Digits_Recognition_NN.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Digits Recognition NN.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMJpo3y/0KUY1NYrqmDQUG5",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/TheYoungBeast/Digits-Recognitions-with-NN/blob/main/Digits_Recognition_NN.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HIdv2U8wBi_Q",
        "outputId": "c7b5e02f-999c-4190-d204-4beeb726f0b4"
      },
      "source": [
        "import tensorflow as tf\n",
        "from tensorflow import keras\n",
        "\n",
        "print(tf.__version__)"
      ],
      "execution_count": 194,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2.5.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sCjI7k1PDcZ0"
      },
      "source": [
        "(train_data, train_labels), (test_data, test_labels) = tf.keras.datasets.mnist.load_data() # load default mnist dataset"
      ],
      "execution_count": 195,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "k5dJsM_CEb4w"
      },
      "source": [
        "<b><h3>Data normalization:</h3></b>\n",
        "Convert grayscale to [0, 1] range"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Sb0Msi5uEHke"
      },
      "source": [
        "train_data = train_data / 255.0\n",
        "test_data = test_data / 255.0"
      ],
      "execution_count": 196,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0j72ZyaYFenW"
      },
      "source": [
        "<b><h3>Building model</h3></b>\n",
        "<p>Based on <b>Keras Sequential</b> class</p>\n",
        "<p>The shape of the model and number of neurons in hidden layers is determined by <b>Geometric Pyramid Rule</b>.</p> "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pzGG-iKbFuvY"
      },
      "source": [
        "model = keras.Sequential()\n",
        "model.add(keras.layers.Flatten(input_shape=(28,28))) # Flatten the 28x28 Matrix to the vector of 784\n",
        "model.add(keras.layers.Dense(183, activation=keras.activations.relu)) # 1st hidden layer\n",
        "model.add(keras.layers.Dense(43, activation=keras.activations.relu)) # 2nd hidden layer\n",
        "model.add(keras.layers.Dense(10, activation=keras.activations.softmax)) # output layer"
      ],
      "execution_count": 197,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 533
        },
        "id": "w4QysmnyVBnb",
        "outputId": "7732cf86-56ac-45fe-b213-50d0665959e1"
      },
      "source": [
        "keras.utils.plot_model(model, \"model.png\", show_shapes=True)"
      ],
      "execution_count": 198,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 198
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mu10rhSoNu0D"
      },
      "source": [
        "<b><h3> Optimizer and loss function:</h3></b>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rjspYG35K5d7"
      },
      "source": [
        "model.compile(                                          # use default rmsprop optimizer\n",
        "    metrics=['accuracy'], \n",
        "    loss=keras.losses.SparseCategoricalCrossentropy()   # labels provided as integers, for one-hot vectors use keras.losses.CategoricalCrossentropy\n",
        "    )"
      ],
      "execution_count": 199,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KmWapRjDQQpX"
      },
      "source": [
        "<b><h3> Training the model: </h3></b>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EPMGCXLKNloY"
      },
      "source": [
        "history = model.fit(train_data, train_labels, verbose=0) # train the model"
      ],
      "execution_count": 200,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Swv8kzVLTI37",
        "outputId": "8b9297bd-3daf-4e1e-cc40-cd5c58400d50"
      },
      "source": [
        "print(\"Model loss: {:.3f} \\t Model accuracy: {:.3f}\".format(history.history['loss'][0], history.history['accuracy'][0]))"
      ],
      "execution_count": 201,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model loss: 0.236 \t Model accuracy: 0.932\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oexRJ2flQcfA"
      },
      "source": [
        "<b><h3> Testing the model: </h3></b>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cCSTnPDjQdWz"
      },
      "source": [
        "loss, accuracy = model.evaluate(test_data, test_lables, verbose=0)"
      ],
      "execution_count": 202,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8j3WUeffWFr8",
        "outputId": "8012192c-459d-4f23-b0c6-6f0da65badb3"
      },
      "source": [
        "print(\"Model loss (test data): {:.3f} \\t Model accuracy (test data): {:.3f}\".format(loss, accuracy))"
      ],
      "execution_count": 203,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model loss (test data): 0.147 \t Model accuracy (test data): 0.956\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c3QqT7P4XkP6"
      },
      "source": [
        "<h3><b>Predictions:</b></h3>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ULvC5fo4X4pg"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "from matplotlib.text import Text\n",
        "import numpy as np\n",
        "import random"
      ],
      "execution_count": 223,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9duPVeMoYNxt"
      },
      "source": [
        "pred_data = model.predict(test_data)"
      ],
      "execution_count": 205,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zmC6xCmvZ_kq"
      },
      "source": [
        "class PredictionLabel(object):\n",
        "    def __init__(self, digit, color=\"black\"):\n",
        "        self.text = \"{}\".format(digit)\n",
        "        self.color = color\n",
        "\n",
        "class PredictionLegendHandler(object):\n",
        "    def legend_artist(self, legend, orig_handle, fontsize, handlebox):\n",
        "      width, height = handlebox.width, handlebox.height\n",
        "      tx = Text(width/3.,height/3., text=orig_handle.text, color=orig_handle.color, fontsize=fontsize, ha=\"center\", va=\"center\", fontweight=\"bold\")\n",
        "      handlebox.add_artist(tx)\n",
        "      return [tx]"
      ],
      "execution_count": 219,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AfySlWxqq0NG"
      },
      "source": [
        "<h2>Test of 30 random samples - with the level of confidence in prediction</h2>\n",
        "<p><font color='red'>Color red - incorrect prediction</font></p>\n",
        "<p><font color='gree'>Color green - correct prediction</font></p>\n",
        "<p>Example:</p>\n",
        "<p>\n",
        "0 - 0.001% </br>\n",
        "1 - 0.000% </br>\n",
        "2 - 0.032% </br>\n",
        "<font color='red'>3 - 57.853%</font></br>\n",
        "[...]</br>\n",
        "<font color='gren'>8 - 40.001%</font></br>\n",
        "9 - 2.777%\n",
        "</p>\n",
        "\n",
        "Should be interpreted as: \n",
        "<p>The prediction of this sample was <font color='red'>incorrect</font>. With <font color='red'>57% confidence</font> it is classified as the <font color='red'>wrong</font> digit.</br> <font color='gren'>The Green</font> color indicates the digit that supposed to be predicted as the <font color='gren'>correct</font> one.</p>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "krwAi9wtXxxf",
        "outputId": "58f9ed1b-fad4-4818-9b85-4bd08179eae2"
      },
      "source": [
        "columns = 5; rows = 6;\n",
        "fig, axs = plt.subplots(rows, columns)\n",
        "fig.set_figwidth(28)\n",
        "fig.set_figheight(28)\n",
        "fig.tight_layout()\n",
        "\n",
        "for i in range (0, columns*rows):\n",
        "  sample = random.randrange(0, 10000) % 10000\n",
        "  labels = [ PredictionLabel(x) for x in range(0, 10) ]\n",
        "  labels[ np.argmax(pred_data[ sample ]) ] = PredictionLabel(np.argmax(pred_data[ sample ]), \"red\")\n",
        "  labels[ test_labels[ sample ] ] = PredictionLabel(test_labels[ sample ], \"green\")\n",
        "  labels_data = [ \"{:.3f}%\".format(pred_data[ sample ][x] * 100) for x in range(0,10) ]\n",
        "  x = int(i/columns)\n",
        "  y = int(i%columns)\n",
        "  axs[ x ][ y ].imshow(test_data[ sample ], cmap=plt.cm.binary)\n",
        "  axs[ x ][ y ].axis('off')\n",
        "  axs[ x ][ y ].set_title(\"No. Sample: {}\".format(sample))\n",
        "  axs[ x ][ y ].legend(labels, labels_data, handler_map={PredictionLabel: PredictionLegendHandler()}, loc='best')\n",
        "\n",
        "plt.savefig('test_results.png')"
      ],
      "execution_count": 230,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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siIgI68yZM9ahQ4esTp06WQUFBWXWuWfPHmvatGmWZVnWzTffbJ0+fdo6evSodfvtt1f5/Mv4Div6bdNyaRYR8aC6miFHjx51nufPP/9sXX311da+ffus06dPWzfffLNlWZY1bdo0KyUlxcrNzbUGDhxonT17tkrnrwzx6kVEPKiuZoj6IVosZYiIx3lDhnz00UfWV199ZYWGhlZY9l//+pc1YMAAy7Isq6ioyPrll18sy7Kss2fPWr1797Y+//xzy7Is6+2337aKioqsoqIia9y4cdbzzz9vWZZl/fa3v7V+/fVXa926ddazzz5rWZZljRs3zjpw4ECVz18Z4tWLiHhYRTlSG/sh3notS08Ai3ixM2fOMGrUKH755Reefvppjh8/zujRoyksLHTbMZKSkrDZbHTq1Al/f3/GjRtHQkJCqTIJCQlMmTIFgNGjR7Njxw4syyIhIYFx48bRsGFDOnbsiM1mIykpqcw6/fz8yMvLo6ioCLvdToMGDZg/fz4LFixwW3tERMShtmZImzZt6N69OwABAQGEhISQlZWFj48Pdrsdy7LIzc3Fz8+PZcuWce+99+Ln5+e2NomISO3NEPVDRERq3qXIkBtvvJEWLVq4VHbjxo2MHz8ecLw7sUmTJgDY7XbsdrvzfYpDhgzBGIMxht69e5OZmQmAj48P+fn5zj7IJ598wv/8z/9w9dVXu609IiLiUFv7Id56LUsDwCJebOvWrRw/fpwZM2YwY8YMpk2bxuHDh/nwww/ddoysrCzat2/v/NyuXTuysrLKLOPr60uzZs04efJkmfuWtT4kJIRWrVrRvXt3hg0bxsGDBykqKnL+OIqIiPvU1gwpKSMjg927d9OnTx8CAgIYMmQI3bp1o02bNjRr1oxdu3YxfPhwt7VHREQcamuGqB8iIlLzLkWGuCo3N5fExERGjRrlXFdYWEhkZCStW7dm0KBB9OnTp9Q+druddevWcdtttwHw17/+lZtvvpk333yT8ePHs2jRImJiYi5pO0RE6ova2g8pyZuuZflekqOISJUcPnwYgKCgIMDxgwJw6NAhbrrppho7r+ooObf9sGHDWLVqFY8++ih79uxh0KBB3H333TV4diIidUdtz5CcnBxGjRpFbGwsTZs2BSA6Opro6GgApk+fzsKFC1m9ejXbt28nIiKChx56qCZPWUSkzqjtGXIx6oeIiFwa3pQhb775Jn379i31tHCDBg1ITk7m9OnTjBgxgm+++abUu4RnzJjBjTfeyA033ADAoEGDGDRoEABr165lyJAhHDhwgGXLltG8eXOeeeYZGjVqdEnbJSJSV3lThlSFt13L0hPAIrWIZVlurzMoKIgjR444P2dmZjp/YC9WpqCggOzsbFq2bFnmvq7UmZCQQI8ePcjJySE9PZ1NmzaxefNmcnNz3d5GERGpPRkCjrvuR40axcSJExk5cuQFx929ezeWZREcHMxrr73Gpk2bSE9PJy0tze1tFBGR2pMh6oeIiHgfT2SIq+Li4pzTP58vMDCQAQMGkJiY6Fy3YMECfvzxR5566qkLyufm5vKPf/yDmTNn8vDDD7NmzRr69evHhg0bPHb+IiL1XW3ph4B3XsvSALCIF+vYsSOA870j56YT6NSpk9uO0atXL9LS0jh8+DBnz54lLi6OqKioUmWioqJYs2YNAJs3b2bgwIEYY4iKiiIuLo78/HwOHz5MWloavXv3rrBOu91ObGws0dHR5OXlOd+3UlhYyNmzZ93WNhGR+qy2ZohlWUybNo2QkBDuv//+ix43JiaGRYsWYbfbne+B8fHx0cV7ERE3qa0Zon6IiEjNuxQZ4ors7Gw++ugjfve73znX/fjjj5w+fRqAvLw83n33XTp37gzA6tWr2bZtGxs3bsTH58JL5k8++SSzZ892vlfeGKM+iIiIm9XWfoi3XsvSFNAiXmzw4MG0bt2aF154gYCAAF566SU6dOhA//793XYMX19fVqxYwa233kphYSFTp04lNDSU+fPn07NnT6Kiopg2bRqTJk3CZrPRokUL4uLiAAgNDWXMmDF06dIFX19fVq5cSYMGDQAuWuc5K1euZMqUKTRq1IiIiAhyc3MJDw9nyJAhBAYGuq1tIiL1WW3NkE8//ZR169YRHh5OZGQkAI899hhDhgwBID4+np49e9K2bVsAIiMjCQ8PJyIigq5du7qtbSIi9VltzRBQP0REpKZdigwZP348H374ISdOnKBdu3YsWLAAu90OwD333APAG2+8wS233ELjxo2d+x07dowpU6ZQWFhIUVERY8aM4fbbb3fu95vf/IbrrrsOgJEjRzJ//nwAjh49SlJSEg8//DAA9957L7169SIwMJD4+Hi3tUtEpL6rrf0Qb72WZSp4hLrm5ugQqQf2799PSEhIuWU+/vhjZs6cyX/+8x9CQ0N58cUX6dmz5yU6Q+9XxndoauJc5ALKEBEPUoZUnzLEqylDRDxIGVJ9yhCvpgwR8SBlSPUpQ7yaMkTEwyrKEWVI+SqTIXoCWMTL3Xjjjezdu7emT0NERGohZYiIiFSVMkRERKpKGSIiIlWlDHEfvQNYRERERERERERERERERKSO0ACwiIiIiIiIiIiIiIiIiEgdoQFgEREREREREREREREREZE6QgPAIiIiIiIiIiIiIiIiIiJ1hAaARURERERERERERERERETqCA0AiwiJiYkEBwdjs9lYunTpBdvz8/MZO3YsNpuNPn36kJGR4dy2ZMkSbDYbwcHBbNu2rcI6J06cSEREBPPmzXOuW7x4MfHx8Z5pnIiIeFR1MgTg+++/p0mTJixbtqzCOpUhIiJ1S1UzZMOGDURGRjoXHx8fkpOTS+0bFRVFWFiY8/PcuXOJiIhg8uTJznXr168nNjbWM40TERGP0rUsERGpqqpmyLvvvkuPHj0IDw+nR48evP/++859+vfvT3BwsLOP8sMPPwDw3HPPERYWxpAhQzh79iwAn376KXPmzPF4OzUALOLlZs+ezZVXXokxhttvv93t9RcWFjJz5ky2bt1KamoqGzduJDU1tVSZl156iebNm3Pw4EHmzJnD3LlzAUhNTSUuLo59+/aRmJjIjBkzKCwsLLPOlJQULr/8clJSUvjiiy/Izs7m2LFj7Nq1i+HDh7u9bSIi9Z03Z8g5999/P4MHD66wTmWIiMil5c0ZMnHiRJKTk0lOTmbdunV07NiRyMhI535btmyhSZMmzs/Z2dl8/fXXpKSk4O/vz969e8nLy+OVV15h5syZbm+biEh9580ZomtZIiLezZsz5IorruDNN99k7969rFmzhkmTJpXab8OGDc5+SuvWrZ3rUlJSuP7669m2bRuWZbFo0SJiYmLc3rbzaQBYpBYYN26cx+pOSkrCZrPRqVMn/P39GTduHAkJCaXKJCQkMGXKFABGjx7Njh07sCyLhIQExo0bR8OGDenYsSM2m42kpKQy6/Tz8yMvL4+ioiLsdjsNGjRg/vz5LFiwwGPtExGp77w1QwDi4+Pp2LEjoaGhFdapDBERufS8OUPO2bhxY6nzzMnJ4amnnuKhhx5yrvPx8cFut2NZFrm5ufj5+bFs2TLuvfde/Pz8PNZGEZH6zFszRNeyRES8n7dmSLdu3Wjbti0AoaGh5OXlkZ+fX+7xLMvCbrc7+yHr169n8ODBtGjRwjMNLEEDwCJe7tlnn/XodABZWVm0b9/e+bldu3ZkZWWVWcbX15dmzZpx8uTJMvcta31ISAitWrWie/fuDBs2jIMHD1JUVET37t091j4RkfrMmzMkJyeHxx9/nIcfftilOpUhIiKXljdnSEmvvvoq48ePd36OiYnhz3/+M40aNXKuCwgIYMiQIXTr1o02bdrQrFkzPbklIuJB3pwhupYlIuLdvDlDSnr99dfp3r07DRs2dK676667iIyMZNGiRc4bV2fNmsW1117L999/T9++fS/pLES+l+QoIiLFSr5ja9iwYaxatYpHH32UPXv2MGjQIO6+++4aPDsREblUHnnkEebMmVNqis6KKENERKSkXbt20ahRI+e7fpOTk0lPT+fpp5++4J3z0dHRREdHAzB9+nQWLlzI6tWr2b59OxEREaWeGBYRESlJ/RARESlp3759zJ07l+3btzvXbdiwgaCgIH755RdGjRrFunXrmDx5MpMmTXJOFb1w4UJmz57N1q1bWbt2Le3bt2f58uX4+HjmWV09ASxSzwUFBXHkyBHn58zMTIKCgsosU1BQQHZ2Ni1btixzX1fqTEhIoEePHuTk5JCens6mTZvYvHkzubm5nmimiIh4QHUyZNeuXURHR9OhQwdiY2N57LHHWLFihTJERKSeqE6GnBMXF1fq6d/PP/+cL7/8kg4dOtCvXz8OHDhA//79S9W5e/duLMsiODiY1157jU2bNpGenk5aWpoHWikiIp6ga1kiIlJV1e2HZGZmMmLECNauXctVV11Vah9wzD40YcIEkpKSStV59OhRkpKSGD58OMuXL+fVV18lMDCQHTt2eKSdoAFgkXqvV69epKWlcfjwYc6ePUtcXBxRUVGlykRFRbFmzRoANm/ezMCBAzHGEBUVRVxcHPn5+Rw+fJi0tDR69+5dYZ12u53Y2Fiio6PJy8vDGAM4XsB+9uzZS9d4ERGplupkyCeffEJGRgYZGRncd999zJs3j1mzZilDRETqiepkCEBRURGbNm0q9X6wP/7xjxw9epSMjAw+/fRTrrnmGj788MNSdcbExLBo0SLsdjuFhYWA4x3BungvIlJ76FqWiIhUVXUy5PTp0wwdOpSlS5fSt29fZ/mCggJOnDgBOPLirbfecs5SdE5MTAwLFy4EcOaIp/shmgJaxMu9/fbbfPPNNwAcOXKE1atX89vf/parr77aLfX7+vqyYsUKbr31VgoLC5k6dSqhoaHMnz+fnj17EhUVxbRp05g0aRI2m40WLVoQFxcHOF50PmbMGLp06YKvry8rV66kQYMGABet85yVK1cyZcoUGjVqREREBLm5uYSHhzNkyBACAwPd0i4RkcrKz893ueyzzz7rctl33nnH5bLnX6Quy9/+9je6devGjz/+WG65d999l++//x5wZMjf//73cjOkslPOVCdDKlvnOcoQEe9z+vRpl8s+8cQTLpddsmRJVU7HbSrz7+2RI0e6XPbBBx90uWxAQIDLZd3Nm/shAB9//DHt27enU6dOLh8zPj6enj170rZtWwAiIyMJDw8nIiKCrl27uqVdIiLi3Rmia1kiIt7NmzNkxYoVHDx4kIULFzoHc7dv307jxo259dZbnTeZ3nzzzaVeD7B7924A5/vjJ0yYQHh4OO3bt3e+psYTzLkXEZeh3I0iUj379+8nJCSk3DL9+/fno48+KrXulVde4c477/TgmdUeZXyHpibORS6gDJFapTYOAHfs2LHccsOHD+ff//53qXUvvfRSmRniqXeOeCtliFdThtQiGgCufQPA6odUnzLEqylDRDxIGVJ9yhCvpgwR8bCKckQZUr7KZIieABbxcq4OBoiIiJwvPj6+1LsSRUREXKV+iIiIVJUyREREqkoZ4j716zEPEREREREREREREREREZE6TAPAIiIiIiIiIiIiIiIiIiJ1hAaARURERERERERERERERETqCA0Ai4iIiIiIiIiIiIiIiIjUERoAFhERERERERERERERERGpIzQALCIkJiYSHByMzWZj6dKlF2zPz89n7Nix2Gw2+vTpQ0ZGhnPbkiVLsNlsBAcHs23btgrrnDhxIhEREcybN8+5bvHixcTHx3umcSIi4lHPPPMMYWFhhIaGEhsb61z/3HPP0blzZ0JDQ4mOjr5gvyNHjjBgwAC6dOlCaGgozzzzTKntZe1/sdz58ccf6devH2FhYaXy5He/+x1Hjx51d5NFRMRNLpYhe/bs4brrriM8PJxhw4bx888/u7wvwGuvvUZoaCg+Pj58+eWXzvVJSUlERkYSGRlJ165deeONNwBliIhIbVWda1kA33//PU2aNGHZsmXOdR06dCA8PJzIyEh69uzpXD937lwiIiKYPHmyc9369etL5Y+IiNQenhgPmTp1Kq1btyYsLKxUXTWZIRoAFvFiaWlpDBgwgJYtWxIQEMCgQYNIT093615DiuYAACAASURBVDEKCwuZOXMmW7duJTU1lY0bN5KamlqqzEsvvUTz5s05ePAgc+bMYe7cuQCkpqYSFxfHvn37SExMZMaMGRQWFpZZZ0pKCpdffjkpKSl88cUXZGdnc+zYMXbt2sXw4cPd2i4Rkfru0OlDjIgfQatlrWj2eDNuWX8L6afcmyHffPMNL774IklJSezZs4e33nqLgwcP8sEHH5CQkMCePXvYt28fDzzwwAX7+vr6snz5clJTU9m5cycrV6505k9Z+5eVOxs3buSee+4hKSnJ+Q/oN998k27dutG2bVu3tllEpD5IO5nGgDUDaPlESwKWBDBo3aBLliHTp09n6dKl7N27lxEjRvDkk0+6vC9AWFgYW7Zs4cYbbyy1T1hYGF9++SXJyckkJibyhz/8gYKCAmWIiIibefu1rHPuv/9+Bg8efEHdH3zwAcnJyc6biLKzs/n6669JSUnB39+fvXv3kpeXxyuvvMLMmTPd2i4RkfrO2zOkrOtSAHfeeSeJiYml6qnpDNEAsIgXy8rKoqioiAULFnDXXXfx3nvvMX36dLceIykpCZvNRqdOnfD392fcuHEkJCSUKpOQkMCUKVMAGD16NDt27MCyLBISEhg3bhwNGzakY8eO2Gw2kpKSyqzTz8+PvLw8ioqKsNvtNGjQgPnz57NgwQK3tklERODYr8cooohHfvsId3a9kx2Hd/D7t37v1mPs37+fPn360KhRI3x9ffntb3/Lli1beOGFF/jLX/5Cw4YNAWjduvUF+7Zp04bu3bsDEBAQQEhICFlZWQBl7l9W7vj5+ZGbm0t+fj4NGjSgoKCA2NjYiz55LCIiFcv6JYsiq4gF/RdwV+RdvHfoPaa/6d5+SFkZcuDAAefg7aBBg3j99ddd3hcgJCSE4ODgC/Y5VxbgzJkzGGMAlCEiIm7m7deyAOLj4+nYsSOhoaEVHsvHxwe73Y5lWeTm5uLn58eyZcu499578fPzc2u7RETqO2/PkLKuSwHceOONtGjRolQ9NZ0hvh4/gohU2fXXX89HH33k/Lxhwwb27dvn1mNkZWXRvn175+d27dqxa9euMsv4+vrSrFkzTp48SVZWFtdee22pfc9dvL9YnSEhIbRq1Yru3bszadIkDh48SFFRkXMAQETE3fLz810uO2fOHJfLrlq1yuWylXl66NzF6IrMmDGDt99+Gx+fsu/lu7LoSp7t9ixXXXUVABv2buCbH74hOzu7zH2aN2/u8rmC42mqBx98kJMnT3L55Zfzzjvv0LNnTw4cOMAnn3zCgw8+yGWXXcayZcvo1atXmfVkZGSwe/du+vTpA1Dm/mXlzoQJE5gwYQJ///vfefzxx3n++eeZNGkSjRo1qlR7ROT/KTmVVUXuuOMOl8vm5OS4XPZiN4+UpVmzZi6VO3PmjMt1nnui1BVPPPGEy2XbtGnjctnZs2e7XNbVDHHF9e2v56M7S/RD9m5g3w/u7YeUlSGhoaEkJCQwfPhwXnvtNY4cOeLyvhXZtWsXU6dO5bvvvmPdunX4+voqQ0RE3Mzbr2VddtllPP7447z77rulpn8GR5becsstGGP4wx/+wO9//3sCAgIYMmQI3bp146abbqJZs2bs2rWLmJgYt7ZJRES8P0PKGw+5mJrOEA0Ai3gxf39/55+//PJLTp06xahRo2rwjKqv5Nz2w4YNY9WqVTz66KPs2bOHQYMGcffdd9fg2YmI1B1+Pv/vTsLdx3fz05mfGHbVMLceIyQkhLlz53LLLbfQuHFjIiMjnU9PnTp1ip07d/LFF18wZswYDh06dNHBiZycHEaNGkVsbCxNmzYFKHP/sjRr1oy3334bgJ9++omlS5fyxhtvcPfdd/PTTz/x5z//meuuu86tbRcRqcv8G5Tohxz9klN5pxgV4t5+SFkZ8vLLLzN79mwWLVpEVFRUqT5RRftWpE+fPuzbt4/9+/czZcoUBg8erAwREXEzb7+W9cgjjzBnzhyaNGlywbZPP/2UoKAgfvjhBwYNGkTnzp258cYbiY6Ods4MMX36dBYuXMjq1avZvn07ERERPPTQQ5e6GSIidZK3Z0hV1GSGaApokVrg22+/JSoqig4dOvDcc8+5te6goKBSd9VnZmYSFBRUZpmCggKys7Np2bJlmfu6UmdCQgI9evQgJyeH9PR0Nm3axObNm8nNzXVr+0RE6rsDpw4w8a2J/G/T/+Xx/o+7vf5p06bx1Vdf8fHHH9O8eXOuueYa2rVrx8iRIzHG0Lt3b3x8fDhx4sQF+9rtdkaNGsXEiRMZOXKkc31Z+7uSL4sWLeLBBx9k48aN9OvXjzVr1vDII4+4vd0iIvXBtye+JWpjFB0CO/DcYPf2Q+DiGdK5c2e2b9/OV199xfjx450zWbiyr6tCQkJo0qQJ33zzTan1yhAREffx1mtZu3btIjo6mg4dOhAbG8tjjz3GihUrnPuAYxaSESNGOKf1PGf37t1YlkVwcDCvvfYamzZtIj09nbS0NLe2T0SkvvPWDHFl37LURIZoAFjEy6WmptK/f3/8/f15//33KzVlnCt69epFWloahw8f5uzZs8TFxREVFVWqTFRUFGvWrAFg8+bNDBw4EGMMUVFRxMXFkZ+fz+HDh0lLS6N3794V1mm3253v1crLy3M+EVZYWMjZs2fd2j4Rkfrs0C+HiNoShZ+PHwkjEvifxv/j9mP88MMPAHz//fds2bKFCRMmMHz4cD744APAMZ3z2bNnueKKK0rtZ1kW06ZNIyQkhPvvv7/UtrL2Lyt3zklLSyMzM5P+/fuTm5uLj48Pxhjy8vLc3m4Rkbou9cdU+v+jP/4N/Hl/8vu0CXBvPwQuniHn1hUVFbF48WLuuecel/ctz+HDhykoKADgu+++49tvv6VDhw7O7coQERH38eZrWZ988gkZGRlkZGRw3333MW/ePGbNmsWvv/7KL7/8AsCvv/7K9u3bCQsLK1VnTEwMixYtwm63U1hYCDje76iHGURE3MebM6Si61LlqYkM0QCwiBc7cuQIAwYM4MSJE9xzzz3s2rWLuLg4tx7D19eXFStWcOuttxISEsKYMWMIDQ1l/vz5/Otf/wIcd9efPHkSm83GU089xdKlSwEIDQ1lzJgxdOnShdtuu42VK1fSoEGDMus8Z+XKlUyZMoVGjRoRERFBbm4u4eHh9OjRg8DAQLe2T0Skvvpv3n/5484/cjLvJHeF38WXx7/k9QOvu/04o0aNokuXLgwbNoyVK1cSGBjI1KlTOXToEGFhYYwbN441a9ZgjOHo0aMMGTIEgM8++4x169bx/vvvExkZSWRkJO+88w5AmfuXlTvnPPjggzz66KMAjB8/nhdeeIFevXrxpz/9ye3tFhGpy45kH2HAmgGcyD3BPT3vYVfWLuK+cW8/BC6eIRs3bnQ+Cdy2bVvuuusugFIZUta+AG+88Qbt2rXj888/Z+jQodx6662AY1rPrl27EhkZyYgRI3j++edL3ZykDBERcQ9vv5ZVluPHj9OvXz+6du1K7969GTp0KLfddptze3x8PD179qRt27YEBgYSGRlJeHg4Z86coWvXrm5tn4hIfeXtGVLedanx48dz3XXX8Z///Id27drx0ksvOY9ZUxliLMsqb3u5G0Wkevbv309ISEiZ2z/88EMGDBhwwfoK/r+tV8r4Di98yaTUBP1FlRqXn5/vctk5c+a4XHbVqlUul23btq3LZbOyslwqZ4zh7bffvuCp2pK+OvkV9+y88KmpU7NPlblP8+bNXTp+XaEM8WrKkBq2bds2l8vecccdLpfNyclxuWyrVq1cLtusWTOXyp05c8blOjMzM10uWxlPP/20y2Vnz57tctmLvWe9LBX2QzI+ZMCai/RDHtb/mucoQ7ya/qKKeJCuZVWfMsSr6S+qiIeVlyPKkIpVJkN8PX86IlJV/fv314+biIhUSY+WPfhi6BdlvjtRRESkLP079Ndgr4iIVImuZYmISFUpQ9xLU0CLiIiIiIiIiIiIiIiIiNQRGgAWEREREREREREREREREakjNAAsIiIiIiIiIiIiIiIiIlJHaABYRERERERERERERERERKSO8K3pExARERHxlM8++8zlsqtWrXK5bPv27V0u+9Zbb7lc9rHHHnOp3KuvvupynadOnXK5bPPmzV0uKyK10+7du10qN27cOJfrvOOOO1wuO3ToUJfLRkREuFzWZrO5VO7EiRMu1/nyyy+7XPaRRx5xueycOXNcLtumTRuXy44ZM8blsiIitdHRo0ddLhsTE+Ny2cr83tcmISEhLpcdNWqUS+Vmz55NYWEhdru9wrK+vq5fdjbGuFxWRMSbHD9+3KVy06dPd7nOylxHGjRokMtlt2zZ4nLZJk2auFxWvJeeABYREhMTCQ4OxmazsXTp0gu25+fnM3bsWGw2G3369CEjI8O5bcmSJdhsNoKDg9m2bVuFdU6cOJGIiAjmzZvnXLd48WLi4+M90zgREfGYM2fO0Lt3b7p27UpoaCgPP/zwRctt2rSJLl26EBoayoQJEwD47rvv6N69O5GRkYSGhvK3v/3NWf6rr74iPDwcm83G7NmzsSwLgLlz5xIREcHkyZOdZdevX09sbKwHWykiIp5S1X7IyZMnGTBgAE2aNGHWrFnO8rm5uQwdOpTOnTsTGhrKX/7yF+e25557jrCwMIYMGcLZs2cB+PTTTys1IC8iIt6jqhny7rvv0qNHD8LDw+nRowfvv/8+AL/88guRkZHO5YorruC+++4DlCEiInVNdcZDAL7//nuaNGnCsmXLKqyzJsdDNAAs4uX69OlDQEAAjRo1omfPnnz88cdurb+wsJCZM2eydetWUlNT2bhxI6mpqaXKvPTSSzRv3pyDBw8yZ84c5s6dC0BqaipxcXHs27ePxMREZsyYQWFhYZl1pqSkcPnll5OSksIXX3xBdnY2x44dY9euXQwfPtyt7RIREbjzzjvp2rUrYWFhDB8+nKSkJLfW37BhQ95//3327NlDcnIyiYmJ7Ny5s1SZtLQ0lixZwmeffca+ffucg7Vt2rTh888/Jzk5mV27drF06VLnUx1//OMfefHFF0lLSyMtLY3ExESys7P5+uuvSUlJwd/fn71795KXl8crr7zCzJkz3douERHx7n7IZZddxqJFi0pdcDnngQce4Ntvv2X37t189tlnbN26FYANGzaQkpLC9ddfz7Zt27Asi0WLFlXqKUEREXFN3759adq0KY0bN6ZXr15elSFXXHEFb775Jnv37mXNmjVMmjQJgICAAJKTk53Lb37zG0aOHAkoQ0RELiVv7oecc//99zN48OAK66zp8RANAIt4ueuvv55nn32WmJgYkpOTKzVdhCuSkpKw2Wx06tQJf39/xo0bR0JCQqkyCQkJTJkyBYDRo0ezY8cOLMsiISGBcePG0bBhQzp27IjNZiMpKanMOv38/MjLy6OoqAi73U6DBg2YP38+CxYscGubRETEISIigpiYGGbOnMn+/ftL3W3oDsYY57RAdrsdu91+wfRtL774IjNnznROL926dWsA/P39adiwIeC4s7KoqAiAY8eO8fPPP3PttddijGHy5MnEx8fj4+OD3W7Hsixyc3Px8/Nj2bJl3Hvvvfj5+bm1XSIi4t39kMaNG9OvXz8uu+yyUuUbNWrEgAEDAEfOdO/enczMTAAsy8JutzszZP369QwePJgWLVq4tV0iIgLXXXcdzzzzDA899BDJycncfffdbq2/OhnSrVs32rZtC0BoaCh5eXnk5+eX2vfAgQP88MMP3HDDDYAyRETkUvLmfghAfHw8HTt2JDQ0tMI6a3o8RAPAIl7uqaeeYtiwYdx00000bNgQHx/3/m+blZVV6l2W7dq1Iysrq8wyvr6+NGvWjJMnT5a5b1nrQ0JCaNWqFd27d2fYsGEcPHiQoqIiunfv7tY2iYiIw5w5cxg4cCDXX389/v7+bs8QcNzlGBkZSevWrRk0aBB9+vQptf3AgQMcOHCAvn37cu2115KYmOjcduTIESIiImjfvj1z586lbdu2ZGVl0a5dO2eZcxkSEBDAkCFD6NatG23atKFZs2aaQUJExIO8uR/iitOnT/Pmm29y0003ATBr1iyuvfZavv/+e/r27asZJEREPOjJJ5+sFRny+uuv0717d+eNqefExcUxduxY582tyhARkUvHm/shOTk5PP744xe8As1bx0N8L8lRRKTKsrOzadWqFQCBgYGsXr26hs+oekq+p3HYsGGsWrWKRx99lD179jBo0CC33xUqIlKf5eTkMHDgQACaNm3KY4895vZjNGjQgOTkZE6fPs2IESP45ptvCAsLc24vKCggLS2NDz/8kMzMTG688Ub27t1LYGAg7du3JyUlhaNHjzJ8+HBGjx5d7rGio6OJjo4GYPr06SxcuJDVq1ezfft2IiIieOihh9zePhGR+qo290MKCgoYP348s2fPplOnTgBMmjTJOc3nwoULmT17Nlu3bmXt2rW0b9+e5cuXe+RGKRGR+ig7O9s5809gYCAvvvhiDZ/Rhfbt28fcuXPZvn37Bdvi4uJYt26d87MyRETk0vHmfsgjjzzCnDlznLPhuaImx0OUTCJerkmTJmzfvp1nn32WM2fOMH/+fLfWHxQUxJEjR5yfMzMzCQoKKrNMQUEB2dnZtGzZssx9XakzISGBHj16kJOTQ3p6Ops2bWLz5s3k5ua6tX0iIvXZ5Zdfzj/+8Q/mz59Pfn5+qX90ultgYCADBgwo9YQvOO56jIqKws/Pj44dO3LNNdeQlpZWqkzbtm0JCwvjk08+ISgoyDldJ1w8Q3bv3o1lWQQHB/Paa6+xadMm0tPTL6hXRESqzpv7IRX5/e9/z9VXX8199913wbajR4+SlJTE8OHDWb58Oa+++iqBgYHs2LGjmi0SEZFzmjRpwrZt23jmmWc4c+bMBU9KVVd1MyQzM5MRI0awdu1arrrqqlL77dmzh4KCAnr06HHBcZUhIiKe5839kF27dhEdHU2HDh2IjY3lscceY8WKFV47HqIBYBEv5+vry6BBg7j33nvp3bs3H3zwASdOnHBb/b169SItLY3Dhw9z9uxZ4uLiiIqKKlUmKiqKNWvWALB582YGDhyIMYaoqCji4uLIz8/n8OHDpKWl0bt37wrrtNvtxMbGEh0dTV5ennNKncLCQs6ePeu2tomI1He+vr7069ePyZMnExERwc6dOzl16pTb6v/xxx85ffo0AHl5ebz77rt07ty5VJnhw4fz4YcfAnDixAkOHDhAp06dyMzMJC8vD4CffvqJTz/9lODgYNq0aUPTpk3ZuXMnlmWxdu1afve735WqMyYmhkWLFmG32yksLATAx8dHNxGJiLiRN/dDyvPQQw+RnZ1d5k1PMTExLFy4EMDZF1GGiIi4lzdnyOnTpxk6dChLly6lb9++F9S9ceNGxo8ff9HjKkNERDzPmzPkk08+ISMjg4yMDO677z7mzZvHrFmzvHY8RFNAi3ixbdu2sWnTJq6//nqOHDnCv//9b6688kqX7np3la+vLytWrODWW2+lsLCQqVOnEhoayvz58+nZsydRUVFMmzaNSZMmYbPZaNGiBXFxcQCEhoYyZswYunTpgq+vLytXrqRBgwYAF63znJUrVzJlyhQaNWpEREQEubm5hIeHM2TIEAIDA93WNhGR+uzzzz/nvffe49prr+XYsWPs3r2bK664gubNm7vtGMeOHWPKlCkUFhZSVFTEmDFjuP3220tlyK233sr27dvp0qULDRo04Mknn6Rly5a8++67/PnPf8YYg2VZPPDAA4SHhwPw/PPPc+edd5KXl8fgwYMZPHiw85jx8fH07NmTtm3bAhAZGUl4eDgRERF07drVbW0TEanPvL0fAtChQwd+/vlnzp49S3x8PNu3b6dp06Y8+uijdO7c2flerVmzZjF9+nTAMYME4Nw2YcIEwsPDad++vfMVAyIiUj3bt29n8+bN9O3b1yszZMWKFRw8eJCFCxc6B3O3b9/unLJ606ZNvPPOOxccUxkiIuJ5taEfUpk6z6mp8RBjWVZ528vdKCLVs3//fkJCQsrc/sUXX3DXXXeRnp5Ow4YN6datG0888QS9evW6hGfp3cr4Dst/LEAuFWWI1Lj333/f5bKDBg1yuWz79u1dLvvWW2+5XNbVd/S++uqrvP3221xxxRVlltm3bx8LFy4kKysLf39/unTpwty5c4mIiChzn/OnP6vrlCFeTRniIecuXlbk3PvDXTFy5EiXyw4dOtTlsuX9Xp3PZrO5VK4yd46//PLLLpd95JFHXC575swZl8tWdKGhpDFjxrhcVv2Q6lOGeDVlSB119OhRl8vGxMS4XLYyv/e1SXm/8+cbNWqUS+Vmz57N8ePHCQ4OLrPMl19+yfTp0zl06JAzQx5//PFyM6Si2R3qGmWIV1OGSKUcP37cpXLnbkh0RWWuI1XmWtaWLVtcLluZd9xWVnl9EfVDKlaZDNETwCJerFevXnzzzTc1fRoiIlILhYaG8uqrr7r1iV8REakf1A8REZGq6tmzJ8nJyfj66rKziIhUjvoh7qUkFhERkTqrMndNVkaLFi1cLvub3/zG5bLHjh2ryumUq3Hjxm6vU0RqL1fvUK/Mb8fSpUtdLtuqVSuXy3pCeTMnnK8y0znm5+e7XPbhhx92uey2bdtcLluZJ4BFRLxFVlaWy2Vvvvlml8t+++23VTmdOmX//v0ul128eLHL5bZu3erSbBaNGjVy+fht2rRxuWxlpsqsb08Wi4h7VGbGCVdnOEpOTna5zssvv9zlsu+9957LZT/99FOXy952220ulxXv5VPTJyAiIiIiIiIiIiIiIiIiIu6hAWARERERERERERERERERkTpCA8AiIiIiIiIiIiIiIiIiInWEBoBFREREREREREREREREROoIDQCLCImJiQQHB2Oz2Vi6dOkF2/Pz8xk7diw2m40+ffqQkZHh3LZkyRJsNhvBwcFs27YNgCNHjjBgwAC6dOlCaGgozzzzjLP83LlziYiIYPLkyc5169evJzY21nMNFBERj3F3hpRX58SJE4mIiGDevHnOdYsXLyY+Pt4zjRMREY9ShoiISFUlJibSuXNnrr76al3LEhGRSjl9+jSjR4+mc+fOhISE8Pnnn5fa/u2333LdddfRsGFDli1b5tK+Y8eOJTIyksjISDp06EBkZCQAn332GREREfTs2ZO0tDRnHbfccgtFRUUebacGgEVqgTNnzhAcHIwxhlmzZrm17sLCQmbOnMnWrVtJTU1l48aNpKamlirz0ksv0bx5cw4ePMicOXOYO3cuAKmpqcTFxbFv3z4SExOZMWMGhYWF+Pr6snz5clJTU9m5cycrV64kNTWV7Oxsvv76a1JSUvD392fv3r3k5eXxyiuvMHPmTLe2S0REHM6cOUO/fv1o06ZNqYve7uCJDCmrzpSUFC6//HJSUlL44osvyM7O5tixY+zatYvhw4e7tV0iIuJQ2/ohyhAREe+Rn5/P0KFDCQ0NZfHixW6tu7CwkFmzZvHOO++wb98+4uLidC1LRKQO8WQ/BOBPf/oTt912G99++y179uwhJCSk1PYWLVrw7LPP8sADD7i876uvvkpycjLJycmMGjWKkSNHArB8+XLeeecdYmNj+dvf/gY4bkSdN28ePj6eHaLVALBILbBw4UIyMzM9UndSUhI2m41OnTrh7+/PuHHjSEhIKFUmISGBKVOmADB69Gh27NiBZVkkJCQwbtw4GjZsSMeOHbHZbCQlJdGmTRu6d+8OQEBAACEhIWRlZeHj44PdbseyLHJzc/Hz82PZsmXce++9+Pn5eaR9IiL13VNPPcXRo0c9UrcnMqSsOv38/MjLy6OoqAi73U6DBg2YP38+CxYs8EjbRESk9vVDlCEiIt7jhRde4Pjx4x6p+/zf+7Fjx16QIf/61790LUtEpJbyZD8kOzubjz/+mGnTpgHg7+9PYGBgqTKtW7emV69eF/zOu7KvZVls2rSJ8ePHA+Dn50dubq4zQ9LT0zly5Aj9+/f3SPtK0gCwiJdLSUnh6aef9tjFiaysLNq3b+/83K5dO7Kyssos4+vrS7NmzTh58qRL+2ZkZLB792769OlDQEAAQ4YMoVu3brRp04ZmzZrprnsREQ9KS0vjxRdf5P/+7/88Ur8nMqSs9SEhIbRq1Yru3bszbNgwDh48SFFRkfMijYiIuFdt7IcoQ0REvENaWhpr16712BOyWVlZtGvXzvlZ17JEROoOT/dDDh8+TKtWrbjrrrvo1q0b06dP59dff3Xbvp988glXXnklV199NQB//etfmTx5MkuWLGHWrFk8+OCDbp8Zoyy+l+QoIlIlRUVFTJ8+nZkzZ9KzZ8+aPp1Ky8nJYdSoUcTGxtK0aVMAoqOjiY6OBmD69OksXLiQ1atXs337diIiInjooYdq8pRFROqMoqIiFi9ezJ133knXrl1r+nTcouQ7toYNG8aqVat49NFH2bNnD4MGDeLuu++uwbMTEak7ans/5GKUISIil8a5fsj48eMJDQ2t6dOpNF3LEhGpOZeiH1JQUMDXX3/Nc889R58+ffjTn/7E0qVLWbRokVv23bhxo/PpX4DIyEh27twJwMcff0ybNm2wLIuxY8fi5+fH8uXLufLKK93fUPQEsIhXe+WVV8jIyGDy5MnOuxGzs7P58ccf3XaMoKAgjhw54vycmZlJUFBQmWUKCgrIzs6mZcuW5e5rt9sZNWoUEydOdM53X9Lu3buxLIvg4GBee+01Nm3aRHp6uvNF6CIiUj1vvvkmx44d44477uDYsWMA/Pzzz5w4ccJtx/BEhrhSZ0JCAj169CAnJ4f09HQ2bdrE5s2byc3NdVvbRETqs9raD1GGiIjUvHP9kKioKH744QfAMah66tQptx0jKCio1NSgupYlIlI3XIp+SLt27WjXrh19+vQBHK8J+Prrr92ydJ6gOAAAIABJREFUb0FBAVu2bGHs2LEX7GtZFosXLyYmJoYFCxbwxBNPcPfdd/Pss8+6oVUXpyeARbzYkSNH+PHHH0s9ubV+/XoaNmzI6tWr3XKMXr16kZaWxuHDhwkKCiIuLo5//vOfpcpERUWxZs0arrvuOjZv3szAgQMxxhAVFcWECRO4//77OXr0KGlpafTu3RvLspg2bRohISHcf//9Fz1uTEwMf//737Hb7RQWFgLg4+OjCy8i4lYBAQEul7Usy+WyycnJLpdt1qyZ28/BGFNhmePHj/PTTz9x0003Ode9/vrrNG7cmJUrV7p8TuXxVIaUV6fdbic2Npa3336btLQ053dRWPj/s3fncVVV+//HX8ABnAdKVFBzOIqAoOJQXrMyxzARkxQ1hxzK0izre7XMMcfKUlMryzlTMG9CTmhRZtMVZ1QccCrBIbXEAWQ4nN8fXs5PQnSDB0F9Px8PHlf2/uy11zLv+Zy11t5rWUhLS6NEiRJ2aZvI/W7RokWGYytUqFBwFblLVKtWrUDKXblypeHY+fPn2+2+d3M/RDlEpPDlZaKvdevWhmMPHDiQn+rIHZbVD7l+AnX16tU4Ojrm+qbskSNHDJffsGFDGjVqRHx8PEeOHMHT05Pw8HC++OILMjMzbXFPP/20xrJExCbrwXgj2rdvbzh27969di9z3LhxhmM7d+5sOPaFF14wHJuXcS83NzfDsbdyJ/ohlSpVomrVqhw8eBAvLy+io6Px8fGxy7XfffcddevWzbZNQZYlS5YQGBiIm5sbycnJODo6FngO0QSwSBHWtWtX6tWrB8C+ffsYN24c7du356WXXrLbPUwmE7Nnz6Zdu3ZYLBb69euHr68vY8aMoXHjxgQFBdG/f3969eqF2WzGzc2NsLAwAHx9fenatSs+Pj6YTCbmzJmDk5MTP//8M1988QV+fn40aNAAgMmTJxMYGAhAREQEjRs3xsPDA7i2DIKfnx/+/v73zDKlIiKFrXXr1tSqVQtPT0/279/P5MmTadOmDQMGDLDbPQoihwA3LDPLnDlz6NOnDyVKlMDf35/k5GT8/PwIDAykXLlydmubiMj97G7th4ByiIhIYcvqhwAcPXqUzz77jGbNmtGlSxe73cNkMjFz5kwCAwOxWCz07dsXX19fxo4dS+PGjenYsSP9+vWjb9++GssSEbmL3Il+CMCsWbPo2bMnaWlp1KxZk4ULF/Lpp58CMGjQIE6fPk3jxo25ePEijo6OzJgxg7i4OMqUKXPDa7OEhYVlW/45S3JyMosWLWLjxo0AvP766wQGBuLi4pLjIVh7crjFmybGX4URkTzbv38/3t7ehmI3bdpEy5YtGTx4MLNnzy7gmt09cvk7vPWrcXInKIdIoRs7dqzhWCN7fRS0vLwBvG7dOh588MFbxtatW5effvqJwMBAXnjhBT744INcY0uVKmW4rvcC5ZAiTTmkgERFRRmKM5mMPyucl7e37lWLFy82HPv8888bjs3LShZJSUmGY9UPuX3KIUWackghy8sbwM2bNzccqzeAi4b169cb6ocAbN++nUGDBvHss8/a9tC9XQ0bNjQcm/VwUFGjHFKkKYfco/LyBnC7du0Mxxp9AzgvZRbUG8B56eMV5BvARvsi6ofcWF5yiN4AFrlLPPHEE3lanlRERCRLixYtuHTpUmFXQ0RE7kLqh4iISH41atSIrVu3FnY1RETkLqR+yO1zLOwKiIiIiIiIiIiIiIiIiIiIfWgCWERERERERERERERERETkHqEJYBERERERERERERERERGRe4QmgEVERERERERERERERERE7hGaABYRERERERERERERERERuUdoAlhEmDlzJvXq1cPX15cZM2YAsHv3bpo1a4afnx8dO3bk4sWLN7x2+vTp+Pr6Uq9ePbp3787Vq1cB6Nu3LzVq1KBBgwY0aNCAXbt2AZCUlETHjh2pX78+vr6+LFy4EICDBw/SqFEj/P39+e233wDIyMigdevWJCcnF/RfgYiI5FNUVBReXl6YzWamTp2a43xqairdunXDbDbz8MMPc/z4cQDOnz9Py5YtKVWqFEOGDMl2zRNPPIGXl5cth/z5558AzJo1i3r16hEYGEhaWhoAP//8M8OGDSvYRoqISIHIbw4BmDJlCmazGS8vLzZs2HDLMnv27Im/vz8jR460HZs4cSIREREF0zgRESlQUVFR+Pj44OXlxbvvvpvj/PTp0/Hx8cHf359WrVrx+++/A/DDDz/Y+hkNGjSgWLFitlzQokUL23EPDw+Cg4MB+M9//oOvry8tWrTg/PnzABw5coRu3brdodaKiIg93aofsnnzZgICAjCZTKxcuTLbucWLF1O7dm1q167N4sWLAUhOTqZDhw7UrVsXX19f3nzzTVt8YY5laQJYpIirPqM6DuMdbD8NPm1g1/L37t3L559/TkxMDLt372bNmjUcPnyYAQMGMHXqVPbs2UPnzp15//33c1ybmJjIRx99xLZt29i7dy8Wi4WwsDDb+ffff59du3axa9cuGjS4Vu85c+bg4+PD7t272bRpE2+88QZpaWnMnTuXmTNnsm7dOqZNmwbAJ598wnPPPUeJEiXs2mYRkftFUFAQpUuXtv3861//smv5FouFwYMHs379euLi4li+fDlxcXHZYubPn0/58uU5fPgww4YNY8SIEQAUK1aMCRMm2D7z/+nLL7+05RB3d3fbsdjYWP71r3+xYcMGrFYrEyZMYPTo0XZtl4iIQPXq1XFwcLD9ZH2ft5fbySFxcXGEhYWxb98+oqKiePnll7FYLLmWGRsbS/HixYmNjWXr1q0kJSVx6tQptmzZYhvcFxER+wkKCqJJkya2nx49eti1fIvFwtChQ1mzZg179uwhPDw8Rw5p0KAB27ZtIzY2lpCQEIYPHw5Ay5Ytbf2M77//nhIlStC2bVsAfvrpJ9u5Zs2a8cwzzwDXBu+3bt3Kiy++yLJlywAYNWoUEydOtGu7RESkaPRDqlWrxqJFi3Lkr7/++ovx48ezZcsWYmJiGD9+PH///TcA//d//8eBAwfYuXMnv/zyC+vXrwcKdyzLVOB3EJEbOnToEOnp6bY3ZnNjtVp5pPIj9PXtC0BZ17KcOXPmpvFGJSUlER0dTd26dTlx4gQAvr6+zJ07lwMHDlCxYkUOHjxIzZo1mTRpEs8++2y268+cOUNKSgrbtm2jZMmSnD59mqtXr3Ly5EmSk5P566+/OHnyZLZrLl26xOnTp0lMTCQtLQ03NzdMJhPOzs4kJyeTnJyMs7MzFy5cYPXq1URFRRluj4jIP2UNFBvx4IMPGo7Ny5e0S5cuGY41ysvLC2dnZ4oVK3bTOAcHB1q0aMGLL74IQPny5W95TV7ExMRgNpupWbMmAKGhoURGRuLj42OLiYyMZNy4cQCEhIQwZMgQrFYrJUuW5NFHH+Xw4cOG72e1WklPT7fliqVLl/LUU0/h5uZmtzaJ3OueeOIJQ3GOjnpWWOCxxx7jpZdeAq7lEHu6nRwSGRlJaGgorq6u1KhRA7PZTExMDMANywwODiYlJYXMzEzS09NxcnJizJgxjB8/3q5tErnXWSwWQ3GLFi0yXOaBAwfyWZs7Ly/fOb29vQ3HNm3a1HDs9Q/d29PZs2cNxWVkZBgus2HDhoSEhABQunTpfNXrRv7++2+2bt1KtWrVKF++PFeuXKFjx46Eh4fz2muv2eIaNGhA8eLFsVqtPPzwwyxdujTHmNlXX33FU089RfHixbMdv3jxIt9//71t1TpHR0dSU1Nt/ZCffvqJSpUqUbt2bbu1S0Ty7p/jzjfTvn17w7F79+41HDt48GBDcTd6uSo3eRm32bhxo+HYZs2aGY7dsmWL4dinnnrKcKxRhd0PqV69OpCzX7xhwwbatGlj+07Qpk0boqKi6N69Oy1btgTAxcWFgIAAEhISgMIdy9IEsMhdoFrparSu1ppSLqXsXnbt2rWZPn06f//9N8WKFePHH3+kXr16mM1moqOjad26NVFRUZw+fTrHtRUrVqRPnz60a9eOYsWK0axZs2xvl7377rvMmDGD5s2bM3LkSFxdXXn++efp27cvAQEBXLlyhfDwcBwdHRk8eDC9e/cmNTWVuXPnMmHCBEaOHKnBRxGR21S9enUCAwPtOuiSJTExkapVq9p+r1KlSo5OwvUxJpOJsmXLcv78+VtOuD///PM4OTnRpUsXRo0ahYODA0OGDOGRRx7B19eX5s2b06lTp2zLfoqIiH3VqFGDDh06FLkckpiYyCOPPJLt2sTERIAblunt7U2FChUICAigV69eHD58mMzMTAICAuzeLhERucbDw4PmzZtTsmRJu5d96tQpPD09s91r+/btucbPnz//hpM/4eHhN1yCMyIiglatWlGmTBkA3nrrLVq3bo2HhwdLly7l2WefLbDJeBERKfx+SF6uzeqHZMl6se3VV18FKNSxLM2siNwFvjr0FeYFZnwX+bJs/zK7ll2rVi0GDhxI//79GThwIN7e3jg5OTF58mSWLVvGM888w5UrV3B2ds5x7cWLF/nhhx9Yt24d3377LSkpKaxZswa49uV48+bNrF27lgsXLvDxxx8DsGnTJnx9fdmxYwe7du1iyJAhXLx4kWrVqrFp0yZ+++03SpQoQUJCAt7e3vTq1Ytu3bpx6NAhu7ZbROR+sXTpUtzc3PDw8GDBggWFXR1DvvzyS/bs2cNPP/3ETz/9xBdffAFAr1692LlzJ0uXLmX69OkMHTqU9evXExISwrBhw8jMzCzkmouI3FuWLFlCmTJlcHd3Z/78+YVdndsyY8YMdu3axRtvvMHo0aOZMGECkyZNomvXrnz++eeFXT0RkXvOunXreOKJJ2jbti2RkZGFVo+lS5eyfft2/v3vf2c7furUKfbs2UO7du1yXLN8+XK6d+9u+71NmzZs376d1atXExkZSWBgIIcOHSIkJISBAweSnJxc4O0QEbmf3K39kIyMDLp3787QoUNtbxgX5liWJoBFirh+9fvxWZvPmP3kbFycXPj35n/z+8Xf7XqPkJAQvv76a5YuXUqZMmWoXr06NWvWZMGCBXz99dd06NCBKlWq5Ljuv//9L56enri5ueHs7EyrVq3YvXs3cO3tYAcHB1xdXenWrRs7d+4Erj1dGRgYiIODA2azmRo1auRY8untt99m4sSJfPTRRwwYMID33ntPy7OJiORDly5dWL58OYsWLcLFxYWXX36ZY8eO2a18T09P2xYCAAkJCdmexP9nTEZGBklJSTzwwAO3LBeuLRXXo0cP27KeWU6ePElMTAzBwcF88MEHhIeHU65cOaKjo+3RLBERAQYOHMiKFSv44osvcHFx4cUXXywyOSS3a42UGRkZSaNGjbh8+TJHjhxhxYoVrFy5UoP3IiJ2FBwczJQpUxg/fjzOzs5MmTIlxxtSt6Ny5crZyjt58iSVK1fOEffdd98xefJkIiMjcXV1zXZuxYoVBAcH53jh4dy5c8TExNChQ4cc5SUnJ7No0SIGDx7M2LFjWbx4MY8++ihffvmlnVomIiJFoR+S32tfeOEFateunW1LgiyFMZalCWCRIm7Ev0bQsVZHQuqEEFQrCIvVwtGko3a9x/nz54FrH0LffvstTz/9tO1YZmYmn376aY79fwEqVapEbGwsKSkpWK1WtmzZQo0aNQBs+xRbrVaioqKoW7cucO1D8ueff7bFZO0xnOXHH3/Ew8OD2rVrk5ycjKOjI46OjhqQERHJhxdeeIEuXbrQs2dPnn32WSwWC/Hx8XYrv0mTJsTHx3Ps2DHS0tIICwsjKCgoW0xQUBCLFy8GYOXKlTz55JM4ODjkWmZGRgbnzp0DID09nTVr1lCvXr1sMaNHj+add94BICUlBQcHB+UKERE7e/vttwkJCeG5556jW7duWCwWu67Kczs5JCgoiLCwMFJTUzl27Bjx8fE0bdr0lmWmp6czY8YMhg8fbssfcG1f07S0NLu1TUTkftevXz9atWpFYGAgrVu3xmKx8Mcff9it/IYNG3Ls2DF+//130tLSiIiIyLHEc2xsLIMGDSIyMhJ3d/ccZYSFhWV7yzfLypUrefrpp2+4B+f777/P0KFDcXZ2Vj9ERKSAFIV+SG7atWvHxo0b+fvvv/n777/ZuHGjbSWJUaNGkZSUxIwZM254bWGMZWkPYJEibM+fexi3eRyPVn6UTGsmXx36iuKm4ni7edv1PkOHDuXChQuYTCbGjBlDmTJlWLJkie0JxrZt2xIcHAzAn3/+yfjx45kzZw7+/v60adOG0NBQnJycqFu3LiEhIcC1te3/+usvrFYrvr6+TJ06FYDXXnuNYcOG0apVK5ycnHj33Xdt+0BarVYmTpxIeHg4cG3iomfPnmRkZPDJJ5/Ytc0iIve6gwcPMmvWLJ555hksFgtLly6lePHiOSZTb4fJZGL27Nm0a9cOi8VCv3798PX1ZcyYMTRu3JigoCD69+9Pr169MJvNuLm5Zdsrq3r16ly8eNE2aLNx40Yeeugh2rVrR3p6OhaLhdatWzNw4EDbNVkrSmTt29ijRw/8/PyoWrUqw4cPt1vbRETuZ7Gxsbz99tu0b98ei8XCkiVLKF68OH5+fna7x+3kEF9fX7p27YqPjw8mk4k5c+bg5OQEcMMys8yZM4c+ffpQokQJ/P39SU5Oxs/Pj8DAQMqVK2e3tomI3M/i4+P5+OOPadasGZmZmaxbtw5XV1fMZrPd7mEymZgyZQpdu3YlMzOT7t27U7duXaZOnUqDBg1o374948eP5/Lly3Tt2hWAatWq2ZaiPn78OCdOnODxxx/PUXZYWBhvvvlmjuNZb26NHTsWgFdeeYUmTZpQrlw5IiIi7NY2EZH7WVHph2zdupXOnTvz999/s3r1asaOHcu+fftwc3Nj9OjRNGnSBIAxY8bg5uZGQkICkyZNom7durbxqiFDhjBgwACg8MayHKxW683O3/SkiOTfoUOHuHr1KnXq1Mk15tTlU7y0/iW2ntxKSkYKtcvX5q2mb9Gyastcr7nF/6ezSUpKMhybmppqODZrQvdWPDw8DJeZm/379+PtnWNCPPdXy+ROUg6RQpeXp+jysqfI6NGjDcdeunTJcKzRz3AvLy9mz55NxYoVc405e/YsY8aMYf/+/SQnJ+Pt7c2ECRNo27ZtrteYTPfXs4HKIUWackgBuXr1qqE4R0fji0W5uLjktzr3jKy3VI14/vnnDceWLl3acGxevtvn8vlnc+rUKfr3709MTAzJycn4+PgwadKkG+6TeL9SDinSlEMKiMViMRQ3c+ZMw2W+8cYb+a3OHefm5mY49mafsf/UtGlTw7HXP0xpT2fPnjUUl5GRwfr162867nPu3DkmTJjAvn37uHr1KjVr1uSll16iWbNmdqlr9erVDcfeauuZ691slSJ7Uw4p0pRD7iInT540HPvPVQJuZu/evYZjBw8ebCju/fffN1zmjVYgyE1e6pqXz+EVK1YYjn3qqacMx8LN+yLqh9xaXnLI/TXKJ3KXqVyqMhHPRuRpMEdERASgQoUKfPLJJ7Yl+EVERIyqXLky69atK+xqiIjIXejBBx/M00MAIiIiWdQPsS/tASwiIiIiIiIiIiIiIiIico/QBLCIiIiIiIiIiIiIiIiIyD1CS0BLkXf+/HnDsbt37zYcu2bNGsOxly9fNhw7b948w7Hr1q0jLS3NcHxhyss+cOfOnTMUZ489gEVEbqZEiRKGY1955RXDsYcOHTIc+/HHHxuONVrfyZMnU65cOTw9PW8Ze7/t6ysiN5eX/aTEOKP7YubVsGHDCqRcEZH8mD9/vqG4orCvr6urq+HYxo0bG4oLDw83XKaR7+n58eGHHxZIuV999ZWhuEGDBuHo6Gioj5GRkXG71bqh48ePG47Ny77Nd3IPYBHJ3ZkzZwzHdujQwXBsQezrCzBp0iRDcQXVD/v7778Nx6anpxuO7devn+HYzz//3FDc008/bbhMsQ+9ASwiIiIiIiIiIiIiIiIico/QBLCIiIiIiIiIiIiIiIiIyD1CE8Aiwq+//kqXLl3o3LkzixYtynE+LS2NN998k06dOtG7d29OnjxpO7dgwQI6derEM888w6+//mo7/ssvvxAUFMTTTz+dbZmot956i5CQED766CPbsYkTJxIREVEwjRMRkQIVFRWFl5cXZrOZqVOn5jifmppKt27dMJvNPPzww9mWbJsyZQpmsxkvLy82bNhwyzJ79uyJv78/I0eOtB1TDhERuXsph4iISH4ZGcsKDQ2lTp06NGvWzJZDzp8/T6tWrShTpkyObYDefvttqlatSqlSpbIdnzVrFvXq1SMwMNC2ldvPP/+srRpERO5S+e2HnD9/npYtW1KqVCmGDBmS7ZqimEM0ASxSxF26dImxY8fSsmVLHnvsMV544QW7lm+xWHjvvfeYOXMmK1asYOPGjRw9ejRbTGRkJGXKlCEyMpKePXvaJm+PHj3Kxo0b+eqrr5g1axZTp07FYrFgsViYPHkyH3/8MatWrSIqKoojR45w6NAhXF1dWblyJfv27SMpKYlTp06xZcsWgoOD7douERGBpKQkevfuTbly5ShVqhSPPfaYXcu3WCwMHjyY9evXExcXx/Lly4mLi8sWM3/+fMqXL8/hw4cZNmwYI0aMACAuLo6wsDD27dtHVFQUL7/8si2H3KjM2NhYihcvTmxsLFu3blUOEREpYBcuXFAOERGRfCkqY1nly5fn0KFDvPrqq7z55pvAtX04x48fz3vvvZej3I4dOxITE5Pj+JdffklsbCz/+te/2LBhA1arlQkTJjB69Gi7tktERIp2P6RYsWJMmDCBadOm5Si3KOYQTQCLFHHvvPMOUVFRBAUF8frrr1OlShW7lr9v3z6qVq1KlSpVcHZ2pk2bNvz444/ZYjZv3mzbpL1Vq1bExMRgtVrZtGkTbdu2xcXFBU9PT6pWrcq+ffvYu3dvtjLbt2/Ppk2bMJlMpKamkpmZSUZGBk5OTowZM4bx48fbtU0iInLNK6+8wpdffkn//v2ZMWMGZrPZruXHxMRgNpupWbMmLi4uhIaGEhkZmS0mMjKSPn36ABASEkJ0dDRWq