxZFjhDrAtgjEkxxqw2xiwD\nLjtwIGPMYGPMc4HvGxtj3jXGrAh8dQZGAy0DZ51jAu3uMsYsNsZ8Y4wZWepY9xlj1hhjPgdiDg06\ncLwMYEzgeC2NMQnGmC8Dx3rXGBMaaDvPGPO4MWZR4JjnB54PNsaMKdX/Hyvkf1hEKoryl/JXlaPi\n6hRnjPEAvYFvA0+1Bp631sYDvwD3AxdZaxOBJcBfjTG1gJeAdCAJaHKEwz8LzLfWtgcSge+A4cDa\nwFnnXcaYnoE+OwEJQJIx5gJjTBL+jy5IAPoAHQ89uLV2Af6PALkrcLy1wH+Av1tr2wXG9FCpXTzW\n2k7A7aWevwHIt9Z2DPRxkzGm+W/9/xMR9yh/KX9VVR63AxDX1DbGLA98/xn+z8iKBDZYa78MPH8O\n/kvWXxhjAGrg/9iKWGC9tfZHAOP/UMyhh+mjB3Ad+D9xHcg/cCZWSs/A19eBx3XxJ6vTgXettXsD\nfRzzc9SMMfWA+tba+YGnXgemlWpy4INVlwLRpfpvZ4y5IvC4XqD/9cfqT0Rco/x1sH/lrypIxdWp\na5+1NqH0E4EE9Evpp/B/xtTVh7Qrs98JMsBj1tp/H9LH7Q72cUBB4F8fB1/7BviLtfajCuhPRCqG\n8tfB/pW/qiC9LShH8yXQxRjTCsAYc5ox5iz8n5YebYxpGWh39RH2/xi4JbBvcODMbDf+s7oDPgKG\nlFoL4TXGNAL+B/Q1xtQ2xpyO/xL+4ZQcz1qbD+w4sB4B/4eqzj/CfqX7v8UYExLo/yxjzGnH2EdE\nqj7lL3GNrlzJEVlrtxpjBgNvGmNqBp6+31q7xhgzFJhljNmL/7L86Yc5xG3Ai8b/qfc+4BZr7UJj\nzBfGmJXA7MC6hTbAwsCZ5x7gWmvtMmPMVGAFsAX/J7UfzhTgJWPMrcAVwCDgBeO/NXsdcP0xhvky\n/kvsy4w/gK347+ARkZOY8pe4yVhr3Y5BREREpNrQ24IiIiIiDlJxJSIiIuIgFVciIiIiDlJxJSIi\nIuIgFVciIiIiDlJxJSIiIuIgFVciIiIiDlJxJSIiIuKg/wc3Vwoo795OKwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n",
    "\n",
    "for i, (encoder_input, target) in enumerate([(train_df.Sxx.to_list(), np.array(train_df.tones.to_list())), \n",
    "                      (val_df.Sxx.to_list(), np.array(val_df.tones.to_list()))]):\n",
    "\n",
    "    max_input_sequence_length = max([sequence.shape[0] for sequence in encoder_input])\n",
    "    encoder_input = [np.pad(sequence, ((0, max_input_sequence_length - sequence.shape[0]), (0, 0))) for sequence in encoder_input]\n",
    "\n",
    "    pred = model.predict(np.array(encoder_input))\n",
    "\n",
    "    cm = tf.math.confusion_matrix(np.argmax(target, axis=1), \n",
    "                                      np.argmax(pred, axis=1)).numpy()\n",
    "    cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "\n",
    "    ax[i].imshow(cm, cmap=plt.cm.Blues)\n",
    "\n",
    "    fmt = '.2f'\n",
    "    thresh = cm.max() / 2.\n",
    "    for m in range(cm.shape[0]):\n",
    "        for n in range(cm.shape[1]):\n",
    "            ax[i].text(n, m, format(cm[m, n], fmt),\n",
    "                      ha=\"center\", va=\"center\",\n",
    "                      color=\"white\" if cm[m, n] > thresh else \"black\")\n",
    "\n",
    "    ax[i].set_xlabel(\"Predicted tone\")\n",
    "    ax[i].set_ylabel(\"Actual tone\")\n",
    "\n",
    "ax[0].set_title(\"Training Set\")\n",
    "ax[1].set_title(\"Validation Set\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Rtc4f0HmUsyw"
   },
   "source": [
    "For both training and validation sets, tone 5 is misclassified for all instances. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "TaKnEWy1a4tT"
   },
   "outputs": [],
   "source": [
    "model.save('/content/drive/My Drive/seq_tone_model.h5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "PsTuW-pGFlNZ"
   },
   "source": [
    "## Evaluation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "o3pomyLwUhbO"
   },
   "source": [
    "We can test the trained model using audio input in the browser"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "bAWqwHRt8cUU"
   },
   "outputs": [],
   "source": [
