{
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    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "iXEWDRSKQeX8"
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      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.decomposition import PCA\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.metrics import confusion_matrix, classification_report"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv('/content/data (1).csv')\n",
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 273
        },
        "id": "3GGfSgwvQknE",
        "outputId": "16bfa795-521e-401c-b428-76031c329401"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         id diagnosis  radius_mean  texture_mean  perimeter_mean  area_mean  \\\n",
              "0    842302         M        17.99         10.38          122.80     1001.0   \n",
              "1    842517         M        20.57         17.77          132.90     1326.0   \n",
              "2  84300903         M        19.69         21.25          130.00     1203.0   \n",
              "3  84348301         M        11.42         20.38           77.58      386.1   \n",
              "4  84358402         M        20.29         14.34          135.10     1297.0   \n",
              "\n",
              "   smoothness_mean  compactness_mean  concavity_mean  concave points_mean  \\\n",
              "0          0.11840           0.27760          0.3001              0.14710   \n",
              "1          0.08474           0.07864          0.0869              0.07017   \n",
              "2          0.10960           0.15990          0.1974              0.12790   \n",
              "3          0.14250           0.28390          0.2414              0.10520   \n",
              "4          0.10030           0.13280          0.1980              0.10430   \n",
              "\n",
              "   ...  texture_worst  perimeter_worst  area_worst  smoothness_worst  \\\n",
              "0  ...          17.33           184.60      2019.0            0.1622   \n",
              "1  ...          23.41           158.80      1956.0            0.1238   \n",
              "2  ...          25.53           152.50      1709.0            0.1444   \n",
              "3  ...          26.50            98.87       567.7            0.2098   \n",
              "4  ...          16.67           152.20      1575.0            0.1374   \n",
              "\n",
              "   compactness_worst  concavity_worst  concave points_worst  symmetry_worst  \\\n",
              "0             0.6656           0.7119                0.2654          0.4601   \n",
              "1             0.1866           0.2416                0.1860          0.2750   \n",
              "2             0.4245           0.4504                0.2430          0.3613   \n",
              "3             0.8663           0.6869                0.2575          0.6638   \n",
              "4             0.2050           0.4000                0.1625          0.2364   \n",
              "\n",
              "   fractal_dimension_worst  Unnamed: 32  \n",
              "0                  0.11890          NaN  \n",
              "1                  0.08902          NaN  \n",
              "2                  0.08758          NaN  \n",
              "3                  0.17300          NaN  \n",
              "4                  0.07678          NaN  \n",
              "\n",
              "[5 rows x 33 columns]"
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              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>diagnosis</th>\n",
              "      <th>radius_mean</th>\n",
              "      <th>texture_mean</th>\n",
              "      <th>perimeter_mean</th>\n",
              "      <th>area_mean</th>\n",
              "      <th>smoothness_mean</th>\n",
              "      <th>compactness_mean</th>\n",
              "      <th>concavity_mean</th>\n",
              "      <th>concave points_mean</th>\n",
              "      <th>...</th>\n",
              "      <th>texture_worst</th>\n",
              "      <th>perimeter_worst</th>\n",
              "      <th>area_worst</th>\n",
              "      <th>smoothness_worst</th>\n",
              "      <th>compactness_worst</th>\n",
              "      <th>concavity_worst</th>\n",
              "      <th>concave points_worst</th>\n",
              "      <th>symmetry_worst</th>\n",
              "      <th>fractal_dimension_worst</th>\n",
              "      <th>Unnamed: 32</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>842302</td>\n",
              "      <td>M</td>\n",
              "      <td>17.99</td>\n",
              "      <td>10.38</td>\n",
              "      <td>122.80</td>\n",
              "      <td>1001.0</td>\n",
              "      <td>0.11840</td>\n",
              "      <td>0.27760</td>\n",
              "      <td>0.3001</td>\n",
              "      <td>0.14710</td>\n",
              "      <td>...</td>\n",
              "      <td>17.33</td>\n",
              "      <td>184.60</td>\n",
              "      <td>2019.0</td>\n",
              "      <td>0.1622</td>\n",
              "      <td>0.6656</td>\n",
              "      <td>0.7119</td>\n",
              "      <td>0.2654</td>\n",
              "      <td>0.4601</td>\n",
              "      <td>0.11890</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>842517</td>\n",
              "      <td>M</td>\n",
              "      <td>20.57</td>\n",
              "      <td>17.77</td>\n",
              "      <td>132.90</td>\n",
              "      <td>1326.0</td>\n",
              "      <td>0.08474</td>\n",
              "      <td>0.07864</td>\n",
              "      <td>0.0869</td>\n",
              "      <td>0.07017</td>\n",
              "      <td>...</td>\n",
              "      <td>23.41</td>\n",
              "      <td>158.80</td>\n",
              "      <td>1956.0</td>\n",
              "      <td>0.1238</td>\n",
              "      <td>0.1866</td>\n",
              "      <td>0.2416</td>\n",
              "      <td>0.1860</td>\n",
              "      <td>0.2750</td>\n",
              "      <td>0.08902</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>84300903</td>\n",
              "      <td>M</td>\n",
              "      <td>19.69</td>\n",
              "      <td>21.25</td>\n",
              "      <td>130.00</td>\n",
              "      <td>1203.0</td>\n",
              "      <td>0.10960</td>\n",
              "      <td>0.15990</td>\n",
              "      <td>0.1974</td>\n",
              "      <td>0.12790</td>\n",
              "      <td>...</td>\n",
              "      <td>25.53</td>\n",
              "      <td>152.50</td>\n",
              "      <td>1709.0</td>\n",
              "      <td>0.1444</td>\n",
              "      <td>0.4245</td>\n",
              "      <td>0.4504</td>\n",
              "      <td>0.2430</td>\n",
              "      <td>0.3613</td>\n",
              "      <td>0.08758</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>84348301</td>\n",
              "      <td>M</td>\n",
              "      <td>11.42</td>\n",
              "      <td>20.38</td>\n",
              "      <td>77.58</td>\n",
              "      <td>386.1</td>\n",
              "      <td>0.14250</td>\n",
              "      <td>0.28390</td>\n",
              "      <td>0.2414</td>\n",
              "      <td>0.10520</td>\n",
              "      <td>...</td>\n",
              "      <td>26.50</td>\n",
              "      <td>98.87</td>\n",
              "      <td>567.7</td>\n",
              "      <td>0.2098</td>\n",
              "      <td>0.8663</td>\n",
              "      <td>0.6869</td>\n",
              "      <td>0.2575</td>\n",
              "      <td>0.6638</td>\n",
              "      <td>0.17300</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>84358402</td>\n",
              "      <td>M</td>\n",
              "      <td>20.29</td>\n",
              "      <td>14.34</td>\n",
              "      <td>135.10</td>\n",
              "      <td>1297.0</td>\n",
              "      <td>0.10030</td>\n",
              "      <td>0.13280</td>\n",
              "      <td>0.1980</td>\n",
              "      <td>0.10430</td>\n",
              "      <td>...</td>\n",
              "      <td>16.67</td>\n",
              "      <td>152.20</td>\n",
              "      <td>1575.0</td>\n",
              "      <td>0.1374</td>\n",
              "      <td>0.2050</td>\n",
              "      <td>0.4000</td>\n",
              "      <td>0.1625</td>\n",
              "      <td>0.2364</td>\n",