5XIyEhCQ0NxdXWlRo0amM1mYmJici3T2dmZlJQUMjMzSU9PVw4RESlg/fr1Uw4REZF8GTduXJEYy+rduzdwLYd8//33WK1WSpYsyaOPPkqxYsVylPvII49QuXLlHMetVivp6ekkJyfj7OzM0qVLeeqpp3Bzc7Nru0REpGj3Q+62HGIq8DuISL4lJCSwadMm2rdvz5AhQ3B0dLT7E+pnz56lYsWKtt8rVqzI3r17s8X8+eefthiTyUSpUqW4cOECZ8+exc/PL9u1f/75J05OTlSqVMl23N3dnT179lCzZk3Kly9PaGgoHTp04PDhw2RmZhIQEGDXNomICBw/fpw1a9bQs2dPpkyZgpOTEwMGDLDrPRITE6latart9ypVqrBly5ZcY0wmE2XLluX8+fMkJibyyCOPZLs2MTER4IZlent7U6FCBQICAujVq5dyiIhIATp69CirVq1SDhERkTxLSEjg+++/LxJjWTfKIQ8++GCe7zdkyBAeeeQRfH19ad68OZ06dcq2/YCIiNhHUe+H3G05RBPAIkXYsWPHgGtLnLVo0QInJydCQ0Nz7FFyNxk+fLjtz2+//TZz585l0qRJ7N69mzZt2jBw4MBCrJ2IyL3j4MGDAGzdupWSJUvi5OTEq6++yrvvvlvINcu/GTNm2P7csWNH5RARkQKStQSacoiIiORV1lLM99JYVq9evejVqxdwbaW+oUOHsn79epYsWULVqlX54IMPcHTUQpsiIrfrXuyHFGYOUWYSKcLS09MBuHr1KpMnT8bf358lS5bkeCLldlSoUIEzZ87Yfj9z5gwVKlTIFuPu7m6LycjI4PLly5QrV44KFSpw+vTpbNe6u7vj7u6e7fj1bxBn+eGHH2jUqBGXL1/myJEjrFixgpUrV5KcnGy3tomI3M9SU1MBuHLlCuHh4TRv3pz33nuP7777zm738PT05MSJE7bfExIS8PT0zDUmIyODpKQkHnjggVyvNVJmZGSkcoiISAFSDhERkfxKS0sDisZY1o1yyO04efIkMTExBAcH88EHHxAeHk65cuWIjo6+rXJFROSaot4PuR2FkUM0ASxShHl4eADQoEEDnnzySdq0aQNgW97MHnx8fPjjjz9ITEwkPT2db7/9NsfG6i1atGDNmjUAREdH06RJExwcHHj88cfZuHEjaWlpJCYmcuLECXx9ffH19eWPP/4gISGB9PR0oqKiePzxx23lpaens3TpUoYPH05KSgoODg7AtQ3YszoKIiJyex566CHg2mf4M888Q9euXQE4cuSI3e7RpEkT4uPjOXbsGGlpaYSFhREUFJQtJigoiMWLFwOwcuVKnnzySRwcHAgKCiIsLIzU1FSOHTtGfHw8TZs2vWWZ6enpzJgxQzlERKQA1ahRA1AOERGRvMsaRC8KY1lLliwBruWQli1b2j7382v06NG88847ALY84ujoqIeIRETspKj3Q25HYeQQLQEtUoR5eXlhNpvZunUrq1atYvXq1Tg5OeHv72+3e5hMJoYPH87QoUOxWCwEBQVRq1YtPv30U7y9vXn88cfp1KkTY8eOpVOnTpQtW5bJkycDUKtWLdq0aUNISAgmk4kRI0bg5OSEyWTirbfe4qWXXiIzM5Pg4OBsm7WHh4cTFBREiRIl8Pf3Jzk5GT8/PwIDAylXrpzd2iYicj/z9/fHx8eH6OhoPv/8cxYuXIiTkxPNmze32z1MJhOzZ8+mXbt2WCwW+vXrh6+vL2PGjKFx48YEBQXRv39/evXqhdlsxs3NjbCwMAB8fX3p2rUrPj4+mEwm5syZg5OTE8ANy8wyZ84c+vTpoxwiIlKAGjZsiJ+fn3KIiIjkWd26daldu3aRGMvQCDEEAAAgAElEQVSaPn06derUwc3NjWXLltmur1mzJhcvXiQtLY3IyEiioqKoV68ew4cPZ9myZSQnJ1OlShUGDBjAuHHjANi5cyeAbf/4Hj164OfnR9WqVbNtdyYiIvlX1PshANWrV7flkIiICDZu3IiPj0+RzCEOVqv1ZudvelKKlqzX441Yu3at4djw8PD8VOembvHvLpu8LBGTkJCQn+rcUl7qm5cnQdauXXvLjcOPHDnCpEmTOHjwIJUqVWLgwIG0b9/e8D1upnTp0oZj/7kMws2UKlUqP9XJl/379+Pt7f3Pw7f3OI7Yi3KI3FVOnjxpODYvXzz/+OMPw7H/fOIwN6tWrcrt8y+bffv2MWDAAHbu3Em1atUYN24cPXr0MFyfe51ySJGmHCKF7urVq4Zj69evbzg2Pj7ecGzWE+JGjBo1ynCscsjtUw4p0pRD8uD33383HNuuXTtDcQcPHsxvdewm661TIzZu3FiANbm3NGzYkA8++IBKlSrdNO7w4cOMGjWqQMay8iJroN2IO7mHr3JIkaYcUshef/11w7HTp083HJuXz6BVq1YZji1WrJjhWKMuXbpkONbPz89wbF5yfl7MmzfPUFz//v2BW/dF1A+5ubzkEL0BLFLE1apViwULFhR2NURE5C7k6+vLb7/9VtjVEBGRu5ByiIiI5JfZbNZYloiI5Iv6IfajPYBFRERERERERERERERERO4RmgAWEREREREREREREREREblHaAJYREREREREREREREREROQeoQlgEREREREREREREREREZF7hCaARURERERERERERERERETuEZoAFhF++ukn2rdvT9u2bfnss89ynE9LS6NPnz7Ur1+fli1b8vvvv9vOTZs2jfr169OwYUO+++472/GoqCi8vLwwm81MnTrVdrxnz574+/szcuRI27GJEycSERFRQK0TEZGClNvnfZbU1FS6deuG2Wzm4Ycf5vjx47ZzU6ZMwWw24+XlxYYNG25ZpnKIiMi9RTlERETy69dff6VLly507tyZRYsW5TiflpZGaGgoderUoVmzZtlyyNSpU6lTpw7e3t7KISIi9yF790MOHjxIgwYNbD9lypRhxowZAIwYMQJ/f3969+5tK2Pp0qW28wVJE8AiRdjq1atp0qRJjp+TJ0/a7R4Wi4V33nmHzz//nDVr1rB27VoOHz6cLWblypWUK1eO3bt3M3jwYMaMGQPAgQMH+M9//kNMTAyrVq3i9ddfx2KxYLFYGDx4MOvXrycuLo7ly5cTFxdHbGwsxYsXJzY2lq1bt5KUlMSpU6fYsmULwcHBdmuTiIjAokWLcHBwyPFz/ZfW25Xb5/315s+fT/ny5Tl8+DDDhg1jxIgRAMTFxREWFsa+ffuIiori5ZdfVg4RESkilENERCS/Vq1aha+vb4GPZb333nvMnDmTFStWsHHjRo4ePZotJjIykvLly3Po0CFeffVV3nzzTeBaDgkPD2fPnj2sW7eOIUOGKIeIiBQRd2s/xMvLi127drFr1y62b99OiRIl6Ny5M0lJSezYsYPY2FhcXFzYs2cPKSkpLFy4kMGDB9utTbnRBLBIERYQEMCkSZOYNGkS48ePx9nZGTc3N9zd3e12j9jYWKpVq0bVqlVxcXEhMDCQ6OjobDHR0dH06NEDgODgYDZt2oTVamXNmjV06dIFV1dXqlevTs2aNdm2bRsxMTGYzWZq1qyJi4sLoaGhREZG4uzsTEpKCpmZmaSnp+Pk5MSYMWMYP3683dojIiLXPP744yxfvpzly5fzxRdf4OLiQsWKFfH09LTbPXL7vL9eZGQkffr0ASAkJITo6GisViuRkZGEhobi6upKjRo1MJvNxMTEKIeIiBQByiEiIpJfTZo04f333y/Qsax9+/ZRtWpVqlSpgrOzM23atOHHH3/MFrN582bb21YhISF8//33WK1WvvnmG7p162bLIbVq1VIOEREpIu7Wfsj1oqOjqVWrFg899BCOjo6kp6djtVpJTk7G2dmZadOm8corr+Ds7Gy3NuVGE8AiRZinpydt27albdu2uLq6kp6eTlBQECaTyW73OHPmDJUrV7b9XqlSJc6cOZMt5s8//6RKlSoAmEwmypYty/nz5zl16pTtOICHhwenTp0iMTGRqlWr2o5XqVKFxMREvL29qVChAgEBAXTs2JHDhw+TmZlJQECA3dojIiLX1KhRg9DQUEJDQylWrBhpaWn069fPrl8wc/u8zy3m+hyS27XKISIihU85RERE8qtKlSoEBgYW6FjW2bNnqVixou33ihUrcvbs2Wwxf/75Z6455PqxLOUQEZGi427th1wvLCyM7t27A1C6dGkCAwNp2LAhlStXpmzZsnd0BQn7ZV7ht99+MxybkJBg9/vfaK3y3Ozatcvu988Lq9VqONbBwaEAa2JM/fr1Dcd6eXkZji1RogTly5e/ZVyFChX497//jaOjI6+//joPPfRQrrGOjsaf6yhWrBiVKlWidOnS1KpVCwB3d3fKli1r+x3AxcWFkiVLUqpUKeDaf5NSpUrh7OxMsWLFbMezfr+Z69e279ixI3PnzmXSpEns3r2bNm3aMHDgQMP1FxG5lYyMDMOxN9oDPTfX74V+K08//bTh2FWrVhmOzYu5c+fi6OjICy+8UCDl3ynKISJyJ23cuNFwbHx8fIHU4cEHHyyQcvNCOUTk7mOxWAzHjho1ynDswYMH81Mdu8nLhNvChQsLsCb3r8GDB1OqVCkqVKhwy9jff/+dr7/+GkdHRzp37nwHaldwlENEbl9sbKyhuOnTpxsuM2tM2ogPPvjAcOytxrcL2rZt2wzH/vHHH4Zj8zKJunz5csOxrVu3NhybF3djPyQtLY1vvvmGKVOm2I4NHz6c4cOHAzBgwADeeecd5s2bx8aNG/H398/Td7G80hvAIneBo0eP8uOPP9K6deubTv7mh4eHR7YHEhITE3MsqeDh4cGJEyeAa5MpSUlJPPDAA3h6etqOw7UHGzw9PXM9fr3IyEgaNWrE5cuXOXLkCCtWrGDlypUkJyfbtX0iIve7I0eOEB0dTfv27alevbpdyzbyeX99jHKIiMjdRTlERETyKyEhga1bt9KsWTM8PDzsWnaFChWyrV535syZHJPS7u7uueaQ68fBlENERIqeu60fkmX9+vUEBARkW6Uiy86dO7FarXh5efHVV1+xYsUKjhw5UmAPE4MmgEXuCgsXLsRqtdK/f3+7l92kSRMOHz7MsWPHSEtLIzw8PMfbak8//TSLFy8GYOXKlTz55JM4ODgQFBREWFgYqampHDt2jPj4eJo2bUqTJk2Ij4+3lRkWFkZQUJCtvPT0dGbMmMHw4cNJSUmxveVtsVhIS0uzextFRO5nc+fOxWq18tJLL9m97Ft93gMEBQUph4iI3KWUQ0REJL++/vprrFYrXbp0sXvZPj4+/PHHHyQmJpKens63337LY489li2mRYsWLFmyBLiWQ1q2bImDgwMdO3YkPDzclkMOHz6sHCIiUsTcbf2QLMuXL7ct//xPo0ePZsKECaSnp9tWa3F0dCzQh4i0BLRIEZeWlsayZcuoWrUqbdu2tXv5JpOJmTNn0qFDBywWC3379sXX15dx48bRqFEjOnbsSL9+/Xj++ecxm824ubkRFhYGgK+vL127dsXHxweTycScOXNwcnICYPbs2bRr1w6LxUK/fv3w9fW13XPOnDn06dOHEiVK4O/vT3JyMn5+fgQGBlKuXDm7t1FE5H6VlpbGokWLqFatGoGBgXYv32Qy3fDzfsyYMTRu3JigoCD69+9Pr169lENERO4yyiEiIpJfaWlprFmzhkqVKtG8eXO7l28ymRg+fDhDhw7FYrEQFBRErVq1+PTTT/H29ubxxx+nU6dOTJ8+nTp16uDm5sayZcuAaznk2WefpV69ephMJmbNmoWTkxOOjo7KISIiRcDd2g+5cuUK3377LXPnzs1xz4iICBo3bmxbEaNBgwb4+fnh7++fp+1H88rhFnuxGt+oVbQHcB7cbXsA+/v7G47Nyx7AL7/8co7lBf5pzZo1vPbaa4waNYp///vftywzr3sAG2UyFc3nRfbv34+3t/c/Dxf+PxoB5RApAvKyB/DEiRMNx77zzjuGY/OyB/A333xjODaXz79swsLC6N69OxMmTCjQPUXuVsohRZpyiBS6vHwmBwcHF0gdPv74Y8OxgwYNMhyrHHL7lEOKtPs+h+RlD+C+ffsajl26dGk+amM/edkDOC+f4bcal5H/b968efj7+1OjRo2bxq1atYoXX3yRQYMGFchqdkbl5d9MXsbTbpdySJF23+eQgmJ0D+C8TIblZQ/gLVu2GI718fExHFsQfvjhB8OxrVq1Mhybl/H9gtgDuGzZssCt+yLqh9xcXnJI0ZzRERGbp59+mueff76wqyEiIneh0NBQQkNDC7saIiJyF1IOERGR/OrcuXOeJl9FRESyqB9iP9oDWERERERERERERERERETkHqEJYBERERERERERERERERGRe4QmgEVERERERERERERERERE7hGaABYRERERERERERERERERuUdoAlhERERERERERERERERE5B5hKuwKFHXBwcGGY6Ojow3HJicn56c6N2W1Wg3HOjg42P3+RUH37t0Nx44aNcpwrKenp+HY0qVLG47dv38/tWrVMhxfUKKionj11VexWCwMGDCAN998M9v5zZs389prrxEbG0tYWBghISHZzl+8eBEfHx+Cg4OZPXs2ANu3b6dv376kpKQQGBjIzJkzcXBwYMSIEaxfv54GDRqwZMkSAJYuXcq5c+d47bXX7kyDReS+sWPHDsOxEyZMMBz7z8/Bm1m8eLHh2LvRrXJIamoqvXv3Zvv27TzwwAOEh4dTvXp1jh8/jre3N15eXgA88sgjfPrppwC0b9+eU6dOkZGRQYsWLZgzZw5OTk7KISJyR3399dcFUm5e+hYDBgwokDoUFfnNIQBTpkxh/vz5ODk58dFHH9GuXTsA+vXrx5o1a3B3d2fv3r22spRD5H6SlzGnpUuXFmBN7GvEiBGGY/PyWSvGnT59mnr16pGenl7YVWH58uVERERgtVoJDg6mR48evPXWW/z+++8AXL58GXd39xx9woMHD2YbPzx69Cjjx49n2LBhfPXVV4wbN479+/cTExND48aNbXE3yjtnz56lc+fOXLhwgYkTJ9rGkTt16sQnn3yCh4fHHfibELk7TJ061e5lDhkyxHCsj4+P3e9fUAri7wrAbDYbju3SpUuB1KGouHDhAgMGDGDv3r04ODiwYMECEhIScs0B/2SxWGjcuDGenp6sWbMGgNmzZzNjxgyOHDnC2bNnefDBBwGIjIxk9OjRODo6YjKZmDFjBo8++igHDx6kR48epKenM3fuXJo1a0ZGRgbt27fnm2++oUSJErfdTr0BLFLEzZgxg+rVq+Pq6kqNGjWYNWuWXcu3WCwMHjyY9evXExcXx/Lly4mLi8sWU61aNRYtWkSPHj1uWMbo0aN57LHHsh176aWX+Pzzz4mPjyc+Pp6oqCiSkpLYsWMHsbGxuLi4sGfPHlJSUli4cCGDBw+2a7tERKRo5JD58+dTvnx5Dh8+zLBhw7IN3NWqVYtdu3axa9cu2+QvwIoVK9i9ezd79+7l7NmzfPXVV8ohIiJ3WFHOIXFxcYSFhbFv3z6ioqJ4+eWXsVgsAPTt25eoqKhs5SiHiIjcWSU//xy/oCAC/vUv/Dp1wj083K7lHz58mIiICBYvXsyyZcv4+eefOXHiBFOmTGHZsmUsW7aMli1b0rlz5xzXenl5sWPHDnbs2MHWrVspUaKEbeK2Xr16fP311znGuHLLO8uXL2fQoEHExMQwY8YMAFavXk3Dhg01+Ssikl8zZkD16uDqCjVqgJ37IQCvvvoq7du358CBA+zevRtvb+9cc8CNzJw5E29v72zHmjdvznfffcdDDz2U7XirVq3YvXs3u3btYsGCBbaHfOfOncvMmTNZt24d06ZNA+CTTz7hueees8vkL2gCWKRIi4+PZ9iwYTg6OvLhhx+Snp7O0KFDOXHihN3uERMTg9lspmbNmri4uBAaGkpkZGS2mOrVq+Pv74+jY86PjO3bt3PmzBnatm1rO3bq1CkuXrzII488goODA7179yYiIgJHR0fS09OxWq0kJyfj7OzMtGnTeOWVV3B2drZbm0REpOjkkMjISPr06QNce3M6Ojr6lquWlClTBoCMjAzS0tJwcHBQDhERuYOKeg6JjIwkNDTUNjltNpuJiYkB4LHHHsPNzS1bOcohIiJ3jtPRo5QdNw4cHDjx2ms4ZGRQbdo0nE+ftts9jh8/Tr169ShWrBgmk4mAgAB++OEH23mr1cp3331HaGjoTcuJjo6mVq1atsH661coul5uecfZ2Znk5GRSU1NxcnIiIyODGTNmMHz4cLu1VUTkvhIfD8OGgaMjfPghpKfD0KFgx35IUlISmzdvpn///gC4uLhQrly5XHPAPyUkJLB27docqzU1bNjQtlrR9UqVKmVbkffKlSu2P2flkKz+yYULF1i9ejW9e/e+zRb+f5oAFinCMjMzgWtLF7Vu3ZpKlSrh6upKsWLF7HaPxMREqlatavu9SpUqJCYmGq7fG2+8YXtC5foyq1SpkqPM0qVLExgYSMOGDalcuTJly5Zly5YteVpqXUREjCkqOeT6GJPJRNmyZTl//jwAx44do2HDhjz++OP89NNP2a5r164d7u7ulC5dmpCQEOUQEZE7qKjnkLz2YZRDRETuoP/lkDR3dy42bUr6Aw+Q6eKC1dXVbrfIWknowoULXL16lV9//ZUzZ87Yzu/cuZMHHniA2rVr37Sc8PDwW04SQ+45q0ePHkRGRtKmTRtGjhzJxx9/TK9evez25paIyH3nfzkET09o3RoqVbr2JrAd+yHHjh2jQoUKPP/88zRs2JABAwZw5coVw9e/9tprvPfeezd8WS43q1atom7dunTo0IEFCxYAMHjwYCZPnkyfPn0YOXIkEyZMYOTIkXkq91Y0ASxShHl5eTF16lR++eUX6taty86dO/nss8+oUKFCYVcNgI8//pjAwMBsk723Mnz4cHbt2sUHH3zA6NGjeeedd5g3bx5du3Zl4sSJBVhbEZH7S1HPIZUrV+aPP/5g586dfPjhh/To0YOLFy/azm/YsIFTp06RmprK999/DyiHiIjcKUU9h+SHcoiIyJ1hMZu5OHIkpXbvxu/ZZylx8CC/jxxJRvnydrtHjRo16N27N6+88gpDhw6lTp062QbMN27cmG2luhtJS0tj9erVhISE5LseZcuWZe3atWzbto2AgABbeQMHDiQkJITffvst32WLiNyXvLxg6lT45ReoWxd27oTPPgM79kMyMjLYsWMHL730Ejt37qRkyZKG911es2YN7u7uNGrUKE/37Ny5MwcOHCAiIoLRo0cD17bd3LRpE7/99hslSpQgISEBb29vevXqRbdu3Th06FCe2/ZPmgAWKcLOnj3LrFmzaNCgAREREdSvX58hQ4aQkJBgt3t4enpmW8otISEBT09PQ9f+9ttvzJ49m+rVq/N///d/LFmyhDfffBNPT89sdbxRmTt37sRqteLl5cVXX33FihUrOHLkCPHx8fZpmIjIfa6o5JDrYzIyMkhKSuKBBx7A1dWVBx54AIBGjRpRq1atHF9uixUrRqdOnXIsCaocIiJSsIp6DrmdPoxyiIhIwXI8f56SCxaQXKcOh6dNI7l2baq9/z7O172haw+dOnXiiy++4LPPPqN06dJUq1YNuJYvfvjhB9q0aXPT69evX0/Dhg2pWLHiLe9lJO9MmDCBt99+m+XLl/Poo4+yePFixo0bl/eGiYjcz86evbbnb4MGEBEB9evDkCFgx35IlSpVqFKlCg8//DBwbauZHTt2GLr2l19+4ZtvvqF69eqEhoby/fff89xzzxm+92OPPcbRo0c5d+5ctuNvv/02EydO5KOPPmLAgAG89957jB8/3nijcqEJYJEibNOmTSQmJvLMM8/QqVMnnnnmGS5dumTXJwibNGlCfHw8x44dIy0tjbCwMIKCggxd++WXX/LHH39w/Phxpk2bRu/evZk6dSqVK1emTJky/Pe//8VqtbJkyRI6deqU7drRo0czYcIE0tPTsVgswLW9uZKTk+3WNhGR+1lRySFBQUEsXrwYgJUrV/Lkk0/i4ODA2bNnbZ//R48eJT4+npo1a3L58mVOnToFXBu8Wbt2LXXr1s1WpnKIiEjBKuo5JCgoiLCwMFJTUzl27Bjx8fE0bdrU0H2VQ0RECpbLr7/idPo0F1q25MLjj3OhZUucrlyh1J49dr3PX3/9BcDp06f54YcfaN++PXBtj/mHHnrolhO7YWFhhpZ/Bm6Zd+Lj40lISOCJJ54gOTkZR0dHHBwcSElJyWfrRETuU5s2QWIiPPMMdOp07X8vXQI79kMqVapE1apVOXjwIHBtP3gfHx9D106ZMoWEhASOHz9OWFgYTz75JEuXLr3pNYcPH8ZqtQKwY8cOUlNTbS9EAPz44494eHhQu3ZtWw6xV//EdNsliEiBqVGjBgBLly6lcuXKfPnllwDUqVPHbvcwmUzMnj2bdu3aYbFY6NevH76+vowZM4bGjRsTFBTE1q1b6dy5M3///TerV69m7Nix7Nu376blfvzxx/Tt25eUlBSeeuopnnrqKdu5iIgIGjdujIeHBwANGjTAz88Pf39/6tevb7e2iYjcz4pKDunfvz+9evXCbDbj5uZGWFgYAJs3b2bMmDE4Ozvj6OjIp59+ipubG2fOnCEoKIjU1FQyMzNp2bIlgwYNst1TOUREpOAV9Rzi6+tL165d8fHxwWQyMWfOHJycnADo3r07mzZt4ty5c1SpUoXx48fTv39/QDlEROROsPzvTVy39etJf/BB3KKiALj6v+P2MmLECJKSkjCZTAwfPpzSpUsD15Z/bteuXbbYkydPMnDgQNauXQvAlStX+O677/j000+zxa1atYpXXnmFs2fP0qFDBxo0aMCGDRtumnfg2ptbkyZNAq7loeDgYKZOnco777xj1zaLiNzz/tcPYelSqFwZ/tcPwY79EIBZs2bRs2dP0tLSqFmzJgsXLsw1B5w8eZIBAwawbt26m5b50Ucf8d5773H69Gn8/f0JDAxk3rx5/Oc//2HJkiU4OztTvHhxwsPDcXBwAMBqtTJx4kTCw8MBeOGFF+jZsycZGRl88sknt91Oh6yZ51zc9OT9IDg42HBsdHS04diCeLr4Fv8ts8n6B1ZYCqqu3bt3Nxw7atQow7FGlxMDbF84jdi/fz/e3t43jfnwww+ZNWsWp06dwsPDgzfeeIPBgwcbvse9Lpe/w8L9By5Z7vscIoUvJibGcGyzZs0Mx3bp0sVwbNabS0YUL17ccKxyyO1TDinSlEOk0PXt29dw7JIlSwzH5qVvcezYMcOxJpPx57uVQ26fckiRdt/nkEuXLhmOLVOmTAHWxL6yBkeN6Nq1awHW5P41ceJEWrdubVtuOTcl586l2Lx5OJ87R/qDD3K6Z0/OFsJ/k4CAAMOx1+8hXNCUQ4q0+z6HFJQePXoYilu+fLnhMt98803DsVOmTDEcW9j++RDLzXz77beGY/+5utrNxMXFGY7Nq1v2RT788Noy0KdOgYcHvPEGqB9ik5ccojeARYq4119/nddff72wqyEiInch5RAREckv5RAREcmvKy++SHzHjoVdDRERuRu9/vq1H7lt2gNYREREREREREREREREROQeoTeAbyFrbwgjsvYRMsLNzS0/1bmp9PR0w7GnT5+2+/3zIjMzs1DvLyIid6+8LAf0xhtvGI598MEHDcdm7e9kRF6WdRYRkYL19ddfG46NiIgokDq89dZbhmPzsqyziMi97tChQ4Zj9+zZYzjWz8/PUFxelsO8ePGi4di8MFpXgJIlS9r9/vPmzePhhx/m3Llzdi/bqPLlyxuOLewt8ETk/ztx4oTdy8zLli0FZevWrYbiXn31VcNlbtu2Lb/Vuanp06cXSLlSdOkNYBERERERERERERERERGRe4QmgEVERERERERERERERERE7hGaABYRERERERERERERERERuUdoAlhEiIqKwsvLC7PZzNSpU3OcT01NpVu3bpjNZh5++GGOHz9uOzdlyhTMZjNeXl5s2LDhlmX27NkTf39/Ro4caTs2ceLEAttjTURECpZyiIiI5JdyiIiI5NePP/5ImzZtePLJJ/n0009znI+JiaFRo0Y4OzuzcuXKbOdGjBiBn58ffn5+hIeH245brVbefvtt6tSpg7e3Nx999BEA//nPf/D19aVFixacP38egCNHjtCtW7cCbKGIiBSEq1ev0rRpU+rXr4+vry9jx44FrvUXvLy8qFevHv369SM9PT3Htbt27aJZs2b4+vri7++fLYf079+f+vXr4+/vT0hICJcvXwZg8+bNBAQEYDKZsuWjgwcP0qhRI/z9/fntt98AyMjIoHXr1iQnJ9ulrZoAFiniFixYQK1atShevDjt2rUjMTHRruVbLBYGDx7M+vXriYuLY/ny5cTFxWWLmT9/PuXLl+fw4cMMGzaMESNGABAXF0dYWBj79u0jKiqKl19+GYvFkmuZsbGxFC9enNjYWLZu3UpSUhKnTp1iy5YtBAcH27VdIiKiHCIiIvmnHCIiIvm16vgqgn8I5tH1j/LKllf48+qfdi3fYrEwbtw45s+fT1RUFGvWrCE+Pj5bjIeHBwsXLqRHjx7Zjq9du5adO3eyc+dO/vvf//LBBx9w8eJFABYtWsSJEyc4cOAA+/fvJzQ0FIBZs2axdetWXnzxRZYtWwbAqFGjmDhxol3bJSIisGDnAmp9VIvik4rTbmk7Ei/atx/i6urK999/z+7du9m1axdRUVH897//pWfPnhw4cIA9e/aQkpLCvHnzclxbokQJlvoEyUsAACAASURBVCxZYuuHvPbaa1y4cAGA6dOns3v3bmJjY6lWrRqzZ88GoFq1aixatChHPpo7dy4zZ85k3bp1TJs2DYBPPvmE5557jhIlStilrZoAFinCtm3bxoABA/D09OTdd99l06ZNDBo0yK73iImJwWw2U7NmTVxcXAgNDSUyMjJbTGRkJH369AEgJCSE6OhorFYrkZGRhIaG4urqSo0aNTCbzcTExORaprOzMykpKWRmZpKeno6TkxNjxoxh/Pjxdm2TiIgoh4iISP4ph4iISH7t+3sf43eOx72YO0PqDmH7X9uZsmeKXe+xe/duHnroIapVq4aLiwsdOnTgu+++yxZTpUoV/P39cXTMPvwdFxdHixYtMJlMlCxZEj8/P6KiooBrA+9jxoyxXePu7g6Ao6MjqampJCcn4+zszE8//USlSpWoXbu2XdslInK/23ZyGwO+GYBnaU/ebf0um45vYtBa+/ZDHBwcKFWqFADp6emkp6fj4OBAYGAgDg4OODg40LRpUxISEnJcW6dOHdtnv4eHB+7u7pw9exaAMmXKANdWk0hJScHBwQGA6tWr3zAfOTs7k5ycbMstFy5cYPXq1fTu3dtubdUEsEgRtnnzZqxWKy+++CJDhw4lICCAtWvX2pabsYfExESqVq1q+71KlSo5nu6/PsZkMlG2bFnOnz+f67W5Hff29qZChQoEBATQsWNHDh8+TGZmJgEBAXZrj4iIXKMcIiIi+aUcIiIi+bX93HasWOlcrTOhNUKpW6Yuv/z5CxfSLtjtHmfOnKFy5cq23ytVqsSZM2cMXVu/fn02bNhAcvL/Y+/ew7Uq6/zxvxdsxFQSJUkFUxE15CCKxw5qplkeSNEI9aeU2PQdGztYX0tLHVPTyilqpCxplGoSyVSaLC2d1PheTng+YCYimoiZkkgKAhvW74/ngUHlsPZmb/feD6/Xda1r4Lk/637u9eSsD/f6rHWvhXnhhRdy22235emnn05SW9b5mmuuyV577ZUPfehDK58qPuuss3LIIYfkv/7rv3L88cfnggsuyDnnnNNmxwNAzR1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Xl8fp06dJS0ujf//+Tu2XiMidrrJmiJ+fHxkZGWRkZLBnzx68vb0ZMGCAxiEiIrdRZc0QjUNERCqeMsS5NAEs4sJyc3MpLi5m1qxZjBkzhm3btjF+/Hin7iM9PR2j0UirVq3w8vJiyJAhJCcnl6hJTk5m1KhRAAwaNIjU1FRsNhsASUlJtGzZkoCAgBLbdOvWjXr16pVY5ubmhsViwWazYTab8fT0ZOHChUyePBlPT0+n9ktE5E7n6hmSnJzMkCFDqFatGi1btsRoNJKenl5mm56enuTn51NcXIzFYsHd3Z3p06cza9Ysp/ZJREQqb4b8VmpqKvfeey/33HOPxiEiIrdRZc0QjUNERCqeMsS5PG7LXkTkpjz44IN88cUX9s9r167l0KFDTt1Hbm4uzZo1s3/29fUlLS2tzBoPDw/q1KnD2bNnqV69Ov/7v//LZ599VuLxz2WpVasWYWFhtGvXjl69elGnTh3S0tKIiYlxap9ERMT1MyQ3N5fOnTuX2DY3Nxfgqm36+/vTsGFDQkJCGDFiBEePHqW4uJiQkBCn9klERCp3hlyRkJDA0KFDAY1DRERup8qcIRqHiIhULGWIc2kCWMSFeXl52f979+7d/Pe//+Wpp56qwCMqaebMmUyZMoWaNWs6vE1UVBRRUVEAjB8/ntmzZ/Pee++xdetWTCYTr776ankdrojIHcXVM+Rm/PY9jf369WP58uXMmzeP/fv3ExoayoQJEyrw6EREqo7KniGFhYV8/PHHxMbG2pdpHCIicntU9gy5Go1DRERuD2WIc+kR0CKVwLfffkt4eDgmwDiiAAAgAElEQVQtWrTgzTffdGrbTZs25cSJE/bPJ0+epGnTpmXWFBUVkZeXR/369UlLSyMqKooWLVoQFxfHa6+9xtKlSx3a7759+7DZbPj5+bF+/XoSExPJyckhOzvbeZ0TERGXzZCytnWkzeTkZNq3b8+FCxfIyckhMTGRDRs2YDabndo/EZE7XWXLkCs2b95MSEgId999d6n9ahwiInJ7VLYM0ThERMR1KEOcQxPAIi4uKyuL7t274+Xlxfbt22ncuLFT2+/YsSPZ2dkcO3aMwsJCEhISCA8PL1ETHh7OqlWrANiwYQM9e/bEYDDw1Vdfcfz4cY4fP86f//xnpk6dyqRJkxzab0xMDHPmzMFisWC1WoHL7wjWl2YREedx5QwJDw8nISGBgoICjh07RnZ2Ng888MB127RYLMTFxREVFUV+fj4GgwEAq9VKYWGhU/snInInq4wZckV8fLz98c+/p3GIiEj5q4wZonGIiIhrUIY4jyaARVzYiRMn6NGjB2fOnOG5554jLS2NhIQEp+7Dw8ODpUuX0qdPH/z9/YmIiCAgIIDp06fz8ccfAzBu3DjOnj2L0Wjk9ddfZ/78+ddtd+jQoXTp0oXvvvsOX19fVqxYYV+XlJREhw4daNKkCT4+PgQHBxMUFMSlS5do27atU/snInKncvUMCQgIICIigjZt2vDYY4+xbNky3N3dy2zzimXLljFq1Ci8vb0xmUyYzWaCgoJo3749Pj4+Tu2fiMidqrJmCMDFixf57LPPGDhwYKl9ahwiIlL+KmuGaBwiIlLxlCHOZbDZbNdaf82VInJrDh8+jL+/f5nrd+zYQY8ePUotv87/b+8oZfwODRVxLFKK/qGKlCNlyK1Thrg0/UMVKUfKkFunDHFp+ocqUo6UIbdOGeLS9A9VpBwpQ27djWSIR/kfjojcrO7du+uPm4iI3BRliIiI3CxliIiI3CxliIiI3CxliHPpEdAiIiIiIiIiIiIiIiIiIlWEJoBFRERERERERERERERERKoITQCLiIiIiIiIiIiIiIiIiFQRmgAWEREREREREREREREREakiPCr6AEQqg5SUFIdr58+f71Dd66+/jru7OxcvXrxu7V133eXw/kVERERERERERERERMpbaGioQ3Wpqals2rTJofkQLy8vh/dvMpkcrr3T6A5gESElJQU/Pz+MRuNVJ7ALCgoYPHgwRqORTp06cfz4cQDOnj1Ljx49qFmzJpMmTbLX//rrrwQHB9t/GjRowJ///GcA3nzzTQIDAwkLC6OwsBCAr7/+milTppR/R0VExOmcnSEA06ZNo1mzZtSsWbPEcmWIiEjVMnbsWBo1akRgYKB9WUxMDCaTieDgYHr37s2pU6fK3P6XX37B19e3RI7s2bOHoKAgjEYjzz//PDabDYCXX36Z1q1bYzKZGDBgAOfPnwfgn//8JyaTiQ4dOpCdnQ3A+fPn6d27N8XFxeXRbRERcYKbHYd89tlntG/fnqCgINq3b8/27dtLbRseHl4im6KjozGZTIwcOdK+bM2aNcTFxTm/YyIiUu5uNkMAYmNjMRqN+Pn5sWXLluu2OXz4cEwmE1OnTrUvmzt3LklJSeXTud/QBLCIi+vevTu1atXC29ubDh068OWXXzq1favVSmRkJJs3byYrK4v4+HiysrJK1KxYsYK6dety9OhRpkyZQnR0NADVq1dnzpw5LFy4sER9rVq1yMjIsP/cc889DBw4EIC1a9eSmZnJgw8+yJYtW7DZbMyZM4eYmBin9ktERKBTp06VLkMA+vXrR3p6eqnlyhARkdunvDMEYPTo0aWetvTyyy+TmZlJRkYGTzzxBLNnzy5z+5iYGLp161Zi2Z/+9CfeffddsrOzyc7OtrcfGhrKwYMHyczM5P777yc2NhaARYsWsWnTJuLi4njnnXeAyydkpk6dipubTpmIiNwMVx6HNGjQgE8++YQDBw6watUqRowYUWK7jz76qMSFqHl5eezdu5fMzEy8vLw4cOAA+fn5rFy5ksjISKf2S0RELo8RunTpQqdOnRg6dCh79uxxavu3kiFZWVkkJCRw6NAhUlJSmDhxIlartcw2MzMzqVGjBpmZmezatYu8vDxOnz5NWloa/fv3d2q/rkajGREX16lTJ9544w1iYmLIyMhg/PjxTm0/PT0do9FIq1at8PLyYsiQISQnJ5eoSU5OZtSoUQAMGjSI1NRUbDYbd911Fw899BDVq1cvs/0jR47w008/8fDDDwNgs9mwWCyYzWY8PT1Zs2YNffv2pV69ek7tl4iIwIMPPlgpM6Rz5840bty41HJliIjI7VPeGQLQrVu3Un/Da9eubf/vixcvYjAYrrrtnj17+PHHH+ndu7d92enTp/nll1/o3LkzBoOBkSNH2q+s7927Nx4el9+C1blzZ06ePAmAp6cnZrPZni05OTmcOHGC7t27O7OrIiJ3FFceh7Rr144mTZoAEBAQQH5+PgUFBQBcuHCB119/nVdffdXejpubGxaLBZvNZs+KhQsXMnnyZDw9PZ3aLxERufxI5+joaP74xz/y3XffMXPmTKe2fysZkpyczJAhQ6hWrRotW7bEaDSSnp5eZpuenp7k5+dTXFyMxWLB3d2d6dOnM2vWLKf2qSyaABZxcfPnz6dfv3706tWLatWqOf0q9NzcXJo1a2b/7OvrS25ubpk1Hh4e1KlTh7NnzzrUfkJCAoMHD7afuJk0aRKdO3fmhx9+oGvXrrpiUkSkHL3++uuVOkN+TxkiInL7lHeGXMuVVwGsXbv2qncAFxcX8+KLL5Z6ikRubi6+vr72z1fLJYC//e1v9O3bF4BXXnmFkSNHEhsby6RJk5g2bRpz5851co9ERO4slWUcsnHjRkJCQqhWrRpw+ckSL774It7e3vaaWrVqERYWRrt27WjcuDF16tS5bXduiYjciaZMmcIjjzzCAw88gKenp0tlSFnblrXc39+fhg0bEhISQr9+/Th69CjFxcWEhIQ4tU9l8bgtexGRm5aXl2c/ieHj48N7771XwUd0YxISEvjggw/sn0eMGGF/vM7s2bN5/vnn2bx5M6tXr6ZZs2YsWrRIj1oTEXGSvLw8GjZsCFTODPk9ZYiIyO1TkRkyb9485s2bR2xsLEuXLi11hfxbb71FWFhYicneG2nbw8OD4cOHAxAcHMw333wDwJdffknjxo2x2WwMHjwYT09PFi1axN13333rnRIRuYNUhnHIoUOHiI6OZuvWrQBkZGSQk5PD4sWLS7zrESAqKoqoqCgAxo8fz+zZs3nvvffYunUrJpOpxB3DIiJyay5cuEDPnj2ByxfhzJgxo4KP6Nb89n3x/fr1Y/ny5cybN4/9+/cTGhrKhAkTym3fOkMm4uJq1qzJ1q1beeONN7h06RLTp093avtNmzblxIkT9s8nT56kadOmZdYUFRWRl5dH/fr1r9v2/v37KSoqon379qXWnTp1ivT0dPr378+iRYtYt24dPj4+pKam3mKPRETkisqcIdeiDBERKX/lnSGOGD58OBs3biy1fOfOnSxdupQWLVrw0ksvsXr1av7yl7/QtGlT+6OdoXQuvf/++/zjH/9g7dq1pR4tbbPZmDt3LjExMcyaNYsFCxYwYcIE3njjjfLroIhIFeXq45CTJ08yYMAAVq9ezb333gtczpbdu3fTokULHnroIY4cOVLqdQD79u3DZrPh5+fH+vXrSUxMJCcnh+zsbKf2T0TkTlajRg3eeecdoqOjKSws5K233nJq+7eSIWVt60ibycnJtG/fngsXLpCTk0NiYiIbNmzAbDY7tX+/pQlgERfn4eFBaGgokydP5oEHHuDzzz/nzJkzTmu/Y8eOZGdnc+zYMQoLC0lISCA8PLxETXh4OKtWrQJgw4YN9OzZs8x3cf1WfHw8Q4cOveq6mJgY++Pc8vPzMRgMuLm5lesfPBGRO01lzpBrUYaIiJS/8s6Qsvz2JHpycjKtW7cuVbN27Vp++OEHjh8/zsKFCxk5ciTz58+ncePG1K5dm2+++Qabzcbq1at58sknAUhJSWHBggV8/PHHJR7tecXq1asJCwujXr16mM1m3NzclC0iIjfJlcch58+f5/HHH2f+/Pl07drVXv+nP/2JU6dOcfz4cb7++mvuv/9+duzYUaLNmJgY5syZg8ViwWq1AigrRESczMPDgy5dujBs2DACAwPZtWsX586dc1r7t5Ih4eHhJCQkUFBQwLFjx8jOzuaBBx64bpsWi4W4uDiioqLs57EArFYrhYWFTuvb7+kR0CIubNu2bXz00Ud069aNEydO8K9//Yu77777lu+c+i0PDw+WLl1Knz59sFqtjB07loCAAKZPn06HDh0IDw9n3LhxjBgxAqPRSL169UhISLBv36JFC3755RcKCwtJSkpi69attGnTBoDExEQ2bdpUap/79u0DsD/rftiwYQQFBdGsWTP7I3VEROTWbNmyhcTERB588MFKlyFRUVF8+OGHmM1mfH19GT9+PDNnzgSUISIit8PtyBCAoUOHsmPHDs6cOYOvry+zZs1i06ZNfPfdd7i5uXHPPffwzjvvALB7927eeeed6z5G9K233mL06NHk5+fTt29f+7t+J02aREFBAaGhoQB07tzZ3rbZbOb999+3Pwb0hRdeICwsDC8vLz788EOn9llEpKpz9XHI0qVLOXr0KLNnz7ZfVLp161YaNWp0zX0mJSXRoUMHmjRpAlx+hUBQUBAmk4m2bds6rW8iIneynTt3sm3bNtq1a8ePP/7I/v37qV+/Pj4+Pk7bx61kSEBAABEREbRp0wYPDw+WLVuGu7s7wFXbvGLZsmWMGjUKb29vTCYTZrOZoKAgwsLCnNq33zPYbLZrrb/mSpE7RUpKisO18+fPd6ju9ddfx93dHaPRWGbNnj17eO655zh27BjVqlWjXbt2LFiwgI4dOzp8PFXd4cOH8ff3//3iW7u1TJxFGSJSjsr4+2e3a9cuxowZQ05OjjKkDMoQl6YMESlHypBbpwxxacoQkXKkDLl1yhCXpgwRuUFXLrC8ntTUVDZt2kSDBg3KrDl06BCzZ88mNzcXLy8v/Pz8mDJlCoGBgWVuYzKZbviYK7MbyRDdASziwtq3b8+uXbu46667KvpQRESkkunYsSMHDx6s6MMQEZFKSBkiIiI3SxkiIiI3KyAggHXr1uHl5VXRh1IlaAJY7lj/+Mc/HK595plnHK69dOmSQ3V5eXn4+PjY3xkiIlIV3cjf2uTkZIfqvvjiC4fbrF69usO1jj7BASAsLMzhWhGR8rZw4UKHa6886vB6fv31V4fbvNbV2L8XExPjcG1ERITDtRVt3bp1DtfeyBXq17rDSkRERESkqvnxxx8drl2/fr3DtY7epQrg5+fncK1gf5+ts+rEedwq+gBERERERERERERERERERMQ5NAEsIiIiIiIiIiIiIiIiIlJFaAJYRERERERERERERERERKSK0ASwiIiIiIiIiIiIiIiIiEgVoQlgESElJQU/Pz+MRiPz588vtb6goIDBgwdjNBrp1KkTx48fByA9PZ3g4GCCg4Np27Ytf//73+3bLF68mICAAAIDAxk6dCiXLl0CYPjw4ZhMJqZOnWqvnTt3LklJSeXbSRERKRfXy5AffviBHj160K5dO0wmE5s2bbKvy8zMpEuXLgQEBBAUFGTPiivCw8MJDAy0f46OjsZkMjFy5Ej7sjVr1hAXF1cOPRMRkfJ2s+MQgNjYWIxGI35+fmzZsuW6bWocIiJStVwvQ15//XXatGmDyWSiV69efP/99wB8/vnn9nNZwcHBVK9e3Z4FDz/8sH15kyZN6N+/PwAbN24kICCAhx9+mLNnzwKQk5PD4MGDb1NvRUTEmZYsWUJgYCABAQH2c0r79++nS5cuBAUF0a9fP3755ZerblvWvMfSpUsxGo0YDAbOnDljr9+xYwd16tSx58vs2bMB+Pnnn3nooYcIDAwsMSZ58sknOXXqlFP6qQlgkUrg0qVL+Pn5YTAYmDRpklPbtlqtREZGsnnzZrKysoiPjycrK6tEzYoVK6hbty5Hjx5lypQpREdHAxAYGMju3bvJyMggJSWFZ599lqKiInJzc3njjTfYvXs3Bw8exGq1kpCQQGZmJjVq1CAzM5Ndu3aRl5fH6dOnSUtLs3+pFhER56roDJk7dy4RERHs27ePhIQEJk6cCEBRURHPPPMM77zzDocOHWLHjh14enrat/voo4+oWbOm/XNeXh579+4lMzMTLy8vDhw4QH5+PitXriQyMtKp/RIRkcsqOkPKGodkZWWRkJDAoUOHSElJYeLEiVit1jLb1DhEROT2q+gMadeuHbt37yYzM5NBgwYRFRUFQI8ePcjIyCAjI4Pt27fj7e1N7969Afjqq6/s67p06cLAgQMBePPNN9m1axfPPvssH374IQCvvvoqc+fOdWq/RETksgJrAeGfhdP27215bf9rTm374MGDvPvuu6Snp7N//37+8Y9/cPToUcaPH8/8+fM5cOAAAwYM4K9//Wupbcua9wDo2rUr27Zt45577im13cMPP2zPl+nTpwMQHx/Pc889R3p6un0S+pNPPqFdu3Y0adLEKX3VBLBIJTB79mxOnjxZLm2np6djNBpp1aoVXl5eDBkyhOTk5BI1ycnJjBo1CoBBgwaRmpqKzWbD29sbDw8P4PIXe4PBYN+mqKiI/Px8ioqKMJvNNGnSBE9PT/Lz8ykuLsZiseDu7s706dOZNWtWufRNREQqPkMMBoP9qsm8vDz7l9itW7diMplo27YtAPXr18fd3R2ACxcu8Prrr/Pqq6/a23Fzc8NisWCz2TCbzXh6erJw4UImT55cYuJYREScp6IzpKxxSHJyMkOGDKFatWq0bNkSo9FIenp6mW1qHCIicvtVdIb06NEDb29vADp37nzVY9mwYQN9+/a1113xyy+/sH37dvtFQm5ubhQUFNjHIV999RV/+MMfuO+++8qlfyIid7rl3y7nx/wfy6Xtw4cP06lTJ/vcxiOPPMJHH33EkSNH6NatGwChoaFs3Ljxqttfbd4DLl941KJFC4ePw9PTE7PZTEFBAe7u7hQVFREXF2e/YMkZNAEs4uIOHjzI4sWLy+3kRG5uLs2aNbN/9vX1JTc3t8waDw8P6tSpY3/kTVpamv3Rne+88w4eHh40bdqUl156iebNm9O4cWPq1KlD79698ff3p2HDhoSEhNCvXz+OHj1KcXExISEh5dI3EZE7XWZmZoVnyMyZM1mzZg2+vr6EhYXx5ptvAnDkyBEMBgN9+vQhJCSEBQsW2LeJiYnhxRdfLHEiplatWoSFhdGuXTt7tujOLRGR8uMKGVLWOKSsbctarnGIiMjt5QoZ8lsrVqygb9++pZYnJCQwdOjQUsuTkpLo1asXtWvXBuCVV17h0Ucf5ZNPPmHo0KHMmTOHmJgYJ/RERER+L/uXbNYcXcNE/4nl0n5gYCBfffUVZ8+exWw2s2nTJk6cOEFAQID9YqL169dz4sSJUtuWNe9xPTt37qRt27b07duXQ4cOATBs2DCSk5MJDQ1l6tSpvPXWW4wYMaLURUm3wsNpLYmI0xUXFzN58mQiIyPp0KFDRR/OVXXq1IlDhw5x+PBhRo0aRd++fcnPzyc5OZljx47h4+PD008/zZo1a3jmmWdKvKexX79+LF++nHnz5rF//35CQ0OZMGFCBfZGRKTqKC4uZvz48RWeIfHx8YwePZoXX3yRnTt3MmLECA4ePEhRURFff/01u3btwtvbm169etG+fXvq169PTk4OixcvLvGuR4CoqCj7lZDjx49n9uzZvPfee/a7iX97x7CIiNw8V8kQZ9I4RETk9nC1DFmzZg27d+/miy++KLH89OnTHDhwgD59+pTaJj4+nvHjx9s/h4aGEhoaCsDq1asJCwvjyJEjLFy4kLp167JkyRKnnrAXEblTFduKmZs5l8GtBtPGp0257MPf35/o6Gh69+7NXXfdRXBwMO7u7vztb3/j+eefZ86cOYSHh+Pl5VVq23PnzpU571GWkJAQvv/+e2rWrMmmTZvo378/2dnZ1KlTh08//dTe7vz58/n73//OhAkTOHfuHC+++CJdunS5pb7qDmARF7ZmzRp++OEHRo4cab+SMS8vj59//tlp+2jatGmJq1lOnjxJ06ZNy6wpKioiLy+P+vXrl6jx9/enZs2aHDx4kG3bttGyZUsaNmyIp6cnAwcO5F//+leJ+uTkZNq3b8+FCxfIyckhMTGRDRs2YDabndY3EZE72cqVKzl+/HiFZ8iKFSuIiIgAoEuXLly6dIkzZ87g6+tLt27daNCgAd7e3oSFhbF371527tzJ7t27adGiBQ899BBHjhyhe/fuJdrct28fNpsNPz8/1q9fT2JiIjk5OWRnZzutbyIidzJXyZCyxiFlbetImxqHiIiUL1fJEIBt27Yxb948Pv74Y6pVq1ZiXWJiIgMGDCj1OpkzZ86Qnp7O448/Xqo9s9nM+++/T2RkJDNmzGDVqlU89NBDrF271kk9ExG5s31y4hNO55+mX/N+/HTpJwAuWC7w34L/OnU/48aNY8+ePXz55ZfUrVuX+++/n9atW7N161b27NnD0KFDuffee0tt58i8x+/Vrl2bmjVrAhAWFobFYuHMmTMlaubMmcO0adOIj4/noYceYtWqVcycOfOW+6k7gKVKmT9/frnUXnl3oSP27t3rUF1wcDCHDx+2P07mas6cOcOZM2fs70eEy5PC1apV47333nP4mK6lY8eOZGdnc+zYMZo2bUpCQgIffvhhiZrw8HBWrVpFly5d2LBhAz179sRgMHDs2DGaNWuGh4cH33//Pd9++y0tWrTAarXyzTffYDabqVGjBqmpqSWu+rRYLMTFxfHpp5+SnZ1tf3ew1WqlsLBQV02KVID//tfxL1KDBw92uHbbtm03czgVYsiQIQ7XJiYmOlz72GOP3czh3LITJ07w888/V3iGNG/enNTUVEaPHs3hw4e5dOkSDRs2pE+fPixYsACz2YyXlxdffPEFU6ZM4fHHH+dPf/oTAMePH+eJJ55gx44dJdqMiYnh//7v/7BYLFitVuDye7l08l7uVNcbcP7WhQsXHKq78v3MEVceYeWIOXPmOFwbHR3tcO3p06cdquvZs6fDbW7fvt3hWovF4nDtlfedO+LKBTSOcPT3FRQUdN0aV8mQssYh4eHhDBs2jBdeeIFTp06RnZ3NAw88gM1mu2abGoeI3Dn27dvncK2jj/LdtGmTw23abDaHa28kc59++mmHa+fNm+dwbePGjR2q+/zzz2nSpAnnz58vsyY7O/uqGeLl5cW777571W3c3G7sHiVHMmTfvn08++yzpKSk0KhRo1JtxMfHExsbW2r5hg0beOKJJ6hevXqpdX/96195/vnn7e+WNxgMGoeIOMjR7+tPPfWUw22mpaU5XNu8eXOHazdv3uxwbevWrR2ulev78dKPnCs8x9Pb/3/efXriU7zcvJgZMtNp+/npp59o1KgRP/zwAx999BHffPONfVlxcTFz587lueeeK7Vd8+bNrznvcTX/+c9/uPvuuzEYDKSnp1NcXFzi5rrs7GxOnjxJ9+7d2b9/P9WrV8dgMJCfn3/L/dQEsIgLi4iIIDAwELh8Ym3mzJk89thj9hPjzuDh4cHSpUvp06cPVquVsWPHEhAQwPTp0+nQoQPh4eGMGzeOESNGYDQaqVevHgkJCQB8/fXXzJ8/H09PT9zc3Hjrrbdo0KABDRo0YNCgQYSEhODh4UG7du344x//aN/nsmXLGDVqFN7e3phMJsxmM0FBQYSFheHj4+O0vomI3MlcJUMWLVrEhAkTWLx4MQaDgffffx+DwUDdunV54YUX6NixIwaDgbCwsKteZf97SUlJdOjQgSZNmgCXL6gKCgrCZDKVOMkkIiI3z1UypKxxSEBAABEREbRp0wYPDw+WLVtmn1i/WptXaBwiIlL++vfvj7+/PzVq1CArK4tZs2bRp0+fq55Iv1mOZMjLL7/MhQsX7JPmzZs35+OPPwYuX2h64sQJHnnkkVJtJyQk8Je//KXU8lOnTpGens6MGTMAmDx5Mh07dsTHx4ekpCSn9U1E5E72aONHubfWvXh4eJDzSw5vf/s2Xe/uSkRLxy+MdcRTTz3F2bNn8fT0ZNmyZfj4+LBkyRKWLVsGwMCBAxkzZgxw+e//+PHj2bRpE506dSpz3uONN95gwYIF/Oc//8FkMhEWFsZ7773Hhg0bePvtt/Hw8KBGjRokJCSUuPhr2rRp9ou2hg4dSv/+/Zk/fz6zZ8++5X4arnNFmuOXq4m4gMp4B7C/v79D9Tt27KBHjx5ERkaydOlSh4+nqivjd+j45bNSnpQhlYjuAIZatWo5XOsKdwArQ26dMsSlKUNuwMCBAx2uregTlL+djLseR+9WBt0BDDd2B7Ay5NYpQ1yaMkR0BzDlewdwq1atrltbu3ZtduzYQa9evZg4cSJvvvlmmbU3egdwZacMcWnKkHKiO4Crrt69eztUl5qayqeffkqDBg2uW+vl5cWun3cx/uvxDG41mKltp5ZZazKZHD7WquBGMkR3AItUEt27d7+hAYSIiMgVyhAREblZyhAREblZ3bt3t7+yRURE5EZ0bNiR/QP2V/RhVGp31uVVIiIiIiIiIiIiIiIiIiJVmCaARURERERERERERERERESqCE0Ai4iIiIiIiIiIiIiIiIhUEZoAFhERERERERERERERERGpIjQBLCIiIiIiIiIiIiIiIiJSRWgCWERISUnBz88Po9HI/PnzS63/8ssvCQkJwcPDgw0bNpRY99hjj+Hj48MTTzxRYvnDDz9McHAwwcHBNGnShP79+wOwceNGAgICePjhhzl79iwAOTk5DB48uJx6JyIi5el6GVJQUMDgwYMxGo106tSJ48ePA7B27Vp7TgQHB+Pm5ugi1hIAACAASURBVEZGRgYA06ZNo1mzZtSsWbNEW2+++SaBgYGEhYVRWFgIwNdff82UKVPKt5MiIlIubjZDAGJjYzEajfj5+bFlyxYATpw4QY8ePWjTpg0BAQEsWbLEXh8dHY3JZGLkyJH2ZWvWrCEuLq78OigiIuXmZjPEYrEwatQogoKC8Pf3JzY2FoBLly7xwAMP0LZtWwICApgxY4a9reHDh2MymZg6dap92dy5c0lKSirfToqISLlw9jgEoEWLFgQFBREcHEyHDh3syytyHKIJYBEX16JFCwwGg/0nODjYqe1brVYiIyPZvHkzWVlZxMfHk5WVVaKmefPmvP/++wwbNqzU9i+//DIffPBBqeVfffUVGRkZZGRk0KVLFwYOHAhcPnm/a9cunn32WT788EMAXn31VebOnevUfomIiGtkyIoVK6hbty5Hjx5lypQpREdHA5dPolzJiQ8++ICWLVvaj69fv36kp6eX2t/atWvJzMzkwQcfZMuWLdhsNubMmUNMTIxT+yUiIq6dIVlZWSQkJHDo0CFSUlKYOHEiVqsVDw8PFi1aRFZWFt988w3Lli0jKyuLvLw89u7dS2ZmJl5eXhw4cID8/HxWrlxJZGSkU/slIiJgMplwd3e3/4SEhDi1/VvJkPXr11NQUMCBAwfYs2cPy5cv5/jx41SrVo3t27ezf/9+MjIySElJ4ZtvviEzM5MaNWqQmZnJrl27yMvL4/Tp06SlpdlvdhAREecJDw+nbdu29p+IiAintl8e45ArPv/8czIyMti9ezdAhY9DPMp9DyK30fTp0x2udXNz/PqHFStWOFzbtm1bh2sd1a1bN/70pz8BULduXae2nZ6ejtFopFWrVgAMGTKE5ORk2rRpY69p0aIFcPXfWa9evdixY0eZ7f/yyy9s376dlStX2tsoKCjAbDbj6enJV199xR/+8Afuu+8+53VKRG7Y4sWLHa7dtm1bOR5Jxfn1118drh07dqzDtadOnbqZw3Gais6Q5ORkZs6cCcCgQYOYNGkSNpsNg8Fgr4mPj2fIkCH2z507d77q/mw2GxaLxZ4ha9asoW/fvtSrV8+p/RKpbNatW+dw7b/+9S+H6pKTk2/2cCrEiRMnHKrbuHFjOR/J9RUVFTlce+WCSUc4ms9bt27FZrNhNpuvWWez2Vw2Q5KTkxkyZAjVqlWjZcuWGI1G0tPT6dKlC40bNwagVq1a+Pv7k5ubS7NmzbBYLPZ+e3p6snDhQiZPnoynp6dT+yUiN8ZisThc+8UXXzhcO3r0aIdrT58+7VDdb7+/OtONtPv7p7JdS40aNRyu/eGHHxyq27FjB5s2baK4uPiadUVFRXTp0oUxY8YA4OPjw7lz58qsr1+/vsPHCrc+Drl48SJFRUXk5+fj5eVF7dq1MRgM9icQWSwWLBYLBoMBT09P8vPzKS4uxmKx4O7uzvTp05k1a9YNHbPIne6Pf/yjQ3VpaWnlsv8zZ844XPvbuz2vp3Xr1jdxNK5v586dDtd+8803Tt9/586d7Vlep04d7r77bqe1XV7jkKtxc3Or0HGIJoBFKoGWLVvy+OOPU6tWLae3feWEyBW+vr5ODdqkpCR69epF7dq1AXjllVd49NFHadKkCWvWrOHpp58mISHBafsTEZGSKjpDflvj4eFBnTp1OHv2LA0aNLDXrFu3zqHJpkmTJtG5c2cCAgLo2rUrTz75ZInH7YiIiHO5aobk5uaWuFjI19eX3NzcEtseP36cffv20alTJ2rVqkVYWBjt2rWjV69e1KlTh7S0ND1BQkSkHN1zzz2Ehoa6XIYMGjSI5ORkGjdujNlsZvHixfYLSq1WK+3bt+fo0aNERkbSqVMnABo2bEhISAgjRozg6NGjFBcXO/2uZhER+f+aN2/Oo48+WurVYM5QXuMQg8FA7969MRgMPPvss/zxj3+s8HGIHgEtUgmsXr2a2rVr06hRoxu6G9kVxMfHM3ToUPvn0NBQ9uzZwyeffEJycjJhYWEcOXKEQYMGMWHChOveiSAiIjfG1TMkLS0Nb29vAgMDr1s7YsQI9u3bx5o1a1i8eDHPP/88mzdvZtCgQUyZMuW6dyKIiMiNcfUMKcuFCxd46qmniIuLs1+IGhUVRUZGBosWLSImJobZs2fz3nvvERERodfRiIiUg3Xr1tGyZUtat27NmjVrKvpw7NLT03F3d+fUqVMcO3aMRYsW8e9//xsAd3d3MjIyOHnyJOnp6Rw8eBCAuLg4MjIyePHFF4mJiWHOnDnMmzePiIgI3n333YrsjohIlbR+/XqMRiMBAQE39FSkivT111+zd+9eNm/ezLJly/jyyy+Bih2HaAJYxMVNmDCBxMREPvjgA7y8vHj22Wc5duyY09pv2rRpiUfmnTx5kqZNmzql7TNnzpCens7jjz9eap3ZbOb9998nMjKSGTNmsGrVKh566CHWrl3rlH2LiIhrZMhva4qKisjLyyvxiLeEhIQSFwo54tSpU6Snp9O/f38WLVrEunXr8PHxITU19RZ6IyIivzVmzBiXzZBrbWuxWHjqqacYPnw4AwcOLLXfffv2YbPZ8PPzY/369SQmJpKTk0N2drbT+iYicqfr378/K1as4K233sLT05MXX3yR77//3mnt30qGfPjhhzz22GN4enrSqFEjunbtan9X4xU+Pj706NGDlJSUEsuTk5Np3749Fy5cICcnh8TERDZs2KCbGUREnKh///783//9H0uXLsXLy4uXX37ZZTLkWtte+d9GjRoxYMAA0tPTS7RZEeMQTQCLuLhp06YxaNAgnnnmGQYPHozVauXIkSNOa79jx45kZ2dz7NgxCgsLSUhIIDw83Cltb9iwgSeeeILq1auXWvfXv/6V559/3v4uFYPBgJubm740i4g4kStkSHh4OKtWrQIu50LPnj3t7zkrLi4mMTGxxPt/HXHliklAGSIiUk6ioqJcNkPCw8NJSEigoKCAY8eOkZ2dzQMPPIDNZmPcuHH4+/vzwgsvXHW/V+7cslgsWK1WAGWIiIiTjR07lvDwcCIiIujfvz9Wq5WcnByntX8rGdK8eXO2b98OwMWLF/nmm29o3bo1P//8M+fPnwcujzE+++yzEu/2tFgsxMXFERUVZR+DwOXHRhcWFjqtbyIid7qxY8fSr18/Bg0aRHh4OFar1f6kBmcoj3HIxYsX+fXXX4HL2bJ169ZST7qriHGI3gEs4sIyMzOZNm0ajz32GFarldWrV1OjRg2CgoKctg8PDw+WLl1Knz59sFqtjB07loCAAKZPn06HDh0IDw9n165dDBgwgHPnzvHJJ58wY8YMDh06BMDDDz/Mt99+y4ULF/D19WXFihX06dMHuHxX11/+8pdS+7xy59aMGTMAmDx5Mh07dsTHx4ekpCSn9U1E5E7mKhkybtw4RowYgdFopF69eiXe+/7ll1/SrFkzWrVqVaLdqKgoPvzwQ8xmM76+vowfP56ZM2cCl6+YBOzv3Bo2bBhBQUE0a9aMqKgop/VNROROduDAAWbNmsXjjz/ukhkSEBBAREQEbdq0wcPDg2XLluHu7s7XX3/NBx98QFBQEMHBwQC89tprhIWFAZCUlESHDh1o0qQJAMHBwQQFBWEymWjbtq3T+iYicifLzs7mrbfeol+/flitVhITE6lRowb+/v5O28etZEhkZCRjxowhICAAm83GmDFjMJlMZGZmMmrUKKxWK8XFxURERPDEE0/Y97ls2TJGjRqFt7c3JpMJs9lMUFAQYWFh+Pj4OK1vIiJ3sisZEhYWRnFxMevXr3epDClrHPLjjz8yYMAA4PIdw8OGDeOxxx6z77OixiEGm812rfXXXCniary8vByudXNz/Ab4t99+2+Ha0aNHO1RnMBg4fPjwNf94nT59mnHjxpGeno7ZbKZNmzbMmzfPPsEqlPU7NFTEsUgpypBKJCYmxuFavScPGjdu7HDtqVOnyuUYlCG3Thni0pQhN8BisThc+69//cuhuuTk5Js9nArx28dwXcvGjRvL+UgqTqNGjRyq27p1Kzabjfvuu6/MmtOnTzNx4kT27NmjDCmDMsSlKUMqkRvJsC+++MLhWkfPzcDlv3nOdp3zrSVcuZPU2UaMGOFw7Q8//OBQ3Y4dO9i0aRMNGjQos+bMmTPMmTOHb7/9lvz8fO6//36mTZtGz549y9zmt6+IuRMoQ1yaMqSc9OvXz6G6TZs2lcv+vb29Ha5dv369w7W/neSrSnbu3OlwraNjhIsXL/Lpp5/eUIbcd999vPLKK/To0aPMbe6++26Hj7UquJEM0R3AIi6scePG5RZ6IiJStSlDRETkZjVu3Ji///3vN3SiTEREBKBBgwYsWbKEli1bVvShiIhIJXMlQ5o1a1bRh1Il6B3AIiIiIiIiIiIiIiIiIiJVhCaARURERERERERERERERESqCD0CWirEuXPnHK595ZVXHK69kXfHPPPMMw7XjhkzxuFaERFX8dprrzlcO2/evHI5hpo1azpc6+jf5ZdeesnhNlesWOFwbWxsrMO1IiKuxNPT0+HaRx55xKl1rsLRccC2bdscbvPxxx+/2cOpED/99JNDdeHh4bz77rsOvXPSZDLd6mGJiFzT3r17Ha4tr/eQN2nSxKG6pUuXOtxmeT1C//vvvy+XY5g8ebJDddWqVcNgMDiUITfy/UREKqcbOefy5ZdfluORXN+0adMcrq2q7/W9EWaz2eHaixcvOlRXs2ZNDAYD7u7u162tUaOGw/uXsukOYBERERERERERERERERGRKkITwCIiIiIiIiIiIiIiIiIiVYQmgEWElJQU/Pz8MBqNzJ8/v9T6goICBg8ejNFopFOnThw/fhyAwsJCxowZQ1BQEG3btmXHjh32bdatW4fJZCIgIIDo6Gj78jfffJPAwEDCwsIoLCwE4Ouvv2bKlCnl2kcRESkfN5shcPmx20ajET8/P7Zs2XLdNocPH47JZGLq1Kn2ZXPnziUpKal8OiciIuVKGSIiIjdLGSIiIjerPDJk7NixNGrUiMDAwBJtRUdHYzKZGDlypH3ZmjVriIuLc37HfkcTwCIu7vz584wcORIfHx9q1qxJt27dnNq+1WolMjKSzZs3k5WVRXx8PFlZWSVqVqxYQd26dTl69ChTpkyxT+i+++67ABw4cIDPPvuMF198keLiYs6ePcvLL79Mamoqhw4d4j//+Q+pqakArF27lszMTB588EG2bNmCzWZjzpw5xMTEOLVfIiLi2hmSlZVFQkIChw4dIiUlhYkTJ2K1WstsMzMzkxo1apCZmcmuXbvIy8vj9OnTpKWl0b9/f6f2S0RE4JdfflGGiIjITfn111959tlnad68OU2aNKFv375ObV8ZIiJSdVXGDAEYPXo0KSkpJdrJy8tj7969ZGZm4uXlxYEDB8jPz2flypVERkY6tV9XowlgERc3duxY1q5dy7hx44iLi8NoNDq1/fT0dIxGI61atcLLy4shQ4aQnJxcoiY5OZlRo0YBMGjQIFJTU7HZbGRlZdGzZ08AGjVqhI+PD7t37+bf//439913Hw0bNgTg0UcfZePGjQDYbDYsFgtmsxlPT0/WrFlD3759qVevnlP7JSIirp0hycnJDBkyhGrVqtGyZUuMRiPp6elltunp6Ul+fj7FxcVYLBbc3d2ZPn06s2bNcmqfRETkshkzZihDRETkpsyePZvExERGjBhBbGwsrVq1cmr7yhARkapr5syZlS5DALp161ZqjsPNzQ2LxYLNZrPPhyxcuJDJkyfj6enp1H5djUe570FEbtq///1v/v73vzN8+HBiY2Nxd3dn/PjxTt1Hbm4uzZo1s3/29fUlLS2tzBoPDw/q1KnD2bNnadu2LR9//DFDhw7lxIkT7NmzhxMnTtCzZ0++++47jh8/jq+vL0lJSfbHPU+aNInOnTsTEBBA165defLJJ0s8KkFERJzD1TMkNzeXzp07l9g2NzcX4Kpt+vv707BhQ0JCQhgxYgRHjx6luLiYkJAQp/ZJRETg5MmTbN++XRkiIiI37OTJk3z++edEREQwY8YM3N3d7SfRnUUZIiJSNVXmDLmaWrVqERYWRrt27ejVqxd16tQhLS3ttj0NVRPAIi7syqMHdu3axV133YW7uzv/8z//w//+7/9W8JFdNnbsWA4fPkyHDh245557ePDBB3F3d6du3bq8/fbbDB48GDc3Nx588EFycnIAGDFiBCNGjAAuXxH6/PPPs3nzZlavXk2zZs1YtGgRbm56OIGIyK1y9Qy5Gb99P0q/fv1Yvnw58+bNY//+/YSGhjJhwoQKPDoRkarjynd3ZYiIiNyoY8eOAbB3714aN26Mu7s7zz33HLNnz67gI7t5yhARkdvj3//+N1C1MiQqKoqoqCgAxo8fz+zZs3nvvffYunUrJpOJV199tdz2rVkWERdWUFAAwMWLF1m3bh1du3ZlwYIFbNu2zWn7aNq0KSdOnLB/PnnyJE2bNi2zpqioiLy8POrXr4+HhweLFy8mIyOD5ORkzp8/z/333w9c/kKclpbGzp078fPzsy+/4tSpU6Snp9O/f38WLVrEunXr8PHxsb8rWEREbo2rZ0hZ2zrSZnJyMu3bt+fChQvk5OSQmJjIhg0bMJvNTuubiMidzGKxAMoQERG5cVeeAGc2m1m5ciWdOnViyZIlfP75507bhzJERKRqujIOqWwZ4oh9+/Zhs9nw8/Nj/fr1JCYmkpOTQ3Z2thN6dXWaABZxYS1btgTg4YcfZuDAgURERAD//4p8Z+jYsSPZ2dkcO3aMwsJCEhISCA8PL1ETHh7OqlWrANiwYQM9e/bEYDBgNpu5ePEiAJ999hkeHh60adMGgJ9++gmAc+fO8dZbb5V6ZFxMTIz9yp38/HwMBgNubm760iwi4iSuniHh4eEkJCRQUFDAsWPHyM7O5oEHHrhumxaLhbi4OKKiouz5AWC1Wu0nm0RE5NZcOYmhDBERkRt1JUO6dOlCeHg4AwYMAP7/ncHOoAwREamamjRpAlS+DHFETEwMc+bMwWKxYLVaAcp9PkSPgBZxYe3atSMoKIjU1FTeffddVq5cibu7O127dnXaPjw8PFi6dCl9+vTBarUyduxYAgICmD59Oh06dCA8PJxx48YxYsQIjEYj9erVIyEhAbg8ydunTx/c3Nxo2rQpH3zwgb3d//mf/2H//v0ATJ8+vcQdwPv27QOwvy9l2LBhBAUF0axZM/vjEERE5Na4eoYEBAQQERFBmzZt8PDwYNmyZbi7uwNctc0rli1bxqhRo/D29sZkMmE2mwkKCiIsLAwfHx+n9U1E5E7WunVr7rvvPmWIiIjcMD8/P4xGI1988QXvv/8+a9euxd3dvcQ7E2+VMkREpGpq3bp1pc2QoUOHsmPHDs6cOYOvry+zZs1i3LhxACQlJdGhQwf7BHdwcDBBQUGYTCbatm3rtL79nsFms11r/TVXivze+fPnHap7+umnHW7zRh4J3L17d4drN27c6HBt3bp1Ha69EYcPH8bf3/+aNYcOHWL8+PHs27eP5s2bM3PmTIYNG1Yux1MZlfE7NFTEsUgpypBy8vPPPztUFxgY6HCbV+7ad7YbeYyJ0Wh0qC4jI8PhNidNmuRw7T//+U+Haxs3buxw7alTpxyuvRHKkFunDHFpyhApF/3793e49uOPPy7HI3G+u+66y6G68ePHM2jQIJo3b37Nuu+++46YmBhlSBmUIS5NGVLBDh486HBtr169HK49c+aMw7WPPvqow7WxsbEO1V25iL0i3cjY4sknn3S4du/evQ7VRUVF0a9fP4cy5NVXX1WGlEEZ4tLu+AzZunWrw7WDBg1yuPbKUySvp2bNmg63eSNzAcuXL3e49g9/+IPDtVXVjczJ9O7d26E6f39/lixZct3f79GjR5k/f74ypAw3kiG6A1jExQUEBLBz586KPgwREamElCEiInKz/Pz8lCEiInJTlCEiInKzjEajMsRJ9A5gEREREREREREREREREZEqQhPAIiIiIiIiIiIiIiIiIiJVhCaARURERERERERERERERESqCE0Ai4iIiIiIiIiIiIiIiIhUEZoAFhERERERERERERERERGpIjQBLCKkpKTg5+eH0Whk/vz5pdYXFBQwePBgjEYjnTp14vjx4wBYLBZGjRpFUFAQ/v7+xMbGltjOarXSrl07nnjiCfuy4cOHYzKZmDp1qn3Z3LlzSUpKKp/OiYhIubrZDAGIjY3FaDTi5+fHli1brtumMkREpGpZvHgxAQEBBAYGMnToUC5dusTo0aNp2bIlwcHBBAcHk5GRcdVtV61axX333cd9993HqlWr7Mu7d++On5+fffuffvrJvi4xMZE2bdoQEBDAsGHDAPjuu+9o3749JpOJnTt3AlBUVMSjjz6K2Wwux96LiMitcPY45LvvvrNnR3BwMLVr1yYuLg6A6OhoTCYTI0eOtLexZs0a+3oREalc7pRzWZoAFnFh77//PgaDodTPb//g3Cqr1UpkZCSbN28mKyuL+Ph4srKyStSsWLGCunXrcvToUaZMmUJ0dDQA69evp6CggAMHDrBnzx6WL19e4tiWLFmCv7+//XNmZiY1atQgMzOTXbt2kZeXx+nTp0lLS6N///5O65OIiLh+hmRlZZGQkMChQ4dISUlh4sSJWK3WMttUhoiI3D7rs9fT/G/NMcwylPg5fv640/aRm5vLG2+8we7duzl48CBWq5WEhAQA/vrXv5KRkUFGRgbBwcGltv3vf//LrFmzSEtLIz09nVmzZnHu3Dn7+rVr19q3b9SoEQDZ2dnExsbyz3/+k0OHDtlP2i9fvpwlS5awadMmFi5cCMDbb7/NM888g7e3t9P6KyJyp0hMTKRZs2aVbhzi5+dnz449e/bg7e3NgAEDyMvLY+/evWRmZuLl5cWBAwfIz89n5cqVREZGOq1PIiICSUlJBAYGVroMcdVzWZoAFnFhjzzyCPHx8cTHx/PBBx/g5eXF3XffTdOmTZ22j/T0dIxGI61atcLLy4shQ4aQnJxcoiY5OZlRo0YBMGjQIFJTU7HZbBgMBi5evEhRURH5+fl4eXlRu3ZtAE6ePMmnn