{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Autoencoders.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMQnbp/9nujyafSQHh6HKEm",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/alessandromartignano/Autoencoders/blob/master/Autoencoders.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Z8MOtpwwMl3l",
        "colab_type": "text"
      },
      "source": [
        "# Denoising Autoencoders\n",
        "\n",
        "---\n",
        "\n",
        "In this notebook we will showcase the use of autoencoders for denoising waveforms signals, hopefully improving the Signal-To-Noise Ratio (SNR).\n",
        "\n",
        "An autoencoder is a particular type of neural network which is trained to present as output a recostruction of the input but it is forced to do so by learning an encoding of it.\n",
        "\n",
        "The network is forced to perform an efficient dimensionality reduction (very similarly to Principal Component Analysis but in a non-linear manner) of the input data, thus ignoring the \"noise\", by reducing the number of the node in the middle layer.\n",
        "\n",
        "The learning process is performed in a unsupervised manner or, more accurately, self-supervised, as the expected output could be generated by simply adding noise to the input"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9KQl1A7UTlck",
        "colab_type": "text"
      },
      "source": [
        "# Input data\n",
        "\n",
        "First we are going to generate a training set composed of random waveforms.\n",
        "The waveform we are going to generate are a composition of two sine waves of random amplitude and frequency.\n",
        "\n",
        "A noisy version of the waveforms is then generated by simply adding some gaussian noise.\n",
        "\n",
        "The target of the network is to minimize the Signal-To-Noise Ratio (SNR) of the input signals, which is so defined:\n",
        "\n",
        "$SNR=10\\: log_{10}\\: \\frac{ \\: RMS_{signal} \\: }{ \\: RMS_{noise}\\: } \\: dB$\n",
        "\n",
        "Where RMS is the root mean square value of the waveform:\n",
        "\n",
        "$RMS_{signal} = \\sqrt{\\sum_{i=1}^{n}y_{i}^{2}}$\n",
        "\n",
        "Some examples of the training set are plotted below."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4AQxdRGk-qTE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "515d1892-379d-4bc3-8bb5-ef102dbdd76e"
      },
      "source": [
        "%matplotlib inline\n",
        "import numpy as np\n",
        "import random\n",
        "import math\n",
        "import matplotlib.pyplot as plt\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.layers import Dense\n",
        "from tensorflow.keras.callbacks import EarlyStopping\n",
        "\n",
        "SIGNAL_LENGHT = 100\n",
        "BATCH_SIZE = 10000\n",
        "NOISE_FACTOR = 10\n",
        "\n",
        "def genSinusoid(amplitude, frequency, offset, length):\n",
        "    return amplitude * np.sin(np.linspace(\n",
        "        length / 15.0 * frequency * 0.0 * math.pi + offset,\n",
        "        length / 15.0 * frequency * 3.0 * math.pi + offset,\n",
        "        length ) / ( length / 5 )\n",
        "    )\n",
        "\n",
        "def genRndSinusoid(length):\n",
        "    rndOffset = random.random() * 2 * math.pi\n",
        "    rndFreq = (random.random() - 0.5) / 1.5 * 15 + 0.5\n",
        "    rndAmp = random.random() + 0.1\n",
        "    sinusoid = genSinusoid(rndAmp, rndFreq, rndOffset, length)\n",
        "    rndOffset = random.random() * 2 * math.pi\n",
        "    rndFreq = (random.random() - 0.5) / 1.5 * 15 + 0.5\n",
        "    rndAmp = random.random() * 1.2\n",
        "    return sinusoid + genSinusoid(rndAmp, rndFreq, rndOffset, length)\n",
        "\n",
        "def genNoise(sinusoid, noiseAmount=1):\n",
        "    return sinusoid + np.random.normal(scale=noiseAmount/10, size=sinusoid.shape[0])\n",
        "\n",
        "def computeRMS(signal):\n",
        "    return np.sqrt(np.mean(signal**2))\n",
        "\n",
        "def computeSNR(signal, noise):\n",
        "    return 10*math.log10((computeRMS(signal)/computeRMS(noise))**2)\n",
        "\n",
        "def genSinusoidBatch(lenght, batchSize, noiseAmount=1):\n",
        "    sins = []\n",
        "    noisySins = []\n",
        "    for _ in range(batchSize):\n",
        "        sin = genRndSinusoid(lenght)\n",
        "        sins.append(sin)\n",
        "        noisySins.append(genNoise(sin, noiseAmount))\n",
        "    return np.array([sins, noisySins])\n",
        "\n",
        "sins, noisySins = genSinusoidBatch(SIGNAL_LENGHT, BATCH_SIZE, NOISE_FACTOR)\n",
        "\n",
        "for x in range(5):\n",
        "    s = sins[x]\n",
        "    ns = noisySins[x]\n",
        "    plt.figure()\n",
        "    plt.plot(s, label='Signal (RMS=%.3f)'%computeRMS(s))\n",
        "    plt.plot(ns, label='Noisy signal (RMS=%.3f)'%computeRMS(ns))\n",
        "    plt.legend()\n",
        "    plt.title('SNR = %.3f dB' % computeSNR(s, ns-s))"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "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": "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": "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": "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": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Us0tIDZFhg69",
        "colab_type": "text"
      },
      "source": [
        "# Network layout\n",
        "\n",
        "We then proceed to construct the network.\n",
        "\n",
        "For convenience, input data are sequences of a fixed number of samplings of a waveform. Longer waveform could be splitted into chunks before being submitted to the network.\n",
        "\n",
        "The input layer and the output layer must thus have the same number of neurons, corresponding to the number of samplings in the training set waveforms.\n",
        "\n",
        "The hidden layer, conversely, must be composed of very few neurons for the network to correctly learn an efficient encoding of meaningful features of the input data, and not merely copy it.\n",
        "\n",
        "The Mean Square Error (MSE) is chosen as loss function for the network.\n",
        "\n",
        "MSE is the sum of the squared differences between the prediction ($\\hat{y}$) and the expected ($y$). We aim to minimizze MSE.\n",
        "\n",
        "$ {MSE} = \\frac{1}{n} \\sum_{i=1}^n \\left(\\hat{y}_i - y_i\\right)^2 $\n",
        "\n",
        "As for the backpropagation algorithm, ADAM is empirically chosen over more classical methods like Stochastic Gradient Descent.\n",
        "\n",
        "An early stoppping strategy is also adopted based on the values of the loss function."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jwX-luU0hhjD",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 844
        },
        "outputId": "11d710cb-5ba2-4137-ac35-fff5595e57b8"
      },
      "source": [
        "model = Sequential()\n",
        "model.add(Dense(12, input_dim=SIGNAL_LENGHT, activation='relu'))\n",
        "model.add(Dense(SIGNAL_LENGHT))\n",
        "model.compile(loss='mean_squared_error', optimizer='adam')\n",
        "model.summary()\n",
        "monitor = EarlyStopping(monitor='loss', min_delta=1e-3, patience=5, \n",
        "        verbose=1, mode='auto', restore_best_weights=True)\n",