              "      <td>0.07678</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "<p>5 rows × 33 columns</p>\n",
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              "                                                    [key], {});\n",
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              "\n",
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              "\n",
              "  @keyframes spin {\n",
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              "\n",
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              "        async function quickchart(key) {\n",
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              "            document.querySelector('#' + key + ' button');\n",
              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
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              "            const charts = await google.colab.kernel.invokeFunction(\n",
              "                'suggestCharts', [key], {});\n",
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              "            console.error('Error during call to suggestCharts:', error);\n",
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              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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              "\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df"
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          },
          "metadata": {},
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.drop(['id', 'Unnamed: 32'], axis=1, inplace=True)\n",
        "df['diagnosis'] = df['diagnosis'].map({'M': 1, 'B': 0})"
      ],
      "metadata": {
        "id": "Mv4JkvfLQkqK"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X = df.drop('diagnosis', axis=1)\n",
        "y = df['diagnosis']"
      ],
      "metadata": {
        "id": "BORD4cJ_QktC"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "scaler = StandardScaler()\n",
        "X_scaled = scaler.fit_transform(X)\n",
        "print(X_scaled[:2])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uUFHzzOoQkvx",
        "outputId": "cd143fe7-8274-499e-addf-447cd53ad657"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[ 1.09706398e+00 -2.07333501e+00  1.26993369e+00  9.84374905e-01\n",
            "   1.56846633e+00  3.28351467e+00  2.65287398e+00  2.53247522e+00\n",
            "   2.21751501e+00  2.25574689e+00  2.48973393e+00 -5.65265059e-01\n",
            "   2.83303087e+00  2.48757756e+00 -2.14001647e-01  1.31686157e+00\n",
            "   7.24026158e-01  6.60819941e-01  1.14875667e+00  9.07083081e-01\n",
            "   1.88668963e+00 -1.35929347e+00  2.30360062e+00  2.00123749e+00\n",
            "   1.30768627e+00  2.61666502e+00  2.10952635e+00  2.29607613e+00\n",
            "   2.75062224e+00  1.93701461e+00]\n",
            " [ 1.82982061e+00 -3.53632408e-01  1.68595471e+00  1.90870825e+00\n",
            "  -8.26962447e-01 -4.87071673e-01 -2.38458552e-02  5.48144156e-01\n",
            "   1.39236330e-03 -8.68652457e-01  4.99254601e-01 -8.76243603e-01\n",
            "   2.63326966e-01  7.42401948e-01 -6.05350847e-01 -6.92926270e-01\n",
            "  -4.40780058e-01  2.60162067e-01 -8.05450380e-01 -9.94437403e-02\n",
            "   1.80592744e+00 -3.69203222e-01  1.53512599e+00  1.89048899e+00\n",
            "  -3.75611957e-01 -4.30444219e-01 -1.46748968e-01  1.08708430e+00\n",
            "  -2.43889668e-01  2.81189987e-01]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pca = PCA(n_components=2)\n",
        "X_pca = pca.fit_transform(X_scaled)\n",
        "print(X_pca[:2])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JG3oKhg5Qky0",
        "outputId": "9dcdf894-2af4-4fd5-8f58-61e2c3b309b1"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[ 9.19283683  1.94858307]\n",
            " [ 2.3878018  -3.76817174]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Explained variance:\", pca.explained_variance_ratio_)\n",
        "print(\"Cumulative:\", np.cumsum(pca.explained_variance_ratio_))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oNGnXpowQk2M",
        "outputId": "f05ed0da-c151-46ec-ec25-46fb756d2999"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Explained variance: [0.44272026 0.18971182]\n",
            "Cumulative: [0.44272026 0.63243208]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(8,6))\n",
        "plt.scatter(X_scaled[:, 0], X_scaled[:, 1], c=y, cmap='coolwarm', edgecolor='k')\n",
        "plt.xlabel(\"Feature 1\")\n",
        "plt.ylabel(\"Feature 2\")\n",
        "plt.title(\"Original Data (First Two Features)\")\n",
        "plt.colorbar(label=\"Diagnosis\")\n",
        "plt.show()\n",
        "\n",
        "plt.figure(figsize=(8,6))\n",
        "plt.scatter(X_pca[:, 0], X_pca[:, 1], c=y, cmap='coolwarm', edgecolor='k')\n",
        "plt.xlabel(\"Principal Component 1\")\n",
        "plt.ylabel(\"Principal Component 2\")\n",
        "plt.title(\"PCA Transformed Data\")\n",
        "plt.colorbar(label=\"Diagnosis\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "PdT4mX0eQvCw",
        "outputId": "89f8e5b5-c65b-4835-d1cc-0928c399f980"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 2 Axes>"
            ],
            "image/png": 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1njh79izDhw/H2dmZwYMHPzeGb7/9NlXr1JM1F/+bTDxp4X26jvj4+FSv3bPUrl0bSBrvmJX++z6xs7OjePHixMXFJR971j1mVv369bl9+zarVq1K7oZXVZU6derwzTffkJCQkGJccLVq1XB3d2fhwoUp4tq6dSuXLl3K0GoLaalatSrFihXjq6++IjIyMlX50ztgvez7ApKSwX379qU4tnjx4nQtwQVJv4cODg5Mnz6dhISEZ8YbHR1NbGxsqmvb29uneB0BTp48CUCdOnXSFYMQImtJy6fINUqUKMFPP/1E9+7dKV++fKodjoKCgvj111+TW04yqmrVqnTo0IHZs2cTHBycvNTS1atXAeO1kL355pt89tln9OnThzp16nD+/HlWrlz53IXx02P//v3ExsYmT2I6ePAgf/zxB46Ojqxfvz5FF+abb77JihUrcHR0pEyZMhw+fJgdO3akGnNaqVIldDodX3zxBWFhYVhaWtKkSRPq1KmDs7Mzvr6+DB06FEVRWLFixQt3CXqiaNGilCtXjh07dvDuu+++1H0/T5kyZWjUqBFVq1bFxcWFEydOsHbtWj744IPkc54swzN06FBatGiBTqd7qW0pnySWV65cYfr06cnHGzRowNatW7G0tEyxE5G5uTlffPEFffr0oWHDhnTt2jV5qaXChQszYsSITMcCSYnv999/zxtvvEHZsmXp06cPPj4+PHjwgN27d+Pg4MCmTZuAl39fuLu7069fPwYMGECHDh1o3rw5Z8+eZdu2belu1XdwcGDBggX07NmTKlWq8M4775AvXz7u3r3L5s2bqVu3LvPmzePq1as0bdqUzp07U6ZMGczMzFi/fj2BgYGpfn7bt2+nYMGCssySEDmFiWbZC5Fp586d07p27ap5eXlp5ubmmqenp9a1a1ft/Pnzqc59spzSo0ePnln2tKioKG3w4MGai4uLZmdnp7Vv3167cuWKBmiff/558nnPWmoprWV9/rs0UGxsrDZq1CjNy8tLs7a21urWrasdPnw41XkZXWrpycPc3FzLly+f1qBBA23atGnaw4cPUz0nJCRE69Onj+bm5qbZ2dlpLVq00C5fvpxqORxN07QlS5ZoRYsW1XQ6XYrldQ4ePKjVqlVLs7a21ry9vbWPPvpI27Zt2zOX4Pmvb775RrOzs0u1vA+gDR48+JnPe9ZSS2ktNTV16lStRo0ampOTk2Ztba2VKlVKmzZtmhYfH598TmJiojZkyBAtX758mqIoGVp26b9LLT3h7u6uAVpgYGDysQMHDmiAVr9+/TTrWrVqlVa5cmXN0tJSc3Fx0bp3767dv3//hTGkZ6ktTdO006dPa2+//bbm6uqqWVpaaoUKFdI6d+6s7dy5M/kcY7wv9Hq9NmbMGM3NzU2zsbHRWrRooV2/fv2ZSy0dP378mffVokULzdHRUbOystKKFSum9e7dWztx4oSmaZoWFBSkDR48WCtVqpRma2urOTo6ajVr1tRWr16doh69Xq95eXlpn3zyyQtfSyFE9pC93YV4gTNnzlC5cmV+/vlnunfvbupwXhlhYWEULVqUL7/8kr59+5o6HPGK2rBhA926dePGjRs5antZIfIyGfMpxFNiYmJSHZs9ezaqqqaYWCNenqOjIx999BEzZ87Mkln+QgB88cUXfPDBB5J4CpGDSMunEE+ZPHkyJ0+epHHjxpiZmbF161a2bt3K+++/z6JFi0wdnhBCCJHrSfIpxFO2b9/O5MmTuXjxIpGRkRQsWJCePXsyfvz4FOsLCiGEECJzpNtdiKc0b96cAwcO8PjxY+Lj47l+/ToTJ06UxFMIIYTJ7du3jzZt2uDt7Y2iKGzYsOGFz9mzZw9VqlTB0tKS4sWLs2zZsiyP80Uk+RRCCCGEyAWioqKoWLEi8+fPT9f5t27donXr1jRu3JgzZ84wfPhw+vXrx7Zt27I40ueTbnchhBBCiFxGURTWr19P+/btn3nOmDFj2Lx5MxcuXEg+9s477xAaGspff/2VDVGmLU/1JRoMBvz8/LC3tzf6lnpCCCGEyBqaphEREYG3tzeqmv2dtrGxscTHx2dJ3ZqmpcpJLC0tsbS0fOm6Dx8+nGqb2hYtWjB8+PCXrvtl5Knk08/PjwIFCpg6DCGEEEJkwr1798ifP3+2XjM2NhZvaztCSN8WsRllZ2eXauvbiRMnMmnSpJeuOyAgAA8PjxTHPDw8CA8PJyYmBmtr65e+RmbkqeTT3t4eSHrzOjg4mDgaIYQQQqRHeHg4BQoUSP47np3i4+MJQc8yXRFsjDxVJhoDvSNvpcpLjNHqmZPlqeTzSbO2g4ODJJ9CCCFELmPKIXO25jpsFJ1R61Q0PeizLi/x9PQkMDAwxbHAwEAcHBxM1uoJeSz5FEIIIYTIDMVMQTVy8qtoWZtM165dmy1btqQ4tn37dmrXrp2l130RWWpJCCGEECIXiIyM5MyZM5w5cwZIWkrpzJkz3L17F4CxY8fSq1ev5PMHDBjAzZs3+eijj7h8+TLfffcdq1evZsSIEaYIP5m0fAohhBBCvIBirqIoxm2zUzK42uWJEydo3Lhx8v9HjhwJgK+vL8uWLcPf3z85EQUoUqQImzdvZsSIEcyZM4f8+fPz/fff06JFC+PcQCZJ8imEEEIIkQs0atSI5y3PntbuRY0aNeL06dNZGFXGSfIphBBCCPECqk5BVY07RlM15M01x2XMpxBCCCGEyDbS8imEEEII8QKKuYJi5JZPRVo+hRBCCCGEyFrS8imEEEII8QKqmYz5NBZJPoUQQgghXkC63Y1Hut2FEEIIIUS2kZZPIYQQQogXUHUKqs7I3e76vNnyKcmnECLX0uv1+Pv7o6oqXl5eKEbed1kIIYTxSbe7ECLX0ev1fPXVVxQtVJgCBQrg4+ND6ddKsnjx4ufu/iGEEJml6JQseeRF0vIphMhVDAYD3bp2Zd3atTTCnt6qN3pgz80A+vfvz/nz5/n2229NHaYQQohnkORTCJGrrFu3jtVr1jBW9aKuap98vDZ2/Ik18+bNo0uXLtSrV8+EUQohXjVZMuaTvNnyKd3uQohcZeF331HOzDZF4vlEK8URHzNrFi1caILIhBBCpIe0fAohcpXLFy/RQG8JutRlqqJQTm/BxfMXsj8wIcQrTVGzYJ1PLW+2fEryKYTIVezs7Ah5FPTM8hBFj51D6lZRIYR4GYpORdEZt8NYIW9OkJRudyFErtLxnS7sV6MI1/SpygK0BE5qUXTq0sUEkQkhhEgPST6FELnKoEGDsLK3Y5Liz00tDgBN07ikxTBZCcDH24devXqZOEohxKvmyYQjYz/yIul2F0LkKj4+PuzYtYt2b7ZhqN8dfMyt0SsQkBBD6ddK8sfmP3FwcDB1mEIIIZ5Bkk8hRK5TuXJlbty+xR9//MHBgwdRVZWmTZvSokULVFU6dIQQxqcoWTDhyCAtn0IIkWuYm5vToUMHOnToYOpQhBBCZIAkn0IIIYQQL6DoMPoYTSVvTnaXCUdCCCGEECL7SMunEEIIIcQLKDoFxegtnzLmUwghhBBCpEFRVRQjT2g0dn25Rd68ayGEEEIIYRLS8imEEEII8QJZsre7kevLLaTlUwghhBBCZBtp+RRCCCGEeIGs2A5TzaMTjqTlUwghhBBCZBtp+RRCCCGEeAEZ82k80vIphBBCCCGyjbR8CiGEEEK8gKJkwTqfSt5sA5TkUwghhBDiBaTb3XjyZsothBBCCCFMQlo+hRBCCCFeIEuWWjJIy6cQQgghhBBZSlo+hRBCCCFeQMZ8Go+0fAohhBBCiGwjLZ9CCCGEEC+gqFmw1JKR68st8uZdCyGEEEIIk5CWTyGEEEKIF5Axn8YjyacQQgghxAtI8mk80u0uhBBCCCGyjbR8CiGEEEK8gLR8Go+0fAohhBBCiGwjLZ9CCCGEEC+Q1PJp7KWWpOVTCCGEEEKILCUtn0IIIYQQL6CoCqrOyGM+9dLyKYQQQgghRJaSlk8hhBBCiBeQ2e7Gk2tbPj///HMURWH48OGmDkUIIYQQr7gne7sb+5EX5cq7Pn78OIsWLaJChQqmDkUIIYQQQmRArks+IyMj6d69O0uWLMHZ2dnU4QghhBAiD3jS7W7sR16U65LPwYMH07p1a5o1a/bCc+Pi4ggPD0/xEEIIIYQQppOrJhz99ttvnDp1iuPHj6fr/BkzZjB58uQsjkoIIYQQrzqZcGQ8uabl8969ewwbNoyVK1diZWWVrueMHTuWsLCw5Me9e/eyOEohhBBCCPE8uabl8+TJkzx8+JAqVaokH9Pr9ezbt4958+YRFxeHTqdL8RxLS0ssLS2zO1QhhBBCvGKyYnZ6Xp3tnmuSz6ZNm3L+/PkUx/r06UOpUqUYM2ZMqsRTCCGEEELkPLkm+bS3t6dcuXIpjtna2uLq6prquBBCCCGEMcmYT+PJNcmnEEIIIYSpSLe78eTq5HPPnj2mDkEIIYQQQmRArk4+hRBCCCGyhaIkPYxdZx6UN9t7hRBCCCGESUjLpxBCCCHECyhKFkw4kpZPIYQQQgghspa0fAohhBBCvIDMdjeevHnXQgghhBDCJKTlUwghhBDiBWSReeORlk8hhBBCCJFtpOVTCCGEEOIFZMyn8UjyKYQQQgjxAopq/G5yJW/mntLtLoQQQgghso+0fAohhBBCvIBMODIeafkUQgghhBDZRlo+hRBCCCFeRFWTHsauMw/Km3cthBBCCCFMQlo+hRBCCCFeQFEUFMXIYz6NXF9uIS2fQgghhBAi20jLpxBCCCHEC8gi88YjyacQQgghxAvIUkvGkzdTbiGEEEIIYRKSfAohhBBCvIii/n+5JWM9MrG/5vz58ylcuDBWVlbUrFmTY8eOPff82bNnU7JkSaytrSlQoAAjRowgNjY2s6+CUUjyKYQQQgiRC6xatYqRI0cyceJETp06RcWKFWnRogUPHz5M8/xffvmFjz/+mIkTJ3Lp0iV++OEHVq1axbhx47I58pQk+RRCCCGEeJF/x3wa80EGx3x+8803vPfee/Tp04cyZcqwcOFCbGxs+PHHH9M8/9ChQ9StW5du3bpRuHBhXn/9dbp27frC1tKsJsmnEEIIIYQJhYeHp3jExcWlOic+Pp6TJ0/SrFmz5GOqqtKsWTMOHz6cZr116tTh5MmTycnmzZs32bJlC61atcqaG0knme0uhBBCCPECiqKiZGKM5ovqBChQoECK4xMnTmTSpEkpjgUFBaHX6/Hw8Ehx3MPDg8uXL6dZf7du3QgKCqJevXpomkZiYiIDBgwwebe7JJ8iV9A0jb1793Lu3DlsbGxo1aoV3t7epg5LCCGEeGn37t3DwcEh+f+WlpZGqXfPnj1Mnz6d7777jpo1a3L9+nWGDRvGlClT+PTTT41yjcyQ5FPkeCdOnKB7955cvXoZnc4CgyERVVXp3duXefPmYWVlZeoQhRBCvOoyMUYzXXUCDg4OKZLPtLi5uaHT6QgMDExxPDAwEE9PzzSf8+mnn9KzZ0/69esHQPny5YmKiuL9999n/PjxqCZa5F6ST5GjXblyhcaNm6Kz8KFc7dk4uFREnxhF4L2t/PTT94SFhbFmzRpThymEEOIVZ+odjiwsLKhatSo7d+6kffv2ABgMBnbu3MkHH3yQ5nOio6NTJZg6nQ5I6lE0FUk+RY42ffoMDNhQtsbXmJnZAGBmbodP0U6YWzixdu00Tp48SdWqVU0cqRBCCJG1Ro4cia+vL9WqVaNGjRrMnj2bqKgo+vTpA0CvXr3w8fFhxowZALRp04ZvvvmGypUrJ3e7f/rpp7Rp0yY5CTUFST5FjpWQkMCqVavwKNwjOfF8Wj6fJjy4toSVK1dK8mlEmqaxefNmvps/nwtnz2Fra8vbnTsxcOBA8ufPb+rwhBDCJHLC9ppdunTh0aNHTJgwgYCAACpVqsRff/2VPAnp7t27KVo6P/nkExRF4ZNPPuHBgwfky5ePNm3aMG3aNKPeR0YpminbXbNZeHg4jo6OhIWFvXBshTC90NBQnJ2dKVllEm7ejdI8558jQ2nzRkWWL1+erbG9qgwGA++99x4//vgjJc1sqai3JAw9B9RozGys2LZ9OzVr1jR1mEKIPMaUf7+fXPvuZ+/jYGVh3Lpj4yk4YXGey0uk5VPkWPb29jg4OBIZdiXN5FOvjyMm8jaFCrXN/uBeUUuWLGHpj0sZoXrQFEf4t1emj6bns+gA2rVpw+27d2WSlxAi71GUTG2H+cI68yBZZF7kWDqdjr593yXowRbiYgJTlfvfWkt8XAS9e/fO/uBeQZqmMeebWdRW7WiqOqYos1N0DCMfgY8eyQQvIYQQL0WST5GjjRkzBvd8Tvxz5AP8b68nJuo+ESEXuXb2S+5cXsJHH31EsWLFTB3mKyE0NJRLV69QF9s0y30UC4qa23DgwIFsjkwIIUzP2FtrZsUY0txCut1Fjubh4cHhwwcZOnQoGzbOw3BB/+9xL2bPns3QoUNNHOGrQ/m3+8fwnHMMT50nhBBCZIYknyLH8/HxYd26dfj7+3Pp0iVsbGyoWrUq5ubmpg7tleLo6EjFcuXZd+k2jUk98P22FsftxGiaNGliguiEEMLEVDXpYew68yBJPkWu4eXlhZeXl6nDeGUpisLID0fj6+vLRtWKNooT6r+tnMFaIt8ojyjokz95cWMhhMhLFEUxes9PXu1JkuRTCJGsZ8+enD9/nq+++ootZpFU1FsQhoFjShQuzq5s37oFCwvjLjUihBAib8mb7b1CiDQpisLMmTM5cOAAjbu8zf0yBTBUL8OML7/k4pXLlC9f3tQhCiGEaSjq/7vejfUw9tJNuYS0fAohUqlbty5169Y1dRhCCCFeQZJ8CiGEEEK8QE7YXvNVkTfbe4UQQgghhElIy6cQQgghxIsoWTBGM4+O+cybdy2EEEIIIUxCWj6FECKb+Pn5sWPHDuLj46lWrRqVKlUydUhCiPRSlaSHsevMgyT5FEKILBYdHc3AAQNYuXIlesP/NzCtXbMmK1aupFixYiaMTgiRHoqiohi5m9zY9eUWknwKIUQWMhgMvNWuPft37+ZdXGmqc8AKlWNaJD+dPEeDuvU4eeY0np6epg5VCCGyRd5MuYUQIpvs3LmTv3ds5yPNnXaqM3aKDjNFoY5qz3TNi7CgYObOnWvqMIUQL/Kk293YjzxIkk8hhMhCK1asoLCZNdUU21RlrooZjQ22/PTjjyaITAghTEO63YUQIgsFBgbirdeh6NJu4fBRzNkWHJzNUQkhMkpRVRTVyGM+jVxfbpFr7nrBggVUqFABBwcHHBwcqF27Nlu3bjV1WEII8VwFChTgli4Rg6alWX5Tiye/l3c2RyWEEKaTa5LP/Pnz8/nnn3Py5ElOnDhBkyZNaNeuHf/884+pQxNCiGfq06cP/omx7NEiUpU90OLZp0TSt//7JohMCJEhipI1jzwo13S7t2nTJsX/p02bxoIFCzhy5Ahly5Y1UVRCCPF8derUoXu3bsz59Tfu6ONoqibNdj+qRbJaDadI0WIMHjzY1GEKIUS2yTXJ59P0ej1r1qwhKiqK2rVrP/O8uLg44uLikv8fHh6eHeEJIUQyRVFY9tNPFCpcmHlz57Iu8g4AOlXl7bc6MG/ePJycnEwbpBDixVQFjD1GM4/Ods9Vyef58+epXbs2sbGx2NnZsX79esqUKfPM82fMmMHkyZOzMUIhhEjNzMyMadOmMW7cOA4fPkx8fDyVKlXC21vGegqRa2RFN3ke7XZXNO0Zo+BzoPj4eO7evUtYWBhr167l+++/Z+/evc9MQNNq+SxQoABhYWE4ODhkV9hCCCGEeAnh4eE4Ojqa5O/3k2v7LxiLg7WVceuOicVr4Iw8l5fkqpZPCwsLihcvDkDVqlU5fvw4c+bMYdGiRWmeb2lpiaWlZXaGKIQQQohXkCy1ZDy5+q4NBkOKlk0hhBBCCJGz5ZqWz7Fjx/LGG29QsGBBIiIi+OWXX9izZw/btm0zdWhCCCGEeNUpatLD2HXmQbkm+Xz48CG9evXC398fR0dHKlSowLZt22jevLmpQxNCCCGEEOmUa5LPH374wdQhCCGEECKvUhTjL42UR2e75832XiGEEEIIYRK5puVTCCGEEMJUFEVFMfIYTWPXl1tI8imEEK+YR48ecePGDWxtbSlbtixqHl3ORQijUrOg2z2P7nAkn0hCCPGKePDgAe906YK3lxe1a9emQoUKlCpRghUrVpg6NCGESCYtn0II8Qrw9/enTs1aRAc+oo/mQkWdDaFaIltuP6JXr148evSIkSNHmjpMIXIvWWrJaPLmXQshxCvms88+IzzwITM1b9qpzhRWLKmk2jJO9aK94szHY8YQGBho6jCFEEKSTyGEyO1iY2NZ8dNPvKG3I59inqr8HdUF1aBJ97sQL0NRsuaRB0nyKYQQuVxQUBBRMTGUVKzTLLdTdOQ3s+LmzZvZHJkQQqQmYz6FyEIJCQls3LiR48ePY25uTsuWLalbty5KHv22K7KGo6MjqqoSSEKa5QmaRpAhARcXl2yOTIhXiKomPYxdZx6UN+9aiGxw5MgRChUqQqdOnZi/YAVfz1pI/fr1qVWrDv7+/qYODwBN0wgMDOTevXskJiaaOhyRSfb29rRu1YotagQJmiFV+W4tnLDEeLp27WqC6IQQIiVJPoXIAjdu3KB58xbExLtQqcEPVGr4K1Uar6FMjS84fyGpLD4+3qQxrl69mmqVq+Dp6UnBggXJ7+XNpEmTiI2NNWlcInMmTJxIgKJnMgHc0JJ+htGagT8MISwkiK7vvEPZsmVNHKUQudiT2e7GfuRBefOuhchis2bNIlFvRsnqX2DrUAxI2snC2b0mr1WZyj//nGf9+vUmi+/zzz+nS5cuKBeu85HqxSTVh2rB8Xw+ZSqtWrYkLi7OZLGJzKlWrRqbt27hUT57hunv0pXbdNdu8r0WTI/evixdtszUIQqRuz1ZZN7YjzxIxnwKkQV++201rl6vY2Zmk6rMzqkkji5lWbNmDV26dMn22K5du8a4cePoorjQU3GDfz/7qmFLfc2eT/btZ9GiRQwdOjTbYxMvp2nTpty+d5ctW7Zw8eJF7OzsaNeuHQUKFDB1aEIIkUySTyGyQGRUJA4ebs8sN7N0IzQsLBsj+r8lS5ZgrzOni5Z68kk5xYY6ih0L58+X5DOXMjMzo23btrRt29bUoQjxalGULFhkPm+2fEq3uxBZoETxEkSEnEuzzGBIJDrsH0qVLJnNUSW5fPkyJfXmWDzjQ7Q8Vly+dg1N07I5MiGEEHmBJJ9CZIGBA/vzOPAgYcFnUpX53VxNTHQQ77//fvYHBtjZ2RGqe3ZiGYIeW2sbWQ5KCCGeJovMG40kn0JkgX79+tGwYUMuHx/DzQtzCQ06SXDAQa6cnMCdy4sZO3YsFSpUMElsHTp04FpiNFe11LPa4zQDO9UoOnbuZILIhBBC5AWSfAqRBSwsLNiyZTNjxowmLmIf/xwZxeUT43G2C+SHH35g2rRpJoutXbt2VChbjulKIKcNUcnd635aPNMIIFynMXr0aJPFJ4QQOdKTReaN/ciDZMKREFnEysqKqVOnMmHCBO7evYu5uTkFCxY0eXe2mZkZf23/m/Zt2vLpyRPkM7fCRlG5Ex+Nq7Mzm9ZskPUghRBCZBlJPkWeduvWLebPn8/v6zcSEx1D5SoV+WDwYN544w2jJYkWFhYUL17cKHUZi5eXF0eOH2Pfvn1s3ryZuLg4qlatSqdOnbC2Tnt/cCGEyNOyYoxmHh3zKcmnyLP27t1Lq1ZvojfocPZojJmdHQePHGfrltYMGjSIefPmmbyVMispikLDhg1p2LChqUMRQgiRh0jyKfKkiIgI2rV7C0vbkpSsOgXdv4vBa1pfAu/+yXfffU2tWrXo2bOniSM1Pk3T2LVrFxs2bCA6Oppy5crRq1cvXF1dTR2aEELkXFmxHaZsrylE3vHzzz8THh5GsQpjkhNPSGoN9CzUBhePmnwza7bpAswijx49onbNmjRr1ox1i37g4IpVjBk9mgI+PqxcudLU4QkhRM6lZMFkozyafErLp8iTDh06hKNLGSyt3dMsd/FoyJnTXxIXF4elpWU2R5c1NE2jbes3uXr6HFNVHyoaktbyDFUS+SEhiF49e+Hj40OjRo1MHaoQQohXWN5MuUWep6oqGvpnlmtaUtmrNOZz165dHDl+jFGGfFRSbZPvzUkxY7jiQVGdFTOmTzdxlEIIkUPJIvNGI8mnyJOaNGlCWPAlYiLvp1keHLCTOnXqYmFhkc2RZZ0NGzbgbW5NRSX1bHadovC6wY6/t28nOjraBNEJIYTIKyT5FHlS586dcffw5PrZqcTHBicf1zQ9964tJ/TRGUaPHpXqeeHh4Rw7dowzZ86QmJiYnSG/tOjoaBzQPbM11xEdALGxqXc+EkKIPO/JhCNjP/IgGfMpcoWYmBh27NhBSEgIxYoVo06dOi/VJW5tbc1fW7fQrPnrnNrdFSf3WpiZOxDx+ATRkQFMnjyZt956K/n8sLAwPv74Y5YtW05sbFLLoJeXDx9+OIrhw4fniu75cuXKsUK/jDAlEUcl9a/+aS0aL3cPnJycsj84IYQQeUbeTLlFrqFpGrNnz8bL24e2bdvi6+tLvXr1KFWqDHv37k11/u3btzl48CDXr19/Yd2VK1fmyuVLTJ8+hRKFEvF09qNzx5YcO3aMCRMmJJ8XGRlJo0ZN+HHpz7gXfIeK9ZdQrvZc9GYVGTlyJEOHDjXqPWeVXr16YWZuzg9aEIZ/t9R84rIWw24lkgGDB6Hm0e3ecrPr168zatQoalStSs1q1Rg3bhx37941dVhCvFpkzKfRKJr2n79Cr7Dw8HAcHR0JCwvDwcHB1OGIdPj8888ZO3YsnoXa4lWkI1bWnoSH/MOD60uJDr/Cnj27qV27NsePH2f06A/Zt+//CWn16jWZOfOLl15E/csvv2Tc+E8pX+c7bB1S7lTkd+t3bv0zl1OnTlG5cuWXuk52WLlyJb169qKYzormBjsc0XFai2a3EknVGtXZvnMnNjY2L65I5BgrV66kt68vtoqOanorDGgcU2PR6xTWrFvHm2++aeoQhXhppvz7/eTageu/w8HWuDvAhUfF4PHWoDyXl0jyKXKskJAQvLy8cfVpS5Eyg1KUGfTx/HPkAypV8ObzGdNp3KQpFlYF8CrSGVuH4kRH3iHg1moiw66wZctmXn/99UzHUaxYCSLji1Ki0rhUZZohkTN7u9GndyfmzZuX6Wtkpz179jBj2nT+3rEdAC93DwYMHsTo0aMl8cxlzp8/T+VKlWik2TFYdcfi3/FjMZqBb7RATpvFcfnqVQoVKmTiSIV4OTki+dy4MGuSz3YD8lxeImM+RY61du1a4hMS8Cn2TqoyVWeBR6FO7Ns7jffe64+lTWHK1JyNTpe0JqeNfWFcPOpy+cTH9O8/kBs3rmW6O/nOnVsUKp1265GimmFl9xo3btzMVN2m0KhRIxo1akR0dDSxsbE4OTlJV3suNXfuXFxUc4ZoHpg91X1nraiMwoPe+jssXLiQGTNmmDBKIV4NmqKgGbmb3Nj15RbyF0fkWAEBAVhZOWFh6ZJmuY19YQD++ec8PsV6JieeT6iqGfmL9+b27Ztpjg9NL0dHZ+KiA9Is0zSNxLgAXF3TjjEns7GxwcXFRRLPXGzX339TR2+dIvF8wkpRqWGwZse2bSaITAghnk3+6ogcy9vbm9jYUOJig9Isj474f2ujnVPpNM+xd046fuvWrUzH0aNHN4L9t5EYH5GqLDz4DOGh1+natWum6xciswwGAzqe3XKiAwx6Q/YFJMSrTFGyYKklafkUIkfp2LEjVpZWPLj+S6oyvT6WgFurqVq1GgBx0f5p1hEblXTc1dU103GMHDkSK0u4dHwUYcHniAy7ztXT0zi8tSUXjozE1tYBf39/9Ppn75gkRFao26ABR81iU61eAJCgGTiui6V+40bZHpcQQjyPJJ8ix3J0dGT69Kn43