37K+PHj7e14enqSn59PcXExFosFd3d3pk+fzqxZs5zWHxERuczVMyQ5OZkhQ4ZQrVo1WrZsidFoJD09vcw2lSEiIrdPpz90Ymn3pcQ/Fc8HAz7Ay92Lu++6m6a1nJchgH0cUVRUhNlspkmTJg5tt2XLFkJDQ6lXrx5169YlNDSUlJSUa27z7rvvEhkZSd26dQHsE8Oenp6YzWbMZjOenp6cP3+eTz75pMRdXiIi4rjOnTuzdOnSSjcO+a3U1FTuvfde7rnnHtzc3LBYLNhsNntWLFy4kMmTJ+Pp6em0PomICHTo0IEFCxZUugxx1XNZmgAWcWEtW7ZkyJAhDBkyhOrVq1NYWMjYsWOd+gUzNzeXZs2a2T/7+vqSm5tbZo2Hhwd16tTh7NmzDBo0iLvuuovGjRvTvHlzXnrpJerVqwfAn//8ZxYsWICb2///M+Pv70/Dhg0JCQmhX79+HD16lOLiYkJCQpzWHxERuczVM6SsbctargwREbl9mtdqTnircIYEDqG6R3UKrYWMbTcWT3fnZUjTpk156aWXaN68OY0bN6ZOnTr07t0bgGnTpmEymZgyZQoFBQWltr1e/owZM4bg4GDmzJmDzWYD4MiRIxw5coSuXbvSuXNn+4RxZGQkr732GqNGjWLq1KnMmTOHqVOnlhjHiIiI45o3b86TTz5Z6cYhv5WQkMDQoUMBqFWrFmFhYbRr186eV3oKkYhI+fD19SUsLKzSZYirnsvyuC17kTvGiRMn/h979x7fc/3/f/z+2glLWUSZQ8PQhpmhlJJKDkv74OOjpeST6PBxyCH0rUY1JZoQQknUZA75bCJStFByiBnhY0SMisl5aqfX74/x/llOr8377f3ea7fr5dKlj/fr/nq+nq99uuzh+X68DpZyy5cvd8nxO3XqZDl77srv4mLq1Kny8vLS008/7e6pOKxbt07e3t46ePCgjh49qnvuuUetWrXStm3bVKlSJTVu3FjJyckF9jn//SgPP/ywpk6dqjfeeEObN2/Wgw8+qF69el3jswCKnw8++MBS7vx33l1JxYoVLWeXLVtmOVurVi3L2ePHj1vK/fvf/7Y85ubNmy1n7cwTa0hRUEMAXMr3339vKVeYGlbc3HvvvZZyY8eO1fbt2wt8QXE5U3+cKi/DS083dm4NOXr0qJKSkrRnzx4FBAToX//6l+Lj4zVy5EjdcsstysrK0tNPP61Ro0Zp2LBhlsedNWuWqlSpopMnT+qf//ynPvnkEz3xxBPKyclRWlqakpOTlZ6erhYtWmjLli2qXr26Y82ya9cupaenKyQkRN26dVNWVpZiY2NVp04dp547YHcjRoywnD18+LDlbPv27S1nx4wZYzlbu3Zty1l327p1q+Xsxo0bnX78tm3bqkyZMipXrpylfHFch2RlZWnhwoUaOXKk47MhQ4ZoyJAhkqSePXvq9ddf17Rp07Rs2TKFhYXplVdecdd0AafbsmWL5ezp06edfvzQ0FDL2b/ftQnnmTVrlrunUCxryMW487ssLmkFioHdu3dr+fLlatu2rYKCgpw6dpUqVQo07tPT0y94pML5mZycHB0/flwVKlTQp59+qrZt28rX11eVKlVS8+bNtWHDBn333XdauHChgoKCFB0drRUrVujxxx8vMGZSUpIaN26sU6dOaffu3Zo7d67mz5+vzMxMp54fAJR0nlpDLrWvlTGpIQBwbez+Y7eW/7xcbYPbKiggyKljf/3116pRo4YqVqwoX19fderUSd9//70qV64swzBUqlQpPfnkkxc8llO6fP059+/rr79eXbt2dexftWpVRUVFydfXVzVq1FCdOnWUlpZWYNyXX35ZI0aM0LvvvquePXtq9OjRvGoA7WyhMAAAIABJREFUAIqouK1DzlmyZIkiIiJ08803X3DcTZs2yTRN1a1bV/PmzdPcuXO1e/fuC+oJAODqFLca4qnfZdEABoqBqVOnyjRNPffcc04fu2nTpkpLS9OePXuUlZWlhIQERUVFFchERUVp5syZkqT58+fr/vvvl2EYql69ulasWCEp/4qvH374QbfddptGjhyp9PR07d27VwkJCbr//vsVHx/vGC87O1vjxo3TkCFDdObMGRmGISn/BexZWVlOP0cAKMk8tYZERUUpISFBf/31l/bs2aO0tDTdfvvtVxyTGgIA187UH6fKlKnnmji/hlSvXl0//PCDMjMzZZqmli9frpCQEP3666+SJNM0lZiYqPr161+wb5s2bbRs2TIdPXpUR48e1bJly9SmTRvl5OQoIyNDUn69WLRokWP/Dh06OO70zcjI0M6dO1WzZk3HmN9++60CAwNVu3ZtZWZmysvLS15eXlxcBABFVNzWIefMnj3b8fjnv4uJiVFsbKyys7OVm5srSdQKAHCB4lZDPPW7LB4BDXi4rKwszZgxQ9WrV1dkZKTTx/fx8dHEiRPVpk0b5ebmqkePHqpXr56GDRumJk2aKCoqSk899ZS6deum4OBglS9fXgkJCZLy35f15JNPql69ejJNU08++aTCwsKueMxJkyape/fu8vf3V1hYmDIzM9WgQQNFRkYqICDA6ecIACWVJ9eQevXqqUuXLgoNDZWPj48mTZokb29vSbromOdQQwDg2sjKzdKMlBmqXq66Ims7v4bccccd6ty5syIiIuTj46NGjRrp6aefVrt27XT48GGZpqnw8HBNmTJFkrRhwwZNmTJF06ZNU/ny5RUTE6OmTZtKkoYNG6by5cvr9OnTatOmjeOL+VatWjkeqXauaRwaGipvb2+9/fbbqlChgqT8ZvOIESM0Z84cSdLTTz+txx57TDk5OZo8ebLTzx0A7K64rkNOnz6tr776SlOnTr3gmImJiWrSpIkCAwMlSeHh4WrQoIHCwsLUsGFDp58jAJRU2dnZxbKGeOJ3WYZpmpfbftmNwN9ZfUeAq/5i9O6771rO9unTxyVzKIzt27crJCTkspmEhAQ9+uijio2N5Z0iF3GJn6HhjrngAtQQF3nzzTct5V5++WXLY7rqHcCF+X1/4sQJSzmr7ziUXPcO4MqVK1vOHjx40CVzoIZcPWqIR6OGoFCsvgO4VatWlsf8888/izodt7D65ciiRYus1ZCtCXr0s0cVe1+sXmlBDfk7aohHo4a4WXR0tOXs3LlzLWd5B3Dh1mLt2rVz+vFXrFihG264QcHBwZfNzZ8/Xz169GAdcgnUEI9W4mtIYX5/nns3tjOdf0f+laxZs8bpx0e+Hj16WM6eu1P2SkJCQjR+/Hjdcsstl8198cUXGjJkCDXkEgpTQ7gDGPBw0dHRhVo8AQBwDjUEAFBU0fWjFV2fGgIAKLzOnTvrySefdPc0AADFUGRkpAYPHuzuadgC7wAGAAAAAAAAAAAAAJugAQwAAAAAAAAAAAAANkEDGAAAAAAAAAAAAABsggYwAAAAAAAAAAAAANgEDWAAAAAAAAAAAAAAsAkfd08A9vL11187fczo6GjL2T59+jj9+HbXo0cPLVq0SJUqVdLWrVsv2J6UlKSYmBh5eXnJx8dH48aN0913361ffvlFHTt2VF5enrKzs9W3b189++yzkqQ5c+bojTfeUG5urtq3b69Ro0ZJkiZMmKCpU6eqevXqSkxMlJ+fn1avXq3PPvtMY8eOvabnDRRnf/75p9PH9PPzs5zduXOnS7ITJ060lNu8ebPlMeF6S5cu1fPPP6/c3Fz17NlTL7744kVzn332mTp37qz169erSZMmjs/37dun0NBQvfrqq3rhhRccn+fm5qpJkyaqUqWKFi1aJEl67LHHtGXLFrVv315vvvmmJGnEiBGqX7++OnTo4MKzBODpRo8ebSnnihpaWA0aNLCc3bNnj+XsoEGDijIdt7rSWiQ5OVn/+Mc/VKNGDUlSp06dNGzYMEmXrj/33HOPTp48KUk6dOiQbr/9diUmJuqzzz7TsGHDVL58eSUmJqpChQravXu3XnrpJc2ZM+canTFQvPXq1ctSbu7cuZbHLFu2rOXsW2+9ZTlbu3Zty1l3y87OtpwdOXKk5axpmpazLVu2tJS79957tX37dl1//fWWx3YVK+uQuXPn6tVXX5VhGGrYsKE+/fRTx7YTJ04oNDRUHTp0cKxFZ8+erTfffFOGYSgwMFDx8fG66aabNHToUC1ZskTh4eH6+OOPJUnx8fHKyMhQ//7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EBoBFyrgNGzZgt9vx9/cnIiKCb7/91u3HWLFiBUFBQdhsNiZPnnzR9tzcXHr06IHNZiMqKop9+/Y5t02aNAmbzUZQUBArV650rm/cuDFhYWGEh4cTGRnpXD9ixAjsdjt9+vRxrps3bx7Tpk1ze7tERCq7DT9uwD7Ljv8EfyLejuDbn9yfIdOnTyc0NJSQkBDnd3lycjJt2rRxZkBSUtJF++3fv5+IiAjCw8MJCQnhrbfecm5r164dQUFBhIeHEx4ezpEjRwD48ccfad++PS1btsRut7Ns2TJHO4uyMjIykrS0NABOnDhBp06dKCwsdHubRUQqg/LaDympzl69emG32xk5cqRz3YQJE1iyZInb2yUiUtmV1wx56qmnCAgIIDQ0tFhdupYlInL9lIUMee2112jevDl2u50OHTqwf/9+57YRI0YQGhpKaGgoH374oXP9G2+8gc1mw7Isjh075lz/r3/9i5CQEO6//36OHz8OQEZGBj169HB7uy5ijLncIiIelJqaetnt2dnZpm7duqZx48Zm5syZpn79+qZJkyYmPz/fbeeQn59vmjZtajIyMkxubq6x2+1m165dxcrMnDnTPP3008YYYxYuXGi6d+9ujDFm165dxm63m5ycHPPDDz+Ypk2bOs/ttttuM0ePHi1Wz4kTJ0zHjh2NMcb079/fpKSkmKysLPPggw+ac+fOler8S/gMr/TdpuX6LCLiYZfLkey8bFP3lbqm8bTGZmbSTFP/1fqmybQmJr/AfRmyY8cOExISYs6ePWvy8vJMhw4dTFpamomOjjbLli0zxhjz+eefmwceeOCifXNzc01OTo4xxpjTp0+b2267zRw8eNAYY8wDDzxgNm/efNE+AwcONG+++aYxxpFBt912mzHGmC5dupjMzEyzfv1687e//c0YY8wzzzxjvvjii8uevzKkTC8i4kEVtR9SUp3bt283/fv3N8YY07FjR3PixAlz6NAh8+ijj5b6/JUhZXoREQ+7bD+knGaIMcasW7fObN261YSEhDjr0bWsSreIiIeVhwxZu3atOXv2rDHGmDfffNOZIZ999pnp2LGjycvLM2fOnDGRkZHm5MmTxhhjvv32W7N3796LxkUeeOABc/bsWfPBBx+YGTNmGGOMiYuLM99//32pzv9qMkRPAIuUYcuXL+fw4cMMGjSIQYMG0b9/f/bu3cuXX37ptmMkJSVhs9lo2rQpfn5+xMXFkZiYWKxMYmIiffv2BaBbt26sWbMGYwyJiYnExcXh7+9PkyZNsNlsl3zK6zwvLy/y8vIwxpCVlYWvry9Tpkxh6NCh+Pr6uq1NIiICy9OWc/jsYQZFDmLQXYPo37I/e0/s5ct9X7rtGLt37yYqKooqVarg4+PDAw88wMcff4xlWZw6dQqAkydPUr9+/Yv29fPzw9/fH3Dcne/Kk7ol1evr60tWVpYzWzIyMsjMzKRdu3ZuaqmISOVSXvshJdXp6+tLdnY2hYWF5OXl4e3tzejRoxk7dqzb2iMiIg7lNUMA2rZtS61atYrVo2tZIiLXT1nJkPbt21OlShUA2rRpw4EDBwBITU2lbdu2+Pj4ULVqVex2OytWrACgZcuWNG7c+KLjeXl5kZub68yQ9evXc+utt3LHHXe4rU0l0QCwSBm2d+9eAAIDAwFo0KABAD/88IPbjnHw4EEaNmzo/L1BgwYcPHiwxDI+Pj5Ur16d48ePX3Zfy7Lo1KkTrVq14p133gGgWrVqxMTE0LJlS+rVq0f16tXZtGkTjz32mNvaIyIiDntPFGXILUUZcktRhvzqvgwJDQ1l/fr1HD9+nKysLJYtW0ZmZibTpk3jueeeo2HDhjz77LNMmjTpkvtnZmZit9tp2LAhI0aMKDZQ3K9fP8LDwxk/fjzGGABeeukl5s2bR4MGDYiJieH1118H4Pnnn6dPnz5MmjSJIUOG8MILLzBhwgS3tVNEpLIpr/2QktYHBwdTp04dIiIi6Ny5M+np6RQWFhIREeG29oiIiEN5zZCS6FqWiMj1U1Yy5EJz5szhkUceAaBFixasWLGCrKwsjh07xhdffEFmZuZlj/f888/TsWNHPv30U5544gnGjx/PqFGj3NOYK/C5LkcREbc4fwG8PPj6668JDAzkyJEjREdH06xZM9q2bUt8fDzx8fEADBgwgHHjxjF79mxWrVqF3W7nxRdfvMFnLiJSMXkiQ4KDgxkxYgSdOnWiatWqhIeH4+3tzaxZs5g6dSpdu3Zl0aJF9O/fn9WrV1+0f8OGDUlJSeHQoUM89thjdOvWjbp16zJ//nwCAwM5ffo0Xbt25YMPPqBPnz4sXLiQJ598kmeeeYZvvvmG3r17s3PnTsLDw9m4cSMAX331FfXq1cMYQ48ePfD19eXVV1+lbt26bm+/iEhlUZ76ISW58D2NnTt35u2332bixIls376d6OhoBg4ceAPPTkSk4qoIGaJrWSIiN8aNzpB58+axZcsW1q1bB0CnTp3YvHkz99xzD3Xq1OHuu+/G29v7snVER0cTHR0NwPvvv09MTAzff/89U6ZMoWbNmkyfPt35tLG76QlgkTKsSZMmAM4pBs7fidK0aVO3HSMwMLDYXSoHDhxw3mFzqTL5+fmcPHmS2rVrX3bf8/8NCAigS5cuF00NvW3bNowxBAUF8dFHH7Fo0SIyMjJIS0tzW9tERCqzJjWKMuRUUYacLsqQmu7LEID+/fuzdetWvvrqK2rWrMmdd97Je++9x+OPPw7AH//4x8u+HgCgfv36zqeJ4b8ZUq1aNXr27Oncf86cOXTv3h2Au+++m5ycHI4dO+asxxjDhAkTGDVqFGPHjuXll19m4MCBzJgxw61tFhGp6MprP8SVOhMTE2nVqhVnzpwhIyODRYsWsXjxYrKystzWNhGRyqy8ZogrdC1LRMSzykqGAKxevZqJEyeydOlS5yvMAF544QWSk5P597//jTGGO++806XjZmVl8c9//pPBgwczZswY3nvvPe677z7mz59/7Y0qgQaARcqwRx55hICAAGbNmsWsWbOYM2cOjRs3dus7De+66y7S0tLYu3cv586dIyEhgdjY2GJlYmNjee+99wBYvHgxDz74IJZlERsbS0JCArm5uezdu5e0tDRat27N2bNnOX36NABnz55l1apVhIaGFqtz1KhRjB8/nry8PAoKCgDHfPi68CIi4h6P3PEIAVUDmLVlFrM2z2LOtjk0rtGYdo3bufU4R44cAeDHH3/k448/pmfPntSvX995d+TatWsv+V6TAwcOkJ2dDcCvv/7K119/TVBQEPn5+c5B3by8PD777DNnhjRq1Ig1a9YAjvcP5+TkUKdOHWed5++krFWrFllZWXh5eSlbRERKobz2Q65UZ15eHtOmTSM+Pp7s7GwsywKgoKCAc+fOua1tIiKVWXnNEFfoWpaIiGeVlQzZtm0bTz/9NEuXLiUgIMC5vqCggOPHjwOQkpJCSkoKnTp1cum4r7zyCsOGDcPX19fZF/F4hhhjLreIiAelpqZescy6detMaGio8fX1NeHh4Wbz5s1uP4/PP//c3HHHHaZp06ZmwoQJxhhjRo0aZRITE40xxmRnZ5tu3bqZ22+/3dx1110mIyPDue+ECRNM06ZNzZ133mmWLVtmjDEmIyPD2O12Y7fbTfPmzZ11nvfJJ5+YMWPGOH9/5plnTGhoqOnZs+dVn3sJn+GVvtu0XJ9FRDzsSjmybt86E/pmqPEd52vC3wo3mw+6P0Puu+8+ExwcbOx2u1m9erUxxpj169ebiIgIY7fbTevWrc2WLVuMMcZs3rzZ9O/f3xhjzKpVq0xYWJix2+0mLCzMvP3228YYY86cOWMiIiJMWFiYad68uRk2bJjJz883xhiza9cuc8899xi73W5atGhhVq5c6TyPs2fPmnbt2plz584ZY4z56quvTGhoqImIiDB79uy55LkrQ8r0IiIeVFH7ISXVed7UqVPN3LlzjTHGFBYWmri4OBMaGmri4+Ov+tyVIWV6EREPu2I/pJxmSFxcnLn11luNj4+PCQwMNLNnz3Zu07WsSrOIiIeVhwzp0KGDCQgIMC1atDAtWrQwnTt3NsY4siU4ONgEBwebqKgos23bNmed06dPN4GBgcbb29vUq1fPef3LGGMOHjxoYmJinL8vWrTING/e3Nxzzz3myJEjV3XuV5MhljGXnUO7/L+kQaQM2717N8HBwTf6NMq1Ej5D60aci1xEGSLiYcqRa6MMKdOUISIepPy4dsqQMk0ZIuJhypFrowwp05QhIh6mDLk2V5MhmgJaRERERERERERERERERKSC0ACwiIiIiIiIiIiIiIiIiEgFoQFgEREREREREREREREREZEKQgPAIiIiIiIiIiIiIiIiIiIVhAaARUREREREREREREREREQqCA0Ai4iIiIiIiIiIiIiIiIhUEBoAFinjhg0bRt26dbEsi0cffdQjx1ixYgVBQUHYbDYmT5580fbc3Fx69OiBzWYjKiqKffv2ObdNmjQJm81GUFAQK1euvGKdvXr1wm63M3LkSOe6CRMmsGTJEo+0TUSkMlOGiIhIaSlDRESktJQhIiJSWuU1Qxo3bkxYWBjh4eFERkY6148YMQK73U6fPn2c6+bNm8e0adM80rYLaQBYpByIi4vzWN0FBQUMHjyY5cuXk5qaysKFC0lNTS1WZs6cOdSsWZP09HSGDx/OiBEjAEhNTSUhIYFdu3axYsUKBg0aREFBQYl1pqSkcNNNN5GSksLmzZs5efIkP/30E5s2beKxxx7zWBtFRCozZYiIiJSWMkREREpLGSIiIqVV3jLkvC+++ILk5GS2bNkCwMmTJ/n2229JSUnBz8+PHTt2kJ2dzdy5cxk8eLDH2nieBoBFyrgZM2YwfPhwj9WflJSEzWajadOm+Pn5ERcXR2JiYrEyiYmJ9O3bF4Bu3bqxZs0ajDEkJiYSFxeHv78/TZo0wWazkZSUVGKdvr6+ZGdnU1hYSF5eHt7e3owePZqxY8d6rH0iIpWZMkREREpLGSIiIqWlDBERkdIqjxlSEi8vL/Ly8jDGkJWVha+vL1OmTGHo0KH4+vp6rI3O43v8CCJSph08eJCGDRs6f2/QoAEHDx4ssYyPjw/Vq1fn+PHjJe5b0vrg4GDq1KlDREQEnTt3Jj09ncLCQiIiIjzcShER8QRliIiIlJYyRERESksZIiIipeWJDAGwLItOnTrRqlUr3nnnHQCqVatGTEwMLVu2pF69elSvXv26ziDhc12OIiJS5MK57Tt37szbb7/NxIkT2b59O9HR0QwcOPAGnp2IiJRlyhARESktZYiIiJSWMkRERK7k66+/JjAwkCNHjhAdHU2zZs1o27Yt8fHxxMfHAzBgwADGjRvH7NmzWbVqFXa7nRdffNFj56QngEUqucDAQDIzM52/HzhwgMDAwBLL5Ofnc/LkSWrXrl3ivq7UmZiYSKtWrThz5gwZGRksWrSIxYsXk5WV5YlmioiIByhDRESktJQhIiJSWsoQEREpLU9kyPl9AAICAujSpctFU0Nv27YNYwxBQUF89NFHLFq0iIyMDNLS0jzSTtAAsEiZ9/nnn/Phhx8CkJmZyezZs936pXDXXXeRlpbG3r17OXfuHAkJCcTGxhYrExsby3vvvQfA4sWLefDBB7Esi9jYWBISEsjNzWXv3r2kpaXRunXrK9aZl5fHtGnTiI+PJzs7G8uyAMcL2M+dO+e2tomIVHbKEBERKS1liIiIlJYyRESk9PLy8jyylBflMUPOnj3L6dOnATh79iyrVq0iNDS0WJ2jRo1i/Pjx5OXlUVBQADjeEezJm4g0BbRIGffKK6+wbt06AFJSUhg4cCBz587ljjvucEv9Pj4+vPHGGzz00EMUFBTw1FNPERISwujRo4mMjCQ2Npb+/fvTu3dvbDYbtWrVIiEhAYCQkBC6d+9O8+bN8fHxYebMmXh7ewNcss7zZs6cSd++falSpQp2u52srCzCwsKIiYmhRo0abmmXiIgoQ0REpPSUISIiUlrKEBERKa3ymCGHDx+mS5cugOOJ4Z49e/Lwww87j7lkyRIiIyOpX78+AOHh4YSFhWG322nRooVb2nUpljHmctsvu1FErs3u3bsJDg6+0adRrpXwGVo34lzkIsoQEQ9TjlwbZUiZpgwR8SDlx7VThpRpyhARD1OOXBtlSJmmDJEbzlNP6/r6+nqk3qulDLk2V5MhmgJaRERERERERERERERERKSC0ACwiIiIiIiIiIiIiIiIiEgFoQFgEREREREREREREREREZEKQgPAIiIiIiIiIiIiIiIiIiIVhAaARUREREREREREREREREQqCA0Ai4iIiIiIiIiIiIiIiIhUEBoAFinD0tLSaN++PbVr16ZatWpER0eTkZHh9uOsWLGCoKAgbDYbkydPvmh7bm4uPXr0wGazERUVxb59+5zbJk2ahM1mIygoiJUrVwKQk5ND69atadGiBSEhIYwZM8ZZvlevXtjtdkaOHOlcN2HCBJYsWeL2domIVGblNUMAGjduTFhYGOHh4URGRjrXjxgxArvdTp8+fZzr5s2bx7Rp09zeLhGRykwZIiIi1+J65MiVMuS1116jefPm2O12OnTowP79+53bHn74YWrUqMGjjz5abJ/+/fvTokUL7HY73bp148yZMwC8/vrrhIaGEhMTw7lz5wD4+uuvGT58uFvbJCJS2aUdT6P9e+2p/XJtqk2qRvQH0WT84v5+yPTp0wkNDSUkJMTZH9i+fTt33303YWFhdO7cmVOnTpW4f0FBAS1btiyWI2+88QY2mw3Lsjh27Jhz/cmTJ+ncubNzrGTu3LkAfPfdd7Rq1Qq73c4333wDQH5+Ph07diQrK8st7dQAsEgZdvDgQQoLCxk7diz9+vVj9erVDBgwwK3HKCgoYPDgwSxfvpzU1FQWLlxIampqsTJz5syhZs2apKenM3z4cEaMGAFAamoqCQkJ7Nq1ixUrVjBo0CAKCgrw9/dn7dq1bN++neTkZFasWMHGjRtJSUnhpptuIiUlhc2bN3Py5El++uknNm3axGOPPebWdomIVHblNUPO++KLL0hOTmbLli2A4w/mb7/9lpSUFPz8/NixYwfZ2dnMnTuXwYMHu7VdIiKVnTJERESuhadzxJUMadmyJVu2bCElJYVu3boRHx/v3Pbcc8/xwQcfXFTv1KlT2b59OykpKTRq1Ig33ngDgPnz55OSksI999zDypUrMcYwfvx4Ro0a5bY2iYgIHDx9kEJTyNh2Y+kX3o/VP6xmwKfu7Yfs3LmTd999l6SkJLZv385nn31Geno6AwYMYPLkyezYsYMuXbrwyiuvlFjH9OnTCQ4OLrbu3nvvZfXq1dx2223F1s+cOZPmzZuzfft2vvzyS5555hnOnTvH22+/zfTp01m2bBlTpkwBYNasWfzpT3+iSpUqbmmrj1tqERGPuOeee1i3bp3z9/nz57Nr1y63HiMpKQmbzUbTpk0BiIuLIzExkebNmzvLJCYm8tJLLwHQrVs3hgwZgjGGxMRE4uLi8Pf3p0mTJthsNpKSkrj77ru5+eabAcjLyyMvLw/LsvD19SU7O5vCwkLy8vLw9vZm9OjRjB071q1tEhGR8p0hl+Ll5UVeXh7GGLKysvD19WXKlCkMHToUX19ft7ZLRKSyU4aIyKX07NnTpXIJCQku13n48GGXy9apU8flsnJjeTpHXMmQ9u3bO39u06YN8+bNc/7eoUMHvvzyy4vqveWWWwAwxpCdnY1lWc7f8/LynBkyb948HnnkEWrVquW2NolIxZaWluZy2Y4dO7pc9t5773W57IIFC1wue6Pc0/Ae1j15QX7smM+uI+7th+zevZuoqCjnIOsDDzzAxx9/zPfff0/btm0BiI6O5qGHHmL8+PEX7X/gwAE+//xzXnjhBV577TXn+pYtW17yeJZlcfr0aYwxnDlzhlq1auHj44Ovry9ZWVnObDlx4gSffvopK1ascFtb9QSwSBnm5+fn/HnLli388ssvzi8hdzl48CANGzZ0/t6gQQMOHjxYYhkfHx+qV6/O8ePHL7tvQUEB4eHhBAQEEB0dTVRUFMHBwdSpU4eIiAg6d+5Meno6hYWFREREuLVNIiJSvjPEsiw6depEq1ateOeddwCoVq0aMTExtGzZknr16lG9enXNICEi4iHKEBERuRaezhFXMuRCc+bM4ZFHHnGp7n79+nHrrbeyZ88ehg4dCsCQIUNo06YNP/74I/fee69mkBAR8RA/7wvy49AWfsn+hba3ubcfEhoayvr16zl+/DhZWVksW7aMzMxMQkJCSExMBOCjjz4iMzPzkvv/9a9/5eWXX8bLy7Xh1SFDhrB7927q169PWFgY06dPx8vLi8GDB/P//t//o2/fvowcOZLx48czcuRIl+t1hZ4AFikH9uzZQ2xsLI0bN+b111+/0afjEm9vb5KTkzlx4gRdunRh586dhIaGFnvHVufOnXn77beZOHEi27dvJzo6moEDB97AsxYRqXjKY4Z8/fXXBAYGcuTIEaKjo2nWrBlt27YlPj7eOXXbgAEDGDduHLNnz2bVqlXY7XZefPHFG3zmIiIVizJERESuRVnIkXnz5rFly5ZiTyRfzty5cykoKGDo0KF8+OGH9OvXj969e9O7d28Axo0bx7Bhw1i+fDnvv/8+DRs25NVXX3XrBXsRkcpuz7E9xC6MpXGNxrz+iHvzIzg4mBEjRtCpUyeqVq1KeHg43t7e/N///R/Dhg1j/PjxxMbGFruZ6bzPPvuMgIAAWrVqdcmZJC5l5cqVhIeHs3btWjIyMoiOjub++++nUaNGzjrS09M5cOAAwcHB9O7dm3PnzjF+/HjuvPPOa2qrkkmkjEtNTaVdu3b4+fmxdu1a6tWr59b6AwMDi93NcuDAAQIDA0ssk5+fz8mTJ6ldu7ZL+9aoUYP27dtfNHVBYmIirVq14syZM2RkZLBo0SIWL17stheci4hI+c2Q8/8NCAigS5cuJCUlFatz27ZtGGMICgrio48+YtGiRWRkZFzVlEoiInJ5yhAREbkWnswRVzIEYPXq1UycOJGlS5fi7+/vcv3e3t7ExcXxr3/9q9j6Q4cOkZSUxGOPPcarr77Khx9+SI0aNVizZk3pGyMiIsWkHk2l3T/b4eftx9o+a6lXzb39EID+/fuzdetWvvrqK2rWrMmdd95Js2bNWLVqFVu3buWJJ57g9ttvv2i/DRs2sHTpUho3bkxcXBxr167lT3/602WPNXfuXB5//HEsy8Jms9GkSRP27NlTrMwLL7zAhAkTmDFjBgMGDODll192y2szNQAsUoZlZmbSvn17jh07xl/+8hc2bdp0Ve/SccVdd91FWloae/fu5dy5cyQkJBAbG1usTGxsLO+99x4Aixcv5sEHH8SyLGJjY0lISCA3N5e9e/eSlpZG69atOXr0KCdOnAAgOzubf//73zRr1sxZX15eHtOmTSM+Pr7YO1UKCgo4d+6cW9snIlJZldcMOXv2LKdPnwbg7NmzrFq1itDQ0GJ1jho1ivHjx5OXl0dBQQHgeL+jbiISEXEPZYiIiFwLT+eIKxmybds2nn76aZYuXUpAQMAV6zTGkJ6e7vx56dKlxa5lgSNDxo0bB+C8nqUMERFxn8yTmbR/rz3Hso7xl8i/sOngJhJ2urcfAnDkyBEAfvzxRz7++GN69uzpXFdYWMiECRP4y1/+ctF+kyZN4sCBA+zbt4+EhAQefPDBYu+Yv5RGjRo5bxQ6fPgw3333nfMd9gDr1q2jfv363HHHHWRlZeHl5eW2bNEU0CJlWEZGhvOL5/nnn3euj4uLc9sxfHx8eOONN3jooYcoKCjgqaeeIiQkhNGjRxMZGUlsbCz9+/end+/e2Gw2atWq5fyjPSQkhO7du9O8eXN8fHyYOXMm3t7e/PTTT/Tt25eCggIKCwvp3r07jz76qPOYM2fOpG/fvlSpUgW73U5WVhZhYWHExMRQo0YNt7VNRKQyK68ZcvjwYbp06QI4nvbq2bMnDz/8sPOYS5YsITIykvr16wMQHh5OWFgYdrudFi1auK1tIiKVmTJERESuhadzxJUMee655zhz5gx//OMfAccF+KVLlwJw//33s2fPHs6cOUODBg2YM2cO0dHR9O3bl1OnTmGMoUWLFsyaNct5zG3btgEQEREBQM+ePQkLC6Nhw4bOVwyIiMi1yfg1gyNni/JjzQX5Eeq+fghA165dOX78OL6+vsycOZMaNWowffp0Zs6cCcDjjz9Ov379AMfsDwMGDGDZsmWXrXPGjBm8/PLL/Pzzz9jtdmJiYpg9ezajRo3iySefJCwsDGMM//jHP/j9738POG44mjBhAh9++CEAf/7zn+nVqxf5+fnFMqi0LGPM5bZfdqOIXJvdu3cTHBx8o0+jXCvhM7RuxLnIRZQhIh6mHLk2ypAyTRki4kHKj2unDCnTlCEe0rNnT5fKXc2TnocPH3a5bJ06dVwuK56lHLk2ypAyTRkiHnE1rxvp2LGjy2XvRSNZ+QAAIABJREFUvfdel8suWLDA5bKepAy5NleTIZoCWkRERERERERERERERESkgtAAsIiIiIiIiIiIiIiIiIhIBaEBYBERERERERERERERERGRCkIDwCIiIiIiIiIiIiIiIiIiFYTPjT4BEXfav3+/y2Xfffddl8tOnDjR5bKWdcn3bV9k8eLF3Hbbbfz6669XLFuzZk2Xjy8iIiIiUtmMHDnSpXLbtm1zuc4VK1a4XPbWW291uWzXrl1dLjto0CCXyzZv3tzlsiIipZGTk+NSOVeviwBkZGS4XLZOnToul62o+vXr55F6586d65F6RUQquvT0dJfKjRgxwuU6Bw4c6HLZ//mf/3G57PHjx10uezX8/f1dKnfzzTd75PhSMj0BLCIiIiIiIiIiIiIiIiJSQWgAWKSM6/hhR6pNqkaViVWIfCeSr/Z/5fZjTJ06lZCQEEJDQ3niiSfIycnh/vvvJzw8nPDwcOrXr89jjz1W4v6nTp2iQYMGDBkyxLmuXbt2BAUFOes4cuQIALm5ufTo0QObzUZUVBT79u0DYMOGDdjtdiIjI0lLSwPgxIkTdOrUicLCQre3WUSkMoiKiqJatWpUqVKFyMhIvvrK/Rny1FNPERAQQGho6CW3G2MYNmwYNpsNu93Ot99+69zm7e3tzInY2Fjn+ieffJImTZo4tyUnJwPwr3/9i5CQEO6//37nnasZGRn06NHD7e0SEansrkeGrFixgqCgIGw2G5MnT75oe0l9h6SkJGdGtGjRgk8++QRwPJ3YunVrWrRoQUhICGPGjHHW1atXL+x2e7GnxSdMmMCSJUvc3i4REfF8jpQ2QwAmTZqEzWYjKCiIlStXXrFOZYiIyPVTlvsheXl59O3bl7CwMIKDg5k0aRJQdvshGgAWKeNa12vNjIdnMKrtKJJ/TmbA0gFurf/gwYPMmDGDLVu2sHPnTgoKCkhISGD9+vUkJyeTnJzM3XffzeOPP15iHaNGjaJt27YXrZ8/f76zjoCAAADmzJlDzZo1SU9PZ/jw4c7pL1599VWWLVvGtGnTeOuttwDHF+HIkSPx8tJXlYhIadxzzz3MmDGDUaNGkZyczIAB7s0QcAzWXm6a1OXLl5OWlkZaWhrvvPNOsemJbrrpJmdOLF26tNh+r7zyinNbeHg4AK+//jqbN2/m6aefZsGCBQC8+OKLTJgwwe3tEhGp7DydIQUFBQwePJjly5eTmprKwoULSU1NLVampL5DaGgoW7ZsITk5mRUrVvD000+Tn5+Pv78/a9euZfv27c5tGzduJCUlhZtuuomUlBQ2b97MyZMn+emnn9i0adNlb3QVEZHS82SOXEuGpKamkpCQwK5du1ixYgWDBg2ioKCgxDqVISIi11dZ7od89NFH5ObmsmPHDrZu3crbb7/Nvn37ymw/RKMqImXcxPsn0jmoMx2adsDfxx8vy/3/2+bn55OdnU1+fj5ZWVnUr1/fue3UqVOsXbu2xC+krVu3cvjwYTp16uTSsRITE+nbty8A3bp1Y82aNRhj8PX1JSsri6ysLHx9fcnIyCAzM5N27dpdc/tERCqr1157jc6dO9OhQwf8/f09ckNN27ZtqVWrVonbExMT6dOnD5Zl0aZNG06cOMFPP/1UqmN5eXmRm5vrzIr169dz6623cscdd5T29EVEpASezpCkpCRsNhtNmzbFz8+PuLg4EhMTi5Upqe9QpUoVfHx8AMfd9uffN2pZlvPdYnl5eeTl5WFZFr6+vmRnZ1NYWEheXh7e3t6MHj2asWPHurVNIiLyX57MkWvJkMTEROLi4vD396dJkybYbDaSkpJKrFMZIiJyfZXlfohlWZw9e9Y5nuLn58ctt9xSZvshGgAWKeNOnTtFnVfqEDU7Cj9vP2bHznZr/YGBgTz77LM0atSIevXqUb169WKDuUuWLKFDhw7ccsstF+1bWFjIM888w5QpUy5Zd79+/QgPD2f8+PEYYwDHE8cNGzYEwMfHh+rVq3P8+HGef/55+vTpw6RJkxgyZAgvvPCCnugSEblGJ0+epE6dOkRFReHn58fs2e7NEFdc+L0P0KBBAw4ePAg4LtpHRkbSpk2bi6a+eeGFF7Db7QwfPpzc3FwAnn/+eTp27Minn37KE088wfjx4xk1atT1a4yISCXi6Qy5XD5cqsyFfQeATZs2ERISQlhYGG+99ZZzQLigoIDw8HACAgKIjo4mKiqK4OBg6tSpQ0REBJ07dyY9PZ3CwkIiIiLc2iYREfkvT+bItWRISfuWtF4ZIiJyfZXlfki3bt2oWrUq9erVo1GjRjz77LPOhyLKYj9EA8AiZVxV36qs+tMqZjw8g5z8HEZ/Mdqt9f/6668kJiayd+9eDh06xNmzZ5k3b55z+8KFC3niiScuue+bb75JTEwMDRo0uGjb/Pnz2bFjB+vXr2f9+vV88MEHlz2P8PBwNm7cyBdffMEPP/xAvXr1MMbQo0cP/vSnP3H48OFra6iISCV08803s2rVKmbMmEFOTg6jR7s3Q67V/v372bJlCwsWLOCvf/0rGRkZgOOdXHv27GHz5s388ssv/OMf/wAgOjqarVu38umnn5KYmEhMTAzff/893bp1Y+DAgWRlZd3I5oiIVChlPUOioqLYtWsXmzdvZtKkSeTk5ACO98snJydz4MABkpKS2LlzJwDTpk0jOTmZZ555hlGjRjF+/HgmTpxI9+7deffdd29kU0REKqSyniNXQxkiInL9lOX8SEpKwtvbm0OHDrF3715effVVfvjhB6Bs9kM0ACxSxvl4+RB9ezRDo4bSOrA1X+z7gmNZx9xW/+rVq2nSpAl16tTB19eXxx9/nP/85z8AHDt2jKSkJP7whz9cct9vvvmGN954g8aNG/Pss8/y/vvv8/e//x1wPFkMUK1aNXr27ElSUpJzfWZmJuCYevrkyZPUrl3bWacxhgkTJjBq1CjGjh3Lyy+/zMCBA5kxY4bb2iwiUln4+PgQHR3N0KFDad26NV988QXHjrkvQ1xx4fc+wIEDB5wZcf6/TZs2pV27dmzbtg2AevXqYVkW/v7+9OvXz5kh52VlZfHPf/6TwYMHM2bMGN577z3uu+8+5s+ff51aJSJS8Xk6Qy6XD5cqc6m+A0BwcDA333yz8wLLeTVq1KB9+/YXvac+MTGRVq1acebMGTIyMli0aBGLFy/WTUQiIm7myRy5lgwpaV9X6lSGiIh4XlnuhyxYsICHH34YX19fAgICuPfee9myZUuxfctSP0QDwCJl2Jr9axi6eihzvp3DS1++xH8y/0PdqnWpfVPtK+/sokaNGrFx40aysrIwxrBmzRqCg4MBWLx4MY8++ii/+93vLrnv/Pnz+fHHH9m3bx9TpkyhT58+TJ48mfz8fOeXcl5eHp999hmhoaEAxMbG8t577znrf/DBB53v7AJ4//33iYmJoVatWmRlZeHl5YWXl5f+mBYRuUorV66kf//+zJkzh5deeon//Oc/1K1b96IL554WGxvL+++/jzGGjRs3Ur16derVq8evv/7qnNr52LFjbNiwgebNmwM43xFsjGHJkiXODDnvlVdeYdiwYc53qViWpawQEXGj65Ehd911F2lpaezdu5dz586RkJBAbGxssTIl9R327t1Lfn4+4JhNYs+ePTRu3JijR49y4sQJALKzs/n3v/9Ns2bNnPXl5eUxbdo04uPjnfkBjunazp0757a2iYhUdp7OkWvJkNjYWBISEsjNzWXv3r2kpaXRunXrK9apDBER8byy3g9p1KgRa9euBeDs2bNs3LiRZs2aldl+iI/HahaRa1bzdzXZ+vNW/vX9v/D39ue+RvfxcseXiw2YXquoqCi6detGREQEPj4+tGzZkj//+c8AJCQkOJ/oPW/Lli289dZbl517Pzc3l4ceeoi8vDwKCgro2LEjAwcOBKB///707t0bm81GrVq1SEhIcO53/omuVatWAfC3v/2NmJgY/Pz8WLBggdvaLCJSGdSqVYtNmzaxYMEC/P39ue+++3j5ZfdmCMATTzzBl19+ybFjx2jQoAFjx44lLy8PgL/85S/ExMSwbNkybDYbVapUYe7cuQDs3r2bp59+Gi8vLwoLC/n73//uHADu1asXR48exRhDeHg4b731lvN4hw4dIikpiTFjxgAwdOhQ7rrrLmrUqHHRe4RFRKR0rkeG+Pj48MYbb/DQQw9RUFDAU089RUhICKNHjyYyMpLY2NgS+w5ff/01kydPxtfXFy8vL958801+//vfk5KSQt++fSkoKKCwsJDu3bvz6KOPOo85c+ZM+vbtS5UqVbDb7WRlZREWFkZMTAw1atRwW9tERCo7T+fItWRISEgI3bt3p3nz5vj4+DBz5ky8vb0BLlnnecoQERHPK+v9kMGDB9OvXz9CQkIwxtCvXz/sdnuZ7YdYxpjLbb/sRpGyZv/+/S6XvZr51SdOnOhyWVe/jBYvXsxtt91G06ZNr1i2Zs2aLh+/stm9e7fzieULuHd0Q0pLGSLiYSV8B4qLlCFlmjJErsrIkSNdKnd+qnlX/HbKrsu59dZbXS7btWtXl8sOGjTI5bLnb6JxhfLj2ilDyjRliIc8/vjjLpVLTEx0uc4NGza4XLZNmzYul62o+vXr55F6z9+k6SrlyLVRhpRpyhC5Kunp6S6Vi4+Pd7nOiIgIl8v+z//8j8tlPcXf39+lcjfffDOgDLlWV5MhegJYboh33nnH5bKffPKJy2W//fZbl8tezbzxV3OHiatlJ02axD/+8Q/nNJeXowFgERHPOz+VpCu++eYbl8teTYa8+eabLpXbtWsXAK+99hqFhYUu138ldevWdbnsLbfc4nJZPz+/0pyOiFRAV7gBuZhnn33W5bLTpk1z+/GvxuHDh10u6+p3PVxdv+npp592qdzUqVMxxrj0Wbh71ggRKd+u5sYYV52fAcwVFXUA+Ouvv3a57NXMjnbnnXeW5nRERCq9X375xeWyrv5tfzVjHFdTdtSoUS6X9RRXB3PP9+/CwsKuODZzNVM+q89SMr0DWERERERERERERERERESkgtAAsIiIiIiIiIiIiIiIiIhIBaEBYBERERERERERERERERGRCkIDwCIiIiIiIiIiIiIiIiIiFYQGgEVEREREREREREREREREKggNAIuUAzk5OQQFBWFZFkOGDHF7/StWrCAoKAibzcbkyZMv2p6bm0uPHj2w2WxERUWxb98+57ZJkyZhs9kICgpi5cqVV6yzV69e2O12Ro4c6Vw3YcIElixZ4vZ2iYiI4zv80UcfJTQ0lIkTJ7q9/pUrVxIaGkpwcDCvvPLKJY+vDBERKZ/UDxERkdLKyc8h6I0grLEWQ5a5P0OmT59OaGgoISEhTJs2DYDk5GTatGlDeHg4kZGRJCUlXXLf+Ph4QkJCCA4OZtiwYRhjyMrK4g9/+APNmjUjJCSEv//9787yP/74I+3bt6dly5bY7XaWLVsGwIYNG7Db7URGRpKWlgbAiRMn6NSpE4WFhW5vs4hIZZGTk0OzZs3w8vIqN/2Qp556ioCAAEJDQ4vVNWLECOx2O3369HGumzdvnjO7PEkDwCLlwLhx4zhw4IBH6i4oKGDw4MEsX76c1NRUFi5cSGpqarEyc+bMoWbNmqSnpzN8+HBGjBgBQGpqKgkJCezatYsVK1YwaNAgCgoKSqwzJSWFm266iZSUFDZv3szJkyf56aef2LRpE4899phH2iciUtnNmjWLw4cPe6TugoIC/vd//5elS5eyfft2PvzwQ3bv3l2szNy5c5UhIiLllPohIiJSWuPWjePAKc9kyM6dO3n33XdJSkpi+/btfPbZZ6SnpxMfH8+YMWNITk5m3LhxxMfHX7Tvf/7zHzZs2EBKSgo7d+5k8+bNrFu3DoBnn32WPXv2sG3bNjZs2MDy5csBxw1D3bt3Z9u2bSQkJDBo0CAAXn31VZYtW8a0adN46623nGVHjhyJl5cuu4uIlFZ564cAPPnkk6xYsaJYPSdPnuTbb78lJSUFPz8/duzYQXZ2NnPnzmXw4MEead+FlEQiZdx3333H1KlTGTt2rEfqT0pKwmaz0bRpU/z8/IiLiyMxMbFYmcTERPr27QtAt27dWLNmDcYYEhMTiYuLw9/fnyZNmmCz2UhKSiqxTl9fX7KzsyksLCQvLw9vb29Gjx7tsbaJiFR23333HR988IHzAoW7bd68mdtvv935fd+9e3c+/fTTYmU+/fRTZYiISDmUkpKifoiIiJRKyuEUpm6cyth2nvme3b17N1FRUVSpUgUfHx8eeOABPv74YyzL4tSpU4Djonv9+vUv2teyLHJycjh37hy5ubnk5eVRt25dqlSpQvv27QHw8/MjIiLCOfhQUr2+vr5kZWWRlZWFr68vGRkZZGZm0q5dO4+0W0SkMti1axfTpk3jpZde8kj9nuiHALRt25ZatWoVq8fLy4u8vDznTBO+vr5MmTKFoUOH4uvr65H2FTu+x48gIqVWWFjI6NGjGTx4MJGRkR45xsGDB2nYsKHz9wYNGnDw4MESy/j4+FC9enWOHz9e4r4lrQ8ODqZOnTpERETQuXNn0tPTKSwsJCIiwiNtExGpzAoLCxkzZgxxcXGEhIR45BiHDh0q9n0fGBh4UYZcWEYZIiJSPhQWFjJw4ED1Q0RE5KoVmkIGLB3A4LsGE1nfMxkSGhrK+vXrOX78OFlZWSxbtozMzEymTZvGc889R8OGDXn22WeZNGnSRfvefffdtG/fnnr16lGvXj0eeughgoODi5U5ceIEn376KR06dADgpZdeYt68eTRo0ICYmBhef/11AJ5//nn69OnDpEmTGDJkCC+88AITJkzwSJtFRCqDwsJChg8fzqBBg8pVP6Qk1apVIyYmhpYtW1KvXj2qV69+XWch8rkuRxGRUvnkk084dOgQffr0YceOHYDjTsOjR49Sp06dG3x2pXPh3PadO3fm7bffZuLEiWzfvp3o6GgGDhx4A89ORKTiOJ8hY8eOdb6P6vTp0/zyyy8X3ZFYXihDRESuj7lz57Jv3z5mz56tfoiIiFyVudvmsu/EPmbHzmbH4aIMyT3J0bNHqVPVPRkSHBzMiBEj6NSpE1WrViU8PBxvb29mzZrF1KlT6dq1K4sWLaJ///6sXr262L7p6ens3r3b+XRvdHQ069ev5/777wcgPz+fJ554gmHDhtG0aVMAFi5cyJNPPskzzzzDN998Q+/evdm5cyfh4eFs3LgRgK+++op69ephjKFHjx74+vry6quvUrduXbe0WUSkMliwYAGZmZnFxkNOnTpVrvsh8fHxzlcSDBgwgHHjxjF79mxWrVqF3W7nxRdf9NixNQBcgZw9e9blsnv27HG57Lvvvuty2U8++cSlckeOHHG5TsuyXC5rjLnh9brTzz//zC+//EKLFi2c6+bNm4e/vz+zZ892yzECAwPJzMx0/n7gwAECAwMvWaZBgwbk5+dz8uRJateufdl9r1RnYmIirVq14syZM2RkZLBo0SIeeughevXqRZUqVdzSNhGpmE6cOOFy2YkTJ7pcdv/+/S6XXbx4sctlPSkvL4/s7OxLbjtw4AC//PILXbt2da777LPP8Pb2LvGPy3379rl87KpVq2KM4fvvvycjIwNwTBf6u9/9zvk7QM2aNZUhIuJ0fvpEV0ydOtXlsuenbLySqxnka9y4sctl8/PzXS67Zs0al8uef5+gK2bOnOlSOV9fX7p27XrZd2rt2rWLo0ePqh8iIsXk5OS4VO5qrrfI1f0NfjV5c6npj6+HzFOZHM06Sou3LsiQlHn4e/szO9Y9GQLQv39/+vfvD8DIkSNp0KABzz//PNOnTwfgj3/8IwMGDLhov08++YQ2bdpw8803A/DII4/wzTffOAeA//znP3PHHXfw17/+1bnPnDlznO91vPvuu8nJyeHYsWMEBAQAjuuGEyZMICEhgaFDh/Lyyy+zb9//z96dx1VZ5v8ffx02l1JBBTfEpWPIKipIpWIuiFLiRq5TjktZuTT2G3VyX9NKCwepacpcMsU1yEbRcq8ZRVPExBJNU7HcGkkF4XDk94dfzkSm3uQhEN/Px8PH48s573Nd903zPR+u67rv6z7B3//+9yKNSUWkaHJzcw1n9+3bZzjbq1cvw9lf/u1pLxUqVDCcLa6LTG53V+uvHT582FCu4Dt7w4YNt/xbIS0tjQsXLhAUFGR7benSpeTn5xe6oPOXqlevbvhYofjGIXeyf/9+8vPz8fb25pVXXmHjxo0MHDiQ9PR0GjVqVKRzMEpbQIuUYhEREbz55pusWrXKtud9p06deOGFF+zWR0hICOnp6Rw/fpzc3Fzi4+OJiooqlImKimLx4sXAjUWPdu3aYTKZiIqKIj4+npycHI4fP056ejotWrS4Y5sWi4WYmBjGjBlDdna27QvfarUWqXCLiMitdejQgdmzZzN79myee+454MZkxS8XhO+Wv78/33//PadPnyY3N5cNGzbctAjTtm1b1RARkXvMk08+yTvvvKNxiIiIFFkvv16semoVq55axZQ2UwDoZO7EC8H2qyHwv5tLTp48ydq1a+nXrx+1a9dm+/btAGzZsuU3J9S9vLzYvn07eXl5WCwWtm/fbtsCesKECWRmZt60yODl5WW7gOvw4cNcu3at0J1oS5YsITIykqpVq5KVlYWDgwMODg5kZWXZ9ZxFRMq6grmsBQsW2O6abdeuHQMHDrRbH8UxDjFi4sSJTJ8+HYvFgtVqBSj2WqE7gEVKMbPZjNlsxtfX13Yly0MPPUTz5s3t1oeTkxPz588nIiICq9XKoEGD8PPzY9KkSQQHBxMVFcXgwYN5+umnMZvNVK1alfj4eAD8/Pzo1asXvr6+ODk5ERcXh6OjI8BvtlkgLi6OAQMGULFiRQIDA8nKyiIgIIDIyEhcXV3tdm4iIvezhg0b2rYsK/hu9fT0vOn5VnfDycmJ8ePH8+yzz3L9+nW6d+9Oo0aNiI2Nxc/Pj3bt2tGzZ09mzpypGiIicg95+OGHefjhh6lbt67GISIiUiS+7r74uvsCUL1iddgOD7k9RPPa9qshAD179uTixYs4OzsTFxeHq6sr7733Hi+99BJ5eXmUL1+ef/7znwDs3buXf/zjH7z//vtER0ezZcsWAgICMJlMdOrUiS5dunD69GlmzpxJ48aNbc+IHz58OEOGDGHu3Lk8++yzvPXWW5hMJhYtWmS7iCgrK4tFixaxadMmAF5++WUiIyNxcXFh2bJldj1nEZGyrmAuq379+nz55ZfAjZ2Zfrkz0d0qrnFI37592bZtGxcuXMDT05OpU6fa7npOSEggODjYtjtHUFAQAQEBBAYG2vXcfs10h61tS2bfW/ldtAV06dgC2mi7zZs357XXXqNmzZp3zPr6+hru/35z+PDh31rM0H5TpYNqiBQLbQH9P+vXry/yVjf28sADDxjO2nPR2Z5UQ0o11ZAyKjMz03DWzc3NcFZbQMPZs2cN5f7yl7/Qs2dPvLy87pitW7eu4f7vN6ohpZpqSDFxcDC2kWBR5lsmT55sODtp0iTD2XvJ0qVLDWcHDBhgONuhQwfD2Y0bNxrOwi2/A8Ug1ZBSTTXkHqItoEvHFtAWi6VIbW/YsOGOc1lFGYuV1LxYSSlKDdEW0CIiIiIiIiIiIiIiIiIiZYQWgEVEREREREREREREREREyggtAIuIiIiIiIiIiIiIiIiIlBFaABYRERERERERERERERERKSO0ACwiIiIiIiIiIiIiIiIiUkZoAVhEREREREREREREREREpIzQArBIKRceHo7JZLL9CwoKsnsfSUlJeHt7YzabmT179k3v5+Tk0Lt3b8xmM6GhoZw4cQKA5ORkgoKCCAoKokmTJnz88ccAXLt2jRYtWtCkSRP8/PyYPHmyra3+/fsTGBjIuHHjbK/NmDGDhIQEu5+XiMj9LioqipCQENu/fv362b2PnTt3EhkZSUREBO+9994tc2vWrMFkMrF3714AcnNzGThwIAEBATRp0oRt27bZsuPHj6du3bo8+OCDhdqIjY3F39+fyMhIcnNzAfjiiy8YNWqU3c9LROR+99hjj5XacQjArFmzMJvNeHt7s3HjRgBOnTpF27Zt8fX1xc/Pj3nz5tnyY8eOJTAwkGeeecb22tKlS4mJibH7eYmICNSvX79Y64i9a4jmskRESoeoqCjc3d1t/x5//HG793E3NSQ1NZVHH30UPz8/AgICuHbtGgCdOnWy1ZDnn38eq9UKlOw4xKnYe5C7cvjwYcPZ8ePHG84mJiYazubn5xvOmkwmu+aKmu3evbvhbHH9kWb0eLt3707FihVxc3O7bc7BwYGwsDBeeOEFgDvmi8pqtTJs2DA+++wzPD09CQkJISoqCl9fX1tmwYIFuLm5cfToUeLj4xk7diwrVqzA39+fvXv34uTkxA8//ECTJk3o0qUL5cqVY8uWLTz44INYLBZatWpF586dqVixIhUqVCA1NZXw8HAyMzPJyspi9+7dTJgwwa7nJSKlw7lz5wxnP/jgA0O5V155xXCbRakhZVXTpk2Jjo4GoFKlSnZr9+rVq1itVqZNm8b8+fOpUaMGAwYM4JFHHqFhw4aFspcvX2bevHmEhobaXitYLD548CDnzp2jc+fO7NmzBwcHB7p06cLw4cNp1KhRoXY++ugjUlNTefXVV9m4cSNPPvkk06dPZ/ny5XY7LxEpXlevXjWcNZvNhrP16tUzlNuxY4fhNrt162Y4W758ecPZVq1aGc6OHDnScDYyMtJQ7oMPPiAiIoILFy7cNme1WmndujVDhw4FboxD8vLybpl3cira9MLdjEPS0tKIj4/n0KFDnDlzhg4dOnDkyBGcnJyYO3cuzZo14/LlyzRv3pzw8HDq1KnDvn37SE1NZciQIRw8eBCz2czChQtJSkoq0nGLiH35+/uX9CEUi+zsbMPZt956q1iOoWvXrsXSblH8gn/mAAAgAElEQVQU13xWcdQQzWWJlA4FF3sbMWnSJMPZ11577fcczh1VqFDBUK5NmzaG2xwzZozhbNu2bQ1ni6Io60dGj/fIkSOG22zevDm9e/cGoHLlyvz444+3zFauXNlwuy4uLndVQ/Ly8vjTn/7Ehx9+SJMmTbh48SLOzs4ArFy5ksqVK5Ofn090dDSrVq2ic+fOJToO0R3AIveABg0a8MQTT9CnTx8iIiLs2nZycjJms5mGDRvi4uJCnz59bvqCT0xMZMCAAQBER0ezefNm8vPzqVixom2i59q1a7aFFpPJZLtry2KxYLFYMJlMODs7k52dzfXr17FYLDg6OjJp0iSmTp1q13MSEZH/qV27Ni1btqRjx448+uijdm370KFD1K1bF09PT5ydnQkPD2f79u035SZOnMjYsWMLLZCkpaXRrl07ADw8PHB1dbXdHfzII49Qq1atm9rJz8/HYrGQlZWFs7MzS5cupXPnzlStWtWu5yUiIjfUr1+fyMhIevfuTceOHe3a9t2MQxITE+nTpw/lypWjQYMGmM1mkpOTqVWrFs2aNQNuXPTk4+NDRkYGDg4OWCwW8vPzbTVkzpw5jBgxwjZhIyIi9ldc81nFUUM0lyUiUnrUqVOHsLAwOnfuTMuWLe3a9t3UkE2bNhEYGEiTJk0AqFatGo6OjsD/FqLz8vLIzc3FZDKV+DhEC8Ai94AlS5ZQuXJlPDw8WLBggV3bzsjIoG7durafPT09ycjIuGXGycmJKlWqcPHiRQB2795t2+7gH//4h21B2Gq1EhQUhIeHB+Hh4YSGhuLj44O7uzvNmjWjS5cuHD16lOvXr9smaURExP7Wr1/P448/TseOHYt0BacR58+fp0aNGrafa9Sowfnz5wtlvvnmG06dOsUTTzxR6PUmTZrwySefkJeXx/Hjx/nqq684derUbfsbPnw4jzzyCCdPnqRly5YsXLiQYcOG2e+ERESkkKVLl1K1alVq165teKcOo+5mHGLksydOnGD//v2EhoZSqVIlIiMjadq0KbVq1aJKlSrs3r27SHd5i4hI0RXXfFZx1RDNZYmIlA7r1q3jkUceoU2bNqxdu9aubd9NDTly5Agmk4mIiAiaNWvG66+/XuhzEREReHh4UKlSJaKjo0t8HKItoEVKuf79+xMcHMy1a9f429/+xtChQ2nXrh0NGjQo6UMDIDQ0lEOHDnH48GEGDBhA586dKV++PI6OjqSkpHDp0iW6d+/O119/jb+/f6G97bt06cK7777LzJkzOXDgAOHh4Tz77LMleDYiImVLt27dqFevHjk5OcTFxTFr1iyCg4OpU6fOH9L/9evXeeutt1izZs1N7w0aNIjDhw8THBxMvXr1eOyxx2xXTd7K008/zdNPPw3AtGnTGDlyJBs2bGDJkiXUrVuXuXPn4uCg6xtFROyhe/fuhIWFce3aNcaPH8+LL75I27ZtS8045HauXLlCz549iYmJsV2JP2bMGNv2dEOGDGHatGm8//77tqv4tY2niIh9Pfvss3h7e5fa+azforksEZGS161bN8xmMzk5OcTExDBt2jRatGiBp6dnSR8aeXl5fPHFF+zZs4eKFSvSvn17mjdvTvv27QHYuHEj165do3///mzZsoXw8PASHYdohkyklHvppZeIjo7mT3/6E71798ZqtRZpv/w7qVOnTqE7rk6fPn3TwsAvM3l5eWRmZlKtWrVCGR8fHx588EG+/vrrQq+7urrStm3bm/a0T0xMpHnz5ly5coVjx46xcuVKVq9eTVZWlt3OTUTkfjdo0CDat29PZGQkHTp0wGq1cvLkSbu17+7uztmzZ20/nz17Fnd3d9vPWVlZHDt2jMcff5z69euza9cuoqKibM+Pf+utt0hJSSExMZFLly7x8MMPG+r3zJkzJCcn061bN+bOncuKFStwdXVl8+bNdjs3EZH73ZAhQ+jZsyf9+/fnqaeewmq1kp6ebrf272YccrvPWiwW23H36NHjpn73799Pfn4+3t7erFq1ipUrV3Ls2DG7npuIiMD48eOLbT6ruGpIAc1liYiUnEGDBtGxY0e6dOlCp06dsFqtfP/993Zr/25qiKenJ2FhYVSvXp2KFSsSGRnJvn37Cn22fPnydO3a9aZd+EpiHKIFYJFSLC0tjWeeeYa4uDj+/ve/s2TJEipUqEBAQIDd+ggJCSE9PZ3jx4+Tm5tLfHw8UVFRhTJRUVEsXrwYgNWrV9OuXTtMJhPHjx8nLy8PgO+//55vvvmG+vXrc/78eS5dugRAdnY2n332GY0bN7a1Z7FYiImJYcyYMWRnZ9ueHWy1WsnNzbXbuYmI3M/S09MZNWoUK1euJD4+nvXr11OuXDnMZrPd+vD19eXkyZNkZGRgsVj47LPPCAsLs73/4IMP8vnnn3PixAlOnDjBI488wieffEJwcDBZWVlcvXoVgM8++wwnJyd8fX0N9Ttx4kSmTZsGYKsjDg4OmngREbGTI0eO8NJLL/H2228TGxvL0qVLqVChAv7+/nbr427GIVFRUcTHx5OTk8Px48dJT0+nRYsW5OfnM3jwYHx8fHj55Zd/s9+JEycyffp0LBYLVqsVQDVERMTOUlNT6dKlS7HNZxVHDdFclohIySuYy1q+fDkfffQR69ato3z58jRq1MhufdxNDYmIiODgwYNkZWWRl5fH9u3b8fX15cqVK/zwww/AjQXjf/3rX4VqCJTMOERbQIuUYtWqVeP69etMnjyZrKwsfH19mTlzJrVr17ZbH05OTsyfP5+IiAisViuDBg3Cz8+PSZMmERwcTFRUFIMHD+bpp5/GbDZTtWpV4uPjAfjiiy+YPXs2zs7OODg48Pbbb1O9enVSU1MZMGAAVquV69ev06tXL5588klbn3FxcQwYMICKFSsSGBhIVlYWAQEBREZG4urqardzExG5n7m5uXH9+nX++c9/cu3aNRo2bMgLL7xQ6A7du+Xk5MSYMWMYOXIkVquVqKgoHnroIf7xj3/g4+NDmzZtbvnZc+fOERERgYODA3Xq1OHDDz+0vTdmzBiWLVtGVlYWnp6eDBkyhClTpgA3rpgEbM/c6tevHwEBAdStW9e2pY6IiNydghoybdo0srKy8PHxYfr06aVmHOLn50evXr3w9fXFycmJuLg4HB0d+eKLL/jwww8JCAggKCgIgFdffZXIyEgAEhISCA4Otp1HUFAQAQEBBAYG0qRJE7udm4jI/c7d3R2r1Vps81nFUUN++OEHzWWJiJSwgnHI22+/bZvLGjlyJB4eHnbr425qiJubGy+//DIhISGYTCYiIyN54oknOHv2LFFRUeTk5HD9+nXatm3L888/b+uzpMYhpvz8/Nu9f9s3pfgdPnzYcHb8+PGGs7++/fx27vC/kUIKrn4riTaBIj08OyEhwXC2OI53+vTptGvXjnr16t0xW6tWLcP9328OHz6Mj4/Pr182/j8aKU6qIcK5c+cMZz/44ANDuVdeecVwm0WpIfei9evXU7169ZI+jDsKDg4u6UP4TaohpZpqSBl15swZw9nHH3/ccLZVq1aGcuXLlzfc5ptvvmk4W5R2i+K///2v4WzBIuedHD58mBUrVhiaRCnKnVpOTvfX9eWqIaWaakgxcXAwtpFgUf4GX7VqleHsb23rXlplZ2cbzhqtYQApKSmGs7GxsYazL774ouEs3PI7UAxSDSnVVENKWFHuqJ80aZLh7GuvvfZ7DueOKlSoYCh3uwvkf60oF7e3bdvWcLYoirJ+ZPR4Cx4DsGHDhjvOZRVlfGX0cWIALi4uhrOlVVFqiLaAFhEREREREREREREREREpI7QALCIiIiIiIiIiIiIiIiJSRtxfezSVIm+99Zah3P/7f//PcJvFta1yUdo1+lzB/v37G26ze/fuhrMVK1Y0nP34448NZ4vyOzCqcePGODs7F9t2cSIixWX69OmGs2+//bbh7NmzZ3/P4YiISAkrylbNqampxXIMW7duNZQbPHiw4Tbz8vJ+7+HYjZubm+Hso48+aii3a9cu8vPzsVqtd8xev37dcP8iUvYVx9xI69at7d5maWB0S1AAs9lsOLt//37DWX2Hi0hpYnRr53tpW2eA3r17G8otXLjw9x5OiejatavhrNHHxnTu3Bm48eiYO62JXLt2zXD/RXn8nKenp+FsWaA7gEVEREREREREREREREREyggtAIuIiIiIiIiIiIiIiIiIlBFaABYRERERERERERERERERKSO0ACxSymVmZvLMM8/g6urKgw8+SFhYmN37SEpKwtvbG7PZzOzZs296Pycnh969e2M2mwkNDeXEiRO292bNmoXZbMbb25uNGzfesc3+/fsTGBjIuHHjbK/NmDGDhIQEu5+XiMj97vLly0yePJm2bdsSFhbGc889Z/c+/v3vf9OzZ0+6d+/OokWLbno/NzdXNURE5B50+fJlBg0ahIeHB1WrVqV9+/Z270PjEBGRsunSpUslPpcFsHLlSnx9ffHz86Nfv34AbN26laCgINu/8uXL22pB69atba/Xrl2bbt26AbBmzRr8/Pxo3bo1Fy9eBODYsWOGn/0pIiLG/fzzz8U+l3U34xCAkydP8uCDDzJnzhzba2+99RZ+fn74+/vTt29f23OMS3Ic4lTsPYjIXRkxYgTr16/nL3/5Cz4+Pvz73/+2a/tWq5Vhw4bx2Wef4enpSUhICFFRUfj6+toyCxYswM3NjaNHjxIfH8/YsWNZsWIFaWlpxMfHc+jQIc6cOUOHDh04cuQIwG+2mZeXR4UKFUhNTSU8PJzMzEyysrLYvXs3EyZMsOt5iYgITJs2jR07dtCnTx8aNGhAamqqXdu3Wq28/vrrzJ8/nxo1ajBgwADCwsJo2LChLZOYmKgaIiJyDyqoISNGjKBx48bs2rXLru1rHCIiUnYNGjSIxMTEEp3LSk9PZ9asWXz55Ze4ublx7tw5ANq2bUtKSgoAP/30E2azmY4dOwKwc+dO2+d79uxJ165dAYiNjWXPnj2sXbuWZcuWMWLECCZMmMCMGTPsel4iIgKTJk1i69atxTqX9XvHIQVefvllOnfubPs5IyODv//976SlpVGhQgV69epFfHw8zZo1K9FxiBaARUqxEydO8Omnn9K/f39mzZqFo6MjQ4YMsWsfycnJmM1m22R9nz59SExMLPSFl5iYyJQpUwCIjo5m+PDh5Ofnk5iYSJ8+fShXrhwNGjTAbDaTnJwM8JttduvWjezsbK5fv47FYsHR0ZFJkyYxdepUu56TiIjA6dOn2bZtG506dWL48OE4ODjYrmC3l0OHDlG3bl08PT0BCA8PZ/v27YUWgHfs2MGbb74JqIaIiNwrCmpI3759mTFjBo6OjgwaNMiufWgcIiJSNn333Xd8/PHHJT6X9d577zFs2DDc3NwA8PDwuKmd1atX07lzZypWrFjo9Z9//pktW7awcOFCABwcHMjJySErKwtnZ2d27txJzZo1adSokV3PS0Tkfnfq1Ck2b95crHNZdzMOMZlMJCQk0KBBAx544IFC7ebl5ZGdnY2zszNZWVnUrl0bZ2fnEh2HaAtokVLs22+/BWDPnj088MADPPDAA4wdO9aufWRkZFC3bl3bz56enmRkZNwy4+TkRJUqVbh48eItP3ur1318fHB3d6dZs2Z06dKFo0ePcv36dZo1a2bXcxIRETh+/DgAaWlptG7dmrCwMGJjY+3ax/nz56lRo4bt5xo1anD+/PlCmXPnzqmGiIjcYwpqyN69e3Fzc8PNza3QlmX2oHGIiEjZlJaWBpT8XNaRI0c4cuQILVu25JFHHiEpKemmduLj4+nbt+9NryckJNC+fXsqV64MwCuvvEKHDh1Yt24dffv2Zfr06UycONGu5yQiIjcuIoLincu6m3HIlStXeO2115g8eXKhfJ06dfjrX/+Kl5cXtWrVokqVKnTs2LHExyG6A1ikFMvJyQHg6tWrrFixgri4OF5//XXCw8Pp0KFDCR/d7xMTE2P7v7t06cK7777LzJkzOXDgAOHh4Tz77LMleHQiImWHxWIB4Nq1a7z66qusWrWKJUuW0KJFC0JDQ0v46H4f1RARkT9GQQ3Jysrio48+4p133mHu3Lm0b9++WJ4F/EdQDRER+WOUlrmsvLw80tPT2bZtG6dPnyYsLIyDBw/i6uoKwA8//MDBgweJiIi46bPLly8vdNdyeHg44eHhACxZsoTIyEiOHDnCnDlzcHNzY968eTfdRSwiIkWXm5sLlN65rClTpjBq1CgefPDBQq//97//JTExkePHj+Pq6spTTz3F0qVL+dOf/lSi4xDdASxSitWrVw+A1q1b06NHD3r16gXAsWPH7NZHnTp1OHXqlO3n06dPU6dOnVtm8vLyyMzMpFq1arf8rJE2ExMTad68OVeuXOHYsWOsXLmS1atXk5WVZbdzExG5n9WuXRuAoKAg2rVrZ5uw+PVVjXfD3d2ds2fP2n4+e/Ys7u7uhTIeHh6qISIi95iCGtKyZUu6detGdHQ08L8r8u1B4xARkbKpQYMGQMnPZXl6ehIVFYWzszMNGjTg4YcfJj093fb+ypUr6d69O87OzoU+d+HCBZKTk3niiSdu6jcrK4tFixYxbNgwJk+ezOLFi2nVqhUfffSR3c5NROR+VvBdXpxzWXczDtm9ezdjxoyhfv36xMTE8OqrrzJ//nw+//xzGjRogLu7O87OzvTo0YN///vfhdosiXGIFoBFSrHAwEB8fX3ZvHkz7733HgsXLsTR0ZGWLVvarY+QkBDS09M5fvw4ubm5xMfHExUVVSgTFRXF4sWLgRvPR2nXrh0mk4moqCji4+PJycnh+PHjpKen06JFizu2abFYiImJYcyYMWRnZ2MymYAbD2AvuMpHRETujre3N2azmT179vDxxx+zbt06HB0dCQwMtFsfvr6+nDx5koyMDCwWC5999hlhYWGFMq1bt1YNERG5xxTUkK1bt7JgwQKWLFmCo6Mjjz32mN360DhERKRsatq0KQEBASU+l9WtWze2bdsG3FjUPXLkiO15j3DjLt/f2v559erVPPnkk5QvX/6m99544w1Gjhxpe6ajyWTCwcFBFxGJiNiJj48PjRo1Kta5rLsZh+zcuZMTJ05w4sQJ/vKXvzBu3DiGDx+Ol5cXu3btIisri/z8fDZv3oyPj4+tvZIah2gL6BJS8GzXOyn4H4K9FaXd7t27G86+9dZbhnJeXl6G2yyKHj16GM4W1++2Z8+ehnI9evTg8OHDuLm53Ta3cuVKhgwZwogRI/Dy8mLJkiX4+/vb41CBG3vYz58/n4iICKxWK4MGDcLPz49JkyYRHBxMVFQUgwcP5umnn8ZsNlO1alXi4+MB8PPzo1evXvj6+uLk5ERcXByOjo4Av9lmgbi4OAYMGEDFihUJDAwkKyuLgIAAIiMjbVvxiMjd++abbwxnR48ebTi7adMmw9mCLSRLSsEdTEZkZmYazl69evX3HM4fymQyMWPGDGbOnMmcOXOoWbMmU6ZMwWw23/Izv776/XaqVasGwKxZsxg1ahRWq5XevXvTsmVL5syZQ2BgIB07duS5557jlVdeUQ0RKcO2b99uOPvrK6tvJzEx0XC2efPmhrP3koJn8Rrx/vvvG8r5+fnh7OxMhQoVbpubM2cOs2fPZtSoUXh5ebFo0SKaNGli+HjuROMQkXuP0XmU4ppvkaL9bh0cSua+H5PJZNtCuSTnsiIiIti0aRO+vr44Ojryxhtv2MYwJ06c4NSpU7Rp0+amtuPj4/nb3/520+tnzpwhOTnZ9tzHESNGEBISgqurKwkJCXY7N5Gy6uLFi4Zy7733XjEfyZ3NnDnTcHbUqFHFeCT3hl9eXHM7M2bMAMDV1fW283WLFi3i+eeft81lTZ06lUaNGtnlWOHuxiG3EhoaSnR0NM2aNcPJyYmmTZvy3HPP2d4vqXGIKT8//3bv3/ZN+f2ef/55Q7mifOHd4b9lIUX5g7Fbt26Gs/fSAnBRJpSK8rs1ugC8atUqDh8+XOhKECm6W/wONdosHVRDSlhZXQAuyndyURYa7sUF4PXr11O9enW7tfd7FoCN8PT0/D2HU+xUQ0o11ZB7SFHGFloALpqiLAAbXZz18vJi3rx51KxZ847ZooxVSmqhoaSohpRqqiHFxOj/nxelLvz444+Gs79+1EhZ0bt3b8PZ1atXG87GxsYazr744ouGs3DL70AxSDWkVFMNKSY//PCDoVxRLhb56aeffu/h3Nabb75pOKsFYONWrVoF3HhUwJ0WjYsyDqpRo4bhbGmdnyqKotSQ+2uEJiIiIiIiIiIiIiIiIiJShmkBWERERERERERERERERESkjNACsIiIiIiIiIiIiIiIiIhIGaEFYBERERERERERERERERGRMkILwCIiIiIiIiIiIiIiIiIiZYQWgEVEREREREREREREREREyggtAIuUYosWLcJkMt3078SJE3btJykpCW9vb8xmM7Nnz77p/ZycHHr37o3ZbCY0NLRQ/7NmzcJsNuPt7c3GjRttrw8aNAgPDw/8/f0LtTV27FgCAwN55plnbK8tXbqUmJgYu56TiMj9bt26dYSEhNz078yZM3btZ+vWrbRp04ZWrVoRFxd30/u3qiEWi4UBAwYQEBCAj48Ps2bNsn3m0qVLREdH07hxY3x8fPjPf/4DqIaIiPxREhIS8Pf3x9HRsdC/e2Eccqs2+/fvT2BgIOPGjbO9NmPGDBISEux6TiIi97t7eS6rfv36BAQEEBQURHBwsO11jUNERP4Yy5Yto1q1agQHBxf6Z++5LHvXkFOnTtG2bVt8fX3x8/Nj3rx5tnxJ1hAtAIuUYm3atGH58uUsX76cDz/8EBcXF2rUqEGdOnXs1ofVamXYsGFs2LCBtLQ0li9fTlpaWqHMggULcHNz4+jRo4waNYqxY8cCkJaWRnx8PIcOHSIpKYkXX3wRq9UKwJ///GeSkpIKtZOZmcm+fftITU3FxcWFgwcPkp2dzcKFCxk2bJjdzklERKBZs2bMnDmTmTNnMnXqVJydnalatSoeHh5268NqtTJhwgSWLFnCli1bSExM5MiRI4Uy8fHxv1lDVq1aRU5ODgcPHuSrr77i3Xfftf1B/dJLL9GpUye++eYbDhw4gI+Pj2qIiMgfKDg4mNdff52PPvqIxYsX3zPjkFu1mZqaSoUKFUhNTWXPnj1kZmbyww8/sHv3brp162a3cxIRkXt7LgtuXOCakpLC3r17Ac1liYj8kVq2bMl7773HzJkzmTZtGs7OzlSrVs3uc1n2riFOTk7MnTuXtLQ0du3aRVxcHGlpaSVeQ7QALFKKNWjQgD59+tCnTx/Kly9Pbm4ugwYNwtnZ2W59JCcnYzabadiwIS4uLvTp04fExMRCmcTERAYMGABAdHQ0mzdvJj8/n8TERPr06UO5cuVo0KABZrOZ5ORkAMLCwqhatWqhdhwcHLBYLOTn55OVlYWzszNz5sxhxIgRdj0nERGBOnXq0LFjRzp27Ei5cuWwWCxERUXh5ORktz5SUlKoX78+9erVw8XFhaioKDZt2lQos2nTpt+sISaTiatXr5KXl0d2djYuLi5UrlyZzMxMduzYweDBgwFwcXHB1dVVNURE5A/k6elJZGRkoXHIwIEDS/045FZtOjs7k52dzfXr17FYLDg6OjJp0iSmTp1qt/MREZEb7uW5rN+icYiIyB+nXr169OjRg4iICFxcXIplLqs4akitWrVo1qwZAJUqVcLHx4eMjIwSryH2+61JkfTr189Q7vvvvy+W/rt37244+9xzz9m9/6Kc16hRowxnP/74Y8NZk8lkONu8eXPD2XfeecdwtijeffddHBwc7P7fIyMjg7p169p+9vT0ZPfu3bfMODk5UaVKFS5evEhGRgaPPPJIoc9mZGTcsq9KlSoRGRlJ06ZNad++PVWqVGH37t1MnDjRruckUtZ98803hnJdunQx3OaxY8d+7+GUap07dzacLdhm2IhfXxlY2q1duxYHB4c71v+GDRsabrNSpUrs2rWLRo0a4enpCYCfnx+7d++2/Qxw8eLF36wh0dHRJCYmUqtWLbKysnjrrbeoWrUqKSkpuLu7M3DgQA4cOEDz5s2ZN2+eaohIKfbLvyXv5HZ/K/7a1q1bDWeNfn+5ubkZbrO4FOV3UHCluRE5OTmGcrNnz8bNzc3QnVgODg689957ODg4MHToUBwc7HcNeXGNQ36rTR8fH9zd3WnWrBlPP/00R48e5fr167ZJGhERKR732lyWyWSiY8eOmEwmhg4dynPPPadxiIid1KpVy1BuxIgRhtvcv3+/4ezQoUMNZ3+5BbzYT4UKFYAbYwwj4wqjc1lFVdzrISdOnGD//v2EhoaWeA3RArDIPeDYsWNs3ryZzp07U79+/ZI+nLsyZswYxowZA8CQIUOYNm0a77//Pps2bSIwMJAJEyaU8BGKiJQtp0+fZs+ePTz22GPUrl27pA/HJjk5GUdHR86cOcN///tfWrduTYcOHcjLy2Pfvn3ExsYSGhrKSy+9xOzZs5k+fbpqiIjIH6wsjUN++YytLl268O677zJz5kwOHDhAeHg4zz77bAkenYhI2XMv1pAvvviCOnXqcO7cOcLDw2ncuDFhYWEah4iI/MFK61zWnVy5coWePXsSExND5cqVgZJdD9EW0CL3gHfffZf8/HxeeOEFu7ddp04dTp06Zfv59OnTN90N8MtMXl4emZmZVKtWzdBnb2X//v3k5+fj7e3NqlWrWLlyJceOHSM9Pd0OZyUiIgXWrl1Lfn4+PXv2tHvbd1NDli1bRqdOnXB2dsbDw4OWLVuyd+9ePD098fT0JDQ0FLix1c6+ffsKtakaIiLyx7jXxiFG2kxMTKR58+ZcuXKFY8eOsXLlSlavXk1WVpbdz1FE5H52r9WQgs8AeHh40L1795u2htY4RETkj7FmzRry8/OJjqeQUF4AACAASURBVI62e9vFVUMsFgs9e/akf//+9OjR46Z+S6KGaAFYpJTLzc1l0aJFeHl5ERkZaff2Q0JCSE9P5/jx4+Tm5hIfH09UVFShTFRUFIsXLwZg9erVtGvXDpPJRFRUFPHx8eTk5HD8+HHS09Np0aKFoX4nTpzI9OnTsVgsWK1W4Mb2D5p4ERGxH4vFwqeffkrNmjVp2bKl3du/mxri5eXFli1bALh69Sq7du2icePG1KxZk7p16/Ltt98CsHnzZnx9fQu1qRoiIlL87sVxyJ3atFgsxMTEMGbMGLKzs22PBbJareTm5tr9HEVE7lf3Yg25evUqly9fBm6MTzZt2oS/v3+hNjUOEREpfrm5uaV2LutWNSQ/P5/Bgwfj4+PDyy+//Jv9lkQN0RbQIqXc2rVrOX/+PNOnT7frM7cKODk5MX/+fCIiIrBarQwaNAg/Pz8mTZpEcHAwUVFRDB48mKeffhqz2UzVqlWJj48HbjzrsVevXvj6+uLk5ERcXByOjo4A9O3bl23btnHhwgU8PT2ZOnUqgwcPBiAhIYHg4GDb9g1BQUEEBAQQGBhIkyZN7H6OIiL3q61bt/Lf//6X559/vtTVkGHDhjFw4ED8/PzIz89n4MCBBAYGAhAbG0v//v3Jzc2lYcOGLFy40NanaoiIyB9j3bp19+Q45LfaLBAXF8eAAQOoWLEigYGBZGVlERAQQGRkJK6urnY/RxGR+9W9OJd19uxZ23Mm8/Ly6NevH506dbL1qXGIiMgfY926daV2LutWNeSLL77gww8/JCAggKCgIABeffVV20VQJVVDTPn5+bd7/7Zvyu+3Y8cOQ7lZs2YVS/9FeXD2c889Z/f+v//+e8PZUaNGGc5+/PHHhrMFV3sb0bx5c8PZDRs2GMpVr16dw4cP4+PjY7htudktfofG/+NKcVINKSbffPONoVyXLl0Mt3ns2LHfezh/uDv87VLIkCFDDGf/85//GM6mpaUZzhan9evXU716dbu15+3tbThbqVIlu/VbUlRDSjXVkHuIl5eX4WxGRobh7GuvvWY4W3Ch4Z24ubkZbrO4FOV3UJSxUGJioqHcmjVrqF27Ng0bNrxjVouit6YaUqqphhQTo5OwRZlv+fHHHw1n3d3dDWfvJb179zacXb16teFsbGys4eyLL75oOAu3/A4Ug1RDSjXVkBI2ZcoUw9n9+/cbzg4dOtRwNjg42HDWw8PDcPZ+9+mnnwIYGosUZZ6yRo0ahrOenp6Gs6VVUWqItoAWERERERERERERERERESkjtAAsIiIiIiIiIiIiIiIiIlJGaAFYRERERERERERERERERKSM0AKwiIiIiIiIiIiIiIiIiEgZoQVgEREREREREREREREREZEywqmkD+B+FRYWZtfcveaZZ54xnP3iiy8MZ00mU7FkN2zYYDhbvXp1w1kRkQJff/214Wznzp0N5TIyMn7v4dxW/fr1DWdbtmxpONu7d29DuenTpxtu8+DBg4azR48eNZxt0qSJ4eyBAwcMZ40KCgoCwMXFhYoVK942W61aNcPtPvjgg3d1XCJyf3r99dcNZwcOHGg4O2bMGMPZiRMnGsp9+OGHhtuMjIw0nN29e7fhbLdu3Qxnc3NzDWeN/g6efPJJDh8+jKurq+G2RUSkaDIzMw1nd+3aVYxHYkxKSoqhXEHtyMvLIycn57bZcuXK3fVxicj9Z8qUKSV9CFJMTp48CYCHh8cdxzn5+fl/xCGVeboDWKSUi4mJoX79+pQrV44GDRoQGxtr1/YHDRqEh4cH/v7+ttdGjx5N48aNCQwMpHv37ly6dOmmz127do0WLVrQpEkT/Pz8mDx5su29+fPnYzabMZlMXLhwwfb6G2+8QVBQEEFBQfj7++Po6MhPP/3E+fPnadWqFf7+/iQkJNjyXbt25cyZM3Y9XxGR+8mSJUsIDg7Gy8uLkJAQ3n//fbv3kZSUhLe3N2azmdmzZ9/0fk5ODr1798ZsNhMaGsqJEyds782aNQuz2Yy3tzcbN24E4NSpU7Rt2xZfX1/8/PyYN2+eLT927FgCAwMLXUi2dOlSYmJi7H5eIiL3u5hdMdSPqU+5GeVoMK8BsbvtOw4BmDdvHv7+/vj5+dm+yw8cOMCjjz5KQEAAXbp04eeffzb82QKxsbE0btwYPz+/QhcS/Fbd0VhERMT+YmNji3UuC+48DnnzzTfx9fUlMDCQ9u3b8/3339veO3nyJB07dsTHxwdfX1/bGKV169a2eavatWvbLtpas2YNfn5+tG7dmosXLwJw7Ngxwxcxi4iIce+++y5RUVE89thjdO3alRUrVti9j987l2WxWBgwYAABAQH4+Pgwa9Ys22cuXbpEdHQ0jRs3xsfHh//85z9Ayc5laQFYpBRLT09n1KhRODg48Oabb2KxWBg5ciSnTp2yWx9//vOfSUpKKvRaeHg4X3/9NampqTz88MOFvsgKlCtXji1btnDgwAFSUlJISkqyXbXasmVLPv/8c+rVq1foM6NHjyYlJYWUlBRmzZpFmzZtqFq1KsuXL+f5558nOTnZ9sW3bt06mjZtSu3ate12riIi95Pvv/+e1157DQcHB6ZMmUJeXh4TJkyw653hVquVYcOGsWHDBtLS0li+fDlpaWmFMgsWLMDNzY2jR48yatQoxo4dC0BaWhrx8fEcOnSIpKQkXnzxRaxWK05OTsydO5e0tDR27dpFXFwcaWlpZGZmsm/fPlJTU3FxceHgwYNkZ2ezcOFChg0bZrdzEhERSL+YzqiNo3AwOfBmxzexWC2MTBrJqUz7jUO+/vpr3nvvPZKTkzlw4ACffvopR48eZciQIcyePZuDBw/SvXt33njjDcOfBdi6dSuJiYkcOHCAQ4cO8de//hW4dd3RWERExL6OHj3K6NGji3Uuy8g4pGnTpuzdu5fU1FSio6MLXRD0zDPPMHr0aA4fPkxycjIeHh4A7Ny50zZv9eijj9KjRw/gxoL2nj17GDp0KMuWLQNgwoQJzJgxw27nJCIi8N133zFp0iRMJhN/+ctfyMvLY86cOfz444926+Nu5rJWrVpFTk4OBw8e5KuvvuLdd9+1LQ6/9NJLdOrUiW+++YYDBw7g4+NT4nNZWgAWKcWuX78OQJ06dejQoQM1a9akXLlylC9f3m59hIWFUbVq1UKvdezYESenGzvEP/LII5w+ffqmz5lMJttWoRaLBYvFYttWu2nTpnfcInb58uX07dsXAGdnZ7KyssjJycHR0ZG8vDxiYmKKtO2fiIgUVlBDatWqRVhYGO7u7pQrV86uW7ElJydjNptp2LAhLi4u9OnTh8TExEKZxMREBgwYAEB0dDSbN28mPz+fxMRE+vTpY7srwGw2k5ycTK1atWjWrBkAlSpVwsfHh4yMDBwcHLBYLOTn55OVlYWzszNz5sxhxIgRODs72+2cREQEruf/3zikch06NOxAzQdrUs6xHOWd7DcOOXz4MKGhoVSsWBEnJyfatGnD2rVrOXLkiO1RSOHh4axZs8bwZwHeeecd/va3v9nqXcGk/q3qjsYiIiL29UfMZRkZh7Rt29b2uJxfzm2lpaWRl5dHeHg4cOMxOL9+rM7PP//Mli1bbHcAOzg4kJOTYxuH7Ny5k5o1a9KoUSO7nZOIiPyvhnh4eNCiRQuqVauGi4tLqZnLMplMXL16lby8PLKzs3FxcaFy5cpkZmayY8cOBg8eDNx4ZJurq2uJz2VpAVikFPP29mb27Nl8+eWXNG7cmP379/PPf/4Td3f3P+wYPvjgg1s+b9RqtRIUFISHhwfh4eGEhoYaajMrK4ukpCR69uwJQL9+/UhMTCQ8PJxx48bx9ttv8/TTT9/xuZYiInJrDRo0YNSoUSQnJ9OqVSu+/vpr3njjDbs+qz4jI4O6devafvb09LzpDuNfZpycnKhSpQoXL1409NkTJ06wf/9+QkNDqVSpEpGRkTRt2pRatWpRpUoVdu/eXaRnaYqIiDHe1b2Z3X42X578ksZxjdn/437+2eWfuD9gv3GIv78/O3fu5OLFi2RlZbF+/XpOnTqFn5+fbQJm1apVv3nH2K0+C3DkyBF27txJaGgobdq0Yc+ePcCta5bGIiIi9vXwww8zY8aMYp3LMjKW+KUFCxbY5raOHDmCq6srPXr0oGnTpowePRqr1Voon5CQQPv27alcuTIAr7zyCh06dGDdunX07duX6dOnM3HiRLudj4iI3GA2m5kwYQIHDhzgqaee4ttvv2XcuHG4ubnZrY+7mcuKjo7mgQceoFatWnh5efHXv/6VqlWrcvz4cdzd3Rk4cCBNmzZlyJAhXL16tcTnsrQALFKKnT9/ntjYWIKCgkhISKBJkyYMHz78N+/ILQ4zZ87EycmJ/v37/+b7jo6OpKSkcPr0aZKTk/n6668Ntbtu3Tpatmxpu/O4SpUq/Otf/2Lv3r00a9aMdevWER0dzbPPPkt0dLRtv3wRETHup59+YtmyZfj7+7No0SL8/PwYN27cPfM8wytXrtCzZ09iYmJsEy9jxowhJSWFuXPnMnHiRKZNm8b7779Pr169tP2aiIgdnb96ntjkWIJqBpHQO4EmNZowfP1wTv9sv3GIj48PY8eOpWPHjnTq1ImgoCAcHR354IMPePvtt2nevDmXL1/GxcXF8GcB8vLy+Omnn9i1axdvvPEGvXr1Ij8//5bHobGIiIh9nT9/nnfeeafE5rJ+benSpezdu5fRo0cDN+rEzp07mTNnDnv27OG7775j0aJFhT7zy13r4MaOFF999RXr1q0jMTGRyMhIjhw5YqsXWVlZf+QpiYiUWRcuXGDBggU8/PDDzJkzh0aNGvHGG29w9uzZkj404Mbdw46Ojpw5c4bjx48zd+5cvvvuO/Ly8ti3bx8vvPAC+/fv54EHHrA9W7gk57K0ACxSim3bto2MjAx69OhB165d6dGjB5cvX/5DJiEWLVrEp59+ykcffWTb2vlWXF1dadu27U3PEr6V+Pj4Qn9I/9L06dMZP348y5cvp1WrVixevJgpU6YU9fBFRO57e/bs4ezZs0RGRtKpUyciIyO5cuUKe/futVsfderUKXRn1unTp6lTp84tM3l5eWRmZlKtWrXbftZisdCzZ0/69+9ve+7WL+3fv5/8/Hy8vb1ZtWoVK1eu5NixY6Snp9vt3ERE7mfbTmwj43IGPXx60LVxV3r49OBy7mX+c8q+45DBgwfz1VdfsWPHDtzc3Hj44Ydp3LgxmzZt4quvvqJv37489NBDhj8LN67g79GjByaTiRYtWuDg4MCFCxcM1SyNRURE7t6OHTuKfS7LyHc6wOeff87MmTP55JNPbNuHenp6EhQURMOGDXFycqJbt27s27fP9pkLFy6QnJzME088cVN7WVlZLFq0iGHDhjF58mQWL15Mq1at+Oijj+x2biIi97N///vf/PDDD7Rt25Y2bdrQtm1brl69ysGDB+3Wx93MZS1btoxOnTrh7OyMh4cHLVu2ZO/evXh6euLp6WnbITU6OrpQbYGSmcvSArBIKdagQQPgxtWKCxYssP1BWTC5UVySkpJ4/fXX+eSTT2659dn58+e5dOkSANnZ2Xz22Wc0btz4jm1nZmayfft2unbtetN76enpnD59mscff5ysrCwcHBwwmUxkZ2ff3QmJiNyHCv54XbNmDcuWLbM9G/FWE+m/R0hICOnp6Rw/fpzc3Fzi4+OJiooqlImKimLx4sUArF69mnbt2mEymYiKiiI+Pp6cnByOHz9Oeno6LVq0ID8/n8GDB+Pj48PLL7/8m/1OnDiR6dOnY7FYbNu1OTg46Mp7ERE7aeD2f+OQ1KUs2LeAjw7+3zikmn3HIefOnQPg5MmTrF27ln79+tleu379OjNmzOD55583/FmAbt26sXXrVuDGNp+5ublUr179lnWngMYiIiL2Ub9+faB457KMjEP279/P0KFD+eSTT2zPgy/47KVLlzh//jwAW7ZswdfX1/b+6tWrefLJJ3/zmcVvvPEGI0eOxNnZmezsbEwmk8YhIiJ25OXlBcCGDRtITEy03XBW8Lo93M1clpeXF1u2bAHg6tWr7Nq1i8aNG1OzZk3q1q3Lt99+C8DmzZsL1RYombksLQCLlGLBwcHMnTuXnJwchg0bRk5ODvPnz6dJkyZ266Nv3748+uijfPvtt3h6erJgwQKGDx/O5cuXCQ8PJygoyDbpcubMGSIjIwFsV+IEBgYSEhJCeHg4Tz75JAB///vf8fT05PTp0wQGBjJkyBBbfx9//DEdO3bkgQceuOlYxo8fz8yZM23H9c477xASEsJLL71kt/MVEblf+Pv7M3r0aHJycnjllVfIycnh1Vdfxc/Pz259ODk5MX/+fCIiIvDx8aFXr174+fkxadIkPvnkE+DGHVoXL17EbDbz5ptv2rbA8fPzo1evXvj6+tKpUyfi4uJwdHTkyy+/5MMPP2TLli0EBQURFBTE+vXrbX0mJCQQHBxM7dq1cXV1JSgoiICAAK5du2bX+igicj8Lrh3M3I5zybHmMGz9MHLycpjfeT5Natr3e7Znz574+vrSpUsX4uLicHV1Zfny5bY7gWvXrs3AgQOBwmORW30WYNCgQXz33Xf4+/vTp08fFi9ejMlkumXdKaCxiIiIfTRv3pzXXnutWOeyjIxDRo8ezZUrV3jqqacICgqyTe47OjoyZ84c2rdvT0BAAPn5+Tz77LO2tm+1a92ZM2dITk62PbdxxIgRhISE8I9//MN2EZKIiNydoKAgpk6disVi4fXXXyc3N5fRo0fb9SKiu5nLGjZsGFeuXMHPz4+QkBAGDhxIYGAgALGxsfTv35/AwEBSUlIYN26crc+Smssy3e5ZOMBt3xT5vdq0aWM4+8UXXxjO3uF/z4XcaVvjXyrKHvPVq1c3nD18+DA+Pj6G83KzW/wOjf/HleKkGlIERp+hDdC5c2dDuYyMjN97OLdVcEW3ES1btjSc7d27t6Hc9OnTDbdZlO/6lJQUw9mifHcfOHDAcNaooKAgAObMmUPNmjVvm61WrZrhdn95ZfydFOV3W1qphpRqqiH3kPj4eMPZgsU8I3JycgxnC7Z1vJMPP/zQcJu/XGy8k927dxvOFkwcG5Gbm2s4O378eEO5CRMmaBxiB6ohpZpqSDFxcDB2H0lR/k788ccfDWfd3d0NZ0taZmam4WzBxLERRXmObmxsrOHsY489ZihXcLHN5cuX7zgZb7Q2349UQ0o11RCRYvL2228DN256u9Pc4smTJw23e6d5sV/y9PQ0nC2tilJDdAewiIiIiIiIiIiIiIiIiEgZ4VTSByAlo+A5F0YsXbrUcLbgVvg7KXhekxFFuXK0KHcAF0VxtSsiZVvBcx+M6NKli+Gs0Tt7XVxcDLdp5BneBZYsWWI4W5Sr2Y1q3ry54WxRasiJEycMZ4tyxWBISIjhrNEdJwrulq5YsSJubm63zdaoUcNw/yIiv0efPn0MZ4vy/Tlp0iTD2e3btxvK9e/f33CbRamjV69eNZytV6+e4eyGDRsMZ4tSy0VEpHiNGTPGcLYod/UWxYwZMwxnr1y5YihXsWJF4MaY8Pr167fNOjkZn3a+05jml4pyZ3FRdkMSEZHidezYMeDGrnZF2e1Jfj/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/1bUMqY7GISIi1199yZDaHIfoCWARF5eTk8Pdd9+Nl5cX27dvty+t7Cjt2rWjsLDQ/vOJEydo165dtTVlZWUUFRXRsmXLyx5rtVoZMWIE48aN44EHHrjovJmZmdhsNnx9fVm/fj0pKSnk5+eTm5vr0P6JiNzIXDlDGjRoQMuWLQHo0aMHXbp04fPPP69y7C9+8Qt+87INZHwAACAASURBVJvfkJaWVmW7MkRE5PpwZo44axxSqXnz5gwcOPCidzmmpaXRo0cPzp07R35+PikpKWzYsIHi4mKH9U1EROp2hlRH4xARkeujrmWIkTZrYxyiCWARF1ZYWMjAgQM5c+YMU6ZMYd++fSQnJzv0HD179iQ3N5djx45RWlpKcnIyERERVWoiIiJISkoCYMOGDQwaNAiTyURERATJycmcP3+eY8eOkZubS69evbDZbERFReHn58dTTz11yfPGxsYyd+5crFar/R2Wbm5u+uJFRMRBCgsLGTx4sMtmyOnTp+2f/1988QW5ubl07tyZc+fO8dVXXwEXfsl+7733uO2226q0qQwREXE+Z49FnDEOOX36NN9//z0AJSUlfPDBB1UyxGq1kpCQQHR0NCUlJZhMJuDCstGlpaUO65uIyI2uLmaIERqHiIg4X13MkCu1WVvjEC0BLeLC8vPz+eabbwB45pln7NtHjx7tsHN4eHiwdOlShg4dSnl5OZMmTSIgIIC4uDhCQ0OJiIggKiqK8ePHYzab8fHxsX/gBgQEMHLkSPz9/fHw8CAxMRF3d3f27NnD3//+d4KCgggODgZg/vz5hIWFAZCamkpoaCht27YFIDg4mKCgICwWC7fffrvD+iYiciNz9QzZtWsXcXFxeHp64ubmxmuvvYaPjw9ff/01ERERnD9/noqKCgYOHMiUKVPs51SGiIhcH87OEWeMQ7766ismTpxIeXk5FRUVjBw5kl//+tf2cyYmJjJx4kS8vb2xWCwUFxcTFBREWFgYzZs3d0i/RESkbmYIwJgxY9ixYwdnzpyhffv2zJ49m6ioKEDjEBGR66WuZsil2qxUW+MQk81mu9z+y+4UkWtz9OhR/Pz8avsy6rRq/h2aauNa5CLKEKl1hw4dMlzbr18/w7X//e9/r+ZyrsjoL7MrVqzg2LFjFz0ZeymVv4jKxZQhLk0ZIuJkGotcG2WIS1OGiDiZMuTaKENcmjJExMmUIdemJhmiJaBFREREREREREREREREROoJTQCLiIiIiIiIiIiIiIiIiNQTmgAWEREREREREREREREREaknNAEsIiIiIiIiIiIiIiIiIlJPeNT2BYjrKywsNFy7bNkyQ3Vffvml4TZXr15tuNZZAgICDNfOnDnTUF1kZCQANpvtirUm0yXf4S0iIldw5swZw7VWq9WJV2JMcnKyobqHHnqIVq1ace7cuSvWNmvW7FovS0TE5e3YscNQ3aBBgwy3aeT39Eo1+X191qxZhmvj4uIM14qIiIiIiIhU0hPAIiIiIiIiIiIiIiIiIiL1hCaARVxcnz59aNKkCd7e3oSGhrJr1y6HnyM9PR1fX1/MZjMLFy68aP/58+cZNWoUZrOZ3r17U1BQYN+3YMECzGYzvr6+bNmy5Yptjhs3DovFwrPPPmvfFh8fT2pqqsP7JSJyo7vnnnvqZIZ07NiRoKAggoODCQ0NtW+PiYnBYrEwYcIE+7Y1a9aQkJDg8H6JiNzoevfuXecypLCwkIEDB+Lv709AQABLliyx1ytDRESuL2fnyKRJk2jdujWBgYGX3P/iiy8SHBxMcHAwgYGBuLu78+233/LZZ5/ZtwcHB9O0aVN7FmRlZdGnTx/7OCQjIwOAt99+m4CAAO666y7Onj0LQH5+PqNGjXJon0RE5AJnZ8i1jEMAjh8/TuPGjVm0aJF925IlSwgMDCQgIKDKGKM2xyGaABZxcX379uXll18mNjaWrKwsJk+e7ND2y8vLmTp1Kps3byYnJ4e1a9eSk5NTpWbFihW0aNGCvLw8ZsyYQUxMDAA5OTkkJydz5MgR0tPTefzxxykvL6+2zezsbBo2bEh2djb79++nqKiIr776in379jFs2DCH9ktERKBXr151LkMq/fOf/yQrK4sDBw4AUFRUxMcff0x2djZeXl4cOnSIkpISVq5cydSpUx3aLxERgTvuuKPOZYiHhweLFy8mJyeHvXv3kpiYSE5OjjJERKQWODtHHnroIdLT06vd//TTT5OVlUVWVhYLFixgwIAB+Pj44Ovra99+8OBBvL29GT58OADR0dHMnDmTrKws5syZQ3R0NACvvPIK+/fv59FHH+Wtt94C4LnnniM+Pt6hfRIRkQucmSHXMg6p9NRTT3H//ffbfz58+DDLli0jIyODTz75hH/84x/k5eXV+jhEE8AiLu4vf/kL4eHh3HPPPTRo0AA3N8f+tc3IyMBsNtO5c2e8vLwYPXo0aWlpVWrS0tKYOHEicOHdxdu2bcNms5GWlsbo0aNp0KABnTp1wmw2k5GRUW2bnp6elJSUUFFRgdVqxd3dnbi4OGbPnu3QPomIyAXz58+vcxlSHTc3N6xWKzabjeLiYjw9PVm0aBHTpk3D09PTof0SEZG6OQ5p06YNISEhADRp0gQ/Pz9OnjypDBERqQXOzpH+/fvj4+NjqHbt2rWMGTPmou3btm2jS5cu3HrrrQCYTCZ++OEH4MINqG3btgUujEXOnz9vz5Ddu3fzy1/+kq5duzqoNyIi8nPOzJBrGYcApKam0qlTJwICAuz1R48epXfv3nh7e+Ph4cGAAQN45513an0coglgERdXVFREq1at6N27N15eXixfvtyh7Z88eZIOHTrYf27fvj0nT56stsbDw4NmzZpx9uzZao+tbrufnx+tWrUiJCSE8PBw8vLyqKiosH9JIyIijlUXMwQufPFy77330qNHD9544w3gwhf5YWFhdO/enTZt2tCsWTOtICEi4kR1NUMqFRQUkJmZaV8+ThkiInJ9OTtHjCouLiY9PZ0RI0ZctC85ObnKxHBCQgJPP/00HTp04I9//CMLFiwA4JlnnmHw4MFs2rSJMWPGMHfuXGJjY69bH0REbjTOzJBrGYecO3eO559/npkzZ1apDwwMZPfu3Zw9e5bi4mLef/99CgsLa30coglgERfXuHFjtm7dyssvv8xPP/1EXFxcbV/SNUlISCArK4s//OEPxMbGMnfuXObNm8fIkSNZtmxZbV+eiEi9UlczZM+ePXz88cds3ryZxMRE+7teoqOjycrKYvHixcTGxjJnzhyWL1/OyJEjtfyaiIiD1dUMATh37hwjRowgISGBpk2bAsoQEZHrzVVyZNOmTfTr1++ip4VLS0vZuHEjDz74oH3bq6++yksvvURhYSEvvfQSUVFRAAwZMoSDBw+yadMm0tLSCAsL4/PPPycyMpJHHnmE4uLi69onEZH6zlUy5H/NmjWLGTNm0Lhx4yrb/fz8iImJ4d577+W+++4jODgYd3d3oHbHIZoAFnFxHh4eDBkyhGnTptGrVy/++c9/cubMGYe1365dOwoLC+0/nzhxgnbt2lVbU1ZWRlFRES1btqz2WCNtpqWl0aNHD86dO0d+fj4pKSls2LBBvzSLiDhQXcyQymMAWrduzfDhwy9aGjozMxObzYavry/r168nJSWF/Px8cnNzHdY3EZEbXV3NEKvVyogRIxg3bhwPPPDARedVhoiIXB/OzhGj/vcp30qbN28mJCSEm2++2b4tKSnJnh0PPvjgReOQ4uJiVq1axdSpU5k5cyZJSUnceeedvPnmm87thIjIDcaZGXIt45B9+/YRHR1Nx44dSUhIYP78+SxduhSAqKgoDh48yK5du2jRogXdunWr0mZtjEM8nNayiFyzLVu2kJKSQr9+/SgsLOTf//43N998My1btnTYOXr27Elubi7Hjh2jXbt2JCcn89Zbb1WpiYiIICkpib59+7JhwwYGDRqEyWQiIiKCsWPH8tRTT3Hq1Clyc3Pp1asXNpvtsm1arVYSEhJ47733yM3NxWQyARdewF5aWoq3t7fD+icicqPatm0b7777LnfffXedypAff/yRiooKmjRpwo8//sjWrVsvutMzNjaWN954A6vVSnl5OXDhvVy6iUhExDEqxyF33HFHncoQm81GVFQUfn5+PPXUU5c8rzJERMT5rkeOGFFUVMTOnTtZs2bNRfsu9V7gtm3bsnPnTu6++262b99+0Tt+X3zxRaZPn46npyclJSWYTCZliIiIgzk7Q65lHLJ79257zaxZs2jcuDFPPPEEAN988w2tW7fm+PHjvPPOO+zdu7dKm7UxDtEEsIgL8/HxISMjg7Vr19KgQQPuvPNOXnjhBfuEqSN4eHiwdOlShg4dSnl5OZMmTSIgIIC4uDhCQ0OJiIggKiqK8ePHYzab8fHxITk5GYCAgABGjhyJv78/Hh4eJCYm2pc2uFSblRITE5k4cSLe3t5YLBaKi4sJCgoiLCyM5s2bO6xvIiI3shYtWnDw4EE2bNhQpzLk66+/Zvjw4cCFuyzHjh3LfffdZz9namoqoaGhtG3bFoDg4GCCgoKwWCzcfvvtDuubiMiNzMfHh3379vHWW2/VqQzZs2cPf//73wkKCiI4OBiA+fPnExYWBihDRESul+uRI2PGjGHHjh2cOXOG9u3bM3v2bKxWKwBTpkwB4N133+Xee++lUaNGVY798ccf+eCDD3j99derbF+2bBlPPvkkZWVl/OIXv+CNN96w7zt16hQZGRn29z5OmzaNnj170rx5c1JTUx3WLxGRG52zM+RaxiGXM2LECM6ePYunpyeJiYlV5jlqaxxistlsl9t/2Z1yY/j54/BXYvQdrl9++aXhNlevXm241ll+Pnl5Jf/7AvDqREZG8umnn3LbbbddsdaRvyDXN0ePHsXPz+9/N+tfmGtQhkit++c//2m4tvLLYSN++umnq7kch0lPT6dVq1Z06dLlirXNmjW7DldUNylDXJoyRGpkx44dhuoGDRpkuM0rjJWrqMnv67NmzTJc68x3XVXzGSgGKUNcmjJExMmUIddGGeLSlCEiTqYMuTY1yRA9AXyDOn78uOHaIUOGGK51xnrlrjD5mZOTY7h21KhRhuqmTJnC2LFjDf23+N816C/Hw0N/rUWkfvv3v/9tuPbxxx83XFvbk7oiIuJ8lavVGFG5LJej2xUREfm5kydPGq5dvny54dp58+YZrr3//vsN1aWlpRluU0TE2T799FPDtY899pjhWqM3l9ZETW7O/9Of/uSUWrnxuNX2BYiIiIiIiIiIiIiIiIiIiGNoAlhEREREREREREREREREpJ7QBLCIiIiIiIiIiIiIiIiISD2hCWARERERERERERERERERkXpCE8AiIiIiIiIiIiIiIiIiIvWEJoBF6oCffvqJgIAAPD09mT59usPbT09Px9fXF7PZzMKFCy/af/78eUaNGoXZbKZ3794UFBTY9y1YsACz2Yyvry9btmy5Ypvjxo3DYrHw7LPP2rfFx8eTmprq8H6JiMiFDPH19cVkMvHEE084vH1HZ8hnn31GcHCw/U/Tpk1JSEgAICYmBovFwoQJE+xtrFmzxr5fREQcq65lCMCkSZNo3bo1gYGBVdpShoiIXF+umiEFBQU0bNjQPt6YMmWK/ZjS0lJ+97vf0a1bN2677TbefvttAF555RUCAwMJCwujtLQUgD179jBjxgyH90tERGo/Q3bt2kVISAgeHh5s2LDBvv3LL78kJCSE4OBgAgICeO211+z71q1bh8ViISAggJiYGPv22swQTQCL1AHx8fGcOHHCKW2Xl5czdepUNm/eTE5ODmvXriUnJ6dKzYoVK2jRogV5eXnMmDHD/gGWk5NDcnIyR44cIT09nccff5zy8vJq28zOzqZhw4ZkZ2ezf/9+ioqK+Oqrr9i3bx/Dhg1zSv9ERG50c+bMqVMZ4uvrS1ZWFllZWRw8eBBvb2+GDx9OUVERH3/8MdnZ2Xh5eXHo0CFKSkpYuXIlU6dOdUr/RERudHUtQwAeeugh0tPTq7SjDBERuf5cNUMAunTpYh9z/PzL+3nz5tG6dWs+//xzcnJyGDBgAABvvvkm2dnZ3HHHHWzZsgWbzcbcuXOJjY11Sv9ERG50tZ0ht9xyC6tWrWLs2LFVtrdp04aPPvqIrKws9u3bx8KFCzl16hRnz57l6aefZtu2bRw5coT//Oc/bNu2DajdDNEEsIiLO3r0KEuWLGHmzJlOaT8jIwOz2Uznzp3x8vJi9OjRpKWlValJS0tj4sSJAERGRrJt2zZsNhtpaWmMHj2aBg0a0KlTJ8xmMxkZGdW26enpSUlJCRUVFVitVtzd3YmLi2P27NlO6ZuIyI3u8OHDvPTSS077nHVGhvzctm3b6NKlC7feeitubm5YrVZsNhvFxcV4enqyaNEipk2bhqenp1P6JyJyI8vOzq6TGdK/f398fHyqtKMMERG5vlw5Qy7nb3/7G8888wxwITtuuukmAGw2G1ar1Z4ha9as4f77778ob0RE5Nq5QoZ07NgRi8WCm1vVKVQvLy8aNGgAXFhpoqKiAoAvvviCrl270qpVKwAGDx5sX0WiNjNEE8AiLqyiooI//elPPPbYY/To0cMp5zh58iQdOnSw/9y+fXtOnjxZbY2HhwfNmjXj7Nmz1R5b3XY/Pz9atWpFSEgI4eHh5OXlUVFRQUhIiFP6JiJyI6uoqGD69OlMnTqV0NBQp5zDGRnyc8nJyYwZMwaAJk2aEBYWRvfu3WnTpg3NmjXTChIiIk5SUVHB5MmT63SG/JwyRETk+nH1DAE4duwY3bt3Z8CAAezevRuA77//HoDY2FhCQkJ48MEH+frrrwF44okn6NOnD8ePH6dfv35aQUJExElcJUMup7CwEIvFQocOHYiJiaFt27aYzWY+++wzCgoKKCsrIzU1lcLCQqB2M0QTwCIubP369Zw4cYLf/va39g+hoqIiTp8+XctXdvUSEhLIysriD3/4A7GxscydO5d58+YxcuRIli1bVtuXJyJSb6xZs4bjx48zYcKEOpkhpaWlbNy4kQcffNC+LTo6mqysLBYvXkxsbCxz5sxh+fLljBw5kvj4+Fq8WhGR+mXlypUUFBTU2Qy5FGWIiMj14eoZ0qZNG44fP05mZiZ/+ctfGDt2LD/88ANlZWWcOHGCO+64g48//pi+ffvyxz/+EYDx48eTmZnJmjVreOmll5g+fTqbN28mMjKSGTNm2J8AExGRa+PqGQLQoUMHsrOzycvLIykpia+//poWLVrw6quvMmrUKO666y46duyIu7s7ULsZ4uG0lsUhKt9jZMQXX3xhuDY8PNxwbW5uruFao8tnNW3a1HCbVqvVcO0PP/xguLa2vfbaa0RERFz2wysvL4+zZ89Wefr3rbfeoqysjOeff/6Sx9x6662Gr8FkMtGuXTv73SgAJ06coF27dlXqKmvat29PWVkZRUVFtGzZ8rLHXqnNtLQ0evTowblz58jPzyclJYWhQ4cybtw4vL29DfdBROoPo7/M/fzdTVfy6aefXu3l1Irhw4cbqrvjjjs4fvw4jRs3rrbm9OnTnDlzhttvv92+bc2aNTRo0IDly5df87UCTssQgM2bNxMSEsLNN9980XkzMzOx2Wz4+vryzDPPsGXLFh5++GFyc3Pp2rWrQ/omInIjKyws5PTp03U2Qy5HGSJy9bZv326o7s9//rOTr6R2tG7d2nBtQECA4dqVK1carv3Pf/5juLYmTCaTw9py9QwxmUz25Tt79OhBly5d+Pzzz+nRowfe3t488MADADz44IOsWLGiSpunTp0iIyODuLg4BgwYwPbt24mPj2fbtm0MGTLEIX0TudEdOnTIcG3//v0N1xYVFRmuveWWWwzXNmzY0FBd5QoERtQkR8vKygzXPvfcc4Zra4urZIgRbdu2JTAwkN27dxMZGUl4eLh93u2NN96wTwBXqo0M0RPAIi5s8ODBLFy4kMTERH7/+98DMGDAAH7729867Bw9e/YkNzeXY8eOUVpaSnJyMhEREVVqIiIiSEpKAmDDhg0MGjQIk8lEREQEycnJnD9/nmPHjpGbm0uvXr2u2KbVaiUhIYHo6GhKSkrsA43y8nJKS0sd1jcRkRvZgw8+yLp161i/fj2zZs0C4L777uOxxx5z2DmckSGV1q5da1/++X9VriBhtVrtN8u5ublRXFzssL6JiNzIRo4cyfr16+tshlyOMkRExLlcPUNOnz5t//z/4osvyM3NpXPnzphMJsLDw9mxYwcA27Ztw9/fv0qblStIAPbvs5QhIiKO4yoZUp0TJ05QUlICwHfffceePXvw9fUF4JtvvrFv/+tf/8rkyZOrHFsbGaIngEVcWOfOnencuTM33XQTe/fuBS7cgRQUFOSwc3h4eLB06VKGDh1KeXk5kyZNIiAggLi4OEJDQ4mIiCAqKorx48djNpvx8fEhOTkZuHBH68iRI/H398fDw4PExET7nS2XarNSYmIiEydOxNvbG4vFQnFxMUFBQYSFhdG8eXOH9U1E5Ebm7++Pv78/7u7u3HTTTQB06dLFoe+Ud1aG/Pjjj3zwwQe8/vrrF50zNTWV0NBQ2rZtC0BwcDBBQUFYLJYqd4iKiMjVq8wQoM5lyJgxY9ixYwdnzpyhffv2zJ49m6ioKEAZIiJyPbh6huzatYu4uDg8PT1xc3Pjtddew8fHB4Dnn3+e8ePH8/vf/55WrVpVeTo7MzMTgJCQEADGjh1LUFAQHTp0IDo62mF9ExG5kblKhuzfv5/hw4fz3XffsWnTJmbOnMmRI0c4evQof/jDHzCZTNhsNv74xz/a52qefPJJPvnkEwDi4uLo1q2b/Zy1lSEmm812uf2X3SnO5wpLQH/++eeGa7UEdM28//779g+yyzFSU6mmS0DXdUePHsXPz+9/N9f9jtUPyhCpEaNLQFcuyWXEnj17rvZyaoXRJaCTkpI4fvw4t9122xVr/3fJGfn/lCEuTRkiNVL5tM6V1GRprZqMxWryWRsbG2u4Ni4uznBtTVXzGSgGKUNcmjLESbQEdP1dAvo3v/mNobrU1FRAGXKtlCEuTRlSy1xhCegOHToYrnXGEtDffvut4drZs2cbrnWVJaCVIdemJhmiJaBFREREREREREREREREROoJTQCLiIiIiIiIiIiIiIiIiNQTmgAWEREREREREREREREREaknNAEsIiIiIiIiIiIiIiIiIlJPaAJYRERERERERERERERERKSe0ASwiIiIiIiIiIiIiIiIiEg9oQlgERcXERFBp06d7H/CwsIcfo709HR8fX0xm80sXLjwov3nz59n1KhRmM1mevfuTUFBgX3fggULMJvN+Pr6smXLFgAKCwsZOHAg/v7+BAQEsGTJEnt9TEwMFouFCRMm2LetWbOGhIQEh/dLRORG16VLF0wmk/1PcHCww89xpQxZtWoVrVq1Ijg4mODgYJYvX27fFx0dTUBAAH5+fkyfPh2bzQbAn//8Zzp06EDjxo2rtPXKK68QGBhIWFgYpaWlAOzZs4cZM2Y4vF8iIgIdO3Z0ao44ehxyuTbHjRuHxWLh2WeftW+Lj48nNTXVoX0SEZELXDVDPvjgA3r06EFQUBA9evRg+/bt9mMOHjxIUFAQZrO5yvhE32WJiFxftZ0hu3btIiQkBA8PDzZs2GDfnpWVRd++fQkICMBisbBu3Tr7vu3btxMSEkJgYCATJ06krKwMgLfffpuAgADuuusuzp49C0B+fj6jRo1yaJ8uxcPpZ5BrcvToUcO1FovFKdfg7+9vuHbOnDmG6h544AHDbRYWFhqufemllwzXNm3a1HBt5V9MI15//XVDdZUfAEZ0796dyMhIAJo0acKZM2eqrW3SpInhdlu2bEl5eTlTp07lgw8+oH379vTs2ZOIiIgq/91XrFhBixYtyMvLIzk5mZiYGNatW0dOTg7JyckcOXKEU6dOMXjwYD7//HM8PDxYvHgxISEh/Pe//6VHjx4MGTKEdu3a8fHHH5Odnc3kyZM5dOgQZrOZlStXkp6ebvi6RaR+evLJJw3V7dmzx8lX4ljt2rUzXLtmzRpDdd7e3ri5ueHu7n7F2v79+/PYY48B0KJFC8PXYoSRDAEYNWoUS5curbLt3//+N//617/Izs4G4M4772Tnzp3cfffdhIeH88QTT9C1a9cqx7z55ptkZ2czf/58tmzZwq9//Wvmzp3L2rVrHdovEal7Pv3009q+hHrLWTnijHEIcMk2y8rKaNiwIdnZ2QwZMoSioiKKi4vZt28fzz33nMP6JFLfffvtt4bq9u7d6+QrcX0bN26s7UugY8eOhmtffPFFp1yDK2bITTfdxKZNm2jbti2HDx9m6NChnDx5EoDHHnuMZcuW0bt3b8LCwkhPT+eOO+7Qd1ki11FNvt8vKioyXDt58mTDtTX5TGzWrJmhusOHDxtusyYPgNXk39fQoUMN1/bs2dNwrbPUZobccsstrFq1ikWLFlU51tvbm9WrV9O1a1dOnTpFjx49GDp0KE2bNmXixIls27aNbt26ERcXR1JSElFRUbzyyivs37+fd955h7feeotp06bx3HPPER8f77A+VUcTwCJ1QNu2benXrx+NGjVyeNsZGRmYzWY6d+4MwOjRo0lLS6vygZeWlsasWbMAiIyM5IknnsBms5GWlsbo0aNp0KABnTp1wmw2k5GRQd++fWnTpg1wYULaz8+PkydP0qFDB6xWKzabjeLiYjw9PVm0aBHTpk3D09PT4X0TERHo1KkTv/rVr2p0g5BRRjKkOiaTiZ9++onS0lJsNhtWq5Wbb74ZgD59+lzymMq6ygxZs2YN999/Pz4+Po7rlIiIVOGsHHHGOAS4ZJvDhg2jpKSEiooKrFYr7u7uxMXFMXv2bIf2SUREqnLFDOnevbu9JiAggJKSEs6fP8+3337LDz/8YB+LTJgwgdTUVO688059lyUiUgtqM0Mqb6Jyc6u6iHK3bt3s/9y2bVtat27N6dOnsVqteHl52fcPGTKEBQsWEBUVhZubG+fPn7dnyO7du/nlL3950UMPzqAloEXqgPfff5+7776be++9l7S0NIe2XTkxW6l9+/b2Ox8vVePh4UGzZs04e/asoWMLCgrIzMykd+/eNGnShLCwMLp3rSjv0QAAIABJREFU706bNm1o1qwZ+/btY9iwYQ7tk4iI/H+rV6+madOmtG7dmhUrVji0bSM5ABeWu7FYLERGRtpX9ujbty8DBw6kTZs2tGnThqFDh+Ln53fZ8z3xxBP06dOH48eP069fP1auXMnUqVMd2icREanKWTnijHFIddv9/Pxo1aoVISEhhIeHk5eXR0VFBSEhIQ7rj4iIXMwVM+Tn3n77bUJCQmjQoAEnT56kffv2F7Wp77JERGpHbWaIERkZGZSWltKlSxduuukmysrKOHDgAAAbNmywf//1zDPPMHjwYDZt2sSYMWOYO3cusbGxjunMFWgCWMTFDRs2jAULFjB79mw8PT1ZsGDBVX0g1YZz584xYsQIEhIS7EtuR0dHk5WVxeLFi4mNjWXOnDksX76ckSNHXpdlD0REbiSPPPIIKSkp/P3vf8fLy4tHH32UY8eOXddrCA8Pp6CgwL7s5sSJEwHIy8vj6NGjnDhxgpMnT7J9+3Z279592bbGjx9PZmYma9as4aWXXmL69Ols3ryZyMhIZsyYQUVFxfXokojIDcMVcsRREhISyMrK4g9/+AOxsbHMnTuXefPmMXLkSJYtW1bblyciUu+4eoYcOXKEmJgYQ69y03dZIiLXl6tnyFdffcX48eNZuXIlbm5umEwmkpOTmTFjBr169aJJkyb217YNGTKEgwcPsmnTJtLS0ggLC+Pzzz8nMjKSRx55hOLiYqddpyaARVzcpEmTuOeeewgLC2Pw4MGUl5dz/Phxh7Xfrl27Ku9ZPnHixEXvq/x5TVlZGUVFRbRs2fKyx1qtVkaMGMG4ceMu+c7nzMxMbDYbvr6+rF+/npSUFPLz88nNzXVY30REbnR//vOfiYyM5Le//S2jRo2ivLzc/o5ERzCSIS1btqRBgwbAhXfuHDx4EIB3332XPn360LhxYxo3bsz999/PRx99ZOi8p06dIiMjg2HDhrF48WLWrVtH8+bN2bZtm4N6JiIi4NwcccY4xEibaWlp9OjRg3PnzpGfn09KSgobNmxw6hcvIiI3IlfNkMr64cOHs3r1arp06WKvP3HixGXb1HdZIiLXR21nyOX88MMP/OpXv2LevHlVXmHWt29fdu/eTUZGBv3796+yXDRAcXExq1atYurUqcycOZOkpCTuvPNO3nzzzWvvVDU0ASziwnJzc5kxYwYpKSkkJyfz/vvv06BBA8xms8PO0bNnT3Jzczl27BilpaUkJycTERFRpSYiIoKkpCTgwvIFgwYNwmQyERERQXJyMufPn+fYsWPk5ubSq1cvbDYbUVFR+Pn58dRTT13yvJV33VutVsrLy4ELa+rrixcREcfIzs4mPDycxMREXn75ZVavXk3Dhg0JCgpy2DmMZMhXX31l/+eNGzfal3m+5ZZb2LlzJ2VlZVitVnbu3HnFJaArVd51D1BSUoLJZFKGiIg4mLNzxBnjkCu1abVaSUhIIDo62p4fAOXl5ZSWljqkXyIi4toZ8v333/OrX/2KhQsX0q9fP3t9mzZtaNq0KXv37sVms7F69Wp+85vfVGlT32WJiDifK2RIdUpLSxk+fDgTJkwgMjKyyr5vvvkGgPPnz/P8888zZcqUKvtffPFFpk+fjqen53X7LsvDaS2LyDVr0aIFFRUVvPHGG/z000907tyZxx57jFatWjnsHB4eHixdupShQ4dSXl7OpEmTCAgIIC4ujtDQUCIiIoiKimL8+PGYzWZ8fHxITk4GICAggJEjR+Lv74+HhweJiYm4u7uzZ88e/v73vxMUFERwcDAA8+fPJywsDIDU1FRCQ0Np27YtAMHBwQQFBWGxWLj99tsd1jcRkRtZq1atKC8vZ+bMmRQXF+Pv78+8efPsn72OYCRDXn75ZTZu3IiHhwc+Pj6sWrUKgMjISLZv305QUBAmk4n77ruP8PBw4MISa2+99RbFxcW0b9+eyZMnM2vWLODCXfeA/b2NY8eOJSgoiA4dOhAdHe2wvomI3OicnSPOGIcAl2yzUmJiIhMnTsTb2xuLxUJxcTFBQUGEhYXRvHlzh/RLRERcO0OWLl1KXl4ec+bMsd9UunXrVlq3bs1f//pXHnroIUpKSrj//vu5//777efUd1kiIteHK2TI/v37GT58ON999x2bNm1i5syZHDlyhJSUFHbt2sXZs2ft32+tWrWK4OBgXnzxRf7xj39QUVHBY489xqBBg+znrFzJbubMmQBMmzaNnj170rx5c1JTUx3Sr0sx2Wy2y+2/7E5xvsOHDxuutVgsTrkGf39/w7WVvzhdyaWWBK7Ozx/Hv5KXXnrJcG3lO2mNOHv2rOFaI+8OgQvLz7z//vvcdNNNhts2olOnToZrK5e+qcuOHj16qSfGTLVxLXIRZYjUyNixYw3VrV271slX4lg1WUbG6HI23t7e1X3+SQ0oQ1yaMkRq5LXXXjNUN23aNMNtVj7ZY0Tl5KMRsbGxhmvj4uIM19aUcuTaKENcmjLESTZs2GCo7sEHH3TylYgRHTt2NFy7detWQ3Vdu3YFlCHXShni0pQhtWzSpEmGaysn4IyYPHmy4doXX3zRcG2zZs0M1dVknqfyISojfvzxR8O16enphmt79uxpuLamlCHXpiYZoiWgRURERERERERERERERETqCU0Ai4iIiIiIiIiIiIiIiIjUE3oHcC358ssvDdU5a9mc/30B9eXExMQYrr311luv5nIuq0OHDoZr//KXvzj8/DXVv39/Q3WPP/44bm5ueHhc+a9hWVmZ4fPX5KXh9WEJaBG5/oqKigzXVr7bwoj169dfzeXUCi8vL8O1NclRb2/vq7kcEZEb3gsvvFDblyAiUu8Z/b7jww8/NNxmTZajLCgoMFxb22pyrQcOHHDKNdQkGyuXdhYRcZajR48aqjO6JD2Ar6+v4drFixcbrm3SpInhWqMCAwMN1/71r381XBsREWG49l//+pfhWmcuAS3Xj54AFhERERERERERERERERGpJzQBLCIiIiIiIiIiIiIiIiJST2gCWERERERERERERERERESkntAEsIiL++9//8vMmTMZOHAg/fv353e/+53Dz5Geno6vry9ms5mFCxdetP/8+fOMGjUKs9lM7969q7zLZsGCBZjNZnx9fdmyZcsV2xw3bhwWi4Vnn33Wvi0+Pp7U1FSH90tE5Eb3/U/fM+HdCTRf2JzG8xvTf6Wx97bVxJIlSwgMDCQgIICEhAQAsrKy6NOnD8HBwYSGhpKRkXHJY93d3QkODiY4OPiS762ZPn06jRs3tv/8l7/8BX9/fywWC/fccw9ffvklAJ999hk9evTAYrHw0UcfAVBWVsbgwYMpLi52dJdFRG4I33//PRMmTKB58+Y0btzY8Ls/a0LjEBGR+kkZIiIiV6uuZsikSZNo3br1Re97jomJwWKxMGHCBPu2NWvW2L9DcyZNAIu4uFmzZpGenk5ERARPPfUU7du3d2j75eXlTJ06lc2bN5OTk8PatWvJycmpUrNixQpatGhBXl4eM2bMICYmBoCcnBySk5M5cuQI6enpPP7445SXl1fbZnZ2Ng0bNiQ7O5v9+/dTVFTEV199xb59+xg2bJhD+yUiIjApbRJvHnqTqO5RJNyXgNnH7ND2Dx8+zLJly8jIyOCTTz7hH//4B3l5eURHRzNz5kyysrKYM2cO0dHRlzy+YcOGZGVlkZWVxcaNG6vsO3DgAN99912Vbd27d+fAgQNkZ2cTGRlpb/f1119nyZIlvP/++yxatAiAV199ld/+9rd4e3s7tM8iIjeKSZMm8eabbxIVFUVCQgJms2MzROMQEZH6SxkiIiJXqy5mCMBDDz1Eenp6lXaKior4+OOPyc7OxsvLi0OHDlFSUsLKlSuZOnWqQ/t1KZoAFnFhJ06cYPv27dx777088cQThIeHExcX59BzZGRkYDab6dy5M15eXowePZq0tLQqNWlpaUycOBGAyMhItm3bhs1mIy0tjdGjR9OgQQM6deqE2WwmIyOj2jY9PT0pKSmhoqICq9WKu7s7cXFxzJ4926F9EhER+OK7L3j303cZEziGBYMX8HDww/ztN39z6DmOHj1K79698fb2xsPDgwEDBvDOO+9gMpn44YcfgAu/7LZt27ZG7ZaXl/P000/zwgsvVNk+cOBA+4Runz59OHHiBACenp4UFxdTXFyMp6cn33//PZs2bapyd6WIiBj3xRdf8O677zJmzBgWLFjAww8/zN/+5tgM0ThERKR+UoaIiMjVqqsZAtC/f398fHyqtOPm5obVasVms9m/s1q0aBHTpk3D09PTof26FE0Ai7iwL774ArhwZ8ldd91F//79eeWVVxx6jpMnT9KhQwf7z+3bt+fkyZPV1nh4eNCsWTPOnj1b7bHVbffz86NVq1aEhIQQHh5OXl4eFRUVhISEOLRPIiICOacv3L24/9R+Gs1vRKP5jYj5IMah5wgMDGT37t2cPXuW4uJi3n//fQoLC0lISODpp5+mQ4cO/PGPf2TBggWXPP6nn34iNDSUPn36VFk+benSpURERNCmTZtqz71ixQruv/9+AKZOncr8+fOZOHEizz77LHPnzuXZZ5/FzU2/6oqIXI3KO+D3799Po0aNaNSokf2ud0fROEREpH5ShoiIyNWqqxlSnSZNmhAWFkb37t1p06YNzZo1u64rSHhcl7OIyFUpLS0FLnxBPn/+fNavX8/q1avp1asXvXv3ruWruzo/X9s+PDyc119/nXnz5vHJJ58wZMgQHnnkkVq8OhGR+uN82XkAfiz9kXWR60jcn8gL/36BIV2GMLjzYIecw8/Pj5iYGO69914aNWpEcHAw7u7uvPrqq7z00kuMGDGClJQUoqKi+PDDDy86/ssvv6Rdu3Z88cUXDBo0iKCgIBo2bMj69evZsWNHtedds2YNBw4cYOfOnQDccsst9vq8vDxOnDiBn58f48ePp7S0lLlz59KtWzeH9FlE5EZw/vz/ZciPP7Ju3ToSExN54YUXGDJkCIMHOyZDrjeNQ0RErg9liIiIXK36mCHR0dH2V5hNnjyZOXPmsHz5crZu3YrFYuG5555z2rn1WISIC2vXrh0AwcHBDBo0iCFDhgBc9q6SqzlHYWGh/ecTJ07Yz3upmrKyMoqKimjZsmW1xxppMy0tjR49enDu3Dny8/NJSUlhw4YNFBcXO6xvIiI3sk4tOgFw16138YDfA4z0HwlA/rf5Dj1PVFQUBw8eZNeuXbRo0YJu3bqRlJTEAw88AMCDDz5oXw7nf1VmQ+fOnbn77rvJzMwkMzOTvLw8zGYzHTt2pLi4uMr7Xj788EPmzZvHxo0badCgwUVt/vnPfyY+Pp6XX36ZyZMn88ILL2h5NhGRGurU6f8y5K67eOCBBxg58v8yJN9xGaJxiIhI/aQMERGRq1VXM8SIzMxMbDYbvr6+rF+/npSUFPLz88nNzXVAry5NE8AiLuy2226ja9eu7N+/n3fffZdNmzbh7u6OxWJx2Dl69uxJbm4ux44do7S0lOTkZCIiIqrUREREkJSUBMCGDRsYNGgQJpOJiIgIkpOTOX/+PMeOHSM3N5devXpdsU2r1UpCQgLR0dGUlJRgMpmAC+98rHzqWURErk33X3YnqHUQ277YxrKDy1iZtRJ3kzv9bunn0PN88803ABw/fpx33nmHsWPH0rZtW/vTudu3b6dr164XHffdd9/Z7+w8c+YM//rXv/D39+dXv/oV//nPfygoKKCgoABvb2/y8vKAC78sP/roo2zcuJHWrVtf1ObOnTtp27YtXbt2pbi4GDc3N9zc3PSFjIhIDXXv3p2goCC2bdvGsmXLWLlyJe7u7vTr57gM0ThERKR+UoaIiMjVqqsZYkRsbCxz587FarVSXl4O4PTvrLQEdC15/vnnDdV99tlnhtsMCAgwXFv5yLkRt956q+FaufCkkxELFizAw8MDLy+vy9YtWrSI5557jkWLFvHLX/6SWbNmVXkS6lp5eHiwdOlShg4dSnl5OZMmTSIgIIC4uDhCQ0OJiIggKiqK8ePHYzab8fHxITk5Gbjw/9zIkSPx9/fHw8ODxMRE3N3dAS7ZZqXExEQmTpyIt7c3FouF4uJigoKCCAsLo3nz5g7rm4gYV1ZWZrh24MCBhmszMzOv5nJqRaNGjQzXfvfdd4ZrPT09r+ZyrpnJZGLtiLVM3jSZaZuncUuzW1g9fDWBrQMdep4RI0Zw9uxZPD09SUxMpHnz5ixbtownn3ySsrIyfvGLX/DGG28AcODAAV577TWWL1/O0aNHefTRR3Fzc6OiooI//elP+Pv7X/ZcTz/9NOfOnbNn7S233MLGjRsBsNlsxMfHs27dOgB+97vfMW7cOMrKynj11Vcd2mcRcT02m81QXeVA25Ft1rTdusBkMrF27VomT57MtGnTuOWWW1i9ejWBgY7LEI1DROqeS92Adyn33HOP4TZrUlvbarIa25QpU5xyDTV5ICA8PNwp13AlyhARuZS1a9caqjt16pThNqdPn264tkmTJoZra9vQoUMN195+++2Ga1etWmW49tFHHzVc27BhQ8O1V1KXM2TMmDHs2LGDM2fO0L59e2bPnk1UVBQAqamphIaG0rZtW+DCiq9BQUFYLJYa/TesKdMVBrXGR7xSI48//rihutdee81wmzWZAN60aZPh2o4dOxquFeNCQkLsk7pXUpO7QG6++WbDtT9/YXlddfToUfz8/P53s6k2rkUuogypQ2oyAWz0zjbQBDA4bwK4ms8/qQFliEtThkiNVC4VdiVffvml4TZrMgFc+RSQEbNmzTJcGxcXZ7i2ppQj10YZ4tKUIeIUzpoA/sc//mG4tiYTwPv27TNc+4tf/MJwLShDrpUyxKUpQ5zE6O+18fHxhtusyQTwz9/l7eqsVqvh2pp8R1eT8c1HH31kuLamE8DKkGtTkwzREtAiIiIiIiIiIiIiIiIiIvWEJoBFREREREREREREREREROoJTQCLiIiIiIiIiIiIiIiIiNQTmgAWEREREREREREREREREaknNAEsIiIiIiIiIiIiIiIiIlJPaAJYRERERERERERERERERKSe0ASwiAt79913CQgIoGfPnlX+nDp1yqHnSU9Px9fXF7PZzMKFCy/af/78eUaNGoXZbKZ3794UFBTY9y1YsACz2Yyvry9btmy5Ypvjxo3DYrHw7LPP2rfFx8eTmprq0D6JiNzoVq1ahclkuujPzz/DHUEZIiJS/9TlDJk0aRKtW7cmMDCwSlsxMTFYLBYmTJhg37ZmzRoSEhIc2icRkRvdqqxVmGabLvpT8H2BQ8+zZMkSAgMDCQgIsH+WZ2Vl0adPH4KDgwkNDSUjI+OSxyYlJdG1a1e6du1KUlISAP/9738JDg62/7npppv4/e9/X+W4t99+G5PJxIEDBwD417/+hcViITQ0lNzc/8fefUdXUef/H39NCp0loSkSkBLEEAgRQlGxgAKS1YiCENkFFLDRvsR1g6LBpSiIhKKisICCIkREJCpVUWmuFEkICC4hAhJwRSJNE0hhfn8A90ekfW64l1yG5+OcPXsy87qf+Uw83Hdm3lPSJUmHDh1Su3btdOLECY/uLwBcDXz9OCQrK0utW7dWuXLl1L9//0Kfef7551WjRg2VK1eu0PLXX39dDRs2VHR0tHJzcyVJq1evVlxcnEf36VwCvL4FAEXWrFkzvfrqq8rNzVV+fr5Gjhyp8uXLq2rVqh7bRkFBgfr166fPP/9cISEhatasmWJiYtSgQQNXZvr06QoODtaOHTuUlJSkwYMH64MPPtDWrVuVlJSk77//Xvv27dPdd9+t7du3S9I5x8zPz1fp0qWVlpamtm3b6vDhw8rOztbatWv1wgsveGyfAADSHXfcoTlz5kiS8vPz1bt3bwUHB6t69eoe2wY1BACc6UqtIf7+/nrkkUfUv3//Qo3ew4cPa+PGjUpLS1OfPn20efNmhYaG6p133tGSJUs8tk8AAOmO6+/QnE6nasiJfPX+pLeCSwWrennP1ZAtW7Zo6tSpWrdunUqUKKF77rlH9957r+Lj4/Xiiy+qQ4cOWrRokeLj4/X1118X+uxvv/2mYcOGacOGDbIsS02bNlVMTIyCg4OVmprqyjVt2lQPPvig6+ejR49q4sSJatGihWtZYmKiFi1apF27dmny5MlKTEzUyJEjNWTIEPn5cd8VALjL149DSpUqpREjRmjLli3asmVLoXHvu+8+9e/fX/Xq1Su0/P3331daWppefvllLV26VPfee69GjBjh2k9vohIBPiwkJETR0dFq166dSpYsqby8PMXExCggwHPXbqxbt06hoaGqU6eOSpQoodjYWCUnJxfKJCcnq2fPnpKkzp07a/ny5bJtW8nJyYqNjVXJkiVVu3ZthYaGat26decdMzAwUDk5OTpx4oTy8vLk7++voUOHatiwYR7bHwDASbVr11ZsbKxiY2NVqlQp5ebmqlevXgoMDPTYNqghAOBMV2oNkaTbb79dFStWLDSOn5+f8vLyZNu2srOzFRgYqLFjx2rAgAEe3ScAgFQ7uLZiG8YqtmGsSgWUUm5Brnrd1EuB/p77vt22bZtatGihMmXKKCAgQHfccYfmz58vy7J05MgRSScv/rnuuuvO+uzSpUvVtm1bVaxYUcHBwWrbtu1ZFwNt375d+/fv12233eZalpCQoMGDB6tUqVKuZYGBgcrOznbVloyMDO3Zs0d33nmnx/YVAK4mvn4cUrZsWbVq1apQLTitZcuWqlat2lnLbdtWXl6eq1bMmjVLHTp0OOuYxRu4A9jHValSxTj76aefGmdr1apVhNnAk/r27aty5coZ/TfevXu35s+fLz8/Pz3wwAMencfevXtVo0YN188hISFau3bteTMBAQGqUKGCsrKytHfvXrVs2bLQZ/fu3StJ5xwzLCxMVapUUZMmTdS9e3ft2LFDJ06cUJMmTTy6TwDc98477xhnU1JSvDgTzwoKCjLOuvMY4SvtZPGUKVPk5+enxx9/3KPjUkMAeNOhQ4eMs6aPWfT39zces6CgwDjrzhXpp08kXCmutBpyLuXLl1d0dLRuuukm3XXXXapQoYLWrl2rhIQEj+4TAGf79ttvjbOfffaZV+bwj3/8wzh7rpPTl9uU76bIz/LT4009W0MaNmyo559/XllZWSpdurQWLVqkqKgoTZgwQe3bt9czzzyjEydO6Jtvvjnrs+eqP3+uIUlJSeratassy5Ikbdy4UXv27NFf//pXvfrqq67cc889px49eqh06dJ677339Mwzz2jkyJEe3VfAl/3666/GWdPzTvXr1zce88zXQzlJdna2cdadPs+fm5wXkpiYaJz11lPZfPE4pHLlym5vr3///mrZsqXCw8N166236v777y/0ChtvogEMXAEyMzO1fv163XLLLee8evFKcuY7tu677z5NmTJFL730kjZt2qS2bdvqscceK8bZAYDzZGRkaPny5erQocMVfwEYNQQALi8n1ZD4+HjFx8dLkvr06aPhw4dr2rRpWrZsmSIiInidAAB4WMZvGVr+43J1qNdBtYJqeXTssLAwDR48WO3atVPZsmUVGRkpf39/vfXWWxo/frw6deqkuXPnqnfv3vriiy/cHj8pKUnvvfeepJMXmT399NOaMWPGWbnIyEjXhQErV65UtWrVZNu2unbtqsDAQCUmJuqaa665pH0FgKuRk45Dunfvru7du0uShg8froEDB2rx4sV69913VaNGDSUmJnrttQE8Ahq4AsyfP1+2batTp04eH7t69eras2eP6+fMzMyz7mA4M5Ofn6/Dhw+rUqVK5/2syZjJyclq2rSpfv/9d2VkZGju3LmaN2+eW1c4AQAubsqUKbJtW0899ZTHx6aGAICzXWk1xERKSops21b9+vX14Ycfau7cucrIyFB6eroH9goAcNqU76bIlq2nojxfQySpd+/e+u6777Ry5UoFBwfrhhtu0MyZM13v7X3ooYdcrwc408VqyKZNm5Sfn6+mTZtKOvnu3y1btujOO+9UrVq19O233yomJkYbNmxwfca2bY0cOVIJCQkaNmyYxowZo8cee0yvvfaaV/YdAJzOV49DLsW+ffu0bt06dezYUYmJifrggw8UFBSk5cuXX9K4F0IDGPBxubm5+uyzz3Tttdfq1ltv9fj4zZo1U3p6unbu3Knc3FwlJSUpJiamUCYmJkYzZ86UJM2bN09t2rSRZVmKiYlRUlKSjh8/rp07dyo9PV3Nmze/6Jh5eXmaMGGC4uPjlZOT43qkTkFBgXJzcz2+jwBwtcrNzdWMGTNUs2ZNRUdHe3x8aggAONeVWENMJCQkaMSIEcrLy3M95tvPz4+LiADAg3ILcjUjdYZqVqip6HqeryGStH//fknSTz/9pPnz56tbt2667rrrtGLFCknSl19+qXr16p31ufbt22vZsmU6ePCgDh48qGXLlql9+/au9XPmzNHDDz/s+rlChQo6cOCAdu3apV27dqlly5b65JNPFBUV5cq8++67io6OVsWKFZWdnS0/Pz9qCwAUkS8fh1yKhIQEDR8+XJJc57O8XSt4BDTg4xYuXKiDBw/qySef9MqjAAICAvTGG2+offv2KigoUK9evRQeHq6hQ4cqKipKMTEx6t27t7p3767Q0FBVrFhRSUlJkqTw8HB16dJFDRo0UEBAgCZNmuR6r9q5xjxt0qRJ6tmzp8qUKaOIiAhlZ2erUaNGio6Odut9nQCAC5s/f75+/fVXjRgxghoCAHDLlVpDHn74YX399dc6cOCAQkJCNGzYMPXu3VuStGDBAkVFRbleqxMZGalGjRopIiJCjRs39vg+AsDVav62+fo1+1eNaD1CfpZ37j/q1KmTsrKyFBgYqEmTJikoKEhTp07V//3f/yk/P1+lSpXSv//9b0nShg0bNHnyZE2bNk0VK1ZUQkKCmjVrJkkaOnSoKlas6Bp37ty5WrRk4evyAAAgAElEQVRokfE8srOzNWPGDC1btkyS9PTTTys6OlolSpTQ7NmzPbjHAHB18OXjEOnke5ePHDmi3NxcLViwQMuWLVODBg0UHx+v2bNnKzs7WyEhIerTp4/+9a9/STr5FCJJatKkiSSpW7duatSokWrUqOF6TY03WLZtX2j9BVei6Pr27WuU++ijj4zH/POLqi/kSn9uuhNMmzZNERERql279kWzu3fvNh7XnXeLnPmy8yvVtm3bFBYW9ufFl3Y5DjyFGnIFmTp1qnH28ccf9+JMPMudhuCCBQuMs3fccUdRpuNR5/n+gxuoIT6NGgIdOnTIOGvavNu3b5/xmKfvDjVh+vhhSVq9erVx9vrrrzfOuos6cmmoIT6NGgKvcOccXefOnb0yh9N3I5no0aOHV+YgUUMuFTXEp1FD3PDrr78aZ083vi6mXLlyxmOevuPfRNWqVY2zxe3w4cPG2UceecQ4m5ycbJw9faeqiRdeeME4K1FDLpU7NYRHQAMAAAAAAAAAAACAQ9AABgAAAAAAAAAAAACHoAEMAAAAAAAAAAAAAA5BAxgAAAAAAAAAAAAAHIIGMAAAAAAAAAAAAAA4REBxT8BJjh49apxdunSpUa5MmTLGY9aqVcs4CwDAmdasWVPcU/CK8uXLG2ePHTtmnF29erVxtm7dusbZatWqGWcBwOkmTpxonN23b58XZ3JxJUqUMM5ef/31XpwJAMBdOTk5RrnRo0d7ZfuVK1c2zt52221emQMAFMV7771nnN27d69RrkuXLsZjVq1a1Thb3Ez3X5IiIiKMswcPHizKdIptXFxe3AEM+LgpU6YoJiZGt9xyi+6//3598MEHHt/GkiVLVL9+fYWGhp7zgOb48ePq2rWrQkND1aJFC+3atcu1btSoUQoNDVX9+vULXdjQq1cvVa1aVQ0bNiw01uDBgxUREaEePXq4ls2aNUsTJkzw+H4BwNVuwoQJqlWrlkqWLKnatWvr9ddf9/g2LlZD4uLiFBkZqcjISN1www0KCgpyrRs8eLAaNmyohg0bFqpvtm3r+eef1w033KCwsDC99tprkqSPPvpI4eHhuu2225SVlSVJysjIUNeuXT2+XwBwtfOFGrJ7927dddddioiI0J133qnMzEzXOn9/f1d9iYmJcS3fuXOnWrRoodDQUHXt2lW5ubmSpNdff10NGzZUdHS0a9nq1asVFxfn8f0CgKudL9SQopzLqlWrlho1aqTIyEhFRUW5lnMuCwAuH1+oIStXrlSTJk0UEBCgefPmFVoXHx+v8PBwhYWFaeDAgbJtW0ePHnUdm0RGRqpy5coaNGiQpOI9DqEBDPiwH3/8UQkJCbIsS4MGDVJ+fr7Gjh2r//3vfx7bRkFBgfr166fFixdr69atmjNnjrZu3VooM336dAUHB2vHjh2Ki4vT4MGDJUlbt25VUlKSvv/+ey1ZskR9+/ZVQUGBJOmRRx7RkiVLCo1z+PBhbdy4UWlpaSpRooQ2b96snJwcvfPOO+rXr5/H9gkAIKWnpysuLk5+fn4aN26c8vLyNHDgQO3Zs8dj2zCpIePHj1dqaqpSU1M1YMAAPfjgg5KkhQsXauPGjUpNTdXatWs1duxYHTlyRJI0Y8YM7dmzRz/88IO2bdum2NhYSSf/aF6/fr2eeOIJzZ49W5L0wgsvaOTIkR7bJwCA79SQZ555Rj169FBaWpqGDh2q5557zrWudOnSrvryySefuJYPHjxYcXFx2rFjh4KDgzV9+nRJ0vvvv6+0tDTdcsstWrp0qWzb1ogRI5SQkOCxfQIA+E4NKcq5LEn66quvlJqaqg0bNkjiXBYAXE6+UkNq1qypGTNmqFu3boWWf/PNN1qzZo3S0tK0ZcsWrV+/XitWrFD58uVdxyapqam6/vrrXee/ivM4hAYw4MNOnDgh6eTjLJo3b65KlSqpRIkSKlmypMe2sW7dOoWGhqpOnToqUaKEYmNjlZycXCiTnJysnj17SpI6d+6s5cuXy7ZtJScnKzY21nU1TmhoqNatWydJuv3221WxYsVC4/j5+SkvL0+2bSs7O1uBgYEaO3asBgwYoMDAQI/tEwDg/9eQ6tWr6+6779a1116rkiVLqlSpUh7bhkkNOdOcOXP08MMPSzp54uX2229XQECAypYtq4iICNeFQ2+99ZaGDh0qP7+Tf6qefqyTn5+fjh8/7qohq1at0rXXXqt69ep5bJ8AAL5TQ7Zu3ao2bdpIklq3bn3BGiOdfILEl19+qc6dO0uSevbsqQULFrjW5eXluWrIrFmz1KFDh7OOWQAAl8ZXakhRzmWdC+eyAODy8ZUaUqtWLUVERLjOS51mWZaOHTum3NxcHT9+XHl5ebrmmmsKZbZv3679+/e7XttQnMchNIABHxYaGqoXXnhBmzZt0kMPPaT//ve/GjJkiIKDgz22jb1796pGjRqun0NCQs56J8GZmYCAAFWoUEFZWVlGnz1T+fLlFR0drZtuuknVqlVThQoVtHbtWnXs2NFj+wMAOKl+/foaPXq01qxZoxtvvFEpKSn697//rSpVqnhsG+7Ugd27d2vnzp2uE/mNGzfWkiVLlJ2drQMHDuirr75yXdGZkZGhDz74QFFRUerQoYPS09MlSc8995zuvvtuffrpp3r44Ye5cwsAvMRXakjjxo01f/58SdLHH3+so0ePul4BcOzYMUVFRally5auJm9WVpaCgoIUEBBw1pj9+/dXy5Yt9dNPP+nWW2/lzi0A8BJfqSFFOZdlWZbatWunpk2b6t///rckzmUBwOXkKzXkfG6++Wa1bt1a1apVU7Vq1dS+fXuFhYUVyiQlJalr166yLEtS8R6H0AAGfNiBAwc0ffp03XDDDRo7dqzq1aunV199Vb/88ktxT63I4uPjlZqaqsTERCUkJGj48OGaNm2aunT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            "text/plain": [
              "<Figure size 2016x2016 with 30 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}