        "model.fit(noisySins,sins,callbacks=[monitor],verbose=1,epochs=50)\n"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "dense (Dense)                (None, 12)                1212      \n",
            "_________________________________________________________________\n",
            "dense_1 (Dense)              (None, 100)               1300      \n",
            "=================================================================\n",
            "Total params: 2,512\n",
            "Trainable params: 2,512\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n",
            "Epoch 1/50\n",
            "313/313 [==============================] - 0s 1ms/step - loss: 0.3483\n",
            "Epoch 2/50\n",
            "313/313 [==============================] - 0s 1ms/step - loss: 0.0965\n",
            "Epoch 3/50\n",
            "313/313 [==============================] - 0s 1ms/step - loss: 0.0624\n",
            "Epoch 4/50\n",
            "313/313 [==============================] - 0s 1ms/step - loss: 0.0544\n",
            "Epoch 5/50\n",
            "313/313 [==============================] - 0s 1ms/step - loss: 0.0515\n",
            "Epoch 6/50\n",
            "313/313 [==============================] - 0s 1ms/step - loss: 0.0504\n",
            "Epoch 7/50\n",
            "313/313 [==============================] - 0s 1ms/step - loss: 0.0499\n",
            "Epoch 8/50\n",
            "313/313 [==============================] - 0s 1ms/step - loss: 0.0496\n",
            "Epoch 9/50\n",
            "313/313 [==============================] - 0s 1ms/step - loss: 0.0495\n",
            "Epoch 10/50\n",
            "313/313 [==============================] - 0s 1ms/step - loss: 0.0493\n",
            "Epoch 11/50\n",
            "313/313 [==============================] - 0s 1ms/step - loss: 0.0493\n",
            "Epoch 12/50\n",
            "313/313 [==============================] - 0s 1ms/step - loss: 0.0492\n",
            "Epoch 13/50\n",
            "313/313 [==============================] - 0s 1ms/step - loss: 0.0491\n",
            "Epoch 14/50\n",
            "313/313 [==============================] - 0s 1ms/step - loss: 0.0491\n",
            "Epoch 15/50\n",
            "284/313 [==========================>...] - ETA: 0s - loss: 0.0490Restoring model weights from the end of the best epoch.\n",
            "313/313 [==============================] - 0s 1ms/step - loss: 0.0490\n",
            "Epoch 00015: early stopping\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tensorflow.python.keras.callbacks.History at 0x7f56042677b8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VnhopbS0p6E5",
        "colab_type": "text"
      },
      "source": [
        "# Results\n",
        "\n",
        "For evaluating the results, a new test set of waveforms is randomly generated.\n",
        "Noisy signals are submitted to the network and their SNR is compared with the output SNR.\n",
        "\n",
        "Both input and output signals' SNR are computed wrt. the original signal, without noise.\n",
        "\n",
        "An average of the gain (i.e. increment in SNR) is computed across the batch of waveforms.\n",
        "\n",
        "A sample of the output data is presented below, compared with the original signals."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iPqF0Dg6HdgM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "a0c5e330-31e8-49dc-946d-ecdc172f257e"
      },
      "source": [
        "testSet = genSinusoidBatch(SIGNAL_LENGHT, BATCH_SIZE, NOISE_FACTOR)\n",
        "sins = testSet[0]\n",
        "noisySins = testSet[1]\n",
        "predictions = model.predict(noisySins)\n",
        "\n",
        "def previewResults(sins, noisySins, predictions, n):\n",
        "  for _ in range(n):\n",
        "    x = random.randrange(sins.shape[0])\n",
        "    s = sins[x]\n",
        "    ns = noisySins[x]\n",
        "    p = predictions[x]\n",
        "    plt.figure()\n",
        "    plt.plot(noisySins[x], label='distorted signal')\n",
        "    plt.plot(sins[x], label='original signal')\n",
        "    plt.plot(predictions[x], label='predicted signal')\n",
        "    plt.legend()\n",
        "    initSNR = computeSNR(s, ns-s)\n",
        "    SNR = computeSNR(s, p-s)\n",
        "    plt.title('SNR went from %.3f dB to %.3f dB' % (initSNR, SNR))\n",
        "\n",
        "def computeImprovement(sins, noisySins, predictions, batchSize = BATCH_SIZE):\n",
        "  improvedSNRs = []\n",
        "  for x in range(batchSize):\n",
        "    s = sins[x]\n",
        "    ns = noisySins[x]\n",
        "    p = predictions[x]\n",
        "    initSNR = computeSNR(s, ns-s)\n",
        "    SNR = computeSNR(s, p-s)\n",
        "    improvedSNRs.append(SNR-initSNR)\n",
        "  return np.average(np.array(improvedSNRs))\n",
        "\n",
        "print(\"Average SNR improvement: %.3f dB\" % computeImprovement(sins, noisySins, predictions))\n",
        "previewResults(sins, noisySins, predictions, 5)"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Average SNR improvement: 13.742 dB\n"
          ],
          "name": "stdout"
        },
        {
          "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": "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": "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": "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": "display_data",
          "data": {
            "image/png": 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go446io0bN/LOO+9w1113ccopp3DPPfckPS673R75W1tn98UXX6SiooINGzZgtVoZNmzYYRUbrhlwr+GRt4rhkRukBSeeeCKvv/46jY2NuFwu3nrrrRZt3G43dXV1nHXWWfzpT3/im2++ASA7OxuXywUoXnteXh6rVq0C4B//+EfEO2+O/nM5OTkMHz6cZcuWAYox1fqfMWMGL7/8MqAY11gcPHgQp9PJ5ZdfzqJFi9i4cWPU9qlTp/Lpp59SU1NDMBjktddea/WY1NXV0adPH6xWKx9//DF798ascJq2aNKKoZG3juGRG6QFRUVFXHzxxUycOJE+ffowderUFm1cLhfnnXceXq8XKSUPP/wwAJdccgnXXXcdjz32GK+++ipLly7l5z//OR6PhxEjRvDcc8/F3Gfzz7344ossXLiQ3/zmNwQCAS655BImTpzIo48+yqWXXspDDz3EeeedF7Ov7777jkWLFmEymbBarfz1r3+N2j5w4EDuuOMOpk2bRu/evRk1alQL+aU5l112Geeeey7jx49nypQpjBo1KplDmTY0SSuGR94aQntM60qmTJkijYUl0ott27YxevTo7h7GYY3b7SYrK4tgMMi8efO4+uqrmTdvXqftr6f/plc8s5ZVOyt55qopnDK6b3cPp0cghNggpZzS/H1DWjEw6CEsXryYSZMmMW7cOIYPH85PfvKT7h5St9IUfmh45K1hSCsGBj0ELVPVQMGXphr5ttJ67ntrC88umIrT1jUm1vDIDQwMeiQ+1YCnm0a+fm8NX+6uZn91Y5ft0zDkBgYGPZJ0jVpxe4MAuLyBLtvnYW3IpZSsL67u7mEYGBi0g4hGnmYJQW6fYsBdqkHvCg5rQ75mdxUXLFnDttLUppMbGBh0Pk0eeXpJK5oBrzc88tRQ61EOZH1j1x1Qg+7nrLPOora2NmGb1krfJuKTTz7hnHPOSbr98ccf3679pHIM6UiTRp5mHnnEkHedR35YR61oJ0AgZKw892NASomUknfeeafVtvfff38XjEjhiy++6LJ9HU6ka9Esl8/QyFOK9kgWCKXXiWAQm4cffphx48Yxbty4SLXC4uJijj76aK688krGjRvH/v37GTZsGJWVlQA88MADHH300cycOZP58+dHQvz0pW+HDRvGvffeGykHq5Wn/eqrrzjuuOM45phjOP7446NK58Ziy5YtTJs2jUmTJjFhwgR27twJNC3yEA6HueGGGxg1ahSnnXYaZ511VsrHcLggpYxEq6TbZKdmwLtSIz+sPXJvmoYv9Xj+cxsc+i61ffYbD2f+Pu7mDRs28Nxzz7F27VqklEyfPp2TTjqJvLw8du7cydKlSzn22GOjPrNu3Tpee+01vvnmGwKBQMzStxoFBQVs3LiRJ554gj/84Q/87W9/Y9SoUaxatQqLxcIHH3zAHXfckbAGypIlS7j55pu57LLL8Pv9hELRBmj58uUUFxezdetWysvLGT16NFdffXVKx3C4EAhJtKTzRIb8QG0j1y5dz/P/NZW+OY4uGl1i3N3gkR/Whlwz4IZHnv6sXr2aefPmRaoTnn/++axatYq5c+cydOjQFkYclPKy5513Hg6HA4fDwbnnnhu3//PPPx+AyZMns3z5ckApSnXVVVexc+dOhBAEAokvzOOOO44HH3yQkpISzj//fEaOHNniO1x44YWYTCb69evHySefnPIxHC74dddsIkfsu5I6tpXWs7PM3WMMuSsSfmh45ClBu5MbhjzFJPCcu4N4pWfbglYm1mw2EwwqF+Ddd9/NySefzIoVKyguLmbWrFkJ+7j00kuZPn06b7/9NmeddRZPPvkks2fP7tIxHC74dF54Io+8xuMHoLEHyS/ubjDkh7VGrt3JjcVb058TTjiB119/HY/HQ0NDAytWrOCEE05I+JkZM2bw1ltv4fV6cbvd/PvfbVuBsK6ujoEDBwLw/PPPt9p+9+7djBgxgptuuonzzjuPb7/9tsV4XnvtNcLhMGVlZXzyyScpH8Phgt4jTxR+WN3QtYZ8Z5mL97YcStjGmOxMMYZHfvhQVFTEggULmDZtGtOnT+faa6/lmGMSrzA4depU5s6dy4QJEzjzzDMZP358q6Vh9dxyyy3cfvvtHHPMMREPORGvvPIK48aNY9KkSWzevJkrr7wyavtPf/pTBg0axJgxY7j88sspKipqdTxtHcPhgj5SJVH4Ya3qkXv9qTXkv/vPNu5/q+XC209+tpvbl8efH/IFQxHHsSs98sO6jO3ty7/jpa/2cfc5Y7hm5vBO39/hTE8veRoPrTSsx+PhxBNP5KmnnqKoqKjbx1NVVcW0adP4/PPP6devX7eMpSf/pt+XuTj9T8oSfGP65/DOzbGfvv7nlW94bWMJ980dy1XHD0vZ/s/58yq8gTAf/L/oRUeueGYtX+2pZsdvzoz5uSq3j8m/UfITBuZm8PltyUtryRCvjO1hrZE3xZEbHvmPleuvv56tW7fi9Xq56qqrutWIA5xzzjnU1tbi9/u5++67u82I93Q0j9xhNSVM0e8sjbymIRBTGqlw+fAFw4TCErOp5fJ+WsRKjsPSpZmdh7chDxga+Y+df/7zn909hCiS0cUNwK+GbuY4rAkTgiKGPMXSSq3HT4M/hDcQwmE1R96vcPmU/QVCZNlbmk9NThmQm8GOMhfhsMQUw+Cnmg5r5EKIwUKIj4UQW4UQW4QQN6diYKnA0MgNDNITzXj3yrAm1Mhr1MnOVCYN+YNhGtQbg2a4QbEjVer+PP7Y+rfekEsJDXHapZpUTHYGgf+RUo4BjgX+WwgxJgX9dphI1IphyA0M0gptUYmcDGuXR61oE6gA5S5v5O9Kd5NRj/cEoMkx/Xs51NdpYsillKVSyo3q3y5gGzCwo/2mAu0ubUgrBgbpheaR5zgscb3tYCgcKUyVSmmlxtOkbZfVNxlvvXfuibM/TSMfkJsBdF0FxJSGHwohhgHHAGtT2W978RqTnQYGaYkmp+RkWAmGJcEY13CtrqppKj3yGr1HXu/V/a3zyOPsr8mQp5lHriGEyAJeA34ppWxRAFwIcb0QYr0QYn1FRUW79vHbd7Zx8h8+Sbq9dlcPBI3qhwbR6MvAvvnmm/z+9/GzVWtra3niiSfavI/FixcnvQ7n+vXruemmm9q8j1SOoSehPUX3yrACsdP0NX0cUquRR0srvph/x5dWFMPdv1eG+jqNPHIhhBXFiL8opVweq42U8ikp5RQp5ZTCwsJ27ScQClOpO5itYXjkPz6aF6pKhrlz53LbbbfF3d5eQ94WpkyZwmOPPdap+0gnNMOd41AMeSxDXa0z5Kn1yBXjazGJZoa8yTuPJ624vEFsZhMFWbbI664gFVErAngG2CalfLjjQ4qPw2pu07JP2iSJzzDkaU9xcTGjRo3isssuY/To0VxwwQV4PB5AKQF76623UlRUxLJly1i5ciXHHXccRUVFXHjhhbjdbgDeffddRo0aRVFRUaQoFSip7zfeeCMAZWVlzJs3j4kTJzJx4kS++OILbrvtNnbt2sWkSZNYtGgRAP/3f//H1KlTmTBhAvfee2+krwcffJCjjjqKmTNnxi05u2zZMsaNG8fEiRM58cQTgegnhIqKCk477TTGjh3Ltddey9ChQ6msrKS4uJjRo0dz3XXXMXbsWE4//XQaG5UFfp9++mmmTp3KxIkT+elPfxo5NumK5pHnZCghft5YHrlqcPMzbSnWyJUbxIjCzChDHq2RxzbQbl+AbIeFbPUG1FWLS6QijnwGcAXwnRBik/reHVLK1qv7txGHxUwgJOMG4zdHK7wTMCY7U8pDXz3E9urtKe1zVO9R3Drt1oRtduzYwTPPPMOMGTO4+uqreeKJJ/j1r38NQH5+Phs3bqSyspLzzz+fDz74gMzMTB566CEefvhhbrnlFq677jo++ugjjjzySC6++OKY+7jppps46aSTWLFiBaFQCLfbze9//3s2b97Mpk3K6b1y5Up27tzJV199hZSSuXPn8tlnn5GZmcnLL7/Mpk2bCAaDccvm3n///bz33nsMHDgw5kpG9913H7Nnz+b222/n3Xff5Zlnnols27lzJy+99BJPP/00F110Ea+99hqXX345559/Ptdddx0Ad911F8888wy/+MUvkjv4PZBkPHLN4A7IzYjrIbeHWk8Au8XEkN6ZlNQ03RDLXT6yHRZc3mBCaSXLYYmMO22kFSnlaimlkFJOkFJOUv+l3IiDkuUFyethXqOM7WHF4MGDmTFjBgCXX345q1evjmzTDPOXX37J1q1bmTFjBpMmTWLp0qXs3buX7du3M3z4cEaOHIkQgssvvzzmPj766CMWLlwIKFUIY9VCWblyJStXruSYY46hqKiI7du3s3PnTlatWsW8efNwOp3k5OQwd+7cmPuYMWMGCxYs4Omnn44pBa1evZpLLrkEgDlz5pCXlxfZNnz4cCZNmgQo5W6Li4sB2Lx5MyeccALjx4/nxRdfZMuWLQmPZU+nySNXNfIYIYiatNK/l6NVm/Dl7qqkI0iqG/zkOW30ybFHeeHlLh/D8pVKm3GjVrxBsh0WHFYTFpPoMmklrTI7tQwrbyBEZoysKj1SysjJYMSRp5bWPOfOQlHxYr/WStlKKTnttNN46aWXotpq3nQqkFJy++2387Of/SzqfW3VotZYsmQJa9eu5e2332by5Mls2LAh6X1rpW5BudFo0sqCBQt4/fXXmThxIs8//3zaZ5D6giGsZkGGTb3mY0iqtR4/GVYzeU5bQo283hvg0qe/ZNEZo1g464hW913r8ZPrtNIn205Vgx9/MIzNYqLS5eOYIbl8d6Au7v5c3iBZdgtCCNV7TxOPvCuJeORJSCX6WW4jauXwYN++faxZswZQUu9nzpzZos2xxx7L559/zg8//ABAQ0MD33//PaNGjaK4uJhdu3YBtDD0Gqeccgp//etfAWXitK6ujuzsbFwuV6TNGWecwbPPPhvR3g8cOEB5eTknnngir7/+Oo2NjbhcLt56662Y+9i1axfTp0/n/vvvp7CwkP3790dtnzFjBq+88gqgeP81NTWtHhuXy0X//v0JBAK8+OKLrbbv6fiDYWxmE3ZL/Kfw6oYAvTNtZNjMCTXyg7WNhCUcqmtMat81HqXfPtlKCGGl24eUkgqXj4F5GZhEgqgVX5Asu/IUke2wps9kZ1ei98hbQ9/G8MgPD44++mgef/xxRo8eTU1NTUQC0VNYWMjzzz/P/PnzmTBhAscddxzbt2/H4XDw1FNPcfbZZ1NUVESfPn1i7uPRRx/l448/Zvz48UyePJmtW7eSn5/PjBkzGDduHIsWLeL000/n0ksv5bjjjmP8+PFccMEFuFwuioqKuPjii5k4cSJnnnkmU6dOjbmPRYsWMX78eMaNG8fxxx/PxIkTo7bfe++9rFy5knHjxrFs2TL69etHdnZ2wmPzwAMPMH36dGbMmMGoUaOSPKI9F18wjN1qjlzzMcMPVc/ZYTUnzP48WKsY8Eq3P26b5v3mOW30yVaefspdPmo9AfyhMH2yHThtlgQJQQFyHIpaoOnpXUFaSSt2i/KjJjNDrf/hjczOwwOLxcILL7zQ4n1NJ9aYPXs269ata9Fuzpw5kUWN9SxYsIAFCxYA0LdvX954440WbZoX37r55pu5+eaWZYXuvPNO7rzzzkRfIypiRmPWrFmR1X969erFe++9h8ViYc2aNaxbtw673c6wYcPYvHlz5DPaRC/AwoULY97YFi9enHAsPRXNI3eo17wvzmRn70wbGVYz/lCYYCiMxdzSNz1Yq4QNViQZulzrCSjSSo5qyOu9OFWJp0+2HYfVTGMgfq2VrChD3jXSSloZck1aSVRER0PvkRuTnQbpxL59+7jooosIh8PYbDaefvrp7h5Sl+MLhrBbTboAh9gJQYPznGTYmiTXrBiGvLRO88hbN+ThsKQ24pEr0kq5y4fTppjKPtl2nDZzTI9cShmZ7ARFWtlf3TVhoGlmyDVppXXDrLWxmIRhyA8DmnujhzMjR47k66+/7u5hdCv+UBi7xYQ9gZyqRJdYybA2PanHKi3bFo/c5Q0SlpDrtFKQZUMIzZAr+yhMYMi9gTDBsNRp5Ia0EpO2aOSa157tsBAIGbB9Xa8AACAASURBVJOdqUBK2SJyxCA96Y6VwdqCL6BEijgs2lN4tDOmFczKy7SRoXrL8eyCppG7fMEW9cWbo8Wm5zltWMwm8jPtVLh00kqOI+7kqsunyCiatJLjsFLfaESttCDRY1ZztDY5GdaYEyUGbcPhcFBVVdXjDYBB60gpqaqqwuFwdPdQ4uILhrFbzHGdN61glqaRQ/w0/YN1jWj5g6155RFDnql41X2y7ZTV+6hQvfIsuwWnzRxzX25v0+pAoDiRbn+QcLjzr5m08sgz2hG1ku2wUOvpuiWXDlcGDRpESUkJ7S14ZtCzcDgcDBo0qLuHEZeW4YfRzphWMCvXaYto5LG85HBYcqjOy1F9s9l+yEWl28fg3s64+9VsRa5TqZXSJ8dOuctLpt1CoRrFkmG1UN3QMpRRk1E0eSfbYUFKcPuDkUzPziKtDHnk7pzEZKfmhWfZLYZGngKsVivDhxsLWBt0Db5giLxMRd6wmESLa17L6uzttGFSdYVYXnJlg49ASDJhUC+2H3Il75FrhjzbztaD9WTaLJFwREVaaal9ayVstTor2ZE0/c435OklrVjaMtmpeeRWI/zQwCDN8KkeOSgOXPMUfa1gVl6mNaG0ok10jh+UC7QeSx7p16lJKw4q3T7K6r2RKBanNfZkZyyPXHm/8xWBtDLk9jbUWtFLK8Gw7BKdysDAIDX41YQgUObGmnvkmuesZXYCeGMY11J1onPCQKVmTmseea3Hj0k0Fevqm2MnLGFvtadJWok32aka7GzdZKfyfudHrqSXIbeYECJ2ckBzmldPC4QNr9zAIF3Qe+R2i7mF86ZJK3nOxJOdB+sUj3xIbyd5TisVbm+LNnpqPH56ZVjRVr4vVL1wKYkYcqfNjCcQajHx3yStGB55QoQQ2C2mpGqt6D1yMLI7DQzSCSVFXzXkVlMLaUUrmOWwmluRVhpxWE1qXLidSlcr0kpDIKKPA5HsTiCikTttZkJh2aL0h+Z5Z9qbEoL073cmaWXIQV1cog0euWbIjVhyA4P0wR8MNWnkFnOLbG6tYBaAwxa/dEdpXSMDcjMQQlCYbaeilezOGo+fvEydIc/WGfIcxTuPxK37ow252xckw2rGqo5bC0PsisUl0s+Qx3jMioUvEEKIprtjT4lc8QZCfLWnuruHYWDQo9F75A6rqWX4oVowCxKHJR+s9TJAXT+zIMveapp+jScQmeiEJjkFoDBLCz9U9udpVm9FX2cF9B65Ia20INaPGgtvUEnx1e7qPUVa+fe3pVz81JqkC/gYGPzYkFKRLey6qJVYGrnmkVvVEMVYkSQHaxsjK9oXZtuTmuzM1Ukrdos5csPQZBYty7P5/lzeANm6EgFdubhEGhry5D1yu8WMTU0o6CmlbGs9fiVJwNc1NRgMDNKNQEgiJZGoFWVerFlmp1rYSiPD2jLb0h8MU+H2RVa0L8y24/GHaEhw7SklbKNjvvtmOzCbBL3V/WXEkXLcvqaCWUCXLi6RdobcHuMHi4U3EMZhbfLIe4q00uBTxp5MBUcDgx8jmtOVKI5cK5il4bC1dPDK6r1IScQjL1ClkXjyijcQwhsIR3nkoHjiBVm2SCRLPI/c3Uxaga5bXCKtMjsBHJaWM9ix8AaV4jjaxENPWSVI09V6itRjYNDT0MKLmzRyc5RHri+YpZFhbRnbrRXLGpDb5JGDYsiHqmtv6mme1akxd+IASmqaUvKbDHlLjbwgK7rfbIelSwpnpZ8ht5ojBzwRvoCikVsj0krP8IA9EY/cMOQGPZNAKMw735Uyd+KAbql2qV0bWp0VuyV6XkxfMEsjlrRSqsaQ949Mdirt4+nkNQ3RWZ0aF04ZHPU6wxq72qLbF8sj75pStmloyE3JZXZGPHLlRPT3EI+8Qb2LJ/NUYWDQHXy4rZybX97EEYVZjFMzIrsS7WlVm99SpJWma15fMEvDYTPT2OyaOhDxyB2EZRiTxYXJsY/VpXV4HU6C4SCBcAC72U6OLYd9FWGErYIsR2LFOZ60Uu8NtKiHnu2wsq+q8xeXSENDnnh9Pg1vIITDYo7c1XuKRq49/hkauUFPRVukuKtqaTenySNXJzut0UmA+oJZGhlWU1SKfmVjJV9VrCRn4Ldc/8FL7KjegTfkJXM4vHFQ+ReLrCPgxjWPMHjzII7MPZKJhROZUDiBsfljcVi0OPKWhlxKidsXjMSOa3TVZGdKDLkQ4lngHKBcSjkuFX3GI+k48mCYLLulSSPvIYa8wW9IKwY9Gy1ppiGJtXE7g4hHrksI8gfDhMMSk0lEpNVcnQTitFk46D7Ak988yacln/Jd5XcAiGw7ZjGWC466gGE5w/j9v0s5ftiR3H7GJKwmKxaTBX/IT72/ntc2fc+zX27imtlZVHj3s716Ox/u+1AZg9nB8QOO5+QhJzO5cAYQHbXi8YeQkhbSSk6aTXY+D/wF+HuK+otLRozZ6Vh4A2HyM5smO3vK5KJW/tLwyA16KuX1iiFvPpnXVWjXhj5FX3k/TIbNTIVawbAw204gFOD9ve+z07SU2uytPL5JML5gPP896b955bMshueM5Jkzp0f6fu7dz/B7nAzKjq7F3p/+5GAiWG/i/02ZE3kaqPZW823Ft3xx8As+2vcRH+3/CIvJgmPg0WyvO49geAgWU5MOnt2sXG2ObnEJLeqlM0iJIZdSfiaEGJaKvlqj+WNWPHyBkBJ+2MPiyLXww55yYzEwaE7EI/f1HI8cFAOfYTNTUe9FmPy8t38Z/9j2dw41HMIhCrG7zuStBb+if1Z/AP76+kpmDI6OIkmUFFTjCeC0mSNGHKC3ozezBs9i1uBZ3D7tdrZWb+Wd3e+w9NvXWFn9Wza9+jcuGXUJk3vPAYipkXfF4hJdppELIa4HrgcYMmRIu/tp/pgVD22pqKY48p4x2anNrBvSikFPpfs9clUjj5SxbVqHIBAOsLbqDbKOXM7/rW+gqE8Rdx97N++t68W7e8sjRrzBF6SuMUD/3Ojl7Aqy7OypbGh6I+gHTxV4a8mtWMcZ9irYaQYZBmEGmxOsGWDPQWQWMrb3GMbmj+Uf74xj2tgyzL3W8NjXj2E1LcHebxJeBgIDIt03VUA8TAy5lPIp4CmAKVOmtNuqaj+q9pgVD6/qkfc0aUXLKjOiVgx6KuWqx9pd2ce+5h65Kq2sPrCKpTseo9hfjD08iqfPuYNj+hwDwKpvtkaFH5bVK6GH/dRCV/jcULaZMxveY0bDRuSz/4uo3Qf1BwHFHP1C+/CLCQZntkN2X54jh3DJYKYWFvHD2CIeObCJT4Jf8ptNC/jWfS7Xj7+ewTmDI1JLrcfPQDWevTNIw6iVpsUlEhnyiEduRK0YGCRNKCypbtA88u45R5tr5D5Zi2PgP7hv3RaG5gyl0PNzBjumRIw4NMWRSykRQlDlamSa2MbkXZ/DxnVwYAPIEKcDlSKHkByLZfhJkDcUsvpARh73rDyAxe7knnPHg8kE4RD4GyDQCN5aaKiEhgpwlWKv/45BrnXw8X84EmWC8KDJwvP9BrP8hzd464c3uKD/CZwz8kasZsFjH+5kyeWTOy0uPw0NeXLrdjZ55MqB6wmGXErZFEfeQ54QDAz0VLl9aItpJapJ0ploT89Wk2DFzhX8adv/YsnyctGIn3Hb8T9j5kOf0veoaMnEYVPkkMAPn2Lb8QYTvnuDV+xVyK0mGFAEM26GwdP4T1UfFr5ZykdzZzGiMCuqj5VvfMjxA/Nh8KRWx3jrgVX0zXHw7KVjoHIna75aw4b1a/h/9gauq9rKk9ZGXpWf8taBT/jvAWb67RzIhmWzmDLjNOg7Diy2VvfRFlIVfvgSMAsoEEKUAPdKKZ9JRd/NafLI4xvCYChMMCyjUvR7guH0BcORi6QnjMcgvalrDPDwyh1MGpLLvGMGtf6BJCjXTQR2n0ceRpjdPLD+13x5aDVH5kxg09encfpJ52ISFird/qjysrjKmFbyPJ/aXsb2YgVYnZTmn8D/7jua+355I4V9+kaaZu+sBA5R6fYzorCpi0Z/iEP1XobHSN2PhdNmVuYQbJkwYBKbe+fwh+AQrrz4dAodVu5qqOSyXSt5bMeLPGPaRz/HPm4t/hNy628RF78Io89J0dFSSFXUyvxU9JMMTQswxz/J9Cm+Palolv7CSGa5OgODeKwrruaXL2/iQG0jm/bXpsyQ6yM6ussj31n/Nc7hj7Kh3MutU2/laOccLly7Fm8wTHWDn1BYKgshV+yAzx+Fb//FlHCQNXIM2WfeT94xP2HFpyW8U7yTx/ILo/ouyI6dpr+3WpkAHVaQnCHPsFmo05UKKXd5cVhNTWVsMwsYPuFS/jThUtYdWscDa37Lryw/0M/fj7/2GsiR7T04cUi76oeOBEXkNbRtDqsZk0lgMYkeYcj1F0ZPCYc0SD+eXb2Hi59cg9kkOPnoQrYfchFM0flU7lImCfvm2LvcIw+FQ/z56z+zvPQeZNjB82e8wOVjLifDqkwYegMhyl1eRou9nLH5f+DxabB5OUy5hg9PeZv5gbuoGTEXbE6qGnzkOa1YzNEmrjBOBcRiNZJlWLIeudUcdXwO1fvol+OIqYFP7TeV5ect47xBN1Bqquf9vTXJH5QkSTuNXJsASVTKVosz12QYq9nUI8IP9WP+MUSt/O6dbcwe1YfpI/K7eyiHFY9+uJPpw/N56srJfLCtjI93VLCnsoGRfbM73LfmqQ7Nz4zM53QF9f56bvvsNlYdWMVI52w2bp/FuILRQNN1bKrbT/66v/C27Q3Cldlw4i0w/WeQWUBwyyFgQ+Qaq3T5I2Vr9eQ5bZhNIhLVolGs1kMZWuBMarxOW3SRrrI6L31zHHHbW0wWfnPKQs7Zcx7HDh8Qt117SVuPPJEhjJTBVGUYq1n0iPBDvUd+uGvk3kCIJz/bzcPvf9/dQzms8AZC1DUGmDmygGyHlTH9laJWW0vrU9J/uctHrwwrvZ22SKXOzuaHmh+Y/+/5rCldw93H3s30rJ9jNdkjeSIO6WOR5WVmf3AmBfv+w5Ohczi0YC3MvhMyC4Cm5de0qLCqBh/5WS0nFE0mwdB8Jz+Uu6PeL65sID/TlnSst8MWXTb3UL2Xfr3iG3KNzjDikI6GPAmNXJsI1e7kNou5w1LGn97/nlc3lHSoD/0Pf7iHH2pJJWv3VLO/uvOrv/1Y0DxmbbJvRGEmNouJrQdTY8grXD4Ks+047eZOjSN/+at9PPHJD3xx4Auu+M8VeIIenjvjOS46+iL8Iak4YVLC1jfp/8KJ/LflTYr7zeGFaSt4KDifgsK+Uf1FVu3RPHJ3bI8cYHT/HLYfckW9V1zVkLQ+DtHSipRSMeQJPPLOJv0MuRa1ksAQeiNxqMqPazMLAh30gF/bWMJb38QpmZYkWhEiq1kc9h65prUCvP71gW4cyeGFJgloj/FWs4mj+2an1CPvk20n02bptMxOKSV//ugHHln7Ags/vIEBWQN46eyXmNRHCfvzB8MMMNfBy5fBK1eAI5cLfPfw8ej72ePrRbbDEnky12jukVe6ffENeb9s9lV7oqoSFld6GJqfnKwCTdJKOCyp9QTwB8MJpZXOJg0NeVO6bjw02UUrYWu1mDrskTf4glQ1dGzBZO3CyHPaeqxG3ugPsXFfxydjynWe4/KvDyBl0xxFKCyjXqc7G/bW8PRnu7tkX9px7aMLvxvTP4ctB+tTckzLXd6IR95Z1Q93V7ipsL6Ovd9r9LWMZ+mcpfTL7KdslJIxlf/h1fCvYNeHcNoDhK77hPVylDrZ6Yv67hqaXWgMhPAGQupqPbFjtUf3zwFgh+qVa6GHyU50ghK1AorTeEjLIk1CWuks0tiQt+6Ra22Vyc6OGvIQ1e7WVyZKhPYolue04euhUSuvbtjP+U98we4Kd+uNE1CuntxXzxjOnsoGvt5fC0CdJ8BZj67igX9v6/BYewrLN5Z02VyAdlyjDPmAHKob/JTVd8zRkFJSofPI/cFwyqO9QuEQ93xxH/aCj8kOzKR0x3yQqgH0VMMrVzK/5DfsMw2En6+GGTdhtVoxCcV5Uwx5S4OpSSveQChSrzw/gbQCsE19itmnSn9tklZ0NckPNXtK6g7SzpBntMEj1/R0m9nUoRWC/MEw/lCYygZ/h7webbIzL9PaY+PID9QqJ+V/Nh/qUD9lLh8Wk+CyY4fgsJpYvrGEYCjMjS9tZEeZi92VHbtR9CQ8/lDkMbuzKVePq35dybEDFMO0tbSuQ327fEG8gbDikcdZBScZ4j1x+UN+Fn22iG/r3sPuPp2/nPYgLp9k2fr9UPw5LJkJO95hRf51/Drr91AwElBWo1cWlFHCD/vktDTQemlFCy2MJ6307+Ugx2Fhm+qR74mEHiYvrUQ0eX+IsrqmkM3uIu0MuSaXJE4Iiq7V0FFpRTPA/mC4QxNAjTqPvCdE0cRCuwje7aAhL69XNMoch5XTx/TjrW9KWfzWFlbtrCTLbsHdBcX2uwrtnPB0wc25rF6ZjNRX/hylepgdnfCsiMg2jkg51vbo5HMe+YwnPtkV9Z4n4OHGD2/k/b3vI6vmcvqABRQN7c2UIb0If/J75NJzwGyDa1by7+yLsVijo0fsFhPeYCjyxNCciCEPhKlyax55bGlFCMHo/jkRj3xvlWLIYy3IHA+nbnL1UOQpyfDIk8ZkEtjUHzUe+oQg6Phkp954V3VAXmnwh7CZTThtlh472akZ8u8O1HUo2kTvOZ1fNJC6xgAvfLmPa2cO57gj8rutsl5noBk7Txd8p3KXt4Uhy7JbGJbv7PCEpxZp1CfbjlM15G2tSd7oD7Gz3M3X+2oj7zUEGlj4wULWHlrLNUffhrv8eE44sgA81TwhHuKawMuUDj4bfr4KBk6OFLzT47CaqXL78QbCMQ2mQ5dfotVTL4zjkYMir+w45CIclhRXNdA700avjOTLzGo3Do8/RFm9j4IsW6RAX3eQdoYcwGExJY4j1xKCLFr4Ycc0cn1iREcmPBv9QZx2M3arqcvCD5et38/f1xQn3b7S7eOIQsUzeW9L+71yvec088gCRhRkcuroPtx+1miy7JYuTTbpbDRj1xVLo1W4fPSJocWOGZDTYY9cizQqzLaTqXqcbU3TP6iu91lSozgBdb46rl95Pd9UfMNDJzyEdE3FJGBm5gF46iQKK9bwR+vP+JX/BrArCU3+YDhSWkPDYTVHtOzCGB65EIIMVX5pzSMHZYLY4w+xr9pDcaWnTbIK6NftDFJWnzgZqCtIT0NuTbzcm7bNnqLJTv3JXNlBj9xpVRaE7qqolWUbSvjHmr1Jt690+Skaksfo/jkd0snLdQbHYjbxzs0n8PSVUzCbBJl2c7etPtMZaOdHV9QmiRe1MaZ/DsVVng496eilFacalRHvhtvgC3Lhki9Yu7sq6v2D6sr1+6s91HpruW7ldWyt3sofZ/2ROcPnsGpnBQsLviH7n+dAOIy4+j1c469ia2lTXLcvGIrIohp2iyliyGN9f1CMq6aRO23myHeIxaj+yk1jW2m9EkPeBlkFiPTd6A9xqK57Y8jhsDXk0R651WzqkJTh1hmdjkgrjf4QTrsFu8XcZdJKgy/YIh05HlJKqhp8FGTbOXNcPzbsrYlESbQFv1rcSH/BOazmSB2KzE7WyH3BEH/+cGdSa7umAm1CsLNrkzQd19geOcD2DsgrFS4fNouJnAwLmXbV44xzw33721LWFdew+ofKqPdL1cnyhqCLa967jh9qf+DRkx/llCGnUN/oY3bp0yxyPQQDJsH1n8CgyQzIdeDyBalX47p9MTxyu9UcWRcz1mQnNNUkr3LHzurUc1TfbEwCvt5fS2mdt00RKxAdtVJW76VvN4YeQtoaclPiqJVgCItJRArm2FLokVe52y+tNPiDZNoUj9wfCndJLHWDL0i9N5iUUatrDBAISQqyFEMO7ZNXNJ093uRPtt2CPxTutAnfDXtr+OP73/PVnupO6b85mhfc2XKRpv3GMmRaqv6WDsgrFS4fhVl2hBCteuTLNuwHmkL3NA7UNoKpEeeQZ9hdt4tHTn6EEwedCH4PjS9czo3mFZQfeRFc+SZkKZUJ+/dSVs7RbgL+YDjyNK3h0OnPhXHOK4fVpBjyBj/5mYkjSBxWMyMKsyLnd1uSgaBJI69rDFDV4Dc88vbgsJpbmewMR6JbQNPI2280oyY7G9rvkXt8yqpG+lXBOxvtaaI8iRjjprAtGyP7ZnNEYWa75JVYSSt6MiMTaZ1j+Lp6geumyc7O9chjxZBr9M2x0zvT1iGdXJHDlL4jHnmMp4zdFW7WFStJY80nxPfVVuEc8iwmxyHmD7tLMeKuMnj+bAoPvM/vwleSe/GSqIUVBqjramr6eiyPXAtcsFtM5DhiSyYZNjNevxLZEi/0UM/o/jnsVYtltV1aUcajRbwYhrwt+FxQvh2HpXWNXJ/C29GiWZrByXVaW5S/bAueQJBMmyUyI98VhlwzMvqU+XhUuJSblDbbP2dcP9buqabW07abV8TgxHkE1gx5Z0WuaN+5K0oFK0kzipPQ2R65doOMNbEmhFAyPDsQS6555JD4ZrtsQwlmk2D2qD7sq26MvO8JePjC/RBmxwEaSy4jMzQByrfD306Fiu3c57yT7cOuwNbM2x6grmWp6eu+YDimRg7KORVvubSItNLgj5vVqWdUv6ZqkW015Npk555KT2Rc3Ul6GfK3fw3Pns648LZWpJVojzxVk51Dezs7pJFrHrkWpqSPXCmr93L2Y6siJ3MqCIdlxKNKJusv4pGrHt/UYb0JhWWLSnGtUeZKLK1kdbIh1zzyrqhBrzd0nR1+2NqTzpgBOXxf5m7399aHjDqtsT3yYCjM8o0lzDqqkMlD86h0+/D4gzQGG7nxoxvxiD2MNi8kj0lY9n0Oz5wOIR/+K97ixdqxjBuY02K/fbIdmE0iIq34gqGo6xeaPPJEsdoOq1JWoLohfsEsPWPU+Ps8p5VezratcK8lG+5RE9u6Mz0f0s2Qz74TnPncWnE7Yzzr4jZr7pHbOpgQ5PaFsJoF/XtldCj80OMPqR65ash1N6Pth1xsOVifsip2EO0hJuORN8+IG5SneEolNW27uVTUexGCuF5RZ0srni5cF1V/jDs7/LCi3otJxE89HzsgB38wzO6Khjb37Q+GqfEEKMxqijSyW0wtnjJW7aykrN7HhVMGM7i3oivvrqzl5o9uZv2h9QTLLmZC3olc6NzIf+35H2Vh42ve53vzSIJhGUmP12M2CfrlOCLSij8YbhGTrcWJJ4oNz7CaOVTXSCgsW53shKZU/bZOdIKSz5KhC4k0pJU2IHsNJrDgbSpsA7mv4QHY8nrMdt5A9GSJkqLfMY88024hP8vWwYSgoKKRW1pq5Jo3V9cYiPnZdu3Pp/f4k/PIzSZBrpoYMTBXuVAPtPEpodzlIz/T1mJ1Fo2u8si7QiPXH+PODj8sq/eRn2XHbIotLWgeZntS9StjTKRm2i0tvtOyDfvpnWlj9qg+DOntBEI8uO4O1pSu4ZYp99BYM5HZrjdYVP87vjeNgGtWQt7QSNnYUf1aGnJQ0uYP1jYipYybENR8fM3JsJkj53kyHnnfHDsFWXaObLYIc7I4bWYCIYndYmpTMlFnkFaG/NnNz3LN57fxyLD72SqOhFf/Czb+gw+3lXHS/30cSYFv/miWCmkl02YhP8tOtUdZM7CtSClp9IfItJsjJ6ne0GiPsPXe1BlyvaFMyiN3+cnPtEXSvzNsZgqybJHkjmSJV9hII6udWYPJonmRXSKt6DzWzg4/jJXVqWd4QSb2dtYmjyXbOG3mqAncOk+A97eWMe+YgdgsJgbm2XEMeIXNtWu4Y/odTOp1Kr+yvMrxO37PrryZXOy9naA9F1DitR1WE8PjeL/9czMorfNG5huaSysRjTzB98/QOW/JeORCCF66bjq3zBnVatuY+1N18n69Yi/x1pWklSEfmDWQ7dXb+STwe661XwojToY3b8T05RPsrfKws1y56/sC4cijGCiGPCxplwEGxSBm2S3kZ9qQEmraOPkHysRbMCxx2iy6qJWmi0STA1LpkevrZCQbtdLckxmY52yztBKvsJGGFhHh9qXuu+rR18bpbDxd6JHHSwbSsJhNjOrXvtrkzResAMi0RWfg7qlqIBCSHDciHyklj3/7ENZe3zAuYz7zj7qIXh/fxs2W5VQddREbpz9GQ9hGqVpQaltpPUf3zY77NDEg10FprbdpLYF2auQaiSQYPSP7ZsfMFE0GLXKlu7M6Ic0M+Zzhc/jnWf/EZnLS2O9Zlk46GznqXE7e+wi/srzKTvXxzRdsqZFD+z20Bn+QTLs5cpdvj7yiXfDOeNKK6s2l0pBrHnmvDGvSGnlBs5N6UG4GB9pqyOsTG5wmaaVzPFjtWHaFIdc/9XS+R+5r1WhoqfptzVHQ8iP0+rvTHr3AcKWrKTz1j+v/yGs7XyOr8QxyPLPgtWsZvOsllgTPJXzOnxlcoEgo+6s9SCnZVlofUx/XGNArA38oHJnwbKmRK9dzYSvSika8eYRUotUk7259HFJkyIUQc4QQO4QQPwghbktFn/E4Mu9I5hY8RNA1mj9sfIQ7Bgzi/czTudmynKHr7odwuEUcudWseAHtnfxy+0KKRq4mGcRLCqpy+9gVp463VhkvarJTN56GTjDkmnQxojAzSY28ZdjWoLwMSmobky7RGgpLKt2JpZXOjyPvuvBD7akn12nt1PDDYChMlTvxDRIUnbzGE4hU5EsW7YaUrYvRzmqmkWs6+srSF1m6dSnzR82nyHEe15bcCVuW89HgG3mYy8jPskcmQvfXeCh3+ajxBKLC/ZrTX4360ErKdkRa0c/zdCYZ6pN1d0esQAoMuRDCDDwOnAmMAeYLIcZ0tN9EZNuz8R64nJ9P+G/+vedtbu3dwMOcypSyV+D1hQQCvtR65Kq0ohm5yjhJQX9YuYOrn48dTaNNZiqTRNE7EgAAIABJREFUndoC0qEW2+sbU2cMtItweEEmdY2BhLH3Ukoq3L4Wj6SD8jLwB8NJx89XNfgIy8STUlYtIqLTolZUj7wLww8Ls+ydmhBU1eAnLKEwCY8c2l7SVkt/z9TVJ3Hamnnkbh/WvM/5x/YnmXvEXG6bsJBbK+9kcuBr5LmPscJ5Af17OTCZBP17KSGF+6o9EaknoUeuxpIXqwk2zT3y/r0ycFhNDFTbxUIz5L118zydiZb9erhIK9OAH6SUu6WUfuBl4LwU9BsXxUgLLj/6Gh49+VECpnKeGXyQxZnnwLcvs7jxIbJMTUZCyxLriCFXolYSe+TFlZ64dU20C0KZ7IwhrahGtr4TpJUj1Fl5TQeNhcsXxB8Mx9DIlQtnfwJ55et9NQTVY6svhZqILLsFVycZcncXauTak1Rhtr1TPfJkj+vR/XIQou2p+m6fUj5Cr2E318jXV63E0e8tThlyCvdN+AWmpXMZ2LCFGwO/oPKoSzhY28gANd3eYjYxINfB/urGSN3vUckY8ohHHh21cua4fqy+dTa5zviTmA5VWkkmYiUVZEQ08u5NBoLUGPKBwH7d6xL1vSiEENcLIdYLIdZXVFR0aIf6BZhPGDiLhj03IMIOXi3czPPTLmOGXM91+34NXiUMy6oa8lgXtpSSf3y5l0N18R9FtcnO3Axlyal4GnlpXSPeQDim56tdEM44mZ3xwg+DoTCLln3DD+XRq34355X1+1vUFtF75JA4ciWif2Y3l1YShyDuq/Iw74kvePbzPVH7iFcPQyNWaFuqiGR2dslkZxChxnZ3pkauHddkbpDD8jPb7JG7vUGymqW+O3VVKlcWr2SD50ms/lH878SbsSw9Byp38t2JS3gnfCz7qj0crG2kf27T7z44z8m+ag/bS10MzM1IGKKX57TisJoi0krzFH2TSbRqoDWPPJmszlSgJU0dNhp5Mkgpn5JSTpFSTiksLOxQX1pWlTeg1FUI+/sywXQPQfco/lixijMKjiXfswWeOxtcZVgTSCv7qj3c/fpmln9dEm/cqkduxmQS9M60x0wKklJGZuhjedVaaKRTV2slVvhhc0NeUtPIsg0lfP5DdLnQ5vzvu9tZuqY46j3NW9QKAiXSybXyvC088lwtKSh2CKI2J/Dyuv1IKdvkkXd2rZWuCD90+5Qkryy7uVMXy0iUnt+cMQNy2hy5ojkrejJtym+0+sBqbl11KxnhERzrOx/b0rngLoMrlpM1dg6geNJl9d4o6WNIbyclNR51ojO+Pg5KKOCAXhkRaaV5in4yOLvYIz/colYOAIN1rwep73UaTQswhyMn+AlHDMFbcjmn9lvAoayDnDtsLDtcxfDs6eQ2Kg8Msdbt1B5B43nZ3kCYsGyaoCuIkxRU4wlEPOzaGIa8IWLI9ZOd+vDD2HHkWpGuRPp2KCypbvC3uIE0+II4beZIdblE5WzjrXOYabfQO9MWNwRR86B2VzSwfm9N5PdoLaQry27p/ForXVTLJtOu1L7uzBT98jYkuozpn8O+ak+bchJcviBZjmiP2WmzELT+wK8+/hUjc0cyunIOv6u5AwINcNVbMPT4yBPb+r3VhGWTRAIwuLeTSrefXRXuhPq4Rv9cR8TZaO6RJ4Pmkedndo1Hnmm3IET311mB1BjydcBIIcRwIYQNuAR4MwX9xiUirQRCEeM0bXhvLCYzBcEzadx3LY1Ccln/PrwmPEz/+BLGi90xPbStEUMe21vVJBHNW8nPssWsgFha12ToYkWeNEakFXNMaUXbj8cfihqntiJ4ooibWo8yEdZ8v5q2n+e0YjWLiJGNRaIFawcmCEHcW9WA02Ymy27hX+v2U+7ykuu0Rk02xyKzEz3Yhi6c7HSryWKZNjOeTlyAuczlpXdmcsuJNdUmTyzH6WnwBclu5pG75C4yBj9PX2c/loxdyGMN9yNMJljwjlJPHMWp6pNtZ+1uRdbrr4vg0CJXwjLxRKeGpq8DLcrYJoN2zjUPoe0s5k8bwl/mF7XQ87uDDhtyKWUQuBF4D9gGvCKl3NLRfhPR5JGHIsZpcF4Gwwoy+e5AHSHPEVw66BGK+k5hcS8Ht/XO5GnHb8jY+1GLvrYcVHT0eOVptcd/bTY/P9Me0+hr8a8AtZ4YHrmvKfzQFqPWSqNOX9Ub5GpVxknkkWvGvrkh1x6XhRD0yXYk9shdPkxCmfFvzqC8jLjSSnGVh+EFmZw7sT9vf1vK7oqGVmUV0DTy1GvKAV2d81hPYKnG4w/htJtx2i1IScLyyh2htdh8PWMjizEnn6rv9kZLKzuqd/DGocXIUBZ/HHYVeS9fTm04k+WTnoE+0ZmQQ3o72a0+memllcF5TX8nCj3U6K/7bLs8clvXeuSDezs5e0L/LtlXa6REI5dSviOlPEpKeYSU8sFU9JmIpsnOMOW6QkIj+2Sx5YDiYedn5LPktCXcXHQzHzsszB/YB9fqG2Dj36P60rTEeEu4aV5jpt4jj9G2VGckY3nk2uN+hhoZYDGJKGmlwR/EokYM1EcZ8qZVU+KhjT22R64mUmTbE0atVLj99M60xcy8Uwx5Y8wkk73qMlkXTRlMYyDEF7uqklpNPNvROdKKPgSwq8IPNY9ced05hrzC5U06A7Ew205Blq1NOrnb1zTZubtuN9e/fz02cwZF+49l5Ns3EMweyAX+e7EVjGjx2SG9mxZl6N9MIwdF8khmhfqBuonS9mjkwwsymTw0j6nDerf5s+lOWmV2ath1k53l9UpaudkkGNknKxLSZreYMAkT146/ljsnP06FzOPqfoU8tuouAu/fC2ElNrqsXvFE48VJaxdmVkQjt+PytVxxp1QX1RGrfrfHr1RQ1LxxuyV6+blGfygyadJWj1ybfK1vDEQ92jeo1RZBCZFqTSOPp78OzM3AFwy3uNkFQmFKahoZVuBk0uBcju6reF1JeeS2zpns1IfL+btggWsl69cSiSn2dFIIYmv1a/QIIRjdPydSqCoZXN4AWXYLe+v3cu171yIQ3Jt1Bs+Jp/D2Hs33Z/6LCvJiRoQMUg12jsMS5dX3zrThtJk5ul/81Hw9/fXSSjtWpO+VYeW1hce3q5phupOWhlwvrZTp6noc2Te7RRuA0XnjcO/5JVMKTuPp3F5cuudlvl82n237lTDISYNzqW7wx9Q3I9KKPfqxrbqZFHOozsuAXg6EiB214vGHohaDtVvNUZNxDb5QJENMb8irktDItSeEsAS3vqyqqpGDUqOiNY08niGPF4J4sLaRYFgyND8TIQQXTVXmvBOlUWtk2i14/KF217+Jh96QdmRVqKT35wvhtJl12aqpv3mEwpIKl69N8coFWfakawJJKXH7gkhzFde8dw3BcJC/9TuN0zf+jrXh0Xx3yt8pCyrnQCz9WfO8BzRL1hFCcPb4/pyTpPwwQOeRJzMXYNBEWh4t/WRneb2PvqqnMrJPUznK5tUPCds5f8giHp31KOXOHC5p3ML6j39CAVXMHFlIKCxjSiLa43/TZKeWFBR9kRysa2RAbgY5DmvMqBWPPxgJV9LGp0kr4bCkMRCKTBRFe+TJGPImA12n0+f1hrxvjp1aT/zsTsWQx9YWB/WOHYJY3GyZrHnHDCTPaY2UU01EpAJiij1YzZAK0XW1VrLsusWKO8Ejr3T7CIZllGzRGs0rFyaiMRBCmmt5v2Yx3qCXp3OnceT/b++8wySr6rz/OZVD5zg9OdCTA2HIMIJkcAHjkkQFRBRfXdc1AK6y7r6+YsAAKqBiAGRUFGFBCZJzZgIDk/P0TE/n7qqufN4/bp1bt1J39XRN91T1+TxPPzPdXV11b91bv/u93/MLT32PnhlncUX0KwxIDx0Z06Os5AvkAN//6DKuOjnbjslFuiIf/wXEUqJEA7k1/TClyGc1+FF3cPlK9N8/4/3c/5FHOaVuMXf6w8yY/V2a5YsAOfPDAzk8coCOjMfu7Q3RUuOlxufMvdgZiecI5EagGUwGVxXI+ywT5rsKSD+0LtRaLwID4TgV7vSucfl88o7+/FNVUrnk6YpczSucmcxTr/O7eO2G07ng8Kx6sCyUH1tse0U9X7XXOUbph8adVmpYcfEVuboTmjyCnh5+t6Pgi+Smzh34ZtxORAa5wzOXeS//Eo64jI5zbieMi0Akbg5+znWOTEte6K2K+kDwux1m0dCBWCsTmdxTTA9xVJAeCMfoDETMIOVx2plZ72dLRyBrZiekFFqdp46bz1/Jh3/yddorH+IHe37A4qZWdvcu47Cm9NX1zMXOBn+2IlfFQGcu8rCj05kn/TDDWnHYzawV9YGblFQkfSNW5Kltsf6tWoiDVK5re3/ITAuzPm4wGs+btlXpcVLltbOhcwdv7uulPdjO/sH9PLxjM/6Wfdy65hXiMk5CJpBIPHYPPqcPv9NPnaeOJm8TTb4mplZOpdZTCxy8xlkqkNb6XAe9IEhKSSASo8JtTynyg+D7q4woq2IdDp/LTiiaIJ6QQ/rTu/p38W/PfgZhD/HDwSYWbv4LnPTvcNo38SUL3ILhGB0DYfwue1qHQUVzpYelU6s5dlb9CPcsm8k1XnoHoweUtTKRKc1AnrxaG5kU6Qn5hzVVsKUjkHZFVyeFNYshGInx5t6T+eKc02hrv56/12/ixhcv5Ab7/3DarLPMRvGptMGkR262sk0pW1UMNKnKQ5U3t7WiinPMbbJYK4Nm8HHidthyWivDLXZWe40LiPrbeNKusXrkkLsvuTWHXErJ3sBe3u16l3e73mVD1wa29W1DztjB4/0xHn8k/W/t1R5e2FOF02YoKYEgHA8TiAYIxrJTFmvdtcyqnoVfTMNR5WFD1zRmNy7GJmz0haJEY4lRtSBV1ka11zlklk4xGIzGkRJ8bod5wTwYmTiqRmGohlGZqO0ZjMazKjYVO/t2csVjVxCMDfDNPZL3xZ6Ds78Lx3027TkCkbjRGTPPhd5mEzz4+ZMK3rahmFztYVN7/5g0vSonSjKQO+w2nHbBzuS8vGbLan5rcwWPrduXocizS/Tf29uPlLBw1hIuPekpfLdezKrmDXzpua9wzLt38+/HXcei+kUEIjE8Tps5tsznsuNx2tLsDPVBm1zjocaXuwoyGImnedBWayUQTlV9Vnudps8disbNis/hFPnsRj9v7egxA3kwo5BJLZRlZq5E41Fe2v0GrvqnuX/3/3LrpvfoDBntAGzCxvTK6cyunk2odx4DA7V878IVNPkMhf3BW99gblM1t330qJzbFU/E6Q530x5spz3Yzva+7Wzt3cqW3i28uv9RvFNCfO2VP3LTqjqOnXQs23ZNJtx/GA9c84G8+zoc6r2s9TmzFmellNz0yHqqvA5WtDaysKUqZ8C4+I6XOWpGLf9x1ryCXsvvspsX6YPRb2VPTwify06Vt/CPq89yh5ArkG/u2cynH/s0kViIX3SEWBjdwcYVP6X1uE/kfI6O/vyL4cVkWp3PFB+awinZd8zjsLO9y/BorYp8+Yw6XPataUEzVxtbVdG5aEo1tZVufhu4hh/7txBo/xG3Jd7moocu4pxZ5xAePDPtgyCEoN7vTktXVLe+k6q9VHsdedIPY/jcKUvD7bQRSlorQUvVZ7XXaZZWWy8W4SEUecdAmCOm16YFcvPikPww1vpcOGyCvX1B1nas5aU9L/HK3ldY1b6KUDyEuwnaw1M5YfIJLGlcwoK6BcytnYvPaWzzt/93HSs37+CEyScghCCekOzqCnPGQl/ujQLsNjsN3gYavA0srE/vbLxmdxcX3HE/nzhVELJv5OW2l+mIdYAX/vWhuzht+mmcMeMMZlXPyvv8uVDvZS5rZV9fmNue2QzA9x5ZT0OFix//6xGc1NqQ9rhVu3oKymO2rp/4D9LiLRjZQS0jHCfmH8KzX9e5jmsevwa7TPCbfZ3MDAa5NHId31pwYdrjnHYbLoctqcjDzG48+Gl9nzt1Dv+y7NAosiklSjaQu5129vSojnApRX7q/Cbe+M/TqbT0jcjV/fCdPX1Ue53JlEFBrc/Fq95T+L+Xnc35932KO8M7uGvro4R5FGfDUWzpmcPsGmP1vaHClWZRqGKgydUearwuepP53Fa1F4zETXsGDI9c9R63trhVFglAV9L79jhteRV5JJagLxRjep0Pu02Yf2vNttkzsIeX9rxE5fS/8cf2jdzzsHEBnFc7j4/M/QiB3unc9bSdu792ft4GQFNrvQQjcbqDUer8Ltp6B4nEE2bGykip8rhJhCexuHIZHz7qCqSULP/e3URca3E07OKWt27hlrduYWH9Qs6ZeR4nTDqNuQ3DL6KqC1i1L3uxU1lZ150zn4YKN9fdv4an17enBfKBcIxgJF7QFKj0jpY2bIKD0pO8LZkRNRJ8ZoFS+oXlzX1vcu0T11IpHPxq+1amu2t57MS7ePWRAJXu7O6EfpedYMTwyI+ZdfALbZoqPQXny2tSlGwg9zhtxBMSIbLbVlZmNP8xFzstecXr2vpY2FJlqpx6f7Jis2EJFVc9wRce/xYXv347P6udyv0Vb3HhAxdy6rRTuXjBxSyaXMWDq9qIxhM47TbaegZx2AT1FW6qvU4zn7vKsh1ZeeQWj9ys+nQ6qPI6TfujK6nsJ1d7zcyWTFSucEOliyqPg97BKMFokOd3P4u7+UF+sv5W9q8yOjva3TVUJ5bxtfddwLEtx1LvNRanfvzPDcj4xpzl+Qq1QLp+bz/Hz6lne0bq4UhRClZdcGIJSVdPHbCCu754LvsH23ls+2M8tOUhfvjG9/mB/CFHNpzI1UdcwvEtx2O35U5PU1aYNyNPH1L21JRaLx9YOpmfPrmRfRk+envyvS9kkIa6AKs2CJn9u4vFnt5Q3unz+VDvr9XqeWL7E3ztua/RYvPwy03rmDTpcLjoD7StGQTeyWpjC8ZFqncwSncwOmZdBTUjp4QDuSrQcZv+dT6EELjsNvNWOxZP8F5bHx8/bob5GKMZVvLD63DDOd+l8bDT+MK9n+Harl7uXXw6f25/gyd3PkmTZzph/xKe3jSbM+a1src3RHOVMRGl2mcE795gNCOQ58ojV9ZKuiJXQ6RVVefkGm/ecmsj4MTpl5tx1j/JM/2b+PvKzcQSMZw1Tpq9R/KpJZdwwuQT+O4DXWzvCnLu7PelPcf+/jB1fpd555KL4+fUU+Vx8LsXt3H8nHqz3ejMhvzWylBUZATy9v4wqgNAIBKj2d/Mxxd+nI8v/Dif//MjPLbjId5MvM5n//kck/2TuWj+RXyo9UNUu6vTnldl6rgcNmIJmXZnpBaMVRvk5qrs/jOq+17nQAQp5ZB2htp2ZV/53Y6iK/JwzGjV3DLC1D5TkScvLCvfW8l3XvkOS+wV3LrpHWoXXAAX/gKcXgbCm5Lbn31x9Lvt7EiuRR3okGLNwaeEA7kRdAqtdnPahanQdnYPEo4lmGdp5NNQ4c5uxt96Bp+r/hn/J/JrvrD6ET7TOJ9Hln+Se9pfo735Yb788j84ZvvR7OhvpaFmMYA5K7B3MGr29o3EEkTjMjtrxUw/zL3YqW7vW6o9vLWj2/zbwdggazvW8nb72zy+5SUq5q3iZ+sj4BeQmMblSy7HGZnHDx6McP21p7JkqhHsmquDvLY99TyK4aazgxF4P3HCTG59ahOb2gfY3hnE7bClLTSPBLfDht0mzFv/vZbukf2hWNpdlYw2URO6EE/nBXTLt6iev4ab37iZX6z6BefPOZ/LFlzGzOqZQKqJldOSqeSxpXebdJvnjofVu3oy3ouQ+Xf94fS7qkyClkZokBzEUGRFvq83eTEfQeohWO54QlF+9MaPuHPtnZwSd/G9bevwrvgavO9rYDPeh/5QDJfdlrMIx+dysCN596UV+aFL6QZyhyp0KTCQO1KKXE0DsqZzNVS4c95Ot0e93Dvlek486krcf/8KF/zj21yw7BL+NfDvtDnfY8/AGtqcr4ATPvjAr5jpOxxHlYONXVNZNHkpQgjLUImMPHJlrYRTi51VHmMEWiLZY9zuGES6txGreJ0bX3yZdZ3r2Ni9kZg0/qbJPYNoz1F847QP8PfXfAQHPXzpqJP421u7Qb5tqkUwsnt6glHCsXjah7a9P1yQ2vrkCTP55XNbuP2ZzfQORplR7zvgNDEhRNpwib29qfe+LxRlMqlj0zcYZXKNl1svOYKP3WZj65ojWXn1dazccC/3b7yfP63/E6dMO4VPLvokgXAibcB1JJ5Ia+kAqbu55kqj/4xVeVtTFjv6w0MG8sz2DX6Xo+hZK3uSF7gDUuQiwu82f5v1/S/ysWCM67q7cHzsbliQnhU0EI7mtFXA2De16N5YOTZdBTUjp3QDuTN1e1wITou1om6nmy2VcvV+F32hWFaQMyenzDsHZq2AZ78PL97C78UD/DT8Aa766B84/qf3c/TCdtyejTy790G8UyJ8882VfG9NBdMqp9HomYKrMcqq/vX8deNMKl2VdCT2EHZ18ewuD2t7N+Os2cafNrTzdnAT7snbuPTvf2BD51Z8rf082g2uZvjn9mrm18/nU4s/xeFNh7O0YSn3vdbF/7z9Lue3nskra9fQ1tVrbjeQlnGj3qv2vnBaUVBHf5g5BWQk1Fe4uejo6dz98nbq/C6WTasp6L3Ph3Vup3Xqe38oXdX2hWJUe51MrfVxzSlz+OYD79DkmcN/n/jffPHIL7LyvZWsXL+Sp3Y+hT/RSo33bJx2437I6pOrOyAV5CdVewhFE/QNxkxLzNqPpjMQYfYQw6yU+jYVucte9AInldo6kmIggGC8C9+M29jQv4evdfZwqaMBcdX9WS1oIbuFrRXrMGatyA9dSjiQGx/GQhW5y57ypM1AbrkIqCKUrkAk7UNj7VeCyw+n3wjLLib44HV8ZecfCdz2NOeHz2dR89V84uS57OoeYMWP7+XDJySorelkZ/9ONnavx1W3hyfbn+HJ9tQ22Vvg2ifuNPanBW5+E5zCjd1diY0Z1HAkoWAdK2YtZOXzcV78xseyFnI7A3tx2gVVHkdaxktmawFINbOyVndKaTRkKjRT4NMrZnP3y9tp7w+bpfkHit9tz2OtpBdU9Q9Gzd7W1RbrqrHSTYO3gc8f8XmuXHIl92+8n++/fBu7Pbdw146/46g8jnDsFMDYb9UrXImApuTx39cfMgO51TPvyFgI/dtbuwlEYlx6rLG2otS31SMfai7qgaAys0ZS/v7a3tf4ytNfxufu5ua97ayYdTacfwt4ci+Y5hrzprCePzqQH7qUbCB3Z3wYh8PlsJnd8Pb1GeXG1pM3VbGZCuSJhDRawWae5I3zqPjkfXzy2z/h+tgf+J7zlwy+9DC4vkTDkktIhCcz0zWPa489DIDVu3o4/9bn+fllizlippu+SB/3vLKVu1/Zxl8+exx3PtfGixv7efrL5/DihgE+c/ebXHfeSdz44Ds47TbmV01Cxt7J2TukcyBMvd+NECKZgx4z54xCakAspAqnrKmTPcEokXii4AvilBovH1laz6urVnMMg7BmnTG/cbDHGHYd6oXYIMQiEE++jrAZXw43uCqMC6Knhn+N9xHqrodtIcKd/bhsCSIJWw5FHqUqGcBVIM8cY+Z1eLlkwSX85pFmKurX0C0fwTv1Hj79xAt89vCrjZqATEWuAnlfiLnJzpntfWGm1xlDgzsyOlz+9sVt9AQjZiAfCMdw2oV5BzeSRlWFsqdnkBqfM82Wy0dCJrhz7Z3c8uZPmR5L8Iu2/eya9n/gozcYXcTy0J9j8LJCret4nXZdqHMIU7JHZsQeuV0QVYq8P5RlyagURqtPHoyq9LLsRSCn3YZzzsmcua6VU2xvc2vTk/CPr+B55rtc5zqJeM8nACOQG8pNUOOtoKWigRZamOJzkAjFmVe7GEcc/HYPla5Kqn2pIRFdgQgLJlelDdLIpDM5EAKMIBdPGC1JjaHA9jQPO1d1p2qGlOWRRwLQsQH2b4CuzdC5Gbq2QM8OvhvsMETua8kvAISh+NzV4PSCwwV2txFAZAIScYiFjXmP4QEI9XKlTAa938K3gW+5bOxKNGB/YR7sWwZNC5DNixkcDJledZVFkeciGBYs8ZzCJ+d+mC8/fBe2Ba9x/fPX8/O3f87iigtBTLLYcsY+qzUTMO5W5k2qZGd3MEuRt/UO0hWImP1LguFYWoA9GOmHbb2hgmyVjsEOvvX8N3h2zwucPRDgRlnPp2L/xcLakzljmEKigXAs7yR4s8eQ9scPaUo3kCtrZUSK3AiE7X3Zgbw+RzOsXPaElZNbG3h83T6eThxB8NIvU9H1OrxyG1e997+IVQ9C4HRY+jHCwihh92fkkYPh21r7sFitg85AhHq/KzXjM0cueUcgYt5NWP82GIllbbeq7rTmTu/v7me+2MGC/Xvh8R3Qvg7a34PeHZa/FFAzDepmw/zzoGY6VE+DyknGl78RPDVmFkRBJBL8x11P09W+hzs/NIWb/vgYS/29xDo2c3xwH7z2K4iFEMBbDjs977RC4iSmVC9lmojTl6fXdjASSy52Oon1L+O7x36O/fG3uGP1HTyy91b8c6p5YEs3ly36WGrNwPJ+tPeFObm1kVqfK60bZjSeMFMk9yanxRvdJVPvsc99cBT5cD1WntzxJDc+fwPByADXdXZx8YLLEGfcyM4fvMjMAi4s1ulAmYz1ZHrNgVHCgTxdVQ2H024zm2bt7Qtx1PTatN+b1orlw2t2PsxzW3tyq7ES5rAJ6is9UH0yzDqZy394H5c4nuK89qfhr5/mJLuHnzuXMmnzbqg6D6qn4LIMYB6MxrMCeWcgQu9glFqfy7xo5aru7BwIMzs5EcUayAfCGYE8kcDWu4MLfWtYvOUpuK8L2tdx/P4NPOKOwfOAzQkNc2HaMXDk5dA4FxrmQd0swxYpJjYb+Op5NyaRs0/h14EQnzpiJne2b+XKxbP5+lmt0LWV3q2v84cHHuJC1z5YtZLmyK94zg2BR5th6ykw8ySYfYp/RYZYAAAgAElEQVRxcQHTCnObbRkkp04/lVOmncL1j/yFv239Pbes+iG/e/eXXDz/Yqr8k807lMFInP5wjMZKd6pALMne3pCZ576zK8iUGm9WbYBS5MPln4+Ett5Q3tFlPaEefvDKd3hg2z9YEI7w/0Iu5lx4N8w5FUguvhaQRRMYyiN3pSZjaQ5dSjaQV3uduOy2gk8wp91GJJZASsm+vnCWIq9wG0UkI1HkM+t9plqytgqN+Cdzl+0yzrvqFtj5Clue/B1HbnuE5qe/Ak9/BRrmcbx3EZfYa5F76oiFgvjcFeZ+AexIFtzUV6QUea4OiJ0DEXNqUbXXSRUBortXsaDrFY6Jb4e/3gsd6w2LJBrgBwDtQHg6NC/kbe9x/Gajj5s+dzG+lnlgz59uV2wq3Mbczq5AhEg8QUuVh0qP01jstNmh4TD2J5q5KVbJlPcdwflLmom2reW/fv4bPtG4i9bNT8LqPxpPVjeH+OxTODlRQ419stlfR60rCCFocixlcMdnuP9LU/jNO3dy++rbYZqTF3tOZFvvlxEx48LcVOmmvsKV3k/HYr/s6Apy3Ox6BsIxfJZzw+92kJDGBddzAFPgMwmEY/QORrNSDxMywQMb7+fmV7/LQGyQT/cO8Nn5l+I89QZwpRagjQKl4RX5kB65WyvyUqBkA/nlx8/gxMMahqxGtOKy2whGjA9GJJbIsmSEEDT4XWlzKQcy8oQzEULwuVPn0J2xKFbtdRmd92w2mHE8L8ydxI3rP8Dqz06jatczsO05pmx/ku84e+CPv+ZeoMveCL+dj6+yhW84A9Rsmsxl9hhL92/FF/Bxvm0TlevboMNt+NfhfqLBHv6HVRy9OQo/7+fYnp2s9vTBw3C42phtU6D+MDjy49A4n5veFLw00MTfvnQuAA8/tI4ntu7AN3VxQe9jMVF55CpITqr2UOlxpC129ib70VR5HGCz45yyjL/YzsY7czo3nLsA9q+HLU/B5qewrVrJr10B4i/9lIGtx3ClfSaO7kaQdSAEoVgcl8PGEc2Hc0TzT9nSu4Ur/vpD2nme8//2DEvrjsfuW0hT5dFZBWJ7LJ0UdyUrHYOReNr6iTpPAuFYUQK52VXT4pG/ufcNfvTif/F2/1aODIX4hnMGrR/7IbQsy/r7QhR5JJYgHEtQmUesKKXemGd6lObQoGQDeY3PxVEzCj+5XA4bPYMJswQ7lyXTUOlOs1YyBy/nQmUwWKn2Olm3p9f8visQwSYEnilLYMYyOPELPPPOXr5999+551w3jz37PMu8HdTFuhE7X+ZS+1683RE+4gTeNJ7jpy7ghfTXsTs8HGurwCtboHYGwUnH8pM3wpx67FHcu9FBvHYWv7hiRdrfDOxay9a2Peb3hVR1HiyUglXl/pOqvclAnlrIVNkpapETSKVZCmHkRTfNh+M+S1tHD1+++Q6+OW83M7tf4D+dL8D/3gPPz4K5ZzGlcz4VjlRi+Ozq2SyvuJrnNp/Bx8/axd3rVuKb8SI3rX2Seucp7A+mOi+qwpw6v4udyTbFgXCMOn9KAacGMMcZ/YiFVOphS7WH9V3rueWFG3mmay2NsRjfDju4YMVN2BZ9MG9Gis81fDrkcHedap/y9SLXHBqMKpALIT4K3AgsAI6RUr5ejI06GBhZK9L0Q3Ot0tdnKPLhTvJ81PjSh0usa+vjsKaKtIGybqednbKZ/dOP5zbZxJmzJnH0B5cAcO73n6KrpxtnPMQfr1hGPBrimrvf5MYLl7FibrORwueuZHVbkAt/9gK/Pms5py1oRoai/OrVx2iqmc+axA6WeSuztq25yk3voDG70+O0094XGrduc0rNbmofAIxjUul2pilyNfGoOlcgzyCYsPNSYhEbD78M2VjB1bf8lduP62TRwMvwxm+5PBbiw3jg3tOg9QxoPYPmKjcdfS4+u+xaXP1n8L0XVuJeuIa3e+5ETnPw1Wde5kNzL2R3t5dqr5O5zRVm7xFjOpA1ayW9v8lo2dMTxOlfzx1v/pJXA5upjCf44mCCS4+8Fu/yq8A59HErJB0yV+GYFb9e7CwJRqvI1wIfAm4vwrYcVFRl594cxUCK+go36/f2m98Pd5Lno8brJBiJE4klcDlsrN3dx/Fz0jWaNWsls8Vtlc/F1k434KayZQ59gzG2yL10u6dAbaqVa+dAt7ndABUuBzZhLHYGwjny30ll+ezvN6o79w+EWVDAsOSDgdq+zfsD2G2Cxko3VV4H2zpSk4XU/FJrqXyV12G2ALaSuoOy43IIdslGNs88k0XLvgyRIL/8/e9oaHuKD+5dDesfBuDTFXOosc2j/x1Bb/8kxMDR/OVf/pMfP/cUt791L8/sepp/bHsYh6zC23I4vqqTWLPZWCgPhtPnsCq/PDDKzJVtvdt4bMN93Lfur3im97O5N87nIzYuWvppqo+5ZtgArigkHVJdNCvzeOQLJ1fxvrmNLJ9Rm/P3mkODUQVyKeW7QNFW6A8mLoeRtaLalObqLVJf4aIjkOp6d6CK3OyAmFSNe/tCLJqcHixVQdNgcgqQ15IZU2X5UNX6XGYhS2bWilqYVYudNpsw1arRBTDbp1U2yr4+o7pzf1+YFa3jo7bUBXJT+wCNFW7sNpFa7EyiFLk10FR7nabtYMUsgnI5cNmNfTeLqFw+3vIewwb/Qj74bysMb33jY8RW/YPL+x/H/Ze/8yXh5HRXK7ZnVnEyC/jl3nP4+Qe/QxeruOGxuxl0vcxr4WeRLS4+/8TDBD01hG3HEU3Mx2lzphT5CMv0Y4kYq/av4vmtj/Ls9n+yIbQfgKXhMGcPVHPt2dfhnn8+2Ed2HhaSDpkSK7kXuWt8Ln53xTEjel3N2DNmHrkQ4mrgaoDp06eP1cuauJJZK/v6wtT4nDkXoxr8biKxBANho/terurIQrCmAe7qNtTl4inp7VbVHFEV7K1Bt9pSxei028xtzcwj70j6+fWWhahqr5PuYDRtXqcVa+60SrdrKjCFs9ioQL5l/wDzk3cFlR6HqcLB8MjdDlva8aryOnm3rZ9M1MKeamML2b1W3A5bmre+a/rlXPSzJ7n3jDi733qU+aG34JmbOBrJGreNwb8toHLOcby4ZxI1h53JYIuN36x+gnUd7+Fo2sujPX/j6T98i3m186h1TcVVJ3llX5CK6jnUuGuodBn2VkImiMkYXYNddIY6aQ+2s3H/Gja0r2LDwE4GZAy7lBweCvNVvJwx53y+v+lInvE08++LTjyg97eQdMiBsHH+5cta0ZQGwx49IcQ/gUk5fnWDlPKBQl9ISnkHcAfA8uXL5TAPLzrKWtnXF8pbxVZvVndGqPQ4c1ZHFkIqkEd4J5n5sDBLkRuBRg1X9uUI5Eppu/PkkXcNRPA67WnVhdVeJ23JDItcllCzpSxdLYSNl0euLjThmJF6CCTf95hZPdk3GEtb6ARjH/tyeeRqYo/bnnO8X660wElVHkK4WVexmN/ampg94xpu/8hhtK97jpX338dFtj1UrPkT35L9sBHkRsEliQZcrrn8qX029tm1BOvsvBvuZHXPc7ib+/n9ln/w+y0F7H8iwdxIhPMiMY71T+e42WdROe88mLQUhOCt1U8zr/nAj43PbR82HVJZKyO1DzWHFsMePSnl6WOxIQcb1WtlX384bzWo8po7B8LMavCnN8waATU+IwD3DkZ5Z08vM+p9We1QlUfek+w9nhmMAWqTgdxjKR6y0mmp6lRUeZ1s3GcsHuba9lqfE6ddsK8vbLZsHa+BAdbtm5TsRKlspYFwzAzYVRlqscrjpN8S7BUBS39wcyqU5T0LRePm+65oqHBhE7CvN0R7f5jjZteDt4aKJedw859tuJbO5/T5jVz54z/z/RMlixx7ePuFFzlmoINPyJ1UbwmCJWj32gS7HQ567