/6dq2dmEBl2jYT4cB4HHubi0REkxPnz3Xfz8fEpgN+tNaQ1d87v1hocnZxfasJRoUKF2L17Fx5uChcOD+Xs/vcICz6DT9EuFCn7AZZ2ZXn//ffp1KmzJKAiW30wZAgPEmL4yZBy+Sy9prHA8IgIQyIDBw40YYRCvEJkkXmjkQlHIkcbPnw4NjY2fPrpRM7u///YtUqVqrBw4S5q1KjB9OlT8fX1RaezIX+JHljZeBEXG8SDG78RcGcjs2fPxtr65WYoVqpUiaNHD+PtnR8bx8qUrDIRVZe09aZ3kQ4EBxxk48YJfPfddwwZMuSlriVeTQkJCaxZs4Yflizh3p07uHt60qt3b3r06JHpVQZq1arFrFmzGDFiBEeUWGrrrdADB3UxBBHPjz/+SMmSJY17I0II8ZJkqSWRKyQkJLBv3z5CQ0MpWrQolSpVSrGr0KJFi/jwwzFERoZjbmFHQnwUVlbWTJ48kdGjRxtlB6J58+YxbNgIqjT5DUsrt1TlV09NxtHmAVevXs4VOx6J7BMVFUWrli3Zd+AAFXV2FDGY46ckcEKLomzpMuzcs5t8+fJluv7Dhw8z79tv2b9nD4qi0uT15gwbNoxKlSoZ7yaEMKGcsNSS/+YfcLA17nJ04VHReLXum+fyEmn5FLmCubk5TZs2fWZ5//796dGjBxs2bOD+/ft4eHjw1ltv4ejoaLQYjh8/joNzyTQTTwBnj7pcPT2VyMhI7O3tjXZdkfuNGjWK44eP8LkuP+UUm6SZQMBtLY5Pr16jdy9fNm/dkun6a9euTe3atY0UrRBCZC1JPsUrw9bWlu7du2dZ/RYWFhj0sc8s1yfGAEmJshBPhISE8NPSpXTSHCmnpmw1KaxY0tvgzKy/tnLt2jVKlChhoiiFEC+UFWM08+iYz7x510JkQqtWrQgPvUFk2NVUZZqmEey3jUaNGmNlZWWC6EROdfz4cWLj46mvpN0aXu/f4/v378/OsIQQGSV7uxuNJJ9CpFObNm0oXvw1rp+dQnTEneTjen0sty8tIDT4Ah999KEJIxRCCCFyPul2FyKdzMzM+OuvLTRr9jqn9/ri6FoBnZkDUaHniI+PYM6cObzxxhumDlPkMNWqVcPKwoIDiRF0VlKvN3tAiwSgfv362R2aECIjVDXpYew68yBJPkWe4u/vT1BQEF5eXri5pT1x6HmKFSvGpUv/sHr1ajZu3Eh0dAwVKgzgvffeo3jx4lkQscjtXFxc6NW7Nz//8CNlNOukCUf/uq3FsUwNodXrb6Q53lPTNA4fPszhw4fR6XQ0a9aMcuXKZWf4QghhdJJ8inQxGAzs3LmTH39cyv0HD/D28sLXtxctW7bMFXuDHz58mPHjP2H37l0AqDodbdu0YcaMGZQqVSpDdVlZWdGrVy969eqVrvPj4uJYuXIlixd/z+3bd3DL50avnt15//33cXJyyuitiFzom2++4fLFi3z871JLRQ3mPPh3qaUypUqzbPlPqZ5z/fp1unTsxKmzZ7DWmWHQNOIMepo3bcrKX399qaWZhBAZpykKmpHHaBq7vtxC1vkULxQXF0fHjp34889N2DsVxdKmKPHRtwkPvU6zZs3ZuHFDphfJzg47d+7kjTdaYWGdHwtrT6LDb5CYGA2GBCwsVI4cOUyFChWy5NpRUVG0aNGSQ4cO4uxeE1uHksRGP+BxwD7y5/dh3749FCxYMEuunZNpmkZUVBTW1tbodDpTh5Mtnl5k/u7tO3h4etKrT9qLzD969IjKFSqiBIXynsGFyooNBuCQFskSNZhCpUtx5PgxLC0tTXMzQmSznLDOp9/fK7JknU/v13vmubxEWj7FC40ePZqtW7dRqtoUXDzqoSgKmqYR+ugYe/dO4oMPPuDHH380dZhp0uv1vPtuP6xsixET9YDY6ADcvJtgYelKWPAZwh+fpVmz5vj5PcDM7OV/HaKiovjll19Yt24dERFRhIY+5urVm5Sr/S0OLv/vLo2N9ufSsZG88043Dh068NLXzS2CgoKYOXMmPyxZQnBICNaWlnTp2pWxY8fy2muvGe06oaGh7Nu3j/j4eKpUqULRokWNVndmmZub061bN7p16/bCcxcsWEDww0csVArgpiYt3aUCDRR7vDVzhp8/x9q1a7N0aTEhxH/IUktGkzfvWqRbSEgIS5b8gHex7rh61k/euUdRFJzda+JTog8rVvxMYGCgiSNN265du7h79zaxMQ+xsvGiapNfKV5hNAVL9qF8nTmUqjaVR48eMW7cuJe+1o0bNyhTphz9+/fn2Olgrt2x4tqNABITYwl5dDTFuVY2XhQsOYjDhw9y+vTpl752bhAYGEjtGjX57utZ1AvV+FD15O0EO7b8/BvVqlTlxIkTL32N+Ph4Ro0ahY+XF+3ataNTp04UK1aMN1q05P79+0a4i+yx8qfl1NdscFNSrxlbXLGivM6WlT//bILIhBDi5UnyKVK5c+cOJ06cwN/fn4MHDxIXF4N7/tfTPNfd53USExPYvXt3NkeZPteuXUNRVBLigilWYTTmFil3PHL1rId7/hYsXfoTer0+09fR6/W0avUmwaF6KjdcQZkaX/Fa5U+o3nQ1hUq9x/1rK3j0YEeK57h41EanM+fgwYOZvm5uMmL4cB7fe8BsfHhP505D1YGuqivzNB+84wx0f6crLzMKSNM0enTvztxZs2kXZ8MPuiL8oivGCNWDU7v2UL9OXYKCgox4R1nncchjPNNIPJ/wMOgIfvQoGyMSQmiKmiWPvChv3rVI0759+6hTtx6FCxemevXq+Pj4MGHCJABUXdpjy1SdBQCJiYnZFWaGODo6omkGLG28sHNMe/cYV69GBAU95MGDB5m+ztatW7l69TLFyo/F2i5/8nFFNSN/8e44u9fiwY1VKZIrTTOgaVq6JmydO3eOQYMGUatWHRo3bsLs2bMJDQ3NdLzZ7dGjR6xdu5YOBgc8FYsUZTaKjj6aC1dvXH+pLzGHDh1izdq1jFDc6a5zw0Mxx0HR0VR15HPNm4d+fsyZM+dlbyVbFC5cmKtKfJplmqZxXZdI0X9XV4iPj+fMmTOcOnWKmJiY7AxTiLxFFpk3mlyTfM6YMYPq1atjb2+Pu7s77du358qVK6YO65Wxbds2mjZtxj+XQ3itygQq1l9CsfIfcvVGECgq/rd+T/N5wQFJ4xVr1KiRneGmW+vWrdHpzNAMic9sVdO0pMT5ZWbt//3339g55MfeuUya5fl8mhMVfo3EhPDkY0H+ezEYEmncuPFz6/7888+pWLEiy35ay80HDpy7FMeoUR/y2mulOHfuXKZjzk6XLl0iITGRKoptmuVlscZKNePs2bOZvsayZcvwNrNOcychd8WcxgZbln7/fabrz07vDRjAcUMkl7TUyeQ+LYLbidH0efddpkyZQn4vbypXrkzVqlXx9vTk448/Jjb22dvACiGEqeWa5HPv3r0MHjyYI0eOsH37dhISEnj99deJiooydWi5nl6vp1+/97F3qUTZWnPJ590EO8cSeBRsRbk6C7CxK4TfzdVER95N8bzYaH8eXPuB5s1fN+pkEWNycnKic+dOxMc+IiLkQprnBPntoFixEvj4+GT6Onq9HlW1eGb5kzJNS+rajwy7xr0rC2jRoiWlS5d+5vM2bdrE2LFjyV+iJ5Ua/cprlcZSuvp0qjT+lbhER1q2bJUrEg1ra2sAIkl7aEMsGgmaIfm8zPB78ICCehX1GS0JhRRL/B8+zHT92cnX15c6tWszEX9+1gdxU4vlihbDIv1DvtECeadLF3788UcmT5xIjZBEvtQV4GtdAZpE6Jg98yvatmlDQkKCqW9DiFeKRhZ0u+eeNMyocs1d//XXX/Tu3ZuyZcsmtQItW8bdu3c5efKkqUPL9Xbu3Mn9+3cpUOJdVDXljG8zMxsKlOiFwRDP2f19uXZmOg9urOLa2S84u68P7vlsWbo07ZnuN27c4Oeff+bXX3/Fz88vO24lTcuXL8fVNR9Xz0wnNur/cWiaAf87Gwny28Po0SOTJ1NlRs2aNQkPvUlMZNqTWoID9qHqLLlz+UcuHh3F2f3vUaJ4AVasWP7cemfO/AontwoUfC3lz8bSOh/FKn6Cv/8DVq9enem4s0vlypXx9vDkb0NYmuU7tXA0klqqM8vTy4t7ZoZntnDf1eLxzCVrY1paWvLX33/Td9BANlnFMlR/l1H6exxyVPh04kR69OzJqlWrGKl4MFDnQRnFmpKKNe/q8vEpXmzfsYNVq1aZ+jaEEFlg/vz5FC5cGCsrK2rWrMmxY8eee35oaCiDBw/Gy8sLS0tLXnvtNbZs2ZJN0aYt1ySf/xUWlvRHzMXF5ZnnxMXFER4enuIhUrtx4waKosPOKe3F1u2dywLg26sHDtZ3eHT3Z2zNrzFx4nhOnjyeqsUwICCAVq1aU7x4cXr27Em3bt0oWLAQ3Xv0JCIiIsvv57/MzMw4evQwrk46Tu3pwcVjH3P93Fec3e/LzfOzGDx4MP3793+pa3Tu3BlXt3zcvPBV0hqiTwkOOEiQ305KlyqOh9N9qlRw5qeffuLYsSPPXSg8ISGB/fv34eLVNM3E2MauII4updmxYwf79+9n2bJlbNy4MUeO+zMzM2PMuLFs18JZa3hMvGYAwKBpHDBEsEx5TPfu3ShQoECmr+Hr68uDhBgO/rtd5dOCtAR2q1H4vvtupuvPbra2tsydOxf/wAAOHTrE0aNHeRDgz8SJE/nxhx8oamZDgzSGGFRSbaiss2PxwoUmiFqIV1gOGPO5atUqRo4cycSJEzl16hQVK1akRYsWPHxGr058fDzNmzfn9u3brF27litXrrBkyZKX6ukzhly5yLzBYKBt27aEhoZy4MCz10icNGkSkydPTnU8ry3m+iK//fYbXbt2pVrT1Vhau6cqD398jvOHhnL48GFq1ar13LrCw8OpXr0m9+4Hkb9EP1y8GqAZEnj0YCcPrv1I9eqV2LNnt1HW1MyoiIgIVqxYwarVawgPj6BsmdL07/8+9erVe6lWzycOHDhAy5atSNTrcPFqhoWlCxGPT/H44QneeuttVq9elaH7jouLw8rKiuIVPsKjYKs0z7lw+AMMcbeJiPx/wuXk4MCnEycyYsQIo9yXsWiaxtixY/niiy9wNLOgEBYEKokEJsTS5s03+W3VqpfarEDTNN5+6y22bPqTd3CiqeKINSrHtEhWqqGYubty4vQp3N1Tv8dzm8rlK+D1z10G6zzSLP9ZH8R+dwvuB/hnc2RCZI2csMj8/V1rcLAz8iLzkdHkb9Ip3fdVs2ZNqlevzrx584CkfKhAgQIMGTKEjz/+ONX5CxcuZObMmVy+fBlz82evoJHdcmXyOXDgQLZu3cqBAwfInz//M8+Li4sjLi4u+f/h4eEUKFBAks//CA8Px8vLByfP1hQpMzBFmaZpXDk1EVvzu9y6deOFk3K++eYbPvroYyrW/xFru5StWGHBZ7lweBjr1q3j7bffNvp95AQ3b95k7ty5rFq9luioKMqUKcPgwQPp2rVrpnbyqVixMg8eWlOq2oxUZXExjzixswveihlDVHdKY00gCfxhCGGzFsaMGTPS/DAytWvXrrF06VLu3LmDq6sr3bt3p0aNGkZJlOPi4hg1ahQ/LFlCbPz/Z4s3adSIH5cto1ChQi99jZygSaNGhB84yWTFO83yr/UBPCrlw/mLF7M5MiGyRo5IPnevxcEu7UmTma47Mor8jTty7969FPdlaWmZagez+Ph4bGxsWLt2Le3bt08+7uvrS2hoKBs3bkxVf6tWrXBxccHGxoaNGzeSL18+unXrxpgxY0y6u1yu63b/4IMP+PPPP9m9e/dzE09I+uE5ODikeIjUHBwcGDt2DH43V3Hn8vckxIcCEBfzkBvnvyHYfx/Tpk1J12zwH5f+hItng1SJJ4Cja0WcXMuxdOkyI99BzlG0aFFmz56Nv999wsJCOHz4ID169Mj0L/mIEcMIDjhM4L2tKY7r9bFcP/clqgIzlfyUV2wwUxR8FAsG6jx4W3Hms0mTCAkJMcZtGVWJEiWYPn06K1euZO7cudSsWdNoLbSWlpbMmzeP+35+rFmzhpUrV3Lp0iV27t79yiSeAF27d+eUPpK7WlyqsiAtgUNKFN169jRBZEKIzChQoACOjo7JjxkzUjc4BAUFodfr8fBI2ePh4eFBQEBAmvXevHmTtWvXotfr2bJlC59++ilff/01U6dOzZL7SK9cs72mpmkMGTKE9evXs2fPHooUKWLqkF4p48ePJyEhgc8//wK/m79haeVIbEwINja2LFiwgB49eqSrnoCAAGxdqz2z3MKmIH5+0hWYXr6+vhw8eJDvv/+CoPubcXCtQUJCOI8DdhIXE0YnxRFHNfWv8VuqMxvjQ1m3bh39+vUzQeSm5erqSseOHU0dRpbp3r0738z8iom37tDf4Ep1xRYFOKtFs0h9TD53D95//31ThynEK0VTFDQjD2V6Ul9aLZ/GYDAYcHd3Z/Hixeh0OqpWrcqDBw+YOXMmEydONMo1MiPXJJ+DBw/ml19+YePGjdjb2ydn+Y6Oji+1PItIoigKkydPZsiQIaxdu5aHDx9SsGBBOnbsiJ2dXbrr8fH2xi/o5jPL46JuUaBKzlyWKSdSFIXFixfTunVr5s2bz5kzm7C0sqLtm81Ys2YN9dW0W/OdFTMczCye+W1Y5G42Njbs3LObzh07MvXwYWx0ZqgoRBoSqFS2Amt+X4erq6upwxTi1ZKFe7unp3fWzc0NnU6XajvrwMBAPD0903yOl5cX5ubmKXrfSpcuTUBAAPHx8VhYPHuJwKyUa5LPBQsWANCoUaMUx5cuXUrv3r2zP6BXlJubGwMGDMj08/v27cOIEaOICr+JrUPRFGUhj44T9vgS7777+cuG+crz9/dn0aJFbNjwB7GxcVStWpnJkydRt25dIOlb8po1a7ilxVFUSf0NOUhLIEwfb/IZjS/jyJEjzJ83j5PHj2NpYUmbt9rTv3//XH1PxuTt7c2BQ4c4ceIEu3btwmAwULduXaNNoBNC5CwWFhZUrVqVnTt3Jo/5NBgM7Ny5kw8++CDN59StW5dffvkFg8GQPHTu6tWreHl5mSzxhFw64SizTDlgOa+IjIykdu26XLt+F5/ivrh6NkDTEnn0YAcPbqygYYN6bNv2V6bHQJ4+fZp58+Zx8OARdGY63mj5OoMGDaJo0aIvfnIucfjwYVq2bEVMTBxO7vUxM7cjPPgYURH3+eSTT5gyZQoAzZo05eb+w8zUfLD6z7fxBfpA9lgl4Bfgnyvf61OmTGHChAl4mVlRVW9FNAaOqNHorKzY8tdW6tWrZ+oQTSIqKopVq1Zx4cIFbGxsaN++PdWqPXuYixCvipww4eju3g1ZMuGoYMP26b6vVatW4evry6JFi6hRowazZ89m9erVXL58GQ8PD3r16oWPj0/ymNF79+5RtmxZfH19GTJkCNeuXePdd99l6NChjB8/3qj3khG5puVT5A52dnbs2bOLQYMGsXbdPG5eSNpL28LSir7v+jJr1qxMJ57ffvstQ4cOxcbWAwe32miGBObN/5558+azdu0a3nzzTWPeiklERkby5pttUC0KUrnWVMwtkj6MNM3Agxu/MXXqVCpXrkyjRo2oUq0qe/ftpb/hDp1wor7qwEMS2GgIYY8Wwdwv5ubKxHPTpk1MmDCB7qorXTQXVF1SK16kpmd6bABtWr/J7bt3cHR0NHGk2euPP/6gV4+ehEeEk9/ChghDItOmTaN506asXrsWJycnU4eYpa5fv87169dxcnKievXqJp2pK4SpdOnShUePHjFhwgQCAgKoVKkSf/31V/IkpLt376aYHFygQAG2bdvGiBEjqFChAj4+PgwbNowxY8aY6hYAafkUWcjPz49jx46h0+moW7fuczcEeJGDBw9Sr149vIt2pnDp/ihK0h8evT6Wa2emEhVykuvXr+X6LtnFixczYMBAqjT+BSub1GN4Lh4dgYtDJPfv3yMhMRFbu/xERz1CnxgFKICGt4cnk6dOybUTjZo0akTgwRN8oXmn6j4O0hLoa7jN7Llzn9nN9Co6cuQI9evVo7pmQ1/FDU/FHL2mcUSLZJ4SRLV6ddi5e/cr2d1+/vx5hn7wAXv27Us+VrhAASZPnUqvXr1MGJnITjmh5fPOvj+ypOWzUIO2eS4vyXVLLYncw9vbm/bt29OmTZuXSjwB5syZi51jIQqXHpiceALodFYUrzAWvT4pccusCxcuMGzYMFq0aEGXLl1Yt26dSfbG3rNnD46uZdNMPAGcPRtx48Y1HN2bUrXJairUX0aN5uspXuFDVJ0Zr7/egjv37+XaxFPTNPbtP0A9g02aiZSbYk5ZxYY9e/Zkf3AmNG3qVPJhRlPsiSVpdyidolBXtWeElo/de/dy8OBBE0dpfJcuXaJ+3brcOnScD1VPftQV4QtdAfI/CMXX1zd5oW0hRO4iyafIFXbv3oOTe8M0ExIzc1sc3Gqwe/eeDNeraRrjx4+nfPny/PzdIiK2H+Ls73/SsWNHqlepmmpWYVZL6oh4duuV8u+vbLFyI7CwTEroVZ0FHgVbU7j0ILZv/5v799PeXz730J7zCvzbvpt3Omz49ddf2bp5M/76OKYa/PhAf4cRiXe4qCVto1pNscXD3Io1a9aYOFLj+3jMGOxiEvhS86ah