Noisy_speech_recognition.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Cornell DSP Final: Noise reduction.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "_Tg92k2ktqt5",
        "colab_type": "code",
        "outputId": "4b7411ac-4432-4a93-ebcf-57db2c4e5169",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 122
        }
      },
      "source": [
        "# Connect with Google Drive\n",
        "from google.colab import drive\n",
        "drive.mount('/gdrive')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "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&response_type=code&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\n",
            "\n",
            "Enter your authorization code:\n",
            "··········\n",
            "Mounted at /gdrive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aT7EVQbltwBS",
        "colab_type": "code",
        "outputId": "0c01c852-c5c9-48a7-a46a-edc2b5ea31c9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 326
        }
      },
      "source": [
        "import sys\n",
        "folder_url = \"/gdrive/My Drive/Colab Notebooks/Data/DSP Final/\"\n",
        "sys.path.append(folder_url)\n",
        "!pip install ffmpeg-python\n",
        "from voice_recording import record\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from scipy.io import wavfile\n",
        "import scipy.signal\n",
        "!pip install librosa\n",
        "import librosa #pip install librosa\n",
        "from librosa import stft, istft\n",
        "from librosa.core import amplitude_to_db, db_to_amplitude\n",
        "import IPython\n",
        "import os\n",
        "import time\n",
        "from joblib import dump, load"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting ffmpeg-python\n",
            "  Downloading https://files.pythonhosted.org/packages/d7/0c/56be52741f75bad4dc6555991fabd2e07b432d333da82c11ad701123888a/ffmpeg_python-0.2.0-py3-none-any.whl\n",
            "Requirement already satisfied: future in /usr/local/lib/python3.6/dist-packages (from ffmpeg-python) (0.16.0)\n",
            "Installing collected packages: ffmpeg-python\n",
            "Successfully installed ffmpeg-python-0.2.0\n",
            "Requirement already satisfied: librosa in /usr/local/lib/python3.6/dist-packages (0.6.3)\n",
            "Requirement already satisfied: scikit-learn!=0.19.0,>=0.14.0 in /usr/local/lib/python3.6/dist-packages (from librosa) (0.22.2.post1)\n",
            "Requirement already satisfied: resampy>=0.2.0 in /usr/local/lib/python3.6/dist-packages (from librosa) (0.2.2)\n",
            "Requirement already satisfied: scipy>=1.0.0 in /usr/local/lib/python3.6/dist-packages (from librosa) (1.4.1)\n",
            "Requirement already satisfied: decorator>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from librosa) (4.4.2)\n",
            "Requirement already satisfied: numba>=0.38.0 in /usr/local/lib/python3.6/dist-packages (from librosa) (0.48.0)\n",
            "Requirement already satisfied: joblib>=0.12 in /usr/local/lib/python3.6/dist-packages (from librosa) (0.14.1)\n",
            "Requirement already satisfied: six>=1.3 in /usr/local/lib/python3.6/dist-packages (from librosa) (1.12.0)\n",
            "Requirement already satisfied: numpy>=1.8.0 in /usr/local/lib/python3.6/dist-packages (from librosa) (1.18.4)\n",
            "Requirement already satisfied: audioread>=2.0.0 in /usr/local/lib/python3.6/dist-packages (from librosa) (2.1.8)\n",
            "Requirement already satisfied: llvmlite<0.32.0,>=0.31.0dev0 in /usr/local/lib/python3.6/dist-packages (from numba>=0.38.0->librosa) (0.31.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from numba>=0.38.0->librosa) (46.1.3)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dlrFeKR-aqrq",
        "colab_type": "code",
        "outputId": "90e5afc3-14d8-4f82-992c-6f2442aac284",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 126
        }
      },
      "source": [
        "#Voice recording. Speak one of these words: up, off. Other words (may work): yes, no, stop, go, on, down, left, right\n",
        "record_rate, record_audio = record(1)\n",