    "from IPython.display import Javascript\n",
    "from google.colab import output\n",
    "from base64 import b64decode\n",
    "from io import BytesIO\n",
    "!pip -q install pydub\n",
    "from pydub import AudioSegment\n",
    "\n",
    "RECORD = \"\"\"\n",
    "const sleep  = time => new Promise(resolve => setTimeout(resolve, time))\n",
    "const b2text = blob => new Promise(resolve => {\n",
    "  const reader = new FileReader()\n",
    "  reader.onloadend = e => resolve(e.srcElement.result)\n",
    "  reader.readAsDataURL(blob)\n",
    "})\n",
    "var record = time => new Promise(async resolve => {\n",
    "  stream = await navigator.mediaDevices.getUserMedia({ audio: true })\n",
    "  recorder = new MediaRecorder(stream)\n",
    "  chunks = []\n",
    "  recorder.ondataavailable = e => chunks.push(e.data)\n",
    "  recorder.start()\n",
    "  await sleep(time)\n",
    "  recorder.onstop = async ()=>{\n",
    "    blob = new Blob(chunks)\n",
    "    text = await b2text(blob)\n",
    "    resolve(text)\n",
    "  }\n",
    "  recorder.stop()\n",
    "})\n",
    "\"\"\"\n",
    "\n",
    "def record(sec=3):\n",
    "    display(Javascript(RECORD))\n",
    "    s = output.eval_js('record(%d)' % (sec*1000))\n",
    "    b = b64decode(s.split(',')[1])\n",
    "    audio = AudioSegment.from_file(BytesIO(b))\n",
    "    return audio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "oJk9sFnLFts1"
   },
   "outputs": [],
   "source": [
    "def predict_tone(num_syl):\n",
    "    print(\"Recording: start\")\n",
    "    audio = record(sec=3)\n",
    "    print(\"Recording: stop\")\n",
    "    audio.export(r'/content/drive/My Drive/word.wav', format=\"wav\")\n",
    "    fs, data = wavfile.read(r'/content/drive/My Drive/word.wav')\n",
    "    if len(data.shape) > 1:\n",
    "      data = data.T[0]\n",
    "    plt.plot(data)\n",
    "    plt.show()\n",
    "  \n",
    "    if num_syl == 1:\n",
    "        f, t, Sxx = signal.spectrogram(data, fs, nperseg=1024, nfft=1024*4)\n",
    "        Sxx = Sxx[:86]\n",
    "        Sxx = Sxx / np.max(Sxx)\n",
    "        Sxx = trim_silences(Sxx)\n",
    "        plt.pcolormesh(Sxx)\n",
    "        plt.show()\n",
    "        return [model.predict(np.expand_dims(Sxx.T, 0))]\n",
    "    elif num_syl == 2:\n",
    "        fig, ax = plt.subplots(1, 2)\n",
    "        f, t, Sxx = signal.spectrogram(data, fs, nperseg=1024, nfft=1024*4)\n",
    "        Sxx = Sxx[:86]\n",
    "        Sxx = trim_silences(Sxx)\n",
    "        #Separate the sylables\n",
    "        Sxx1, Sxx2 = split_spectrogram(Sxx)\n",
    "        Sxx1 = Sxx1 / np.max(Sxx1)\n",
    "        Sxx2 = Sxx2 / np.max(Sxx2)\n",
    "        ax[0].pcolormesh(Sxx1)\n",
    "        ax[1].pcolormesh(Sxx2)\n",
    "        plt.show()\n",
    "        return [model.predict(np.expand_dims(Sxx1.T, 0)), model.predict(np.expand_dims(Sxx2.T, 0))]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "yD7datdGuXQo"
   },
   "source": [
    "Run the following cell to record a Chinese word. The model predicts the tones of its component sylables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 937
    },
    "colab_type": "code",
    "id": "3zsg2bMlGjSv",