6oC7Yk5ZxZoxiietFUc+/uij5K2WhchyT2a7G/uRB+XNuxa5jqZpKC9MSTJu6dKlTJ8+HV/VjR+1gozXefM1+flaV4B7l6/S8a23szXRadiwIWHBF4iLSXuf3kd+O7G2K4SqSz1c2z1/S3Q6S37//fesDjPLKIpCvbp1OaBGp1n+WEvkghZDgwYNsjky0/j111/p1q0blbFhupqfZboifKp6o6IwXn+fS1oMqqLgghkRERGmDteoHj16xJ9/bqadwQFbJeX4TkVR6Ky6Ehsby+rVq00UoRAisyT5FLlCo0YNCXm4N81EMDEhivDgYzRq1DBDdWqaxhfTZ1BXtaeT6oLZU62qJRVrPjC4cuDwIY4dO/bS8adX9+7dcXR05Pq5GSQm/H+/dk3TeHBzDeHBZ3DP3yLN5+rMrDG3sM31ScjwkSP5JzGKtYbHKX7e0ZqBb3iIra0tvr6+Jozw+QwGg1GGbMTHxzN8yFDqq/ZM1PlQQbXBTTGnpmrH57r8FMGS7/WPiNT03NTHULJkSSNEn3P4+flh0AwUS2MpMQBXxQwn1Zxr165lc2Qir3qyyLyxH3mRJJ8iVxg+fBiRYbe5c3kxmqZPPq7Xx3Hj3BeoiiHDO7rcvn2bqzeu0wT7NMurKrY4mlmwZcuWl4o9I+zt7dm06Q8SY25wevc7XDv7Jbcufse5A324fXH+v7MY0/61jY64Q0x0MKVLl862eLNC+/bt+eSTT1hmCGKQcp/v9Y+Yqw/gXe5wzcLAxk1/5MiZ3cePH6dTp05YWVpiYWHBa8WKMWvWLOKf2mM+I7Zu3crD4CDeUVxSDTcxV1Q6qs5cIZbv9IEYVCXd6x1fvHiR8ePH079/f6ZNm5Zjh2m4ubkB4KelnchHanpC9fH8vHxFjtxGVrx6NEXNkkdelDfvWuQ69erVY9asWTy48Stn9nbn5oVvuX7ua07v7kx48FFWr15F/vz5M1Tnk6TA+hm/BjpFwUrRZTp5yKx69epx8eIFRo8eiqv9XSy1U7RsXp1du3bRtWs3Ht5dm6pb3mBI5O6VRbi65aNdu3bZGm9WmDJlCnv37qX22204X9CRB69588GHo7h4+VKqjSZygg0bNlC3Th2ObthMd4MTw1QPvG8H8eGoUTRr0pS4uNR7sL/IvXv3MFNUCj2j5a+YYgXAPiKZM3duqv2e/yshIYHevr6ULVuW+V9+xe6lK5k+cRKFChVi8uTJOW4crY+PD40aNOAPJZyENGLbpIUCEBEUzIcffpjN0QkhXoYstSRylRMnTjB//nz27z+EmZkZrVq1YNCgQRQvXjzDdcXFxeHt4UmDcIV+unypym9qcQzV32HdunW8/fbbxgj/pfn5+VGzZm2CgiPJV6AdDs5liYsJ5OG9jUSF32TDhvWvxHqnuUlYWBj5vb2pGKvjQ8UzxfCNc4ZoPjXcp2Dhwqz4+efkHarSY9WqVbzzzjt8ryuCp2KeqvykIYqJhgfMmjWL4cOHv7C+Dz74gEULFjAAN5oqjpgrCtGagfWGx/yqPWb+/PkMGjQo3fFlh4MHD9KoYUPK6i3opXPjNax4jJ5NhhDWaSF0UJyxVlTWmkfiHxiY59Z+zUtywlJLtw79lSVLLRWp0zLP5SWSfIo8bezYscz6ciZTFW9KK9bJx6M1A5MVf0LdHLh19w7m5qn/+JuKv78/kyZNYvnyn4mNTZqY06xZcyZNmpih5EYYx/z58xk2ZCg/qoVxVVJPBJutD2CfFoFBp7J5yxZef/31dNUbFRWFt6cn9aJ0DNKlbNU0aBoTNT/iXyvI+Yv/vHB9z8DAQArkz093gxMd1dTLns3SB3DZw5bb9+5iZpaz9h7p27cvy39cSiIaOkAPWKHwluJMV9WVW8QxTH+Xo0ePUqNGDVOHK7KIJJ+vlgx9ysTExHDy5ElcXFwoU6ZMirInsw5l0V+Rm3z66acc3L+fsYcOU1uxoyxWBGkJ7NJFE29hxt+/r8tRiSeAl5cXixYtYtasWQQGBuLg4ICrq6upw8qzTp8+TTEza1y1tD9Oqym27NDCqaBZ8d67fbl553a6duextbVlyrRpDBs2DIMe3lad8cKcm8TxmxbCGS2aTV/NTNfC8lu2bCExMZGWurRbBluqjuwMuMeJEyeoVavWC+vLTuXKlUNVFCYqXjwkEVtUqiu2yTPgowxJ655aWVmZMsxXgsFg4ODBg/j7++Pp6Um9evVS7JaT52XFGE0Z8/l8V69epXTp0jRo0IDy5cvTsGFD/P39k8vDwsLo06dPlgQpRFaxsbHh7x07+Hr2LB6/5s0P6mN2O8I77/fl9Nkz1K5d29QhPpONjQ1FihSRxNPEQkJCCEuIf+aYyah/F4XvhjN3H9xn+/bt6a57yJAhzJ07lyP2Gu/rb9NWf41h+rvcyWfL2rVrad26dbrqiYqKwkxRsX3GR74zSYlcZGRkmuWm1KpVK+I1A+Hoaa060UhNufTSdi2cgj75KVu2rAmjzP02btxIiaJFadCgAV26dKFhw4YUL1KE9evXmzo0kQP89ddfHDhwIPn/8+fPp1KlSnTr1i1TE/7SnXyOGTOGcuXK8fDhQ65cuYK9vT1169bl7t27Gb6oEDmJlZUVQ4cO5cKlS8QnJBAUkjT+LTPjSEXecufOHbZu3kIgCfxDTKpyTdPYbgijgmJNOdUGC1WXoaWBFEVhyJAh+AUEsHbtWr5bsIAtW7Zw5/69DI1DLlOmDAmagYvEpll+RotGVVRKlSqV7jqzS8mSJXmrXXuWKI85YYhKTvITNANrDY/ZrYUzZtxY2ev9JWzcuJG33noLl3vBfKErwCpdMb7UFcDt/mM6dOiQq9cONiYNJUseucGHH35IeHg4kLTl7ahRo2jVqhW3bt1i5MiRGa4v3d3uhw4dYseOHbi5ueHm5samTZsYNGgQ9evXZ/fu3djaGncchBBC5HTz589Hl5BIESz4Wh/AxzovSv47djha0/OTIYjLxDJZ8SFESyTeoM/UMlHW1tZ06NAh03E2atSIEkWL8dOdAD7TvLB6qqvvsZbIGjWc1i1bZXjFiOyybPlPvNWuHZP27KGAuTX59DpuqvGE6uMZM2YMAwcONHWIuZbBYGDE0GFUVWyZoHih/juMowzWfIoVU/Fn5LDhtGvXThL8POzWrVvJwy3XrVvHm2++yfTp0zl16hStWrXKcH3pTj5jYmJSDERXFIUFCxbwwQcf0LBhQ3755ZcMX1wIIXKz9WvW0kCzpbPOhUn6B4zS36MIljgqOi5rMcSh4Y05VVVbVuiDsLa0NMlqBKqq8tPPK2jetCnDEu7T0mCPN+Zc12L5SxeJtasL3+bgfdIdHBzYsWsXu3fv5tdff+Xx48c0KVqUvn375sjW2tzkwIED3Lp7h4G6AsmJ5xOqotAZZ0bfv8e+ffto3LixiaLMGbJiXc7css6nhYUF0dFJE1x37NiRPL/HxcUluUU0I9KdfJYqVYoTJ06kWsB63r8fWG3bts3wxYUQIjeLjo7GAR1uijlzdIU4rkVxWIskDgMdVBfuG+K5TzyrDcGs1h4zdtQ4nJ2dTRJr7dq1OXz0KFOmTOGn338nUa/H1tqaHr368Omnn+Lj42OSuNJLURSaNGlCkyZNTB3KK+XJ3I3CWKRZXpikdWb9/PyyLaYcSwGMvSNR7uh1p169eowcOZK6dety7NgxVq1aBSTNB8pMj0m6U+633nqLX3/9Nc2yefPm0bVr1xy3SLEQQmSlchXKc0aXtIC8TlGopdoxQufJxzpvOisu/EMMt4nnFyWUkaNGMWXKFJPGW758eVavXk1YeDh+fn4Eh4SwcOHCHJ94iqzj6ekJwB3S3kzjDknvby8vr2yLSeQ88+bNw8zMjLVr17JgwYLkz4ytW7fSsmXLDNcn63wKIUQmbdy4kfbt2zNS9aSJmvIzZa3hMcsMQQwfPpyPPvpI/niLHEmv11O8SFHcHzzmk6fGfELShLnpmj8PvJzSvURYVskJ63xeP7obezs7o9YdERlJ8ZqN81xekrNWExZCZKmHDx+yZMkS/ty4kbjYOCpXr8bgwYOpUqWKqUPLldq2bUufPn2YtXQZR4iiLrYkAvuUSE4aIhk3bhzTpk0zdZhCPJNOp+Pr2bPo2LEj0/GnE84UwpK7xLNGC+GwIZLVs36UyUZ5UHh4eHJC/KJxnRlNnKXlU4g84ujRo7R8/XViIqOoodlgi8opXRwPE2OZMWMGH3/8salDzJUMBgNLlixh7qxZXLxyBYCqlSoz6qMP6dq1q4mjEyJ91q5dy6jhI7j74H7ysQLePnw16xs6d+5swsiS5ISWz2vH9mRJy2eJGo1yZF6i0+nw9/fH3d0dVVXT3NBC0zQURUGv12eobkk+hcgDIiIiKFKoEB7h8YzHE8d/F+nWaxq/GoL5TXvM5s2bM7VkhqnExsZy6tQpEhMTKV++vMkm8jyhaRrh4eGoqoq9vb1JYxEiM/R6PXv37sXPzw8vLy8aNWqUY1o8JfnMfnv37qVu3bqYmZmxd+/e557bsGHDDNUt3e4mptfrOX36NBEREZQoUSLHrrMncreVK1cSEhrKV2rh5MQTkibJdFddOaPE8c1XX+eK5DMxMZFp06Yxd9ZsHoeFAmBtaUm3Hj34+uuvcXRMewvJrKYoismuLYQx6HQ6WU3gOfLaUktPJ5QZTS5fJOfedR7w1Vdf4erqRvXq1WnSpAkFChSgdes3uXnzpqlDE7nc48eP2b17N/v37ycmJoadO3dSVrUhn5J6n3pFUWhgsGHP3r0Y/t0nO6cKCgqi1Rtv8NmkSdQO05itK8h3ukJ0SrBn1bLlNGnYiKioKFOHKYQQrxSTba/5tBUrVlC3bl28vb25c+cOALNnz2bjxo2ZqS7PMRgMNGnShA8//JCIiGisbPOjqBag6Ni+Yx81a9ZOfl2FyIjQ0FDeffddvLy8adKkCQ0aNMDTy5sLFy6gGJ49wkaHgkHLuYlnaGgoffr0wdvLi+07dmAA9hHBUUMkPljQWXVhOl6cO3+OJUuWmDpcIcQrSLbX/P/2miNHjnyp7TUznHwuWLAg+aKhoaHJg0ydnJyYPXt2hgPIi8aNG8fu3bspWLIf1Zuvp2rjn6nRbB35i3cjIT6CsPAoJk6caOowRS4TFRVF4yZNWfnLWryK+lK50XIqNfgeO9fXuXLlGue1GB4bEtJ87iE1mqqVKhMQEJDj1uuNioqicYOGrFuxku4GJxbqCjNXV5CmiiOrtMfMMiTFXFSxog52/LB4salDFkK8gp50uxv7kRv8d3vNNm3aMH36dObPn8/WrVszXF+G7/rbb79lyZIljB8/PsVA5GrVqnH+/PkMB5DXREZGMnv2HLyLdqZAiR6YmdsCYGZhT6GSffEo+CYGg8Yvv/xKZGSkiaPNOomJiWzevJl58+bxyy+/ZGp7rpzo4cOHTJs2jUqVqlC8eEnat3+Lbdu2ZUtCt2TJEs6dO0fpGt+Qv3g3bOwKYutQnCJlBlGi0lg0NKYSQOxTLZyapvGHIYSziZGcOH0KHx8fKpWvkKO2y120aBEX/rnANLzpqLqQX7GgqGJFP10+Rqie7NEi+IcYAIpjwW3pNRBCCKP67/aar7/+OpAN22s+cevWLSpXrpzquKWlpYy1Soft27cTFxeLV+G30iz3KvwWgXf/RE9SImNn5Jl1OcGmTZt4//0BBAT4odOZo9cnYG1ty/jxYxk3blyayznkZLGxsdy/f59bt27RtVt3wkIjcPaoj7llCXbvO8XGjS157733WLRoUZbe25IlP+DqUR87xxKpyty8m3L36lKuRj3Al5s0UuyxQcdRorirxVEUS3oprsQqGjsv3aZ79+7cunWL8ePHZ1m86fXD4sXUxY6iimWqsoaKPb8SzHZDOOV0NgRoCbi5uJogypdnMBhQ1dzRCiJEXqQpCpqRP8ONXV9WMdn2mk8UKVKEM2fOpDr+119/pdr3XaQWEREBgIWVW5rlTx839dIxWWHHjh20f+st4rVCVKy/hFpvbKda0zU4e73JJ598YvLtBzMiLCyMESNG4O7uQYkSJXj99dcJDY2icNnhvFZ5PEXKDKJcnSUUr/ARS5YsYXEWdwffvXsHW8eSaZYpioKdY2k8FUsqYsN+LYL1Wgj3tTh6Ki7MNStENZ0d9VR7JqredFVc+OSTT7h69WqWxpwed+7eozipE08AVVEorljxkARCtET2qFH06O1rtGsfP34c3169KFGkKKVLlGDYsGFGfU2io6P58ssvKVa4MDqdDntbO/r27cuVf9cLNYbIyEi+//57hgwZwkcffcShQ4dy3NAKIUTOZuztNTPc8jly5EgGDx5MbGwsmqZx7Ngxfv31V2bMmMH333+f4QDymtdeew2A8OCzOOWrlqo8LPgMAPXrN3glk88xY8Zi71SWUtWmovy75I+ldT6KlBmIqpoxffoMhgwZkuPvPTw8nPr1G3Llyg3yFWhLwbLVSIwPI+DOJq6f/RyDPg6vwu1QFAWPgq0IDTrKN9/M5v33309u/UxMTESn071Ua6imady5c4f4+HhcXFyJiXrwzHPjo+5SAnPGmXkDcEeLY5T+LjGkTkQ6qS5sUSJZsmQJM2fOzHR8xuDm6oLfg4hnlvtp8VigME7xx9HFlcGDBxvlurNmzWLkyJF4mVlRQ29FAhrLv1vIogULWbVmNe3atctUvQaDgWPHjnHv3j0+mzSJK5cvUx87WqnuBMcksmn5Slb9+hvbtv9N3bp1X+oeNm7cSK8ePYmMiqSguQ2RWiIzZ86kQb16rFu/Hje3tL8ECyFSy4oJQrllwlHBggX5888/Ux2fNWtWpurLcMtnv379+OKLL/jkk0+Ijo6mW7duLFiwgDlz5vDOO+9kKoi8pGbNmpQpU467V75HnxiToiwxIZK7V5aiqmZ8883XJoow61y9epVTp07gVaRTcuL5NK8iHYlPSOD33383QXQZ88UXX3D58lXK1JpL4dLv4+RWBTfvxpSt9TWehdpz659viY97nHy+q2djrl69jL+/P/Pnz6dsqVKYm5tjZWlJp06dOHbsWIaur2kaP/30E6VKlaFIkSKULFmSwIcBBPltJy42KNX5YcHnCA+7SmPl/4ufF1IsaaE48rcWjv4/LWEWikpJvTmXL1/O4CtjfD18fdmrRvFYS0xVdl6L5jpxXCSWfGVfY8/+fXh6er70Nffv38/IkSPpoDizSCvAezp3Buk8+FErSDW9JV06debevXsZrnf16tWUKFqU2rVr07lzZy5cvIiXwYw3FEdaqk5017nxnVaAIvEKXTp2IiEh7Qli6XH06FE6dexI2Wj4Xi3MPIMPPxoKMlH15tyRY7R9801pAc1CCQkJ8vqKV4per2fdunVMnTqVqVOnsn79+gzvbPREhpLPxMREli9fTrNmzbh27RqRkZEEBARw//59+vbtm6kA8hpFUVi69AcS4+5x9sB7+N/eQFjQafxurePMvr7ERd9j0aIFVKuWulU0twsKSkqKrGx80iy3sHTGwsKOR48eGf3a0dHR/Pjjj7Rt246mTZsxcuTITHdt6vV6Fi1agpvPG9g6FE1RpigKhUr2RVF0PLz3V6rn9urZk2FDhuByzZ8hqgfd9I4c3bCZunXqsG7dunTHMHnyZHr37k1wuBulqk2jbK1ZOHm8jkGfwIVDQ3kceAhN06PXxxF4dwtXjo+lpGJDTSXlGOLyig3h6Ikg9QdIiE7LETv1DBkyBCc3N8Yp/hwzRKLXNGI1A38bwpiqBVC0cBEOHDjAidOnk3sWXtbs2bMpaGZNb9UN9amWaQtFZZjigc5gyPAwiuXLl9OlSxc87gXzha4AK3RF+VT1xhqV8fr7XNaSvoxaKyrv48aDAH82bdqU6Xv4fMYMvDFnjOKJ+7/ru6qKQnXVjtGGfBw+epRdu3Zlun6RWlBQEGPHjsXDLR8WFhY4OzoyZMgQ7t69a+rQhBHk5dnu169fp3Tp0vTq1Yvff/+d33//nR49elC2bFlu3LiR4foy1O1uZmbGgAEDuHTpEgA2NjbY2Nhk+KJ5XY0aNTh8+CATJkzkzz/n/jvRQEedOnVYuHAnZcuWNXWIWaJAgQIARIVfS5W0AcRG+REXG0bBggWNet3r16/TtGlz7t27g6NbJXRmjhw6vIzZs2czc+ZMRo0alaH6wsLCCA5+RMnCFdMsN7Owx9ahGDFR/28ZCw7YTb58HuzZtZuJqjdVVNvksrc0Z77WAunVoweNGzfGxcXlude/dOkSkydPpuBr71LgtV7Jx53cKuPoWoVrp6dw6fg4VNUMTTOgaQZqKfYMV93R/aeL/zGJKIDVf76HXtFiuKaP5vOOHdP7smQZDw8P9h7YT7cu7/DZqZOYqyoGTcMAvNW+PT8uXWr0nYX279lDM701ii51l5iNolJVb8Xe3buTjx0/fpzVq1cTFBRETEwMJUuWpFSpUrRr1w4bGxtiY2MZMWwYjRUHRioeyUMtaip2VFZsGKO/x4/6IL40S/odKapY4m5uxalTp3j77bczHH98fDybNm3iXVwxU1PfQ0XFBh9za9auXUvTpk0zXL9Izc/Pj/p16hJ4/wFNDLYUUz24HxnPzwsX89vKX9h38IDMixC51tChQylWrBhHjhxJ/hsVHBxMjx49GDp0KJs3b85QfRke81mjRg1Onz5NoUKFMvpU