        "print('record rate', record_rate)\n",
        "IPython.display.Audio(data=record_audio, rate=record_rate)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Speak Now...\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "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": "stream",
          "text": [
            "Done Recording !\n",
            "record rate 48000\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Kr25-VxXtyg6",
        "colab_type": "code",
        "outputId": "8c4fad34-78cc-4d54-bf91-f4807e800766",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 126
        }
      },
      "source": [
        "FIXED_LENGTH = 10000 #10000\n",
        "CUT_LENGTH = 2000 #2000\n",
        "\n",
        "## Load data\n",
        "#signal\n",
        "source_data = record_audio\n",
        "source_rate = record_rate\n",
        "source_data = source_data / max(source_data)\n",
        "\n",
        "FIXED_RATE = source_rate * FIXED_LENGTH/len(source_data)\n",
        "#FIXED_RATE = source_rate\n",
        "print('fixed rate',FIXED_RATE)\n",
        "source_data = librosa.resample(source_data, source_rate, FIXED_RATE)\n",
        "print('source_data', len(source_data))\n",
        "\n",
        "#noise\n",
        "noise_file = folder_url + \"cafe_short.wav\"\n",
        "noise_rate, noise_data = wavfile.read(noise_file)\n",
        "noise_data = noise_data / max(noise_data)\n",
        "noise_data = librosa.resample(noise_data, noise_rate, FIXED_RATE)\n",
        "print('noise_data', len(noise_data))\n",
        "\n",
        "noise_clip = noise_data[: len(source_data)]\n",
        "noise_add = noise_data[len(source_data) : len(source_data)*2]\n",
        "#noise_add = noise_clip\n",
        "\n",
        "# apply noise\n",
        "audio_clip = source_data + noise_clip\n",
        "\n",
        "#IPython.display.Audio(data=source_data, rate=source_rate)\n",
        "#IPython.display.Audio(data=noise_clip, rate=noise_rate)\n",
        "IPython.display.Audio(data=audio_clip, rate=FIXED_RATE)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "fixed rate 5208.333333333333\n",
            "source_data 10000\n",
            "noise_data 23685\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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/BcBVgZQBPIITxDKC2ILzQxr/gP0S/mjBQ8KCgUg+97yOfHO5S3rMfdx9vP30PVtALsH2A4KGAYPOQtZC9oE8vHM8sQJERblEc8KvwkRAAYECAPO9qnxLfJR8TTjYeBw5Gb5vATEBG0NUhSBFxQOzgqxCm0GygF5Cr0Ad/TW/J33auyg6g7ulPY9AO8JkhjrFagQIBCeBmX5OfVL+nL50f05/i79Nvz39zT1LvI98z30HPxK+Br/iAm7BqALDwgEB7MHgAw5E+IS9Qw8/Lfxz/QFAHMGwgQJ/ssBRPjm7fj11PVG/08BlvmF78n2uP7s/J0BqwTQBcQHFwiSAtEMiQrFDD8RZwYnBd75yO2e9Xf6M/dr/5gBhwCLBd8Gjv/t9BHyPfQF7gT6GBAMEOUMRgpsAqj2UvCx8Ab7QwvYGG4XOgsuArz/T/lI9PP/RASgBaEG9foK9J/yReaB6qn4mAJUEKIK6wYVC1EMwwo5ATj4CPQu7o/1IgPD/CX5z/oMBfMLEwrjDDkUIhkTCZD9aPqk9xX6G/os9t31qPI07Jb5lv7R9qT5SQJqDvEUuxEVBTP/9P6Q+Lf5jP6PA2kI/xAgFkgUoQOF6FDk6uEP5qL1XQdsDVUQ0xZHCbICUAX9Av/4C/U0+bj4E/5U+v7wzfuyBhURuA/lBQMCovwT/z/7HPVT86v0EP44BpEGsgCU+e36RgRMEr4ZjRmxEYT9v/Uu8yfixuef99EAFBPjEAwFJ/uN70nuQfR++Z78lvyOAQsL8guYCfkGRwFrBdIS6BIdCXn8F/bE9VH6X/8z/4H5HvclB7AH0va577TuKPNv+/gC4gdyAJr52P69BR8LlgX3BLwVCRFMAXb+6/0vAlsDvQNl/l4AmQf0/y71l+1L7yvx5/Ia/gwL+AiDA2cGkgQd/BD9Gf7r/MIEUw1sCYD2/PUg/W3/jAKXAdIGMgMR99/76P6M/Bn+XwLYB0AC2giVBmH1GwC4BEL/PgfGCUkCyf3xAiYHvAjdAEr2UfYw9czs4PMG+L7r3/jJBwsKbhf7E2/7yfJP+s4FUgLqBoQNnfpD/OsBCfvq+5v9QPWe+P8AHAarCav+g/1ZASQE2P0c/8oIugrDDqwJrf7D/FT+pPP78Zf4XPwM/YsIcBCHBUQDs//677DsR/eD9A39owVDAzEG0QYtCMgJ9QnrABn1pvz0AY3/5givAUn2uvnj9Xf4OQznEikOFAdEAOX6O/NI7pTp7fKMAxgGHg/nGBYWehU9CZT1SO967Xjvzvei/p38JvLD9eH4tPn3CkkT6gn2CWIGVQFWBPH/wv8L/IP/Iv4z/bIGVQi0CqYCtvgc9Rny0fNi+gD85fnf9+bxLfv+B7YMMRJqEDULGQcZBOsDDf8p/mEFQQRZABT/xvuQ9836VQH1AAr7L/PA8hj2zvAD83UEbQgFCwcZCxCcBU0LTQoIAnb/nv2N+XH2KfAe7rDzhv1iAhYCN/kA+Kz95wPe/8D6fvvT+eUFHBJIEp4QiBojGBcMgv7O9KHuLPJg/pD51/Si/RL+mPwn/In8k/6v96v+9wOr/934TQUGBa35QwjICOwCHwWXAhz6UPeO/EgIHQfoAUf/Ff31/lgAxQVBA1n/V/rI+Un+Xfq4+0wAJvmKAJYRwg2tA9v+/vPU69D1yfju/skEjgXrEA8OZAV0+n/9YAhKBUAFKQEv/p3+nvYn+CH9X/TW+fEAifwYBQANOQg8CHwCJ/Vw+4cDnwY6/yf3T/Rk9Bv8V/ny/LsAWAnxD98Ozwot+UP2dfpG+p/8+AF3Baf91/2B+pkA5wwtBAsBfgAoB4gFcwbFCK4F9AIi+LX6+/Q/8j7+owLk+4X8TwxeC00GkQjn+ObuVOi03C7hNe8QAJwNFxSBFUEaxBldEoYId/yo9pvvhe39+cr8wfgDAicMHxC0C6gQwQwQAPP83/cP8vnxN/vI+qX2pPhWA0MOABD8AjH5SfMH8MTzlO8j92QGmws7DyUZARdvDj0M9Aay++3zP/Jt7hb3hQMBAfn87frf/iIEAgW2/JryufHz7u/unPnGBqYK4QT1A2QNuQ4YErcMOQC1/gT7z/o/BLgPKxMhEFoJFAR8+ffsDeQI4MPfO+vMAVkL0g/IEWkER/WI9ND9aQn9DPkOlQtXB9oEav8x/ZT8AgFq/XD/BAMU+Sv7Vf3D9r/6hf37+9D2mPgp/an8mgPFBoMEBgVLDJYKHQZbBHT/3P6LASADYgI8Ai0FfwU0AOX+Gfnc7XXpa/FA+U3/dwrcEXQNUweaBy4Cff8uAeH+p/zN+LfyG+7D88n2n/a7Am4QSBh4E1sL6P7M80j6gAIoBLkHCAwEAzb56/wx/RT5q/RS7r7tK/WIAsIG4AN9BloG6Ar6DYAKeQq6CtQEwfs9/NL0V/q/Ap77EQHn+xX5rPzO+p7+kf489tT2Rvcf/YsJqwMeCJoETfj2AK0IoAiABV79SvvP/xsB3AoaE/wHD//4+nz1PfUm89z5BPv4/MwG3AICAg4BqfjW9+777QGCBtcK0RCbDLMJ7AoGC00F8vyR88PvUO0a5+jq7fE4AK4J/Ar4Bqb/Uf0c/YkD4AUBBvwJ5wS4BOwJ9wkDBe/5h/hC+50AmgFX96X4FfgJ+MIHIQTZAsAEXPK791f+EP/CBegOzxnZEyANEAR596DprOad7Xbxx/81CJwIZQM++1/4JPKH9vv+ngWsE3AY5AyYBqX/TvnH+C31VPkaAB0DZwJOBGIGgwawArD8jvxS/sH+4Pcu9qb64vu6BqsFUv3u/dn0QfkGB/8NeBf6FKERcQpd/vP4xO706Zjwn/ht+if6Rfml/7r99/Vf9/z1gvWk/GAHkwtjDe0Nrw/CDdQSIRJ2DOIMQQMa9YXo7uwJ9rr6nf0MAgADzQKGBbv+NPSv6gLsffX49s/7gAglDO0Sohe5DtwGPv3j/8wFCADM/w/9rfc2+0T8HPnO+L790wpyCIv7wQJABsT9m/vM9Kj0kvdE/vMJ2AcYBNYCQP+J/J0BKgVSBtsJzgwZBV/3k/Y5+OP8gQBO+DHzQPYG93P76gOxA6gG9gkOCGcKGgdIAc0DQwA0AFr+3v0mB+UD2gTi+/fyCvZM+Mv68/ro/WED4glVBY8FYv9g/aAAxftnAkMCdf4aANf8mfoWAID8TPCa6kDyvv5PBrELpxX/GYkYOgwI/rH2Eu1l9xP+rQL6DjMJIAh9D/IDkPWG7P7ibOUS7dv5cA5DDVUJMQoaAiYE6P0/AQgDd/kc+8P1S/Xu+2IGwg4zFEUUkQz4CqMBE/nS8fPtT/wJBMkAe/p49aHz3vEc94r5IQBWB+cE/wcSBWwHMRLLFGYODwg2Brr7jfwA+ajpBe0N71/y0v66AzUHEglxAwsBnf+M9Fz76QO5AcADYQIzBDEJggyECtoH1v2z+hL4Ovjt90TzRfiI/NYA/AaLDhoLLAeSAGz4pfRM+ucBuADZAgAH3v0G9ZD/uP/X+7YB2QE7AA4HBQttCSMBKPgs9Kr5mAQBBwoNagoRAtr4DPaB9NvwnvUo+MP6/vVh/n4HNwoMEbQOAwXNAq0EDwEnBGr6bPUh9Sz6qQhWDCwGhfso+t74hwAYB74HrhAgCAoAQQB39p3yMuxP8LP4Bv3aCDgUuRVSB1n5QPFq6bnsSPg9BJkMhw36EgcQmwjFCCcEM/RD78Xvc/Dr87P7xQT8CHULUwZuBrr+c/54//P5tvpR/3gLuQ+1D/AJPP+s+nH45Pb4+Rj0Reqd8iUDLhFVGXoZwQ1y/Fjw8uj17Pf3HgO6CI0HjARb/zj/YPsh8XTuh/TFAoEQtBiAFGMFL/1I+qj5pvlGAasEZfq8+t366f7iBsUF6gGb95v0rPu+/7YE6AyFCM8GogUMAVoD2gb1BEn6vvU89MD6ewI5ABTytPIx/Bj5RAeiEHINQwr1+vz0lPsn/XgDAge7BGEGcf/++NoCHgFF+vH1kPAl9436CQX0DsYNUgUn/5gB4Qe+ChwBUfpu7wz0vv0W/K8CPAUbCpYQRw36BI8Gnf4Q8Xrxces69WP+If8yCfsE9AOdB8sCoADN/D30svZE+2YB2wZhB7EGcv6x+277yfsVA8oIogXB/5/9vf/QAZYEaf3M+bH66PXr+gP92vtd/csFCgSQAEsJlQwgDfIK4QHM9hL4KgFyBq4HSACJ9+b/R/1h/jECHf1oATD6Kv7L/z3+nf5V9yL3hvxTA0UHkgpYB58F8/9l9a70qPb987v9fwWJBK8LiwtEBDX/6vxy+jj1APK3ARMI5wZnDksGVgDj/qgAZwSj/rcD4gbE+kD8K/9X+q37DfpK9tj1IPgg/20KgwqNBx0FNQb/EaAG5P9fBaEEzgGa+if8D/1H+KD4k/p07wTrwPJf8iX5RwK2ADYH0BCHD9ELbQq3CAsK/wn6B/oEc/i/7NLvL/A489z75gKYA0v/cAQEBOMFbgF1/IP6NP/ECmsOZQ9eCwELRwDDASMIVAJ28knp2fqf9RnxQfdz87DzhvQk+ywBhgcwEbEJQfy9A5cGEATyC8QK4AVXBkIDbgI2A6P+qvpB+Urvl+/I++8A5QPXBLUFsf+DBUwK0ARPBcEF6AN5/KD8zwDdAkMH3gNP91bzWvTq74TxjPmZ/b4BDwGo/x8AjPvQA6MN5wrbCsAEOfxf/dP27vTu94/+IQRXAVoHUQnFDyUQpAD/+FTz1vCf+gwHTg4dEPAIQgDdA+r/Zfy++rb1LvlJ+0kDvf4M+cf4y/be+KP6rwA2CZgKb/8c/e0DHQCkAt8AU/iw+rr0M/vJBecJSwtECCj85vpC/b3yawJGC1YKFxAmClUCOv6098T0iO/H76D3sP20ASUFxgcnBtgMVgpgAJgGqwQ6AacGigOwBUH3JuvL7sTwqgBrAPP8xgEIAcQHNQt8CKMAcf4B9X31efuL+cILWA81CoYEVwCQAIsDzvzg8wb14+1Q+cEItA5AEqoGUgDm/dn1EvRo9ez8/wFpAcAEYwnZBHf/8gG7Akj/hv5UAn793/tOBGMDiAJqCLgIof1G80P1PvzlBvAEs/8z+8TxmO7V7uD4FANtCh4LXgPj/5T/pAZyAwcDjw4WBuEBQwP0BAgCbAEaBRz/z/8R/Rf72/bt8D32JPZf+kQDHQeQDe4JTwxPAmj8mAEQ/qACP/xy/8X3j/L4/Bv9qAAK/EL82wNMB+EJYglOCPwDyvq/9s72Cv63/ZT+Mf7l9s7+3wDwBvYE2wNjBkn9mfxJ/Lv9Ff2sAukH9fxv/tUHTQduEZsS+QkY/TruX/JH8ozz1vVU8VryNPpaBm4HWwnLDEYJsAz3Ck0FLPxJ/YIEGgKq/+/7z/4H/S/2UfrO+iL28P3y+sD9+P/5A4ELGwXQAw/9wf3p+IL6IwAhAbMGRQLq/gX7S/ySA1oCjwf7BIcGhhGkDmcONwHB+nz3qu+s+Vf9vPjd+Gf9BP1v/A4BO/ss9Pzyxfdt/8P+jwDOBswLBAveDL4RQghRAhICqAD3Aa/+8QLdCNL/6vZM73jxevEP79j5vveO/zEBkQMvCnAGQw5cCSMOOQ8XDbAP6APU+nvyLu5x6XDvOvVe9RgCKAPzAHwF2QKCCMoFnQNACA0GPQOOA3EGowL+A8H9k/X+8xz4pPXu9NXzGfhABDIFuA0uEBsRWwnxAd77PfVL/t8FTQgOBEr8Kfsx+fv45vVv9oj8jvxCA/r8uPyaAr//9wgkDVUNaAdpBeQDFvuy/nP4n/Xv74DpAPYQ/O0N+RijELcOIAWn/r7zYu0g9Rvzp/hs/JQFtRRpGJAX7A9mBj738O7G96gBLAOF+772yPUB+Gz17fGf+kn6avuM+oD4DweXDFkOcw3oC3gLQAFfBwEIjwl4CID6o/gv8fn4yfk4/4EHmfz3AFv/Iv0K/NP1pPhH/B35E/gT/6MBzgL+Cm4DpARlB60BTgOK//II9wi0/+H8pPry/EIAEP/W+pP5j/7z9BH2oADd/4gEmwK3BgQDgPsaAiAG3g2