    "outputId": "2433b3b6-9d13-40a7-b2d5-103a325c9d08"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Please choose the number of sylables (1 or 2): 2\n",
      "Recording: start\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "const sleep  = time => new Promise(resolve => setTimeout(resolve, time))\n",
       "const b2text = blob => new Promise(resolve => {\n",
       "  const reader = new FileReader()\n",
       "  reader.onloadend = e => resolve(e.srcElement.result)\n",
       "  reader.readAsDataURL(blob)\n",
       "})\n",
       "var record = time => new Promise(async resolve => {\n",
       "  stream = await navigator.mediaDevices.getUserMedia({ audio: true })\n",
       "  recorder = new MediaRecorder(stream)\n",
       "  chunks = []\n",
       "  recorder.ondataavailable = e => chunks.push(e.data)\n",
       "  recorder.start()\n",
       "  await sleep(time)\n",
       "  recorder.onstop = async ()=>{\n",
       "    blob = new Blob(chunks)\n",
       "    text = await b2text(blob)\n",
       "    resolve(text)\n",
       "  }\n",
       "  recorder.stop()\n",
       "})\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Recording: stop\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEDCAYAAAA2k7/eAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+D9JRKsogcrkgQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD4CAYAAAD1jb0+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiKJ+v9PXO1/nOAbgAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:5 out of the last 12 calls to <function _make_execution_function.<locals>.distributed_function at 0x7f570b8de510> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings is likely due to passing python objects instead of tensors. Also, tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. Please refer to https://www.tensorflow.org/beta/tutorials/eager/tf_function#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n",
      "[array([[0.15440603, 0.4760544 , 0.19953135, 0.12345186, 0.04655645]],\n",
      "      dtype=float32), array([[0.17771745, 0.23659146, 0.26627418, 0.17338577, 0.14603114]],\n",
      "      dtype=float32)]\n",
      "Sylable 1 prediction: 2\n",
      "Tone 1 probability: 15.440603%\n",
      "Tone 2 probability: 47.605440%\n",
      "Tone 3 probability: 19.953135%\n",
      "Tone 4 probability: 12.345186%\n",
      "Tone 5 probability: 4.655645%\n",
      "...\n",
      "Sylable 2 prediction: 3\n",
      "Tone 1 probability: 17.771745%\n",
      "Tone 2 probability: 23.659146%\n",
      "Tone 3 probability: 26.627418%\n",
      "Tone 4 probability: 17.338577%\n",
      "Tone 5 probability: 14.603114%\n",
      "...\n"
     ]
    }
   ],
   "source": [
    "num_syl = int(input(\"Please choose the number of sylables (1 or 2): \"))\n",
    "prediction = predict_tone(num_syl=num_syl)\n",
    "print(prediction)\n",
    "for i, sylable in enumerate(prediction):\n",
    "    print(\"Sylable {:d} prediction: {:d}\".format(i + 1, np.argmax(sylable) + 1))\n",
    "    for j in range(5):\n",
    "        print(\"Tone {:d} probability: {:f}%\".format(j + 1, sylable[0][j]*100))\n",
    "    print(\"...\")"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "name": "Mandarin Tone Recognition (multi_word) RNN.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}