8ZSKFSuyceMGHj9+TFBQEO7u7jg5OZk6rCxVoEABmjZtxtETv+HqWR+d2f+/uGiaxr1rP+Hg6ET79u2Nds3ExERatmzF41ADlRsux9ou6Y+7QR/P3avLGD16NCVKlKBt27bprtPGxgZVVYmPDU6zXNMMxMcFY+dUGk3TeHhvC0F+e3FzdaW+ap8i8YSkLS7fw41DcbdZvnw5w4cPf+71lyxZgpW1Mz7FUg9zyefdiJDAfVipN/joo9Hcu3ePL7/8kqaKPXb/Geqg1zQ2G0JxQEcQieTHAoOmcVqL5ls1iAply2XodclKxYsX59jJExw/fpyjR49ibm5O8+bNKVo09ZcYY1BQ0NIYC/uEgaSfW0REBF06dWbrtr9wUc1xMCjcIx4DoAFODg58M3s29vb2PA4N5R1d4VRjfC0UlQ6qC58b/HmgxeOjWCS17mLA0jLtiVYvEhcXh95gwElNe19uRVFw0nSv9HJu2W3woEGEP/BnLvnx0P1/J7G3NBfGRfjRs1t3jp86metW8xD/l5fHfO7duzdF4gng6urK559/nqmx6RlOPgcNGsSoUaO4f/8+VatWxdY25R/SChUqZDiIvMzFxeWFLV2vkq+//oq6devzz5EheBXphr1zGWKjAwi4vZbggIMsXbrUqK3pf/zxBzduXKNi/SXJiSeAqrOgUKn3iAr7h5kzv8pQkmVlZUWrVq3Zu38TnoXaoqopf41CHh4hLiaQ+LjHXDj4HuGh1+nTpw9Lly6lquLBUUMkW7RQbv87UaaWYsebqhOv6Ww4derUC69/5cpVrB1Ko+os0iy3d6nI7X/2JE+8OXXiBHP27kdv0Kit2KFTFAK1BH7QgrivJmJvZ8eA8NvkN7chBj3B+jhqVqnOhk1/YGaW4Y+ILFW9enWqV68OJE36mjdvHpv++IO42DiqVKvKgAEDjNL13qhpEw6s/5Numpai2x0gStNzSo3lo6ZN6dm9B3t37OBj1SvptTVTCNf0/GwIYosWRsHwBN5991169uyJlWqGj5L2z+zJMlJBWiI+igVHtUjC9fG0bt06U/Hb2dnh7eHJuYcxNMQhVXmkpue6FkM3aYkzivv37/PHH5sYoLjhoabcwtZR0dHb4MzkM6c5ceJE8vtXiNzE0tIyebWep0VGRmJhkfbn2vNkeLDBO++8w61btxg6dCh169alUqVKVK5cOflfIZ6nYsWK7N+/l0rlfbh6egond3XlnyMjcLJ9yKpVq+jdu7dRr/fXX39h71Q0zbUvFUXB1bs5Bw7sT148N70++WQ8MVH3uXpqIrFRfgBohkSC/PZw7cw07OwccLS+T9PG5fn777/57rvvANiqhTHF4EeEZqC54kAVxYbtWhgf6O/wWEvAysrqhdd2dHRAH596UtET8TGPsLOzR1EUFEVh7e+/U69pYz43+NNLucNA9T799Lf4xxbWrltHwMOH/Pzzz3T6oD/9Rg1n3759HD521CgTd7LKuXPneK1YcYYPHUrwzkMYDpzmx2/nU6pUKebNm/fS9Q8bPpz7iTH8YHiUYjJWrGbgG+0hmOmoV68eGzf9QXeDM49JZJ0WwlFDJLaoDFTdqaTYEIOBWoodf23ZSqwhkYda2hOIHmjxADiickGL5js1mCaNGlGlSpVMxa8oCv0HDWSPEsk1LTZFmaZprDAEYVAV3n333UzVL1K6cOECBs1ANcU2zfIqii0KcPr06ewNTBiVRhaM+czcLufZ7s033+T999/n6NGjaJqGpmkcOXKEAQMGZKqHLFOLzAvjuXPnDosWLeLAgYOoqkrz5s3o168fHh4epg4ty1SuXJl9+/Zy7do1bt26hYuLC1WqVHnpBbY1TSM6OhqdTpecxCUmJqLqnt11qdNZJ5+XETVr1mT9+t/p0aMXp/Z0x84hPwnxEcTGhNKiRUtWrfot1TjE0qVLc/HSJYapHjRX/1/mq+Vjiv4BF/Qx1K1bF03Tnts117lzZ3799VfCQ/7BwTnl+GB9YjTBftvo2aNL8jFHR0e2btvG6dOnWb9+PdHR0ZQtW5bOnTsn91x0796d7t27Z+g1yE6PHj1i3bp1BAcH4+npyafjxmMfGsXnamHy/TuZJl4z8BNBDBkyhFKlStGsWbNMX69OnTrMmzePIUOGcFCJSV5q6bAaQ6KZwrrf17Nv3z7MFYXvtUeYaQpWKERgIB9mjFA9aak48rnmTwfFmSPBAdhYWbE+LoT+OvcU19JrGuu0EOxQ+Up5xG19DDWqVWP12rUv9ZqNGjWKzZs2Me70GZrr7aii2BKBnr+VCM5rUXw397sc/QUjN3kyPCIKQ5rlMRjQIF1fLkXOlZe73efOnYuvry+1a9fG3DzpMzcxMZG2bdsyZ86cDNenaHloLYjw8HAcHR0JCwvDwSF1V1R2W716Nd2790BVLbF3rQ6anrCgY1hYmPHHHxtkIkA66fV6Fi9ezJw533LlStJkuFKlStOhw9u4uLgwevSHVG3yG5bW7qmee/XUZBxtHnD16uVMjcWKjo5mzZo1XLhwARsbG9q1a/fM1qpihYvgeucRE81Szva/osWwUh/MKZJaX709PBkweBAjR45MNawFkn7hq9eoyeXLtylSbjTO7jVRFB1R4Te5fXEO8dE3OH36pNFmfpuSwWDg008/5asvZ6LX67HXmROaGAfAEl1hvP7Tja1pGiOVBxRv1oAt/+43fOjQIebOmcPeXbtRFIUmzZsxdNgwatSo8cLrnz17lvnz53Nw3z7Mzcx5vdUbDBw4kCJFilC6ZCluXL1KPzUfTRUHrBSVG1osPxgecVmLpb+aj28ND5mh+jDW8IB+/frx/fff84biyFuqM16Yc504ftEec8IQRa3atShevDhdunShZcuWKbYvzqzIyEimT5/OkoWLCApJWvqrTq1ajB0/njfffPOl6xdJYmJi8PH0okGEwnu61J8z6w0hLFdDuHvvniT8mWTKv99Prn3u1Ens7Y2762BERCQVqlTNMXnJi1y7di15Cb7SpUtTvHjxTNWT4eRz+fLlzy3v1avXc8tNKScln+fPn6dy5Sq4eDaiWPlR6MySWuAS4sO5dmYKcZGXuH79Kl5eXiaNM6czGAx0796DVatW4ZSvGrHRD4mJvJ1cbm5ugaKArVNlSlX9LEUraHDAfq6cnMicObMZMmRIlsYZFRWFnZ0dI1RPmqr/f+8dNUQyw+CHNxa8rjrijI7zWgy7lUgqVqnMzt2709xi9eHDh7zdoSMHD+zHytoZnZkVURH+eHh6sW7tmpdenDynmDBhAlOnTOEdxYU2qjMOio7P9A8I1/R8ZZb2qggbDSH8yGPiE+L59ttvGT58OAXMrKmjt8YAHDKLwS8xlgULFtC/f/9MxXXmzBkqV67MKNWTxmrKz5J4zcBQ/R0UIIhEBivufKUFcuHCBXbs2MGkCRMIfWov5ALePsxfuIA2bdpkKpb0SEhIIDAwECsrK1lYPotMmTKFSRMnMkDJx+uKI2aKgkHTOKhFMpuH9Hy3D0uWLDF1mLlWTkg+z54+ZfTl5yIiIqhYuUqOyEuyU4aTz//uPJOQkEB0dDQWFhbY2Njw+PHjZzzT9HJS8vnee++x8tc/qNTwl1QTVhITIji1qzPjx49h4sSJJoowd1i5ciU9evSgWLmR3Lu2HFVnQcGSfXF2r0FiQiSBdzfz4OavKICltSuuXq9jZuFAeNAJHj88RseOHfntt9+M0sr0PDExMdjY2DBU9eD1f7vcYzQDvfU3Ka9Y87HqjdlTLa/XtFjG4cfwjz5k+vTpadb5ZIexzZs3Ex8fT9WqVWnfvn1yl0huFxISgrenJ+0S7Oip+3/CNEPvR6SmZ5pZgTSft9UQynzDQw4fPkzt2rV5W3Gmj+qW3LJt0DQWGx6xmTDOnj1L+fLlMxzbxx9/zOKvZ7NMK5hq+SpISoCXGB7RDAfu6BJxqVKWI/9uJBATE8PWrVsJCgqicOHCNG3aNMvffyLrGQwGBg4cyOLFi3E1s6SQwQx/nR7/hFjatW3Lb6tWSbf7S5Dk07T0ej3Lli1j586dPHz4EIMh5RCTjK4ZnOExnyEhIamOXbt2jYEDB/Lhhx9mtLo8a+vWv3H2aJQq8QQwM7fHMV9ttm7dlqeSz+joaGJiYnB2dk73+M95877Dxb0a0VF3MRjiqVh/ERZWrkDS61ioVD+sbLy4fm4mLZrXYe/ercTGxlKuXDlmzfyJ7t27Z8sffmtra2pVr8G+Uxd5naTkc58WQQwG3lfdUySeACUUK5rr7Vi8YCGTJ09OM6FUFIWaNWtSs2bNLI/fFDZu3EhcfDxtdE4pjpdUrFihBROm6XFMY6esI0o01atUZcF33+FlZkVvzS3FkApVUein5uOIEsP8+fNZuHBhhmN7/Pgx+RRzdM8Yr+VJ0s/rshLHY3OFlfPnJ5dZW1tnau1Okdrx48eZM3s227dtQ683ULtuHYYNH/5S430zS1VVFi1axKBBg1i6dCn37t2jhrs7PXv2pHbt2rLE0isgL4/5HDZsGMuWLaN169aUK1fupd/PRllHpUSJEnz++ef06NEjR2zHlxvo9XrM1GcvT6CqFiQkPns/61fJ/v37mTZtOn//vQ1N08iXz4NBgwbw4Ycfpjnm8Wnnzp0jX8HuPLjxCx4FWicnnk9zz9+CBzd+omDBgjx+/OxZ4llt5Iej6dy5M6vVx3RQnLmtxZEfi+TdZ/6rimLLH6EPCAgISF6gPy8JCQnBSmeGk5LyY6qp4shKgpmnD+AjnTfmT30I7jCEcdIQyfLhw5j86QRq6K1Q01go3kxRqK634uDefZmKrUiRIvxsiCUKPbZpJMCXtVhUoGjd6qyfNeuV3LHM1JYtW0bfd/viqbOksd4aM0Xl8LbdNN+8mcmTJzNhwgSTxFWxYkVmz55tkmsLkVV+++03Vq9eTatWrYxSn9Hm+JuZmeHn52es6l55devWIizoYJp7/xr08YQHH6V+vTomiCx7rVq1ikaNG3P42E2KlB1OyaqT0dnUYtq0L2jcuClRUVHPfb6VlRWJ8WEkJkRgk8auSQCKaoaVbUH8/f2z4hbSrVOnTkyYMIHlhiDeV+5xXosmHD2GZ4x8ebLlZV7tqitatCgx+kRua3EpjjsqOj5SvThGFO/qb7JM/4i1hseM4QGzDYH069ePHj16YGZmRuJzFopPRMt0q7evry8JaKwxpB5m9FBL4C81gp6+vuzdv18Szyxw7do1+vXtS3PsWaDlp6fOja6qK3M0H3qqrkycOFG2DhVGpylKljxyAwsLi0xPLkpLhpPPP/74I8Vj48aNLFy4kB49erwykxyyw5AhQ4gIvcX9aytSJKCaZuDWxfnEx4UxcOBAE0aY9UJDQ+nTpy+uno0oV2cBXoXb4ebVkGLlR1Cm1mxOnznL559//tw63n67PY8DdqIzsyM6Iu1lwDRDIrFRd9M1eUuv1/Pnn3/y7rvv0qVLFz777DMePHiQqftLy+TJkzl27Bhv9HgHi+KFCEXPCS11gq1pGn8rEdSuWZN8+fKlq+7o6GjWr1/P0qVL2b9/f5pfbHKTVq1a4ZnPnZ+1xynW2gQop1iTT2eJtZc7+1xU1tvEka9OVdasWcPixYtRFIXmb7TkkC6GBC318jexmoEjagzN32iZqdi8vb2ZNn06a7UQZhj8OWOI4pYWx3pDCKMVP9x8vPnyyy8zVbd4sYULF2KnmtFfzZdizK2iKHRWXChsZsO3c+eaMEIhXi2jRo1izpw5Rvu7kuEJR/8di6coCvny5aNJkyZ8/fXXOXp2dk6acAQwbdo0PvnkE+ydiuPkXh9NSyQkYDcxUX4sXryYvn37mjrELDVv3jyGDRtB1Sar0uwuv3F+NolRh/D3f/DMnXYuXrxI5cpVQOeAPiGGyg2XYWmdcjZv4N0tXD/3JSdPnnzuot0BAQG0atGS0+fOUtjcBkeDyhUthjjNQKVKlahatSpdunShSZMmL70mKSQlmI0aNODskWOMNuSjkmKDoihEanpWGILYrIWxadOmFy6Jo2kaM2fOZOrU6UREhCUfL1KkGCNGDKNu3bpUrFgx3a18YWFh/P3330RGRlK6dGlq1qyZYnyPXq9nz5493LlzB1dXV1q0aGHU1lm9Xs+mTZv44fvvOX/uHHfv3aOMakM7HPFULLimxbJBDSfc2owDhw5Rrly5NOu5fPkyFcqXp7bBhqGKO1ZK0s8sWjMwSwvktFkcFy9fpkiRIpmO9aeffmLq5M+4fusmABZm5nTq3ImZX31ltM/CiIgIVq5cyb59SUMEGjRoQPfu3Y0+8SE3qVOzJlbHLzFKl/ZrvFIfxC4XlYCgR9kcmcgqOWHC0anTZ7NkwlGVyhVzTF7yLG+99Ra7d+/GxcWFsmXLppqH8Pvvv2eovgyP+fzvDCeReePHj6dWrVrMmTOXgwc3oaoqbd9sxvDh6VuDMLe7cOEC9k5F00w8AZzyVefynQ0EBwenuei+wWBgz549uLq54e+X1Dp5cnc33PO/TqFSA9AnRhJ4bwt+N36hZ89ez008NU2jbes3uXvxMl/qClDaYMVv2mPOGiIxM7Ph5l2Fq9e38f3331O/fgP++GMjTk5OL3X/iqLw+4YNtGndmk+PHsXH3BpnTcd1LZZEVeO7b79L11qMU6ZMYeLEiXgVfpsS1Tpgae1BxOPz3LnyA0OHDgM0CvrkZ/yET3nvvfeeOVBcr9czYcIEZn8zi+jYmOTj5cuU5YdlS6levTpbtmxh8IAB3L53L7ncxdGJyVOnMHjw4JcehB4bG0v7du3Y9vfflDKzpazeDDPVikuGaP75dx1URVFo2awFX339NWXKlHlmXaVKleLX336jW9eunDLcoareCg04ocZgMNOxZt26l0o8Ian7vWfPnly8eJGoqCiKFy+Oq2va7+fMOHDgAG1atyYsPJzSatKXk1W//cb4sWPZtHkzdeq8+kNz0qIzMyPtvaKSxKPluK1hxasgK3Ykyh07HDk5OfHWW28Zrb4M/3Z+9tlnjB49OtX+2zExMcycOdNkg7xzq6ZNm+bZxeRtbGxIiA9D0wwoSupfwMT4UCBpdvB/aZpG3759+emnn3DzakTJKu8BGo8e7CTw7p8E3v3z3+faMmrUiGcuV/TE7t27OX7qJFPV/JRRrdluCGOlIZgCJXzxKd4Nnc4STdMIDTrB4SOTad/+bfbsefkxZa6urhw8fJhdu3axdu1aIiMj6Vq6NH369EnRchYYGMj27duJi4ujcuXKyYl0UFAQ06ZNJ3/x7hQq9V7y+Y5ulSnn/A3nDwzEI9KP/H5h9O/fn4cPH/LJJ5+kGcvw4cP5bv58OuJMK50nzphxTotmxZVbNGnUmFlzZjOgf38qYcMQXQGKY0UACawPD2HIkCEkJiYyfPjwl3o9xowZw54dO5ms+lAVW/i3sfa6Essn+FOpVg1WrV6Nt7d3uurr0KEDV69dY9GiRUmLzKsKI5s2pX///uTPn/+lYn1CVdVntr5mlqZpzJ07lw9HjiTh3y/8wYYEWquODFfyMSfiEW+0aMnFy5fw8fF5QW2vnhZvvMG0I8eI1PTY/WfCl17TOKCLoVWr9qYJTohX0NKlS41aX4a73XU6Hf7+/ri7p9zFITg4GHd3d/R6vVEDNKac1u2e1+3bt4+GDRtSpsYXOLunXC5I0wz8c/gDKlfwYPfu1Enepk2baNu2LSUqjcM9/+spyvxvb+DmhdlMmTKFIUOGpNrmMi0jRozgt/kLWWJImlX+vuEe8R7VKVVtSqpzHz3YydXTU/j222/54IMPMnLLqezfv5/vvvuOQ4eOkpAQT4kSxejXrx/dunVDp9MRGxvLsGHDWPrjjyQ8tQVo9SpVWb7yZ3bv3s0HQ4ZSrelazC2cUtX/8P7fXDsznWW6Imw1hLFWCeX2nTupEq+bN29SvHhx+iputFdTruUboxkYrtwn2tYSn8hEpuGdam3LBfpA9tkk4hcQkOai+OkRFhaGt6cX7eKs6a5LvRD6dkMYcwyBXLt2zagD33Oi8ePHM336dKphSxPVAXMUDmuR7NHCqa3YMVhxp59yl1HjxvLZZ5+ZOtxsFxAQQIlixSkep/ARHjj8m4DGagbmaw/Zr0Rx4uRJKlasaOJIhbHkhG73k6cvYGfkbvfIiAiqVi6X5/KSDLf3Pmvf6bNnz+Li4mKUoETeUL9+ferUrceNczMIeXgseSBzQlwo18/NJDzkEuPGjU3zuQsWLMTRpVSqxBPAs1A77BwKcuHCP+lKPCGpu9cWHYqi4EcC/losHgXT7vJ29WqITmfFiOHDufdU93NGaJrG6NGjadCgARv+2EeCWokE5TX27z9EL9/eFPDJz+nTp3mnSxd++v4Hehqc+FVXjI26EnyqehN47iIN6tbjypUrWFm7pJl4AljbJe0CFIaeDqozlorKTz/9lOq8lStXYqua0VJJ/XpZKyqtDPaEhoXRymCf5qLqHVQXIqKi+OOPPzL1ekDSmo3RsTE0VNP+AG6gJH3o79mzJ9PXyA1OnjzJ9OnT6a26McnMhwaqPbVVO0bqPBmnenNQi+Qk0dQ22PDH7+tNHa5JeHp6smnzn9yw1Oij3Waa3o8v9P705g4H1GiWr1ghiacQRvSkx+2/j6pVq1K3bl18fX3ZvXt3uutLd7e7s7MziqKgKAqvvfZaqgkIkZGRDBgwIGN