bFjoOswVSAMj+g/yp+yv6W/jD9bLqs/Dp8hL8owMd/Xb99PZN/F8H1AhXB8ALVQxvB4oImwkkC8AJCgQh/TP1W+8Y94P6AfxG+wz1Sfrt/z0CswAj/ZkBMghMC/EHUQblCLgEqwIdAFr/7/oO9Cf3d/q1+2r9//24AyUGCgWWBzUBLflJ9YH0bvaw/2kHbwntCwoG+flX9ED5tPulBpYK+wenBwAEaQWD/oH8Ov9h+Av8+v09+4cFKwRd/lH9aPTh8Cj6W/uGA3ICdAADClEJzAwTEf0Pdgo/B2788fkV/M334/jt9CTvT/Kk9Dj/dwJ9AxoCf/h6/TMAEQdzCsUNjAiQAwgHoQM7BJn8NPs69xj0bv5G/PL+qv2l+Qj9zPwO/DH+8gNfAQ0HGgttBkoKWAm5BUUGIgURBr0F1Ajr/k/1NvXl6wvzG+cp63f5K/Jo+Of8qgpjDbEL9AehAFUDAQpJEr4Uygbs/wT7m/5iCsMCbf9M9zXvtO+h9C75CQekBV8FpAUdAgYDW/kBAVD/Yf+tA3gBCANbA+MDVwBs+Iv2q/t5BOgBNPzQ/qf+IwOXCFwOKQoT/Ybw6PGg+bT/Hv7L9l/6Qv5mAc4HtgaIAxIKmwN4AF/87Pkp/sH+Ugj+CiMHrf8N/xv+DP3z9tj5nflU9agDUgN8AIL+oQNdC/0GDQT2BG39OgdRCRcB9gMm+nL93Ptr76Pw+/NQ8gX7v/xSAtQD9gEGAtb5V/8HA1MLxg1GDQcJCAIhAnD+Hf/fAzcC8ALDAB/6nP3e9hf2AP80+1j8EwEEATQE0AX+CDwEOf4OAioC6QEv/yIBygJhAr8FwQA39/7yue6O68Tuhu9L9ToCww62FQ8QKQ3iBzAG1Q0hCocJrQn/AS8BRvmQ7dbv7e/Z8+L1Bv2AAsT9WgISBkr+dflg/TD7mAuRDYEKDBklFGAKLwIG9ifynflt+dz+EQRsBaMFYvmK7sztm+578V747P3gAfn+4v+nBZsDgf6Y/K38UQUiCzERVhrYGo0KyPrIAggEAv8L9wn0UAG/91v4I/6d9/33PvP0/OP2wfqhA20DZAHGAA8GqgGJBvf+HAQvCcH+SgHyDB0IrAVuBB33BP3wAaX7lPo6/8f7fPzD+c/5Y/kT8gH1yflW/pYC5xHmCRMBAADu/mAJSgQHCFMJcASo+Ar6UQhqC0gKdAL29xT5VPpX+dMAo//lBS0BM/uj+s73IfRX+tL61fWjAfX2ZARmDjEHHww9AngEdQl8BSkBPgXzAGj49fTL8kr6Uvrf/BP/h/z7ALgCUwPjAV4BegfjBtUB/v5J/fn9hv19ArUGEwZHDBEDVAFz/O7xefz6/fcEFAOr+wn6ovDq8mz7HABjCCwKhwcKDDEIjgHUAMr8pPcK8dzyjvii+Fv93gDzB04GngQUDvIJ2A0YE3MHJQDG++X4zPe19O/xtOmB9RsEmgCXAfX+dwKlCHIEggN8BG3+I/3h/f/9p/xu/GAENQiaDIISyAxTCRcEYfv39VD0qPji+Uz9gPNH7t329PtKA6cJLwVl/ND53/gj/ZwEIwQmA1YI9wrwDqoNvgIE+Kr8rP+A/IX84Plz/pcCPf2h+0H8Kv0HAa4CXwPl/zsAc/gQ+/kFCweHBy4AB/rh+/UATQDtBkkKKQ6SBU30JPST697wMv8jB9kMTQwMBLX85/h5/hECE/qM/yH81vhu/yMGtgVT/mcGLAiHAMcBPwBQAyr8+PkAAjPyUvmMAdf+3gadBZwEb/6u+T39VPsbBt4OuQX0Bl8BGf68A0oD6fld8mz5hPQc7/D2QPezBPcO0wlaFOATZAtFBfP+QfO+7578tACB+Cn7QP0r+f8Dav1wAev/yviu/0b+n//V9Tz3BP5kAGEHUAysEKMG8wFaBOcHGAGV+RwATPkZAP4EMAQcBGYASgBu/icCpgOfCf4C8/mf+1fpjOZI+R4AEQGABq0FtAAXALDzv/g1/oECnQu5B4oA9P+GDxINIRGYDeX7fvew7633zfxH/wsEIfyW94364v7L/ZcBhgcPAg0EWwKM+F/8lQAKChoLzfva88zw9O3g/MIW6hMfDOELdv+59AT9sAgfCfb+TPY77NvgR+q4+aUJzg1rDlwLUgWBBRwJqQnbBkIEN/fq72fxnva794IAxQW0/aL6TQGXCs0ItglSB/oEhQimBQ8CPftg+Ln2ovf39QTwx/dmAvsJTQrACWUO8wlYAb3+ZwHQATX6bvKG6m/t3Pf0AgMMFgaZAm0HOgiU/Ur/tgbf+9X3//2rAMgFtg16AyD7tfqD95X+FwG1Bi8HygYWB1b9OPv8AdAA5fgh+db5aP5/+Ub/tgNS/KcDcAhTCscDiQI1CCwKegbV/Kr3uu5i8Sj0nPe1/zP/ogVaBHoAa/3TBWED2wDWAfXy1fmG92H7+ApQEEUPgQT9/nEGqQ14CjgLVwTQ/B33vvNa9XjyWvv0AEX7J/6qAxMCFAI4/DzzBvRf+w7/uvig+wMHOQ+2D48L/whnAiz73vHg940CwQFB/8j3awDDAp4D0go6B7EHxwOi/KvzBu2S8IX6FvwLAVAMMAsuC/8S/xBUDbgDZPi4+Oj1JftD+5j0G/ca+0b9RAFP/IH3O/5PApEBjADfBgwIIwHu+Ab0P/aM/gYKDg12CZYEPACSALMA5wSaBvb5FvXR+Fr95wpCD8L9odTPz/8V6EkjOJIE3+fV4aDlNA6rIyj4Kc5o2jD6xAKiDVYXUQNX7bX0MRsWJHAPNAMe86PoV/nJDhMCNOlF3vLl5u9QAlEWexHSBaYC7RBTHI4OYgYE9/fk3fNbB34TBQu/+AXr4+jE/J8UiRMDArn8feVIw33ZxyS/PJETtuuT3UPzmRHeJPwZx/08+YcIJBoXF8MVhfuesWCikP2aRnEiueB108jhRfIYJ7tRNCCqyv7J2BCJKywQCP4a82Py3QaSE7cKrf9iA6UISw1lFbsOXwKl+ZnQ/qlB7NVWY0qT4N21jtwd95EElxd8DQTQ3MHAEdZBeyCz93HyofkeDC8r0DAVE6QBfhHAGXMIMOrB41cCDvCtqBKqzw1JQqwGW9b93xj42wINFh0lo/YYy/nsADKUOEASuAYZIFYsKBaGBt0KgQ+0+/ztvuNP44UCQRKf3Cil9taCO1pIIPphyijaw/jWGdBHxDM2yGygRP/rUTM+k/wL4HT41ROuJFcR0O7I8IoRISauGFz5ivV4DTHsd51zqFYlOWrpIzjKf8oF5ZX6myf7OvX7K6s/0NgvUEdsD2HqufQGB3IachyuDTMA4fgC+L7/mgikAI/9SgiiFbMSjtO9kT+x8TLsdVElbsCirkTaxAT/JEA1RQbRud7ASA/fSEk4cwHL64TyjgNsH4gZNPsf8gP8QBxwLsIcOPrwB2UCtK8BgBvJ4FBbXgrwma831Pj8hBmFRos9euZWqlbn50KLQkf+dtlc5tfwAgjsFmMa/AN2+BsLXCvVKxIQ0ROn1/aJ6ZNSCwhrYjcnv2ybocNV+8JAOWk0LCK9kKHo/iR2umEM+oTCp874/Z0tsDQsDoHtS+zxDTwSaPU1AlrhE52tltr/nHW8XE4Aws/5zjHclQkuVpNK/87KhIK68Cg2R0wYcOuW0gXePhjQRhk8PQKb69IQ/x9IE0XgfaQwlwLlN04tXKMSxNhN18vlR/goGoY9fBwn2Vu3/N3iHuoyZxsm6BjQf+v2J6pO9TVnAMDrr/74Ao/LIqJ12Okrfjw/E1P8RPlW7IrhxvGWEkoc8xB9/hzsVuiT9QYK2A96+Z7kTvalHSQz4ipQEX/+he0E4lfoWP/cC98BqfuN8fnrBuhx8sYNZxFBCCgEQQHY+NjzDP51CjIDau/m7LwGXxR6DU8Gvg1MFNgEh/TX8wj7BPtgBuwQKg3W+m7uVeri5ozxNgCIBt/97fnO/Ab7oP8ZCVsQDwwCAHj4X/7lBb0DMQesAO/zXPczBY0LFg97DqoJIANS/lcDLQNM+VL1xPRi7SL0ZgL6AfvxEOl2+C8NLBNTFUoLWfK76jL4og2UEb8Ci/Lm60v2xQiCEUcOGAioAZH73fMd+eICqfpM49XiRvnnBJwIaQUUBqcFDwLACZITDhNTCin3JeyX+IoKNQ6//Of2qvpQ+hYBkQUTCpwGrAAl/7f9MPuc+V/0SuJ54rb/ixW4CeD8+vcf/N8Cggr/E4EPHABi7y76lwJkCU7/+u+78gb30wYtC0wOcAtPAcD5Af8qCkIL7wB8957+EgPR/FDyvPnaAf//gAIM/6EIOwpD/xP2Te6q+J4BnQLM+Hn2h/dm88r72Qz5FOQJyQG6/53+Ygr/EDEIJQTe/nT6ofdN+Hf6aPdH9Tf9YQAl+sv9Iv7y+cD3vAg7GPERTwsQC/sME/7w9XP6jwEF/I/pqPPFB08KAvcD88f4qPUT9Ub8rg2mBtf2HfqsBYoDWgQzDjcLYgicDKkKAgM8Aj4CKvu98fPxV/yZ/TD3UvUm+qb/rf8I/ur+KAGZ/V/8pQSRCdgDkwYwA9f8xQAlCXQMe/0E91j3PfgS/VEGWAVJAJUBTwQSBKH+hvph9r/1uv4dC+ENlQrkATv3r/Hu+1wAWf6NBJMEqQD+/cP+0wEs+yT09+9D7RH1xf1KCdQMMw70EVYUwBQJD+EHQwBr+lj3J/Pw8ELumfH1/H37CgNZB/AChv4k/X38GgDcEIgLogefBzIA3/Q68uL2dvMq+zr4YfcPBDkTNA6FAawCkAEaBXAEdQoxBk4BvQRr/Wz0luzi6Bf1L/85AYQIfARr/+b5ZfyZBnsLTwTu/yv+2/x2/Q4CRQ1OA5T+rwAMAon+LP48CmcGrfwu+V8CgwbNAaP+nPyZ97f0BvqQ/c4AYQC0ArD/Jvwe/GL7mvxy/rcACgJVBJkFIgKeACEHtwbn/+36uPgb9JD7iQiOA2r+a/5M/EUBbARlAzkHzQUFBqMDuAdFBjL4IPp0/noCzwCV+k71n/L09vr2jgHvC3kLCAjG/iz8zQBvBWQA5/lK/U4B8//o+1v7ofkI+Zn/mgYxBXQDHP8JAAEBqvfcAgwL8AgYB3H/mvt+AdkGWP6j+1T7d/fR9Uz9DwgnANX7tPwn/10KdQ5hChL+pflB/gv8JPtL9xb2fPuT/jsCnQAHAuwEIAp6CYcAcP6s/v/6yv26//kBPAec/237mOsp8N0FDwrmDC0LGAK+93v7jgHNBJ/+sPyq+mP30gmGDuoExP7j+Eb6dfyS+Yf6kQDEAXsIUQpHAowADvif9Qj9OQOeC9UJrvsB9PX0HP98CPYCqP/6/iH9Ov+pDGEOTv6//w3//fu0BGEEf/5a/Ur5IfBD7zD1MfjB/wkIuQa2BiAEpgBgAJsBiv2MBxQbiA3lA+kFbP3u9qf7B/zF+DL0s+3h8C77HQoaCAwFowkXDHcLsQbZ/VX46u9U7Xf8R/2w9ML2dgAuBvMMJxSCEwAOyAZ0/w/5/vVp+uX7Ovpb+XrxI/Mc9K761QbzB1sNOQqHBhUF8ABfAgcC5wHLBFv/a/V49yL9QQPQDZoRHgM0/BX/2fWM97r7//X+82/4+vdE/HMBkQJoC/wIYQMzCIMFeP91CPgFAf5l/Er7Yfvv+Ab7jwDfBooJegb1/Q777/3k+t32fwJaBSn8RwSpASv9wf2U+w8B7QbVCEr/8fby+PT7h/5/CL8SXw0Z/t/7F/aP7/Ty9PNV+78D5AijD5sPuwGd+376uPrH+h7/vQInAfoFeQD//Y0Bq/0E+FEB6giVDU0LQ/91+Cf0IvFe8TP+1Pf9+YYLzAwbCWAMpgCt+xwPqAnKCYoIvft7+n374PVa8xn9Z/8T/Cj+dv2q/ij+cvqkBLsIDwbAAMf47vplAA//J/7F/yP8H/qxAPsC6gIEBR4AmgE+AN36SfurBfkG5/4hAlMIhwasAOQHTQWF/mb/jQKsBQQBv/hJ9TP5m/un+J33V/fk8Sb7oAPq/4H+qvvhAAELSw0dCa8DTgpfC28KEA4CBbn/Tfs69RP3Rv02AeIA3/kC+UL7Cfd7+WH6Y/ds94L2Zfhj/Vf8Kv/YCgoL4griDp0KawvpDZcH/gAj/xf/EP47+rcBzwmKDFsLngQW+APvIPLt6XntC/e78CvvVPbi90n8jQTRBA8LzBEaF00aHxh8DgEGlf/H+D75sPke9n/zyfVT9Rn2hvpqAU4F9wj4C/IT1xLD+u/sFuxu73735QRRCpcHSgTXAIsAkAReCo0JOQhPBV/+jPak7xnq1ujr8s4E8QyZBWYAEf+T/8cDQQr5CDIBXwEzAosC5wS+/8f9FQXIBNwDywPj/d7zE/JJ8qXykQJfBaL7SQGDAX8ABQaiB8QJPAhVCpsIagIYAur+2/vw/hf8ufrs//z62PBX9R76C/5zAywBRgCNAAIB+QBcBMP8TPtH/8b/KAstCxMDF/2a+FP5HwDfCHoKzQknAA74jPty+q0Bxgh7B7UHGPsf8UXz4/fy/Qz+OPx4/GMArQD2BD0McQfJBjEK+wh2A5n80QBU/Yj3WfoO/P0BCgEB+YP5ev/R94H3xP9q/pQClgFv/GMBY/4G+zIF4gYJDaMR+QZ4BacBLvvL/DgA2f7S+qb2n+/t7u/3FwBxC9MTSA0YBtn8DfvG/Er/9wiFDnIF1fv58eftmfVu+TkETAWJCIAIcQE0/5z4IfSI9bD7dgYyCuECawFVAdgAxAGCBZEGwQmLDbwGhv6u+Br0ivcZARH6d/dNAtr5Gfgm//D7NPfi+lH/g//eBuQIIgccCdsNFg8wEIMLxP4W/Q//VP3E/XL9oPk89vftkfLR96P4BQTB/jH2bfSU9iIBmg0IDWYN9hEqC/QDfQGhA8oEFQbHAIEARv/g9o33svQ18EDxyfVh9/T4Tvku97n+8AUOCEgOJxE/EmoUOBJ2C1IEj/43/woF7QAz/C74SvWY883s3uvF8KryufWi+Q34ngD2CmYNEBf4FKsKzwgpBIcAPgI5/mT8uPon+FD/jgLIBEsBZ/rX/XL/3vkr+f719uwJ7Vr4yQSEB+cPcBYFExIZlxjuFZ0NZvZg8PXvjO347tnr8O8B+PYA4wGBAGMGEf7E/E8D/wH1BOz8PfQg+Pv8RgA2BPAHsQvTDhoSQhXgDEkEeQH8/r324u5l8QLvZO9Z8arx3Pg9+w0F9w62DrsUHxbjBH78avfC8lUAGACZAJEBS/0/BEUGGv7O/4QH0Qb1By8Bhvia9OPwyvZn/uD/FAHw+373e/ls/ycFWgvKDioEbwNCCFH9Uffi+j/+8AbuCDcDnv5E/Lr84fqe+4UBzf8AALoEuwEe/jL/igBmAM0CT/xS+GX9fAJdClIOzQsRCU4E9gGg/MT08fQI87Psh+gt7JLvP/fpBeYLhwxiC6wNYBPwEbEU6BNaCgb7JfAC6+3mbPFm/soE2wclDFsDkPj//y8F6QeyDTsGhP3b+HLy3fEj9XX9U/6pADEHHgHd+9IBaQVwBYgHCQIUAWoFEP+19Zrzx/FN+S0EdAZRCPoGegrBCjQDgv4z/Hz6KPvd+Y35N/v49/f5oAR3DBcMMgh7/w39p/6tBc4LfgYtAFL5ou5A6cXwYPYUAe4MBAw5A5EEhQWcCG8QfwyZBIkB+QAp+Wb0ju117cLztfn4BCoK7woNEDYSbQnp/Wz4XPmc+KXwze1x8lz0Zv3CAv8EOwgpBacF4gh9DUsRGROQCkD9Ovix8ofurPTH+iX7wf0YAI0GMA5RDCcEMwOsArj3jPS19LnyEfHK+I79ggFvDiUPownXCmoS0Aw8B4cCNPsv9uLv6Ouy7ez52Px+/9gIrgd1AmsDlQVFB7IAdfl19/n3APWP8bj38f/KDNARtRJbEEQM7Q3ZDOwHxwccAz7uMOc05Z3livOJ+5YDkghpCbQL3wgsCY8ITQBo+iL/Vf8Y+Nb6hPlU9lD60Pso/8//WgIgBw0G5QyxC00DSAF7+236Af+a9IDzB/fD/o8O8QkeA8j6M/5pAgYF4woBCQgFtP8D/9oBt/lA8vL0nfqvAB8AzAIhCugLVQ1fEan/1e4L6zXpzuf87sv7of3n/OIBmRJ4FNYQAhrSFd8VQBIzAtb9JfEh4fLhp+XK6tr01fK99x4C0wUvDnkXAhWWCVYN0Q4GCJcA4vhc/cAD4AG2ATX9wfMj/HADwP+k/7v8qfub+1P8lPdK8c7uA/fMBCoETgaJCywQvw5jDA0LbANlA5wB+vrp+kX1bu1C7CH0s/6n/fD9cwGgAWgBQQSdAjsJZxENB3gDpQAZ+48COQTMA3oF9wEcAFIFQwbqAfUARPlC873vo/NA8D