HZ6bDYGktWuAolDQo3NTUNFC43Vs2iecgxi6nIjdTBZR6CQUrKnZ5BT5zUd0Hur3gfjfcmfDqmslXweuaY0mDBHTxUE7esNMbepIudjlAJWmSsDkfwVb0OhAnFPMMra3X0sybBVALPIR41qs+aqKwWqeqg47QIhsguCOgbC5sXH+tr7kko7V/67EIKmSg/t/SGzNH280g+twUMFcvWz/lDUHESdS5Grx6iLJqQUud+iyCMZijzzuRzJorIdXUF6B6Pme+FzOfA67XT0h2nrC7NdTkIuPA7frDq++sIjHN9Yz1Nd+7n1I/P4wGwbBDoIBXv56u9e4KOHN3D6gklGUZPdBd5aHtkS4fpH27jt6jNZMnv45MS+UIxQNJH37rEQ1F3eUOmQA1qRlwWjTT/8IHAL0Ag8LIR4W0p5VlG2rMi47IJIPMH+geyqToVKsVK55AesyFV1ZleQHV1BLjpmWtZjlF2iArk3hyJXFxYhBB6HPedi56Tq9H2p9jrNUvJ8H86mKjftfWFz4Xc888gVkyzWCqRu+fsG04M1pK9BWH83YFnsVEI9PIwiB8NuWpu0wNJbG7voDETMYqDJNV6EEEyt9ZnZTR5fJdQ1Q91s3FLymIwwr+YwTl8yL+01dmzfTBcB3mnr4xhLIJdS8tT6dla0NqaNLFSWW+Yd10hQ7+9QmSuBcAwh0q09Tekxgi5H2Ugp75dSTpVSuqWUzYdqEAfMCtB4Qubtz1LndyEEvLq1y2hhG47lreocCqX6XtzcCcDiybkUeTKQB/IvdlqHIbudtixF3hkIm8E+82+BvK1Pm5KTcfYPhHHYBLW+8anasy4iZyvyZCAP5fbIIbsDYjASx+M0RsgJIYzagWE8cjBy6zfvN+yoRsu5oaZG7ekJIURqG6fX+djTq+56Uu9xagBzdqZIV/I4Z44TfHVrF1f89nWeWr8/4/FGIK8dYiD2cFgVeT76k31WSiHzTJOfCXM/ZS3GyafIXQ4bV500i18+txW7TdA7GGV63ciHJxhpdA5zzmZm6iGkslZSitxirXhyBHLLjE9FTzCa9UG3BvJ8iry5ysNLmztp7wvTUOE+4HFto8VmE/iTZeRKkVd5UrYJkNsjzxPI1eBlhcpUUgylyNVdjPXupKHCxe6eEG29gzRWuE0xoIZcQLZ95XPZTYvHimrj8E5GIH8jeY5kDoFWj68bxUVWXWSGSkEcCMXyludrSocJcwStPVmGGg93/bkLqPQ4ufnxDQAHXCxT43OysytGS7Uny8cGQ725HDZTeVkDUI0vO5B7nHZzwg3k75FhDeT57iaaqzz0hWLs7A6OW+qhosJjKNhMRd4XiiKlHNIjzywKUoOXFS5HeiAPxxJ5A3mu/zdUuFm9q5c9PSEmW1rJWsfkZd71+N2OnAVBXckL9sb2frNQDODN7cbw566Mfj3q8XVFUORDWStZXTI1JcmorJVSwlmAIgcjwH7htFb+58LFCMEB2w4q2CzKYaso3A5bKmvFEoAWtFTxH2fO5fSFzWmPtSpyleOemf9biCJXWSrv7O4bN39c4Xc70vL6rR55KJogGpdZGT/5rJVMRW6d0wqYbQkyUXcDDptIU8BWj9w6as0ayDPf43xzO5XCjsYlG/YZ/rqUkrd3Goq8M2Pwd3cRrBW/2ftl6ECuc8hLnwlzBN1JRS5EahrQUFx23AyWTa0Z8fRyRY3XeI3FU/IrerfDbnrBVmVntwk+//7WtMd6nHbCFkU+kKfqNF2R57dWALP39nhS4XaYNhOke+Sphlm59zErkGcM07AqcillXkWu7koybaZ6v5t4QrKtM8Cp81NpgNNqLYo8464nX1l8VzDCwpYq1rX1sa6tj8VTqtnZNWhmSHVmKvJABJfDlrM6t1B8ZjfGITzyUEynHpYBE+YIOh3GB7Shwp2WHTAUS6bmV9PDUagiV3iHqR51O2yELIrc7JHhzu0fC5H/Oa2LvY3jVAykOG1+c1rzPo/Tjstuoy8Uzdkwy3iMDadd5FDk8bSg5HLYCMfT2xu4cy52epL/pl/UVMe/hCTDWrF45BnWis9tz7JJwFDY5y5pYXtnwFzwfCupxis9jmxrJRChzuca1SJkoYp8JIOdNYcmEyeQ29MH7h5sVL+VIRV5MgVRZVoMhceZfss+MIy14nPmr0i1VnKOt7XyxdNbs36mepKbijzDWkkNms7MWkmfPemy28w5rWYgz6HI1d9kXtQaLLbGZEuaZ6XHSa3PyWA0nnXc/C4HO7uCaT+LJyQ9g1HqK9wsaKninWSL4ze3d+Nz2TlmZp3Rv95CdzAyKlsFUhfyoRT5QOjAaiU0hxYTxyNPBvJCR8ONlmNn1XFya8OQFw5VFJRvlFz6Y9MVeSBPZ0Z1ARlqAUtVd8L4B/JcmIFcDZXIUOTqZ7kUedZip1LkydTNXB55jc+J22FjUnVuRQ7pihyMFMRcx83IWkkPnL2DUaSEOp+ThZOrWLenj0RC8tbOHpZOraapyp3WPhmSitw/umlNNpvIm0WjGAjH8jbM0pQOEyaQqyyBQoc1j5YLDp/CXVceO+StsdombwE+qDvDI+/PU1qtWtkOpbJUdSeMX3n+UKgOiClFnr0vufqtqMHLCmv64VCKXAjBzy45kk+fPDvt59Yc/cy1kjlNFTmLdfzJqUdWupIFZrV+F4smVxGIxFm/r591e/o4cnotdX4X3cEIiYS0/E2kKPn9voy89rbeQZ54dx8AiYTUi51lwoQ5gmpBrXmcPWErKqgciCJXpdWZyttmE1R5ncOmlDVVudndMzhmF7aRYPQbT3nkORW5x2nm4Csye7Bbs1ZCQyhyIC1DSFHjM/qw2G2CBn/6Be/6cxfkzE7xuw1Fbu04qIqB6vwuMzj/8bWdxBKSI6bXsrMrSDxhpFqqStWuQCSr2OtA8LvtaXM7f/3cVn71/Fae+copZmqjziMvfSaMIjc98upDR4GqQJ6Z+ZD7sekl+mb70Rwfwmqvc9iKVHVBazwEJ7+oKUF9Qww9yFTkkViCSDyRluVhzVoZSpHnw24T1PndtFR7s9YbGirczKj3Z/1NjddFLCHTWvGaVZo+F63NFThsgr+8uQuAI6bXpHXdBKNjY18oNmqPHLIVufLi//DqjtQgDq3IS54JE8ibKt0IAYc1ZY8/Gy+UR15InwuP05bWj9xU5DnU/NzmSuY05m4MpmhtrmBGvS+t4vVQIeWRR/E4beb7ZCVz3NtgMlj5MtIPVQAfTpHno6HCNaKsDlXYtLc3VanZbSnucTvstDZX0h+KMb3OR0OF21TGKuCr2oLRFAMp/BkeuWotcN/ru8yeQnqxs/SZMEdwZoOf1284PWeV5Xihslby9URJe2yWIo9T4XbkzEy54+NHDft8n3//YVyV4QkfKlg98syMFYWRtZIamqByt9MUucVaORBFDvCtf1lkHqdCUEF/T+8g8yYZosGqyAEWtlTxblsfR06vAbAEciOwqsBfFI/c7Ui7c2nrGWRqrZdd3YP85Y3dgA7k5cChJ8cOIodSEAeLtVKgIo/EE+aC2EA4mvcDKIQYNv/Y7bBn5WcfKlQmy/a7A9nl+Yoqr4N4crEOrEMlMgqCzEB+YIr8+Dn1HDm98HmVLdVGdkubZRRdd8AYAKIWtVXvnSOSz5vqupksDsoY4TcarIo8EjO6f37wiClMr/Ox8rUdgLZWyoEJFcgPNVLWSmGKHFLKcuAAOzOWAsoT39M7mDNjBSz9VpIW04Bl8LLCmrWiFopHoq4PhKZKNzZhZIcouoKRNJvkpNYG6vwuVsxtBFLKWwVwU5EXyyNPvjf7+kJICVNqvFx8zHQzTVIr8tJHB/JxJJW1Upgih5Sy7A/FqMhjO5Q6yk7Z1T2YV5GbZfpJPzkYzm514HQIonHjDsZU5Dn89mLisNtorvKkDYfuDqQH8rnNlbz5n2cwq8FYLHU5bGnVnerfonjk7pQib0v64y01Xj66fKpZS6ADeemjA/k4MhJrRSlypSwHwuXbflT1VukKRPJ65OrnasFT/WsNSi67fcwVOUBLtSdDkWe3G86kocJtWiuqYZbqgjkarFkrapsmV3toqHBz9uIWQI95Kwf0ERxHUumHwx+GTEUeCMcOqZz4YlJpCd75fPzMnuSrd/fitIu0bJ209MPo2ChyMHzydW2pvuPdgQiz6ofua1/nd5kdEDsDESrcjpzZOiPF7zIuZtF4wrxLaElWqX71rHkcPq0mawKTpvTQinwcUQ2cDkiRh8q3Is+qEDM7HypSHrkRyF/b2sXiKdVpVbJqsVNKSSg29opcJqdVdAeG75tS53eZlkp3hqc+GpRICEbitPUOUulxmHct0+p8XHnSrKK8jmZ80YF8HElZK4VVdoLFIw+Xb7MjqyLPm37oU8MlooSicVbv6uXomXVpj3ElPeBoXJq93IuhcoejpcZLKJqgJxglEkvQH44NO+mnIdn7HJLl+UUK5H5z3FvMGJBR7R3mLzSliA7k48jIFjtTWStSJntklG0gtyry3IG8wuVACMNaWbO7l0g8wfIZ6WmCqtgpEk8QisVx2sWwXSaLgeqUuKd3kJ4CM1Dq/C66A0a/le5ghLoi+OOQUuSBsKHID7S/vubQRgfycWRkTbOMx4ai8WQvj/LN/00L5HkUuc0mqPIY1Z2vbesC4KjMQJ5syxCJJQhHE2Pij0PKg27rCZkqezirpM7vTpb2R+kODL84WihWRd7WGzLz3DXlRXlGghLBbGNbyGKnyiOPJvK2sC0X3A67uVCZzyOHVL+VXd2DzGn0ZxV8qfF+0aQiHwt/HFKKvK130Fz/GK5KUxX/dAYidAbCRSkGgpRI6AxE6ApE0vqqa8oHrcjHERWkagu4jTYVeSyet4VtOaEKgfIpcjACeXcwyuvburL8cchW5GPhj4ORSui0C/b0hgoeoqwaZ+3uHiQUTRRRkRvv4+b2ASB1t6ApL0YVyIUQ3xdCvCeEWC2EuF8IUVOsDZsIvG9uE3+46tiCGnlZFblqmFWuihxSATyfR278zsHbO3voC8VyB3JzgXhsFbnNJmiu8tDWM2gZojz0xVoF+o3JgDvc4mihqOrfzfsDAFqRlymjPbMfBxZLKZcCG4DrRr9JEwe7TXDCYQ0FPdaqyPMNXi4nKk1FPrS1ovLIh1Lk0fjYKnJQKYghsxf58NaKYQttSgbyYilyn1bkE4JRBXIp5WNSStUj82Vg6ug3SZMLqyLvnwCKXKUgVg5jrYDR38Q6EFlhZq3EEoRjcbOoaixoqfbS1huiOxih0uMw++HnQylyFXCLlUeurJVN+5OBXCvysqSYZ/YVwD/y/VIIcbUQ4nUhxOv79+8v4stODKyKPDABPPJKjwOv0z5kv3Rluxw9sy5nt0dr+qGhyMcwkNd42NsbomOgsIVL1W9lY3s/ULxArhY7u5L9Xkba/VFTGgx7Zgsh/imEWJvj6wLLY24AYsA9+Z5HSnmHlHK5lHJ5Y2NjcbZ+AqFsgnA0YVor5azIJ9d4hx3ooHz05TNzt5lVKjia9MjHMohNrvYSiSfY1D5QsE1S73fRrYZKFMkjdzls5rmj1Xj5MmwkkFKePtTvhRCfBD4AnCZVTbKm6Nhswpx4YwbyMlbkXzpjLp9ZMfTgC6Vac/njYFnsHA9Fngyam9oHeN/cwoRLnd/Fts4gNjH0Iu9I8bntRIIJnUNexowqEgghzga+CrxPShksziZp8mEMYDZK9J12MaaLd2NNhdsx7B3HeUtb8Drt5qCGTKzph2OuyJOLirGELFyRJ/Pga3yuolag+l0OeoLREY2s05QWo5V0twJu4PGkR/mylPKaUW+VJicepzHuLZZIlLWtUihVHicXHjEl7+9djsyslbFX5FC436289GL54wpVlKQVefkyqmggpTysWBuiGR63wxjALClvW6VYpBUEjbEir/O7zOrUQmdvqgBeLH9cofqtaEVevujKzhJCKfL+UIwKd3lOByom1vTD0BgrciGEqcrrhikGUihrZbjioZHi14q87NGBvIRQHvlAOFq204GKicpaicTHXpFDyl4pVJEfPGvFkbY9mvJDB/ISQinygXD5DpUoJkqRB8JxEpIxVeSA2fu70MCsHldo4C8Uv9uOEDBJB/KyRQfyEsJU5KFYWZfnFwsVuPuTU4TGXJEnPelCs1bqDpIin1bro7WpYtjqUk3poqNBCeF22OgPxcp6qEQxUYFLtTQYa0W+dGoNVR4Hk6oKU8Iz6n1MqfGyZEp1Ubfji6e38rlT5xT1OTWHFjoalBCGtWI0zSrn8vxiYbcZE4GUInePsSI/c2EzZ3zzTGwF5oRXepy88PX3F307nHabVuNljo4GJYTbYSMQjhOK6jzyQnHZbeOmyIUQ5GgBo9EUHX2ZLiE8TjsdA2GgvPusFBOnXdA3Th65RjNW6EBeQriTvVZAB/JCcTns46bINZqxQp/ZJYRVUer0w8JQC8SgFbmmfNGBvISwKkqtyAvD5bCZ1opW5JpyRZ/ZJYRbK/IR47QLs+2vVuSackUH8hLCqih1iX5huBw2VJd8rcg15Yo+s0sIqyLXlZ2F4bLkT2tFrilXdCAvITxWj1xbKwVhLYTRilxTrugzu4RIU+QuHcgLwTq8eawrOzWasUIH8hJCKXK/y17UUWDljFWFe7Qi15Qp+swuIZSi1LZK4ShrxW4TOHS/EU2Zos/sEkIpSp1DXjjKWtFqXFPO6LO7hDAVuQ7kBaOyVrQ/rilndCAvITzOpCLX1krBOLUi10wA9NldQrgdWpGPFK3INROBUQVyIcR/CyFWCyHeFkI8JoSYXKwN02TjNj3y4k5ZL2fUe6ZzyDXlzGjP7u9LKZdKKQ8HHgK+WYRt0uRBVSbq6UCF49SKXDMBGFUgl1L2Wb71A3J0m6MZCqUq/W4dlApFZ61oJgKjlnZCiP8LXA70AqcO8birgasBpk+fPtqXnZB4nXZOOqyB5TPqxntTSgYVyLUi15Qzw8oUIcQ/hRBrc3xdACClvEFKOQ24B/h8vueRUt4hpVwupVze2NhYvD2YQNhsgruvOpZT5zeN96aUDMU7saEAAAVQSURBVMpa0YpcU84Mq8illKcX+Fz3AH8HvjWqLdJoiohW5JqJwGizVlot314AvDe6zdFoiotbK3LNBGC0Hvl3hRDzgASwHbhm9Juk0RQPp8NoLuZ26kCuKV9GFcillB8u1oZoNAcDl92wVDwOba1oyhctUzRlTcoj16e6pnzRZ7emrEnlkWtFrilfdCDXlDVOu/bINeWPPrs1ZY2qhtWDlzXljA7kmrJGLXbqplmackaf3Zqyxlzs1B65pozRgVxT1sxp9PPZU+awYq5uC6EpX3Q/VE1Z47Db+NrZ88d7MzSag4pW5BqNRlPi6ECu0Wg0JY4O5BqNRlPi6ECu0Wg0JY4O5BqNRlPi6ECu0Wg0JY4O5BqNRlPi6ECu0Wg0JY6QUo79iwqxH2Oi0IHQAHQUcXNKhYm43xNxn2Fi7vdE3GcY+X7PkFJmlSmPSyAfDUKI16WUy8d7O8aaibjfE3GfYWLu90TcZyjefmtrRaPRaEocHcg1Go2mxCnFQH7HeG/AODER93si7jNMzP2eiPsMRdrvkvPINRqNRpNOKSpyjUaj0VjQgVyj0WhKnJIK5EKIs4UQ64UQm4QQXx/v7TkYCCGmCSGeEkKsE0K8I4T4YvLndUKIx4UQG5P/1o73thYbIYRdCPGWEOKh5PezhBCvJI/3H4UQrvHexmIjhKgRQtwnhHhPCPGuEOL4cj/WQogvJc/ttUKIe4UQnnI81kKIO4UQ7UKItZaf5Ty2wuCnyf1fLYQ4ciSvVTKBXAhhB34GnAMsBC4WQiwc3606KMSAL0spFwLHAdcm9/PrwBNSylbgieT35cYXgXct398E/EhKeRjQDVw5Llt1cPkJ8IiUcj6wDGP/y/ZYCyGmAF8AlkspFwN24CLK81j/Fjg742f5ju05QGvy62rgFyN5oZIJ5MAxwCYp5RYpZQRYCVwwzttUdKSUbVLKN5P/78f4YE/B2NffJR/2O+DC8dnCg4MQYipwHvCr5PcCeD9wX/Ih5bjP1cAK4NcAUsqIlLKHMj/WGCMmvUIIB+AD2ijDYy2lfBboyvhxvmN7AfB7afAyUCOEaCn0tUopkE8Bdlq+35X8WdkihJgJHAG8AjRLKduSv9oLNI/TZh0sfgx8FUgkv68HeqSUseT35Xi8ZwH7gd8kLaVfCSH8lPGxllLuBn4A7MAI4L3AG5T/sVbkO7ajim+lFMgnFEKICuAvwL9JKfusv5NGzmjZ5I0KIT4AtEsp3xjvbRljHMCRwC+klEcAATJslDI81rUY6nMWMBnwk20/TAiKeWxLKZDvBqZZvp+a/FnZIYRwYgTxe6SUf03+eJ+61Ur+2z5e23cQOBE4XwixDcMyez+Gd1yTvP2G8jzeu4BdUspXkt/fhxHYy/lYnw5slVLul1JGgb9iHP9yP9aKfMd2VPGtlAL5a0BrcnXbhbFA8uA4b1PRSXrDvwbelVLebPnVg8Ankv//BPDAWG/bwUJKeZ2UcqqUcibGcX1SSnkp8BTwkeTDymqfAaSUe4GdQoh5yR+dBqyjjI81hqVynBDClzzX1T6X9bG2kO/YPghcnsxeOQ7otVgwwyOlLJkv4FxgA7AZuGG8t+cg7eNJGLdbq4G3k1/nYnjGTwAbgX8CdeO9rQdp/08BHkr+fzbwKrAJ+DPgHu/tOwj7ezjwevJ4/w2oLfdjDfwX8B6wFrgLcJfjsQbuxVgHiGLcfV2Z79gCAiMrbzOwBiOrp+DX0iX6Go1GU+KUkrWi0Wg0mhzoQK7RaDQljg7kGo1GU+LoQK7RaDQljg7kGo1GU+LoQK7RaDQljg7kGo1GU+L8f6NOT7v/WEtPAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2tNxw64UuYe4",
        "colab_type": "text"
      },
      "source": [
        "# Testing with real data\n",
        "\n",
        "We now proceed to retrain and test our network against a real dataset.\n",
        "\n",
        "The dataset is a subset of DEEPSIG RADIOML 2018.01A available here:\n",
        "\n",
        "https://www.deepsig.ai/datasets\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QMhWUZcnA9Jm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#!wget https://github.com/alessandromartignano/RADIOML-2018.01A-SNR30/raw/master/DEEPSIG_2018_SNR30.hdf5.tar.gz\n",
        "#!tar zxvf DEEPSIG_2018_SNR30.hdf5.tar.gz"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0-htBLhIIKuv",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "494ef8fa-bffb-4c31-ed62-4c5842dd2988"
      },
      "source": [
        "import os.path\n",
        "import requests\n",
        "import tarfile\n",
        "\n",
        "archiveName = 'DEEPSIG_2018_SNR30.hdf5.tar.gz'\n",
        "datasetName = 'DEEPSIG_2018_SNR30.hdf5'\n",
        "datasetUrl = 'https://github.com/alessandromartignano/RADIOML-2018.01A-SNR30/raw/master/DEEPSIG_2018_SNR30.hdf5.tar.gz'\n",
        "\n",
        "if not os.path.isfile(archiveName):\n",
        "    print('Dataset not found. Downloading dataset...')\n",
        "    r = requests.get(datasetUrl)\n",
        "    with open(archiveName, 'wb') as f:\n",
        "        f.write(r.content)\n",
        "\n",
        "if not os.path.isfile(datasetName):\n",
        "    print('Extracting dataset...')\n",
        "    tf = tarfile.open(archiveName)\n",
        "    tf.extractall()\n",
        "    tf.close()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Dataset not found. Downloading dataset...\n",
            "Extracting dataset...\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YF6ryghYH8Fq",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 550
        },
        "outputId": "a3259129-d21d-43cc-d972-9285fe73ddd8"
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "import h5py \n",
        "\n",
        "with h5py.File(\"DEEPSIG_2018_SNR30.hdf5\", \"r\") as f:\n",
        "  data = f['dataset'][:]\n",
        "\n",
        "train_set ,test_set = train_test_split(data,test_size=0.3)\n",
        "\n",
        "def chunks(l, n):\n",
        "    for i in range(0, len(l), n):\n",
        "        yield l[i:i + n]\n",
        "\n",
        "def decompose(set):\n",
        "  signals = []\n",
        "  noisySignals = []\n",
        "  for x in set:\n",
        "    for chunk in list(chunks(x, 100))[:10]:\n",
        "      noisySignals.append(genNoise(chunk, NOISE_FACTOR))\n",
        "      signals.append(chunk)\n",
        "  return (np.array(signals), np.array(noisySignals))\n",
        "\n",
        "signals, noisySignals = decompose(train_set)\n",
        "model.fit(noisySignals,signals,callbacks=[monitor],verbose=1,epochs=50)\n"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/50\n",
            "5376/5376 [==============================] - 7s 1ms/step - loss: 0.1898\n",
            "Epoch 2/50\n",
            "5376/5376 [==============================] - 7s 1ms/step - loss: 0.1383\n",
            "Epoch 3/50\n",
            "5376/5376 [==============================] - 7s 1ms/step - loss: 0.1315\n",
            "Epoch 4/50\n",
            "5376/5376 [==============================] - 7s 1ms/step - loss: 0.1315\n",
            "Epoch 5/50\n",
            "5376/5376 [==============================] - 7s 1ms/step - loss: 0.1311\n",
            "Epoch 6/50\n",
            "5376/5376 [==============================] - 7s 1ms/step - loss: 0.1308\n",
            "Epoch 7/50\n",
            "5376/5376 [==============================] - 7s 1ms/step - loss: 0.1310\n",
            "Epoch 8/50\n",
            "5376/5376 [==============================] - 7s 1ms/step - loss: 0.1302\n",
            "Epoch 9/50\n",
            "5376/5376 [==============================] - 7s 1ms/step - loss: 0.1302\n",
            "Epoch 10/50\n",
            "5376/5376 [==============================] - 7s 1ms/step - loss: 0.1304\n",
            "Epoch 11/50\n",
            "5376/5376 [==============================] - 7s 1ms/step - loss: 0.1301\n",
            "Epoch 12/50\n",
            "5376/5376 [==============================] - 7s 1ms/step - loss: 0.1301\n",
            "Epoch 13/50\n",
            "5356/5376 [============================>.] - ETA: 0s - loss: 0.1302Restoring model weights from the end of the best epoch.\n",
            "5376/5376 [==============================] - 7s 1ms/step - loss: 0.1302\n",
            "Epoch 00013: early stopping\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tensorflow.python.keras.callbacks.History at 0x7f55f8e0e1d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TLYkRJG5XN1-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "ba404260-03dd-4f17-e9e0-0c2bf8817bde"
      },
      "source": [
        "signals, noisySignals = decompose(test_set)\n",
        "predictions = model.predict(noisySignals)\n",
        "\n",
        "def recompose(signals):\n",
        "  return signals.reshape((signals.shape[0]//10, 1000))\n",
        "\n",
        "signals = recompose(signals)\n",
        "noisySignals = recompose(noisySignals)\n",
        "predictions = recompose(predictions)\n",
        "\n",
        "print(\"Average SNR improvement: %.3f dB\" % computeImprovement(signals, noisySignals, predictions, signals.shape[0]))\n",
        "previewResults(signals, noisySignals, predictions, 5)\n",
        "plt.show()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Average SNR improvement: 9.160 dB\n"
          ],
          "name": "stdout"
        },
        {
          "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": "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": "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": "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": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}