/wv/fG+Gz/ogOwDnAQcQX0+RgBtwybCU0MPg5EBQH7Uvz9+tX2UfKe8K/0lQPqEOgFVPxQ9432ewRxCvkEOgTHACf+AgBu/QT99wHFBLz+igjIEssO9AZ6/tL79PVM9in3Mfgm8ifrz/ZkCU0XjxoJC2/2YO898fH4Rv+V+pH3pgM5BdkFCgh3AI/2TPRQ/2oKlBGuB0kCsgJCAB0FPQhqBa36uvZa+JP5B/pc95EAU//S+w8IdBJGEwAIGwZ9/in4J/sx83Ltle6l80AB5hUGFg0MCQU195T1tfbz8tXr4++LAhYLjBN0FeMK6QAE9Y7st/FEAd0HIQ7tCu4C4QlUBpsC8/l08aj16foG/jIB7APZ/jD9JPrj/KMArP7hAuwGfgz0DjQHMQLABH7+NPzg+WL3/wHUA6b8tfXt9UX9JvyX9v340PyY/6EFywyqBbH6ofvI+akAsgpnDR0PggWc/AH8h/10+Gz0wvUN91L+AQX3CPIJqQieBgkBWf/CAioJ8wKD9or7Df+gBRoHEPn/8ZTxRPl2/Z4EbAwjBYQGhwlqCogAb/m6/Dn5hvRw7/v57QHg/6H+3v3F+kD8S/1B/GwDiQwyD4EHIgjXBEoF5Q6TDSwHhgAE/FrvzOIs68H20fcO+k4D0Qg7CNEKTwheA53/Jv08+iP63QDEBhkGFwSYBXIEmQVdBVf9CfeZ93L3TvxUBMv/Ufla/24Fy/6h+T38CgJ8Ce4UbBBBBU79Ze758j/0HvNe+3z8sgJvDOALWwL4+1z1i/HP9lX7XQHrC20TOhMcCcoBlQZzCv4CgwCVBlgEnfz385LxkvMS8Vj2LPes9Nz59vXQ+4sElwZrDygR0wtyCF0EwP0e/Tj9sQAAB4kD0QX8Bb3+4/g69dn7ggCi/qj7sfzw9hHwhPNI/4cKdAc9CZoJ5wPQAP3/x/5m/RUF6QTBA+IHpAPqAM/+SQHU/AX4H/ib9jf6Vf6ZBegBuP96AW8DBgb1BcYIlwg2Agr6zPhU94v+9gmqAaDzae/Z8CHyOfGj/owHXwA5BjUPIxCHDEwFsARyAMn4l/XF+KAB3QHxBJsKpBO2EvAAmPg7/b77GP7a/yP0lvOO9RH3MP+WDCMKgAB1Aa4Ao/259RrrHe0m+s79YwHFCpgN+QXkAHkALwUoCUj+i/hu/94H9AmXBEoBSwDB/Vv97fvP/GwCjQOFC78QWf4O9G38qPYB8mf2ZPva/KP9WAJCAyUJPgdsBff+hAUyEZMMJQtp/VT4Bve69KrzUfOn+iL/ogKt/pT4XfJM9n7+cPxtA7kHQwrnCnoEkwlVBGT9gQIkBlMF1/5C/TD7lfYt9xQEfwnxBQQBxv5HBecAJwNgBlYPggx1/Dn9EvlA8avs2O9p+EkFOQ2pCSUEj/1x907zE/T+9w730PoRAccGHw6dDc4J0gOP/csBzwQB+xDwxPRq+7n9f/2i/dYLEQ/WD0sNzwR2/dL2jv0BB3ECevvqAcP+5vzz/1EB3AS+Abb4QPYB+rX0p+96/soRLxAmDXcMov/p78T11P35/vP+i/uu/6UEfAjrAOj+kPiB8d789f/1A68HMASQ/Mj6MQlUCHIDovtL8q34E/mi/oII2ArUBT3+W/c6/BIBNQBFAt8E4BCVDsQI+geUAqX9OffY+kUCg/v088T2aPG49Er9KfpY+IH9GgXDDgEVeBDyBYf7Svq8/LP85PMr8PPyof0eC6YOQQ2yA539PPtn+pz5PPpn/TH+OAR0Bk4HNgfZAJX/2Pi29/P+mgPUBNUHIw9jCy0G5ARHARD9bPm9+eb//gTa/nH3UO5d66LzM/Bz9cv+0QDAAqYGzgq8Cl0LnwS2AAwI9At0AxcDsAAG/MP7U/uuAQcAOfkS9uL5xAW0DFgD0AAKAoX4NPk2/tL9CAXfCkgHAwFq/bb63feN9wn+uwa3BdwDUgFzApkC6QJ0BbkHoAlMBmsAm/lb9LjuUfCc7iPuO/QrAJwGRgY1CJ4FBwZo/vL82AYxDbcIFARoAPf+uQWXBZgK6AyRCIcBnAAL/xX6P/xW8KbpX+2g7nD2Qf+lBFEEWgecCQABNwQHBvYDFQlVAsn7b/99Bq8JrQlrCKAAE/4tBqIFEPq/7qHo8+ap5/7u8wB/B9cHhRPiGN8TNgeT+BP2cvmK9xQCdwhlDY8LR/9kBHQGvP+4+r35Jvjk9dn25fer9if8SP+Y/Dv6SQKGDU8QqA3RB4IFevrw8pH2lAHqBZQEEgSiAHP9Gv8//1/+vgM9/eL4MPyy+zv7kv3J/JX/iwKiBc4IqgjQBYj+mvmh94r7Mvq8+0/9vf3sAln9BwC9E4cTCAZRALcCnwV7BpkFMgSGAYL1YfLC70Tv5/XZ+W/93gFDBIQEagXuA4YC6wTBAfD8ofzs+NT6F/c1+dgEIgg5C/4LmQtgCsgK6AscCDP9svHR5a7op+yH4wfuT/+CDcoQ9BNoHQwX4Au0AY361/fp9eT7pv1/+Vz/AQPdA1EHRgf2/uv6PPni/dn/IPuY++D4sfz4/oAAtvn3+f/9kgEWBqAFkweGBy4HJvk5AG0Hev1M/n/7GPYi9Pz/4AnxAQgIlw+fDqIDJvOU71XtFfYCAxkG2v+t+gP6xP9FAL/+pwcQFKsciBTSA+D4zvH47uzsw+/B/HsI7QshBdP/nPs//a36jAAMB30B0PxtAnYGwfYu8wDtwfMaArAFswu4CRsHbRFmDzUFSwdJCDUHD/wN9y/yOe4d+o0FgwKh/rABAATG/0f4ivTZ8b31DPj5+OoAKA34EPgN+gdn/Dv9pwbTEosR9QKh+Kz28PbL92z9/fXm75/x1Pz/+h/zMvytCpIQxRANFnILGfrH9yAAOgICC6EIYQVxDsgIMfWy73X19+qa9F0BQAmUBc35Svmm8xr1VPVI+Wz/7gLDB60J7AkTFMkP8v4+++sAbARdA3oEMgFcARj8i/ti9b3ykfin+Lj/XAyVEZsGMwLq/Uj5mPYu9QjxGfKrBN4QYxUICBL1Q/MI9IAASAf2A3oK0wenCfYM3AMh/8f8/fqI/ZkG3wbM9f/s8fPJ9cT7uAdPA738p/nb+2ACQAXMCYUD6QAaC5QKhQVBBxQHgwB5/iP8Vvb99KjxKe0Q7ObtCgDVEx4SOAwUAxP+T/pX/fUItggHBt75HPcq/K38VQIU/EP8oAFSCqMVuBNMDaoGHAPs+D3+VwKL90Xw2+pv64fxXvRJ7oj9awX0/jT9zwfCGyYWohLaDqL/hfY+9xIBCQWP/Db+QgxWA4sAHQKj87znluVf8i35n/5o/aoCGAzqCoIDfQs/GtEQXAzRBfgRhgij86vtP/G0Alf5zPu9/gAAKvKm6lz2S/cK+vD7LADm+5n+ZAFdCLMLJgbUAVX+TA5yDvgNMQ5lCXf/resf7yb2m/gL+nMAtQUEB+cIjAekBbUC2/YT+60ArQJuCSX+8/du9Sf6rPoS+lgDJA3JDn0KNAQ+AM/+tv3g/Mf2jvL76rzqG/T5/0sI8QkDA3cBTAHzDA4M0AA5BdoEMA6bBvv6UfbW9MX6+QjVFioUCAKY9nf0vPnd/fzxZ/LI7vryxPozC3sUwgdCANMAwgovBWgJXAd0/doAdf+/+z30svOY/pAB2f6CAir77fd+/Af4QfQs/LQCf/5YB6gLNwE+Afz7x/u0Aa4FpwvqCzwPRAwJCYYH9P56/esBw/pAAzcA+fkR9A3jduWS52MCNwsLBtEJ2QCIBB78XfUCA6IDXggmApT7H//qA38Li/uB+JAINQwMDBUTyxGnBhP7O/Q168zyYfMH7p79+v0pAakCH/fm+zz/3wpWETsPfww0ApsA+vfX9Nb4B/wJ+yIAOAlBDCYB5Pmb8wn5nwOqAEwFcgiDA3YBWPrt9ZMEcP5l/FP9ZAmkCMwELA7zCF4HPPhl+K/5Xe819bb+z/14/Wv5F/oK+p36NABWAJ0FBQJm/t4IXQckDeoNMf/vBv0BBP3l9yL5aQAC+ND5UPlS/+UCY/zqA/kC6AO4CtUKxRHyCrIEywS5/xryrOZS7pL9FAUqAcD51vw9/SLyqfMr9XUHOxH+C3wNAwVuA/f90fTf/OADoPvU/YADCg0iBOH1ROty8tQBagIXDeAGmwvzDIkFQv4RALQDMgbRC6EJ+woU+zjyKPmy8cbtS+ld5WPwRAIDFD8QXQwaAGT/ov2nAr0SPwk5Biz6KvBz6zDxhACyDCAU4wyPBscGtAlyAvP28fLy9ckBv/pZ86bzFfdZ/9X4OAJwC5cEOQCqB0AMtgT7A/ABwgGhA5EIQQ8yC3UOKwNJ+YX1A/H++kPp9eXh5vvqHfaG+XUG1feH+wcNChYhIhMfvh80FVL9/flk+HD8xP9F/kr7k/FC7CXvFPwg/NL9wgFI/oH1A/xgA8IG4QeI+1EHQAppDpMOkwy/Eu8CLPzf98zzQ+0p6frssfsQBjAFRQRQ+c/6HgFbDXEQxwufAJD31vzT/egC8vi9+PX0EPVOBKwKmw3QA2wBiP1J+0IBpgKhCAgHcARqAPX6H/5A9or1cPrNBRgNhg1/A2/1n/Gb6rn2ufn/BcoIKwVNCY0ApgcYDUoJjwTkBmEAG/7991X1KfBK9PH9Wf25Aq0DrRMeEnIKc/6N89ft5Om68Xb4vQiLD5IHBfq89sD6Sfy1BBAEvwTqCbANUBP5BqUEEgeD+vX4I/iA+qn4ZfW1/rAGUQFf8dbyx/dP9T/7cQdLDnwOpwiDAugD/Q+oFZkOdgbt9lvyce6s6xP1kvfN+M/0KgGIFGQRywZ4+c7yAPoeAZb52/o4Bu4ChgN2+Bf5UAhQ/BkFHQkBAX3/QAhrDrwP/AqZ+Wb1B+0J9q36Rf+iBoUFvAP5/moF4Qf/BPH9y/ui+S33ev/dBYUB4fve9/PzUPXo8hb3ngBCA5cK7BCMDU4KlwLbALgJ/QpX/oHwP/Z3/S4FMAf6Cd4FtvSq8WrtG/By+eICJRIeF2sNqALx+Gv33fgP9YACThAGE1gUiQVy84TqgeQr7WP8rgcbDkcH5f61/oD6/vnB+mv7+wC2/UEDxAhlDh0OwgyTB7v5SPZJ7TfxLfoOAIAAFQQICj0FQARfAywDpPug9PT86Ay/Ek8SvwzU//3uTOe56AHtGfOH92ADNwnxFWUZORAC/trxdfeB/H0LtQ6HBhEE+AJGAo77Mu+S7Vjtx/hEB2UMywsqCKUEYPX66vPole9R9p78IgmUEy0VYRDwCaUJxQ1EA3EAevcQ9XT5vfv+BKkFWA3bBNYAhfJ54szkqvA0DSEXHg1+Atj/m/5L+b/+zQNc/bv+WQDnB4kKYg6bC2cAzvY675Tsge80AIkFywgQCPoAVPpV9zMA1QoRCW4G3wdZCosDTfr6+zv0SfUF9bf6p/+M/2IAL/q0BE8BNP/vBOYHNwc7ASj67fL++ygEPwzrFGEQBgXeAen/NfiN8Xny6vmm+hMAG/m/9LD+3QB7A4v+/gfDBRkFTgkz+zoD9AhcBMz7pfIr8Q/y3fq1B1kRyBBLBif94voqAacHfgYZ/vn2kPyTCPQGWQGmAtr8Yfgn+Bn9pRGhEVgBGvft643pLOir7SP6wgU+AksBMQqMCBoGpf5q/HcDewWWEGscnxFTBJYCUfe39tP9TPuE9VDz5fqV+IT5QvsR90n2AfttBM0IbhJfFzIKiwS4/kICggRfBAgESANVAf/zs/c0+RX7Qf1I/Lj71/hN9iTzzfVa/cz9hwMFA+MFVArIAFAGkf8y/4wGXQP/CBkHVAXtA9X9fv1j+g77dgDl/yEEiArXBoUAnvsQ/Uv28vYbAPIEywgq/fT9dfgg7gz1Yf+/AJn+eQDRAI0G4QJ5AHIA9wHBB30MLxEvCaMC+vq/+hn7IP4nArv1a/29+I37mQDQ9OD7EQH6BBAGRAHK+s34AvmM/6ACXwgYCNMCsv7g/QQCuAGOBfMDlQdCCYYGbv+6+A33WPls/Kn/sAX7Bs8Fr/uD+HYBaf8q/an8N/W98TfzRAEeDJAN9ghD/179LAB7Aav6l/WO+dP9Dv6RAsr9lgB/CZsIlg3LCxkN4Alg//D4Tfo//IT6Bv/8BG4Bovjx8SXx0fZ1+vH+/PphBFcHEPvX/PgGGQ3LCxgJrAplDhkBofjb/tH/Sfl4/Hz7pPY79OT19/8RBC4D/gaPAd7z2PMx+O//rAWKCycMKwymBjIFHgMV+ML0qu+t9Vv+rAeeBaf9cPxL++gEmQn0AlgAjwOqDQISzRHUDIkFhAI+8nvq4eg/7kT2v/im/QcBCAJcAbcAyf6EAv/+s/7d/0b/YQBz/4L9LgC4CgcGAP+C/1YFLwl+CpEInQIE/ZX4Pv+wAPv95fnF+SD7PPz4AzMG1QCm+6AAHP+VAlQCcv/pADv4x/aL+vX/FQKICpoGEAFdAKUEwwW7+u/+xP/Z++/0F/jJ/DQBGQkMBp8B6wNZDOADLv19AD79sPh79cfz0fOM+AT9yQKQAtX/PwipD10P1A/ACn0Dmf/2/eb7WP8rBcQD1gQrA9X1zeWT5OTwFf38AmABOAEfAn77Mv7RAmUJfQjmAzwJggU2AS/7svyKBUYBlv4JACj+DQjsBc8CdgZ6/3j9/PkC9JvwPO8d/EgQXgnwBtsDtPmV/zr/vwLQBWwEbAFaCsUISP+H+Jnq8PJH+rQHbg3EBF8AA/o7/Ej+cAQjBgT+sPir+n34gveVAzUSlA8EBHED0PmP9mb1o/P3+Cz+cgl3B+AA/frX/Fr/3P5gDWcVLg9fAbX3bPoT++QAAAkyCJX/2/ix8kHniPJOArEJWwYM/ygGg/7+7p7zPgHxCvQPOQd/AwD8rvQd/v3/EgqeFDIObgGZ+InwavA2/TIM4A/MCxkLcPcS6gfqiueS7hn6LQq2E1kM5vnB8M74UQcmE3MTQxElEloLKf5r/Gz9ifcm+BLzmPKg+7r5P/70AOQFUwjtAj0CQvSC71T1Jf4wB90QsxrRDw//U/Fb6h31Av6PAgYF6QHH/4n94PwA+fX9twCVBCwDGAP6CMIAxgB9B/cSUBEbBW31/e6/7WDsQfmYA38KagzUCH4B6/j38Pj0fAExDmoR9Qqw/4v7yPka+Cb8gPqdA44FcQSPAETzXfDc/NsG6AZ2AagAuv9a+J34wvtJApYJSBDDCHL+sfGP7l75mwTWCnQJYASw/hj/1P9OCDYGgwE/AVABo//x9w/31wG1CDwFUgIQ9hr1H/yI9ef5DQNXDOMTZBNZBsr1He0g7qz9Fv1L+qT5jvUV9HL+FQsREXQOYAahBfD/9v9LAEUFSAh/BlYD2/ot+gb9Ifas9Vn2+v2VBjUKEgn9/mL/9viN+cr/WQZHA0IAofoR8nf5GwMzCC4MWgsABIoCnPHr6R766Qk1DAAJMwUJAz0Dnffi8A==\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mjGeVVJEvGd6",
        "colab_type": "code",
        "outputId": "a6647fd0-dce2-4223-d946-275d879d5eb0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "def plot_specgram(signal, title, nfft, rate, hop_size):\n",
        "    fig, ax = plt.subplots()\n",
        "    spec, freqs, t, axes_image = ax.specgram(signal, NFFT=nfft, Fs=rate ,noverlap=hop_size, mode='magnitude', scale='dB')\n",
        "    ax.set_title(title)\n",
        "    ax.set_xlabel('Time')\n",
        "    ax.set_ylabel('Frequency')\n",
        "    fig.colorbar(axes_image)\n",
        "    plt.show()\n",
        "    return spec, freqs, t\n",
        "\n",
        "\n",
        "def de_noise(audio_clip, audio_rate, noise_clip, noise_reduce, nfft=2048, win_size=2048, hop_size=512):\n",
        "    # Noise STFT\n",
        "    noise_stft = stft(noise_clip, nfft, hop_size, win_size)\n",
        "    noise_stft_db = amplitude_to_db(np.abs(noise_stft))\n",
        "    \n",
        "    # Noise statistics\n",
        "    noise_mean_freq = np.mean(noise_stft_db, axis=1)\n",
        "    noise_std_freq = np.std(noise_stft_db, axis=1)\n",
        "    noise_threshold = noise_mean_freq + noise_std_freq * 2\n",
        "\n",
        "    # Signal STFT\n",
        "    signal_stft = stft(audio_clip, nfft, hop_size, win_size)\n",
        "    signal_stft_db = amplitude_to_db(np.abs(signal_stft))\n",
        "\n",
        "    # threshold dB to remove noise\n",
        "    db_threshold = np.repeat(np.reshape(noise_threshold, [1, len(noise_mean_freq)]), np.shape(signal_stft_db)[1], axis=0).T\n",
        "    \n",
        "    # mask if signal is below threshold\n",
        "    mask = signal_stft_db < db_threshold\n",
        "\n",
        "    # how much noise to reduce\n",
        "    mask = mask * noise_reduce\n",
        "\n",
        "    # dB value to replace noise\n",
        "    mask_db_value = np.min(amplitude_to_db(np.abs(signal_stft)))\n",
        "\n",
        "    # mask real\n",
        "    signal_real_masked = signal_stft_db * (1 - mask) + np.ones(np.shape(mask_db_value)) * mask_db_value * mask  \n",
        "    \n",
        "    # mask imaginary\n",
        "    signal_imag_masked = np.imag(signal_stft) * (1 - mask)\n",
        "\n",
        "    # combine real & imaginary mask\n",
        "    signal_stft_amplitude = db_to_amplitude(signal_real_masked) * np.sign(signal_stft) + 1j * signal_imag_masked\n",
        "\n",
        "    # convert the masked signal back to time domain\n",
        "    clean_signal = istft(signal_stft_amplitude, hop_size, win_size)\n",
        "\n",
        "    #pad 0s at end of signal to make it same length as original audio clip\n",
        "    pads = np.repeat([0],len(audio_clip) - len(clean_signal))\n",
        "    clean_signal = np.concatenate((clean_signal, pads))\n",
        "    clean_signal = clean_signal[CUT_LENGTH:]\n",
        "\n",
        "    #Plot results\n",
        "    plot_specgram(audio_clip, 'Noisy audio', nfft, audio_rate, hop_size)\n",
        "    plot_specgram(noise_clip, 'Noise sample', nfft, audio_rate, hop_size)\n",
        "    mask_normal = istft(db_to_amplitude(mask), hop_size, win_size)\n",
        "    plot_specgram(mask_normal, 'Mask', nfft, audio_rate, hop_size)\n",
        "    plot_specgram(clean_signal, 'Denoised audio', nfft, audio_rate, hop_size)\n",
        "\n",
        "    return clean_signal\n",
        "\n",
        "#denoise\n",
        "clean_audio = de_noise(audio_clip, FIXED_RATE, noise_clip, 0.7) #up 0.7 - off 0.7 \n",
        "\n",
        "#plot results\n",
        "plt.plot(audio_clip[CUT_LENGTH:])\n",
        "plt.plot(clean_audio)\n",
        "plt.title(\"Noisy audio vs Clean audio\")\n",
        "plt.legend(('Noisy','Clean'))\n",
        "plt.show()\n",
        "\n",
        "IPython.display.Audio(data=clean_audio, rate=FIXED_RATE)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9ATJJhEvEqHH",
        "colab_type": "code",
        "outputId": "f0c4bca6-051f-4767-a523-49b9ccbb0025",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        }
      },
      "source": [
        "#Prediction\n",
        "model = load(folder_url + 'model.joblib')\n",
        "classes = load(folder_url + 'classes.joblib')\n",
        "\n",
        "def predict(model, classes, audio):\n",
        "    audio = audio.reshape(1,8000,1)\n",
        "    class_probs = model.predict(audio)\n",
        "    best_index = np.argmax(class_probs[0])\n",
        "    pred_class = classes[best_index]\n",
        "    return pred_class\n",
        "\n",
        "print(\"Original audio:\", predict(model, classes, source_data[CUT_LENGTH:]))\n",
        "print(\"Noisy audio:\", predict(model, classes, audio_clip[CUT_LENGTH:]))\n",
        "print(\"Denoised audio:\", predict(model, classes, clean_audio))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Original audio: up\n",
            "Noisy audio: up\n",
            "Denoised audio: up\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}