3I/I0RVH4Y+MG2rRtx+FDH2Fr74W5hTMRodcwM9OxdOlSmjdvnuZzL1y4iJ1z2uPdFEXBzrkK585dSHcsFStWZHHiIoLUBBL+XZ5HZ552C56qmmGusyIxIY6FCxcybdq0dF/niZUrV/L1119TpMwHeBXpkPz7FB8XwuWjH/Ho4U0aNmhARGQkH6te1FP//227pmJHKc2KQeH3OX/+PLHRj4mPDU5z7Gx0+A0UwAUzbBQdBRQrbt1KvSpAYGAg7joLrAxpfx/NjwUa4Kyk/ZHhrphjrTMjMDAww6/FE0++fDzrG7GKgvLUea+qhQsX4mFmxVuac6qyWqodFTRr/jKEUVyx5F5MTBo15A2NGjXi+q2bfP/992zf9jd6fSIf1K9P//79KVy4sKnDE6+gvLzIfMuWLVmwYAHly5dPnpNy/Phxzp07R+/evbl48SLNmjXj999/p127di+sL93J5+zZs9E0jXfffZfJkyenaFGysLCgcOHC1K5dOxO3JPIyV1dXDh7Yz969e/n999+JioqibNm++Pr6Pnfihq2dLY8jU++29URifAh27s9foP5p3bp146PRo1kUE8Qw3LFUdIQ8PIqDc9lU50aGXSM2PpSyWLFr+w7IRPL59dezcHaviXfRjimOW1g6U7zKJ5ze40tUZCQeqgV1lNRJsKNiRjO9LTuOH8fcwpz713+haLmU+9PrE2Pwv/EbVRQ7nBUzEjWNRySk+brmz58ff30c0RiwSWP87S3iUIBHWtrTPB5o8cToE19qHGXVqlWxsrDgYGIknZTUvSiHtAg0yLVLuj2r1+i/Lp6/QBm9Obo0FscHqKTYsl57TJgO6lZ/8RqiAQEBLF68mA1r1xEVFUWFKpUZNGgQjRo1yvW77ri7uzNu3DjGjRtn6lCEeKUFBQUxatQoPv300xTHp06dyp07d/j777+ZOHEiU6ZMSVfyme5ud19fX3r37s3u3bsZOHAgvr6+yY+uXbtmS+K5b98+2rRpg7e3N4qisGHDhiy/psh6iqLQqFEj5s6dyw8//MDIkSNfOGO4c6cOhATuJSE+LFVZXGwQIQ8P0blzxzSemTYHBwd+/uUXTqgxfKj6UUQzx+/mGqLCr6c4T58Yw+0Lc3FRLHDDLFOtcBEREZw5cwo37yZpltvYFcLerggWKHhrZqjPSBDyKxaERUQwdcpn+N9ex9XT04kIvUxCXCjBAfv559AHJEb74asmvZZ7tXAeJ8bRvXv3VHX16NGDeM3ARi11Qh+h6dmiRuDm6somNSLVupmaprHK8BhnR0fatGmT0ZcjmYuLC9179mStEsYVLWWL3gMtnmVqCE0bN37uDPec5saNGwwaNAgXRyd0Oh3FixThiy++eO7mCbb2doQpz15VJERLGvt7PzGGwYMHP/f6J06coGzp0nz+2RScLtyi9K1gjm/YTJMmTRgxYsQr34oshDE9afk09iM3WL16NV27dk11/J133mH16tUAdO3alStXrqSrvgyP+WzYsGHy+k6xsbGEh4eneGSlqKgoKlasyPyn9kkWedOAAQOwtbXiyomPiY64nXw8MuwaV058jKurK++++26G6mzbti0HDx2iZvvWXNclYNDHcfbAQK6f/ZKH9/7i3tXlnN3dk9iQi4xQ8nFSF0eDxo0yHPv//+A/50NHUbFE5ZYWl2qB9SduanG4u7oxevRoFi1ahJp4nnMHBnBse3sun/gUx4gHfK5444kZGw0hzCeILp07U6FChVR15c+fn7HjxrHSEMw8fSA3tThCtET2GsL5SPEj0c6a+QsWcFdNZBx+HDdEEqolckmLYYYhgF1aOF/PmvXS633OmjWLCtWqMFp/j8maHyv0QXxh8Gew4S7OhQqw/OefX6r+7HTixAmqVKrMqiU/0jRCZZCSj4J3HzNh3Hga1W/wzM/LDh07ckaLxk+LT1UWrRnYpYUTgYGxY8dSv379Z14/NjaWNq1a4x6ZwA//Y++8w6Ooujj8zuym995JCL1LR+kdpCOIIL0ICgoK0hQUUECRJqD0jhTpAqI06b33lkJI7z3Z3Zn7/REIxN1AoqB+mvd58ohzZ+69M7s7c+bcc34Hf0ZqvBikcWe+8GWI7M7cuXNZs2bNCzvfIooo4t+LpaUlJ06cMNp+4sSJ3Pu+qqoFfgYUOts9IyOD0aNHs2nTJuLj443a/6psd0mS2LZtGx07dizwMUXZ7v8uLly4QNu27YmMDMfOsTgIldTkUPz9i7N7909UqGC8ZF5QVFXll19+4fXXX8dK0pIpDJgh00CypYPkyFaSOC5ncPvOnT+kFVmpUhUiYm0pV9NYAioz/SEXDvXEQzIjWugZJrvTSnbMs0+00PMBD/lg9KhcGSm9Xs/Ro0c5efIk389fQHhUJNYaLdmqChL07dePBQsWYGFhYXJOQghmz57N9C+nEpvw5LfdqEEDvlu4kHLlynH8+HHef28oF69czm339/Vj6lfT6dGjR779qqpaYJH77Oxs1q1bx9JFiwl78AA3dzd69+tH//798/3d6nQ6tm3bxokTJ9BoNDRt2pRWrVr94fKZfxZFUSgVWAKLiDgmCc889d/viyzGE0nfIe8wf/58o2PT09OpWK48+shYPhSulMESSZJ4KHTMVaK4J+uZM+9b3nvvvWfOYc2aNfTu3ZtFmgB8JHOj9kkiAkOFEly4fOlPn28RRbxs/gnZ7mcu3nwp2e61qpb7x9slX3zxBVOnTmXQoEHUrFkTyIn5XLp0KePHj+eTTz5h9uzZ7Nmzh3379j23v0Ibn0OHDuXQoUNMmTKFXr16sWDBAsLDw1m0aBHTp083uaT3MiiI8ZmdnU129pO60CkpKfj5+f3jP+QiCs5jo+Po0aNIkkTjxo1p3779CxOYnjt3LiNGjMBTa0EdgxWKBMc1maQIA2vXraNbt25/qN9ly5YxcOBAipXuj0/JHshyznwNulRunhmDIfkOGcJAo4aNOHLkMO1xpLlsjw0yZ0U6G+Vk7Lw9OXP+HC4uLvzwww/MmzOXM+fPIUsyzZs1pUGjRlhYWGBtbU27du0KrAep0+k4evRoboWj0qVL52kXQnD58mVCQkJwdXWlatWqnD59moyMDCpUqJBrjF++fJlvZsxgy+bNZGZnU7pECYYMHcp7772XrwH8Rzh79iwd27UnIjoKPzNrFAQR+kzKlirNT3t2/y2yTHv27KFNmzbM1PhRRjLWqV2rxPGTZRZRMdEmpanu379P29avc+vuHbzNrDBDIlSfgYerG1t3bC+QuPzAgQM5vHoDc4Tpz/2AmsJsNYrU1NQ/LI9VRBF/Ff8E4/P0hVsvxfisXa3s/4Vdsm7dOubPn5+7tF6mTBnef//9XMdDZmYmkiQVyPtZaOOzWLFirF69mkaNGmFvb8+FCxcoWbIka9asYf369ezZs+cPnFLhKYjx+fnnnzNp0iSj7f8PH3IR/xzOnDnDgvnzOfrbb2g0Gpq3bs2wYcP+UOyhoijMmjWLOXO+JSLiIQCSbI6dYzksrL1IiDiEJAwIVNq0bcuPmzczdepU5s6eTdKjZVpZkmnXri0LvvsOb29v3n33XRYtWkQ1jS11hDV6BIflDO4Y0unSpQuhQUFER0Xj4+tL/0ED6dmzZ4GXRoQQHDlyhBUrVvAwLAxPLy969uxJixYtkCSJr7/+mhnTvyI+6UmsaKuWLXmre3cGD3oHZyHTTLXBES1XyeQYadSrV4+ff/nlhZTkDAsLo3LFinimK7yPK/5STjGA22QxR4pD4+nK1RvX//JSlF988QUzJ01hjfDPTerRC5VDIpX9ajJR6ElC4aNRo5g4caLJ+SmKwt69e9m3bx8Gg4FXX32VLl26FNhwLzI+i/g3UWR8/rsotPFpa2vLjRs3KFasGL6+vmzdupVatWoRHBxMpUqVSEtLe1lzzUOR5/P/k6SkJMLDw3FycipwlZp/C0II3u7Ziw3r1+Pu2woX78YAxEUcIibs58d74e7iyvsjhjNmzJjc+Oro6GimTZvG3bt38fb2pkePHjRq1IgdO3bQqVMnPpA9aCE75BlruRrHNpFIFcmaMlgSLOs5p6RSs0YNft2//7kaqHq9nrd79ODHzZvx01oRoGh4qFEJNmTQvFkzypYrx7x582gjOdBKdsQeDRdFOhukJGJVHVUlGz6RPDF7Knv+mshgoohk/MQJfPbZZ3/6mo4dO5YF38xiKcWMKt1ECR2D1VDmLVjAu++++6fHKgxff/01k8Z/wg8URytJZAiVz5SH3CKLapI1gVjyUOg4I6VTqmQpDh05jKen5wudw+rVq+nTp88zlt0j0ZcvnieEoogi/qn8E4zPUxduvxTjs061Mv85u6TQCUeBgYG5OoFly5bNzXL66aef/nSt6xeNhYUF9vb2ef6K+HsIDQ2lR4+3cXNzp2LFivj4+FC/foNCidL+v7Nnzx7W/7COUq98Qskqo3Fyq4mTW01KVRlNmWoTAcHChQsJj4rk008/zTU8d+zYQakSJZn/7bfc3neYn1atpUmTJrxaqzazvplJea1NHsMTcl7Oessu2KPBH3N6a1z5TPJilqYYNy5e5oP33zcxw7yMHz+ebVu2Mlr24jvhyxiNN98KHz6XfTh68BDz5s2jv+zKuxoPiksWuEhamskOtFHtUIRgiOSWx/AEqChZ01TYsnDBdxieqthUUIQQHD9+nP79+9O4YUO+mzePBqq1keEJ4CmZU1Wy4ceNmwo9zp+ldevWZCgGjotUAJaqMYSiY4bGj0kaX/poXPlE68182Z/Y4FD69OpVoH5v3rzJ9u3bOXDgADqdcULS07z55pt4urkzm1hSxJNYfCEEu9QkziqplK1Qnjlz5nDjxo0/frJFFFHEvx5FUfjmm2+oVasWnp6eODs75/krLIU2Pvv168flyzlvymPHjmXBggVYWlry4Ycf8vHHHxd6AkX8+wkODqZmzdps37kf31IDqfTafEpX/ZSrNxJo1rz5f0Yya+HCRTg4l8XNp6lRm6t3Yxycy7Fz50954lXPnDlD1y5dqJQpsUwOYK7wYanqxxeyD3cvXeH0yZNUV00vX5tJMtUka+6LJ97/UpIl3YQj69evJyYmJt+5pqSk8P2C73gDRxrIdrlLx5IkUUO2oRfOSMBrGC/XRmPAD3M8JTOTfdeUbIiKjSm0IL2iKPTv35969erxy5r1qEcvkp2Rma/wPYCTkEl7ySocpqhUqRKtW7ZkkRTPKSWVQyKVrrIzZX8X/+knmdNXdeLX/fufKVFy7do16r32GuXLl6dTp040a9YMXy9v5s6dm69ckqWlJT/t2U20rZYBhDJLiWKJEsMw6SEL1ZzPfvumHxk7chQVKlSgdcuWJpNIiyiiiBz+y1JLkyZNYtasWXTr1o3k5GQ++ugjOnfujCzLfP7554Xur9DG54cffsgHH3wAQLNmzbh16xY//PADFy9eZPjw4YWeQGFIS0vj0qVLXLp0Ccgxai5dusSDBw9e6rhF/Dk+/ng06ZkSFV9biE+Jbtg7V8TNpxkV6szFye1VBgwclCc84t/KzZu3sXGolG+7jWMlbt26k2fbV9On44UZoyVPXB8Zc5Ik8Ypsw2jhhqIqZIj8NSHTUTH7nU5oPckWvcHA6dOn8z3uxIkTpGdm0CSfUpdNJHsEcEUYV9gxQyITNV+jKJ2c+RY26WjatGmsXrWKEbIHC4UfozVelJUsuaxmmNxfFYJrGh3lK1Us1DgvinXr11OhRjW+EJHoEdQzUSwAoO6j7ceOHTPZfvv2berXrUv42UuMlb1YpwnkW40/1RINjBgx4pm13WvUqMGNW7cYM+FT4isU46qfAzGyirtszmTJm01SIBukQD6WPTl58DdaNm/+XI9qEUUU8d9j3bp1LFmyhJEjR6LVaunevTtLly5l4sSJnDp1qtD9Fdr4fJqsrCz8/f3p3LmzSe3AF825c+eoWrUqVatWBeCjjz6iatWqTJw48aWPXcQfIzY2lm3bt+EZ0A1zi7yueUnWUqzsIBLi4/5UTfD/FxwdHdBlx+XbrsuKxcHhibGnKAo7d+6kmWqD1oTQfAWssJQ0HJLSjITfAeKEngsinZpS3kpPuSqjz6hu83hJ3CKft3LLR9sXixgj46+mZEMcBi4LY6NQCMEBKY1aNWrg6uqa7/i/Jzs7m7mzZvM6DjSTHXKF91tJjlwjkxNqqtExP4kkIg1ZDPmL4z0f4+TkxNHjx5kyZQoA+b0iPN6e3+cxccIErDJ0TBfe1JPtcJC0BEoWvK/xoJvkzBdTphAVFZXvPDw9Pfnss8+4dPUqPXr3QlIUZkq+VNPYIksSZpJEQ9meicKD8xcv/mdWIoooorD8lz2fUVFRVKqU4zyxtbUlOTmnwEvbtm3ZvXt3ofsrtPGpKApTpkzBx8cHW1tbgoKCAJgwYQLLli0r9AQKQ6NGjRBCGP2tXLnypY5bxB8nODgYVVGwdzbt8bO29cfSyok7d+6YbP838dZbb5IYfYzsTOPl7uzMGBKjj9G9+xPpJp1Oh0FRcMynCq4kSfhIFiQLha9FNMniSQxllNAxRYnADg1Npbzey8MiFUtzc6OqZJGRkXz33Xd8+eWXPHjwAI0sc0aYrsRz6tF2fyyYrIYT/pQgenHMMUdipojOU6koS6isUOO4pKQxtpDlEC9dukRcYgKN5bzB/vUkW+pLtkxXI5mpRHJaTeOYmsqXaiRL1Fg++ugj6tSpU6ixXiQajYZhw4ZhZWHBEWFsIAMcEalIkkTDhg2N2pKTk9m6dSttVTuTca2dZCc0IscrURDWrVpNA9XGZKhCGcmK8hqbAvdVRBFF/Hfw9fUlMjISgBIlSvDrr78COVJ3f0Q6r9DG55dffsnKlSv5+uuvMTd/kkFZsWJFli5dWugJFPHv5nFGdXZmrMl2gz4dvS7tuZnXL4LU1FRmzZpFxYqVcXFxo2LFysyaNYvUVNNGwYtmwIABeHh4cOvcx6QkXMl9eUpJuMqtc6Nxd3dnwIABuftbWloS4Odn0oMIkC4UHpDNWz26c8XCQB81mKFKKO+poQxUQghBxwDZLY/RclVksElKolefPrklTBVFYfjw4RTz82PE++/zzedTGDp0KBpZww8k5jEsIcejulKNo5JkxZcaX6yQ2aQmoAjBOTWdT+UoLG1t8CgVyEgljOE85DM1nL6Esl1KZubMmXTq1KlQ1+6JJzbvLUuWJEbJXvSRXDkiUpmiRjBdjSS5lA/Lli3jm2++KdQ4LwNHR0f6DRjAFimZS7/zEt8TWaySE2nXpi0lSpQwOjY2NhaDolAc0zd3W0mDh9aS8PDwAs0lITEx31hcAA9VJj7G9G+1iCL+6wgkhHjBf/8nns9OnTpx4MABAN5//30mTJhAqVKl6N27d6GrCQL5uFSewerVq1m8eDFNmzZlyJAhudurVKnCrVu3Cj2BIv7dlC5dmgoVKhERug0n9zpGS4vRD35CoNK5c+eXOo+YmBgaNmzMnbt3cPFsgK1bLWKSgvl49BiWLFnGkSO/4ebm9lLn4OTkxKFDB+jQoRNXT3yAlU3OeJnpsXh5+TBnziycnJxy95ckiSFDhzJh/HhaiUzKPZWsIoRgtRqHQYZevXpx9dp1rly+RCjZIMDKygYnRwdmRkZwQErDV9USotFzTUmnUYMGzJ49O7evjz76iAXz5tFTcuF1yQEbNIRrdCxTYjkv0hlGKA0kOwIlCx4KHb+JFGzRMEL2xFKSaSrZs10kckDJSex5pUJltqxZTYUKFdi9ezdbtmwhLS2NluXKMWjQIAICAgp97SpUqICVhQWn9WkESHkNMY0kUVyyQBGwbds26tSpg4eHxzPDCv5qvvnmG+7cus2nBw9QXrahuKIlXFa4pKRRtUoVlq9cYfI4FxcXZFkmDB2VsTZqzxAqsUo2Hh4eBZpHQIA/d26EmmwTQnBXY6BxSWMjuIgiigAVCfUFG4svur+XxfTp03P/3a1bN4oVK8bJkycpVaoU7dq1K3R/hdb5tLKy4tatW/j7+2NnZ8fly5cJDAzkxo0b1KpV6y/T+fwjFJXX/HvYtm0bnTt3xsPvdfxK98XCyh3FkEn0g92E3lrI4MGD+O67717qHDp06Miv+45SrtZsrO38c7dnpIZy88yHtGzRgO3bt/2pMeLi4vjtt9/Q6XTUrFmTUqVKmdxPVVX279/PN998w7EjR8nMzsptq1iuPAuXLKZu3bpATlx1i2bNOHPyFI0fLZcGk00QOmKEngkTJjB79lxkM098SvbF3uUVdFlxRIVsJzJkK+3btyctJYUHoaG4urnTf+AA+vXrl5tRHxERQTE/P3rhTBc5b0yuKgRjRDhBWgManQEDAkc0NJHsaSc74vBo6XarmsB6s1TmLVhAxYoVqVWr1ksx/N555x3WL1/JF3hRUnqS4Z8oDHwqReJYtiQXr1z+RxmdT2MwGNixYwfLli7lQUgIHp6e9O7bl27duj1TcL9jhw5c2LOP2cIHy99JV21SE1hHAiGhofj6+j53DgsWLGD4++/ztexrVHnpoJrCLDWK3377zWQIQBFF/J38E3Q+j164j63tC9b5TEulfrUS/zm7pNDGZ/Xq1fnwww/p2bNnHuNz8uTJ7Nu3j6NHj76suf5piozPv4/ly5fz/vvDyczKxNrGA11WIoqSzcCBA5k/f36upuXLIDQ0lOLFixNYaSSexdoatUeF7iLo2kyCg4Px9/c30cMTbt26xfnz5zE3N6dx48a4urqSlZXFhx9+yPLlK9DpnmTtN2vWnOXLl+Hn52fUz9dff82YMWNoKTnQXnbEAzNuiEzWS4mEaBUOHz2aWz83MzOTESNGsGLpMvSqgi0yBiALFTc3dzKyzKlYdzFabV7P2IM7qwi/t5pSgYHcvncXAI0s06FjR2bOnElAQADffvstH3/4EWukgDz1xx9zXE1lmhqJk8ac5fgbZc4DTBARWFQrz8kz+WfPvwhSUlJo2rgxly5d4jVsKYUFUULHb3IGtk6O/Hb0CGXLln2pc3geISEhLF++nHv37uHo6Ei3bt1o0KDBnzKIr1y5wmt16uCrk+gpnKgkWZOAgV1qEttEIiNHjWLGjBkF6iszM5MmjRpx5fwFOgoHXpVs0aFySE1lD8m8/fbbrFq9+h9rwBfx3+WfYHweuRD0UozPBtUC/5F2yc6dO2ndujVmZmbPTQpu3759ofoutPG5Y8cO+vTpw7hx45g8eTKTJk3i9u3brF69ml27dtG8efNCTeCvpMj4/HtJTU1l48aNBAUF4eTkxJtvvvlMY08Iwc6dO5k3bz5nz57D3Nyctm1fZ8SIEVSpUqXA427atIlu3bpRq8UOzMyfrgKkEhdxkIjgraQl38LB3pGePbszfPhwI69laGgo/fr04dDhw7nbLMzM6Nu/Pw8ehPHrvgP4luyNu28rZI0lCdHHCb+3HFdnSy5cOJcbXwmQmJiIj5cXrXTWDNDkXerXCZWRUjglGrzGvgP7gRyDpmqVKrhlGBgiXCiNJSpwSE1hjogmsMIHeBU3Dlsw6NM4s68T3kJioOSKq2TGdZHJVjkZ2cmBU2fPsHLlSuZ+MY2uqj3JQsFN0lJfsss1RO+JLEYoOVJmb0nOvC275DFMTqppfKlGsHr1anoVUCj9z5CRkcHixYtZsnAhoaEPcHZ2omefPrz//vt4eXm99PGfxdSpU5nw6QSsZQ3FJQviJIVIfSZNGzdm6/btf+qec+bMGQb07ce1m0/E4G2tbfh4zGg+/fRTZLng4ftpaWmMGTOGlctXkJGVkxDm5uzCBx+OYNy4cWg0T15C7t27R0xMDD4+Ps99MSuiiJdJkfH51yPLMlFRUbi7uz/zHiNJEoqi5Ntu8pjCGp8AR48eZfLkyVy+fJm0tDSqVavGxIkTadGiRWG7+kspMj7/fxBC8MEHHzB//nwcXSpi71oHVckkIeoAuqx4NmxYzxtvvFGgvrZs2UKXLl2o2WwL5pYuj/pXuHPxC+IiDuHgUg1HtxrodUkkRO1HEtns2bOLRo0aATnxojWqVkMfE08v1ZEyWHFBpHOFDE6JdAwIytaYgotn/TzjZmVEceVoP8aPH51HhHfx4sW8N+RdVsoBJrOOH9fcfvjwIT4+PgwfPpzV3y1kofDLkzwULnQMVkKoWGc2Dq5VTZ77hQPdaZGVySCNe+62RGHgIymcZl06kZKayp7du9Ei4YCGBAyYI9FXdqOt7MhPaiJLiWfM2LFMnTqVKhpbmggbzJE5RTrHRCodO3Vi46ZNeYyW/xqPS1l2k5zpKjtjKckIITgr0pkpxdLs9dZs37njT40hhODUqVPcvn0bOzs7WrRo8adq1qekpHD9+nW0Wi2VK1fOk7F66NAhxo0Zw+mzZ3O3NW7YkBkzZ1K9evU/dR5FFPFH+CcYn4fPB78U47Nh9eL/ObukwMZnUFAQxYsX/79ejikyPv9/+PHHH3nzzTcJrPQhXv4dcrerqoF7l74kOe4EoaEhBaqHneO58cW31AB8SrwFQETwFoKvL6Bs9c9x8WqQu69iyOT2hQmgDyIs7AE2NjZ88sknzP1qBrOFN9tEEvtECgae/Gw0sjlVGq7AysbHaOx7V2ZiLq6wb98vzJkzh82bt5KSkoxqUPgAV6pizUFSOK2mkY2guGRBJcmK2Wo0586do3r16ri7uFI/UaX/77ykaUKhhxJEQIX38/V8ntvXmT7Y0/l38Zxb1QRWkYCiqrwtu9BOcsRW0hAvDGxU49kjkhkiubNdk8Jr7V9ny5YtbN68mW++/jrXICkREMCw4cN5//33/9OGpxCCsqVK4xIczSeysff1cSzljRs3KFeu3N8ww8Kxd+9e2rVtS2ks6SDs8ZXMCRLZbCaRaK3gyLFjuSEhRRTxV1FkfP59qKrKypUr2bp1KyEhIUiSRGBgIG+88Qa9evX6Q3ZhgddqSpUqRWzsEwmObt26Fbo8XhFFFJRvv52Hk1vVPIYngCxrCaz0EaoqFVjay93dnd69exF+bxVJsecQQhAZsg1X78Z5DE8AjdaKwIojSUxMZMWKnAzklcuW0VCxYrmI44BIoafswhpNIFs0JRkre+GiCm6c+ABdlnFpQmu7ACIjI3jllWqsWr0ZC4emeJfoh41TZWapUQxQg1mrxuMkaSklWXJVZDJbzfldPTask1NTcDPhIbWVNNSWbIkI+hGDwViOKSJ4C0LV01AyvqGVlaxQVJUW2NNddsn1qLpIWt6V3amLLctELHo7K77++msAunTpwqkzZ0hOTiY+Pp67QUGMGDHiP214Aty9e5c79+/RAtMPpfqSHdYaM3bs+HOez78CRVEYMugdKgtLpuFNXdkOf8mCxrI9MyU/vHUSr7dqhV6v/7unWkQRfzmClyE0/89GCEH79u0ZOHAg4eHhVKpUiQoVKhASEkLfvn0LLZv3mAIbn793kO7Zs4f0dNMC1EUU8Wc5c+YMjm6vmWzTmtlh5/wKJ08WvKTXt99+S716r3L99CiuHh9MVvpDXDzrmdzX0toLa7vijB07juDgYKJjYzGTZE6JdEbKnnSRnXGStFhIMvVkO2Zo/JB0yUQEbzbqKyM1GFWAlX0FqjRcS0C5wfiUeIvytaZhrrXFB3OWa4ozTuPNMI0HizUB9JFzKv+cPHkSgBLFi3MT0+VHe0hOZGdFc/3kByREn0AxZJCR9oCga98SdmcFHSVHXEwYrtEix3hoIzsatUmSRDuNI3oECxcvNtKftLe3x9nZ+W9ZBbl79y5Tp05lzJgxLF269C/TaH0WmZk5cZP2JhK2AMwkCStZQ1ZWlsn2hw8fMmHCBGpWq0bVSpUZMmQIV65cKdQcLly4wAcffMAbb7zBe++9x8mTJ/Mtb/osDh48SOjDMN6WnNH87vO1lGTekp2JS0jIo0dbRBFF/HtZuXIlR44c4cCBA1y8eJH169ezYcMGLl++zP79+zl48CCrV68udL9/qrxmEUW8LGRZg6rmX2NaqDrMzAouU2tjY8O+fb+yfft26r9WEuDZ/QsD2TpB+/Yd8XR357xIxxszXjNRn9tF0tIMW+LCfs6zPSs9griIfaiKgcCKI9FonsjpxEUeRmdIY6zGK0/cp0aS6Co7U0Vjw8xHGcw9+/ThuJqSp1rQY66QiRAqvl7m3Dw7nlN7X+fib71Ji88RA3bG2CBShGCnmogM2OdzC3AnR33gn7AMpNPpWLt2LcWLF6d06dJ8/ukEVs3+lsHvvIO3pxdr1679W+cXGBiItaUV5/MpBhAksonXZ5ksQXzgwAHKli7NrGnTsbt0D8/rD9iybCVVqlRh3rx5zx1bURQGDBhA9erVWf/9YkK2/8q2pSt47bXX6PLGG2Rnm35pyY/g4GAASmNa+umxPNPG9etJTEwsVN8vguTkZI4cOcLx48fJyDB9vYso4mXxwgXmH/39k1m/fj3jx4+ncePGRm1NmjRh7Nixf6gqWoGNT0mSjDwd/8/xn0X8cxBCcPbsWZYsWcLq1auJjo6mVasWJEQdQJioWZ6dGUNy/KVCJ7hpNBo6dOjA7t27qVmzNvER+0zul5Z0m8y0B3gV78a1a1do0rw5ERjwk8zz/c4Xk8zJ1iWRmR6JXpdM9IM9XDv5PtZWltg5lsDSOm9sanL8RQJla3wkc5P9NRS2nDpzhszMTE6eOIGMxCfKQ1YpcdwSmVxSM5ip5JSQrFy5MjdvXufChQusX7+eXbt2ER0dyeDBg1lBAlvUBNJFTiZimMjmSzWSe+iQzOwYISJIeKos52OuPzJ0TVXd+SsJDg6mYrny9OrVC01IJFWxRiME8fos+uJCzSwNvXv35ueff35+Zy+I5ORkDh8+zJEjR0hLS8POzo7effvwk5TCA5HX2MsWKsuIx9vD00iIOTY2lo7tO1BWp2El/ozUeDFM48EyUYyOkhMffPDBc6XrJk2axMoVKxgmu7NMFGOy7M1i1Y+PZU927djJRx99VKhzc3bOiQ2Oxvg7kbM9x2OuMxg4ePBgofr+M6SlpfHuu+/i7elJw4YNqVevHt6enowfP74oBKCIv4z/Ym33K1eu0KpVq3zbW7duzeXLlwvdb4FdR0II+vbtm5sRmZWVxZAhQ7Cxscmz39atWws9iSL+XnQ6HZs2bWL58hU8fBiBl7cn/fr2oXv37n+oZmthuHHjBj179ubixfMgSSAEWq0ZrVq1JC05mKBr3xJQ/l00mpx5ZGfFcffiZzi7uPwpaZ/Ro0fRtWtXHtxZiW/Jnshyzk8hM/0hdy5+gaWNH74lehD3cAdubm7Y2NpwPy0LVQhkEwZosMhGg8SFQ91zt9na2dOxYwe2/3TMeAJCRfOMVdHH/sqgoCB279nDYMmVSPTsFkn8qCQA4IGWGpI1127dIikpiapVq1K16pOs93nz5pGZmcmK1atZTTxWkpY0ocfCzJ4yVaZg61CaS4f7s16JZ6jmSYWcdKHwo5xMo3oN/lbjU6/X06p5C9IehDNP40/xR5WNMoTCMjWOFSKOLyQf4mSFSZ99RuvWrV/IuCEhIRw4cABFUahTp06uxzIjI4MxY8awfOmyXIkiW2sbBr87hM8++4xjh48w8s4dmig2lJOsiMXAr3IayVrYs3GDkZbtsmXL0GdlMVIKwPqpJXuNJDFAduWSlM3sWbOoXz+visJj0tPTmTt7Nh1xpNVT4ROyJNFQsidGNbB08RImTZqEq6trgc69devWWFtasiM7kcFPKSRAzjNgu5qIO1piMOSGEaSnp3P+/HkURaFq1ao4Ojqa6PmPk5WVRcvmzbl09hydhQOvaTwwAIfTUpgx/Stu3bzJ5i1bCiU3VUQRRRSMhISEZ1ZQ8/Dw+EOrIAU2Pvv06ZPn/3v27FnowYr455GamkrLlq04efIETm7VsLStyNWbIfTr14958xdwYP++F/4weUxoaCj1GzREr9hTruZ0nNxrougziA7bw969y6lcuQpXr+4kMfoQds7VUZUMkmLP4ejkyC979/4pmZkuXbowYsQI5syZQ1ToThxcqmHQJZEUdx4LK3cq1J6JJGuQJA2WlpasXbeODh068JtIpcnvEniihJ4DpOEZ+CZ2zpUQqoH4qKO4OUTTqVMn1qxZQ1rSbWwdywA59eyRtNwVGRxQk2kk2RvF1x2XMnilUmXOnDmDEIJmGgcsJZlewpUIdGiR8MGcaPS8owvh9OnTtGzZMk8fZmZmlCpVCq2ZJT4l+yFUPT42vjh71kWWcwwhz4CO/HLvB8oolvjJ5twX2WyXU0i3MmPeggV/6NoGBQUxa9Ys1q9dR3JqKiWKB/DOu+/y7rvvYm1tXCIyP3bs2MGd+/eYoymWa3gCWEsahsru3FOy2C6SeB17vjp7lrCwMJOC/r8nMjKSvXv3kp2dTZUqVahTJ6fsa3JyMgMHDGDL1q0IkeOPEED9unVZtmIFgwYM5PTxE3QS9tTTuCOAI5mpzJs9hxvXr3P42FFmz57NkoWL2B0XhbmZGV27dmXM2LFUqlTJaB4HDxzgFWGFvWwcGiFJEvVUK356VEvZFMeOHSMlLY3mmgCT7c0le1YZ4ti/fz9vvfXWc68L5ISnvD98OF999RVaRaKT7ISzpCVK6NmoxnNCpNFOcuQnkUT58uUZPXo0C7/7jtRH8f9WFhb07N2bWbNmYWtrHKLyR1izZg2nTp/ma9mXsvKTqkyBGjfKqJZM3b6dX3/99ZnemSKMiYmJYcmSJWzbvJm01DQqVqnMu++9R5MmTYpWNfPhZSyT/9OX3RVFya2IZwqNRoPBYHql5FkU2Ph8nPlbxL+LYcPe5/z5K1R6bT72zhVzt6cm3eLa2dEMHjyYjRs3vpSxZ8yYQUaGSuX6s3PF37XmdviU6Ia5lRuXL0xm06ZNnD59mjNnzmJubkvbtjPo06dPnhrof2b81avXkqmzRZcVi0ZjSYlKI3HzaYpGa0VK4nUy0mOoV68erVq1ovtbbzF340YeKjqayvZYI3NGpLNWJKKxdMOnZA/MzB1QVQP3r80mO0Xh6tWrFC9egntXvqR01S+IjzrMw3s/oCqZIMnMVqNZJSXygeRGDdkGIQT7RApn1FRWfPQhqpoTdvDYp2MpyQQ+FY8nP7px5ZdcEhoaiq19cXxLdDPZbutYFhWVOSIalByvWbvX2zFt+vQ/JAt07tw5mjZugjZLRxPFGjfJhRvBsYwdPZofN25k/8GDBTZKdu/eTQmtNSVNxB/KkkRT2Z6laixvSDnfhZSUlGf2l5WVxbBhw1i1ciUGRUEjSShCUKViJVasXsWw997jytnzDJXcaCTbo0XitEhj5enzvFq7DvGJCUzX+FJRfmJAB2gsKK9a8fnevRw+fJgpU6YwefJkMjIysLS0fKYSgBDimXFPMvl/rpBjRANsUxPwlMxoKNnjIT3xrto88p/nl+iUH9OmTWPL5s3suH+fHUoi1siko2KNTH/JlV816dSt+Rqff/YZP+/eTUfhSEONKxokTupTWbd8BVcvX+bQ4cPPLBtaUJYuWkRN2ZayvysHCvCqZEsJrTXLli0rMj4LwaVLl2jepCmpycnUEdb4oOF86F6abd3K0KFDmTdvXpEBWgRgvOr9ewobV/6YgmdsFPGvIzo6mh9++AHf0u/kMTwB7BzL4ltqAJs3zy2wR6kwCCFYvXotrj5t81QdeoyrVyPCbZdw6NChl1b3XavVMnLkh0yYMBH/soNw8ayb26bLiufe5a9xcXGjZcuWSJLEqtWr8StWjAXz5rMpMyF3X2f32pSv/DFm5g4I1UDQtTkoumQq6GyYOmky/oHFcbKHi4d7A+Ad+CbexbtgbulGWvJtHtxeyqTY8zRSbXmoVbirZDB48GD69OnDnTt3ADgu0mhsQjLpmEjFwsyMGjVqmDxHFxcXsjKiUVVDbmjB02RlRCAj8b1UjKGEMemLKYwfP/4PXU9FUXjzjS54Z6lMEr7YPDK82gAdRRafXLjIp59+ypw5cwrUX3Z2NtZCIr+QKBtkVOCayMTS3PyZ31EhBG9168beXbvpgzPNNTkvDxdFBqtu3adhvfqkZqQbGZd1JTtKCUsGJQbzimxDRcnYc1tDtqGsbMPSJUvo1KkTkiQZhSOZon6DBkw79Bv31Sx8JPM8dduFEJyQM2nQ0DjIXwjBF198weRJkzBD4obI5KhIYw3xtJUcGSi7oZEkzoo0gDyhGAVBkiT27d/Pa7XrkBgXh79qjp9kjqWQ2KJJwdLRgd59+zB48GAmyN7U1jx5mfCTXKgirPn47FnWrFnDoEGDCjW2KUKCQ2guzE1+DyRJooSiJfR+0J8e57+CTqej3ettcErNYo7kj+Oj+4IQgp/lZBYsWEC1atXo37//3zzTfx4CMM5C+PN9/pP5/aq3KXr37l3ofouCZP7DnDx5EoNBj6u38QMOwNW7Maqqsn379hc+tl6vJzU1GSsb0waDJMmYW/sQExPzh8cQQuR6DvOjX79+SJLMrXOfcPXEB4TeWsrdS9M4f+htdFmxxMfH5iZWmJmZ8dVXXxEZHUW3bt3QPHoaZqYEERG0ieDrC7hwoBsxD3bzgezBp1ofZkm+RIc8oE7tmmi0ZviW7Enx8u9hYeWOJEnYOZalfM3p2DiW5bi5jlLNG7Jr1y6+//57JEmiTJkyNGvSlGUijjCRNzv/tshko0ig+9tv5xvT16NHD7IyE4gNN06uUgyZxARvo65ki4tshkDkJpz8Efbu3Uvwg1DeES5GdeJLSZa0Ue1ZvnRpgbOUq1atym2RRbIwXbbtrEjHCzP2aNLo1r37MzPzT506xY6dOxmOO51kJ2wlDbIkUV224UvhhZyZjaOkNWlcuktmWCJTSuQf/1xKMSMkqOAG0KFDh/jl55/JUhWGqw94W7nPPCWaRGFACMEGkcA9QwYfDB9udOyCBQuYOHEib6gOrNEEslBbnDWaQPrJruwWSaxT40kSBtbISbxaq3ahStE+JiAggPOXLvLeiOFEOJizVyRz0Fahz3tDOHfxAnt//pmSWmtqScZGdhnJipqyLUsXLS70uKZwdXUlUuSfVBQlK7i4u+Xb/iJQVfUPSVf9E9m6dSsPIyP4ULjh+JTShiRJvC47Ukdjx+xvZv5rzreIP8eKFSsK9FdYiozP/zCPby5SPq6lx9vHjBn3wmVVzMzMcHFxIy3lrsl2VTWQlRbyhzyuN2/epH///tja2qPRaAgICOTjjz8mKCjIyBhdtWoVAokSlT9Gks2IDd9HWvIdfEv0oGqjtdg7lWL27Dl5jrGxseHQ/gO0lhyYrSlGuex0IoO3khGyk/o6PXM0fjST7LkqMjigpuBlkNmyZQuKwYB38S5G85VkLT6Bb6LTZTN/wQLatGmTZ8nL2dWFVKEwTAlhqiGC1UocnxkeMkoJI1uoeQzPiIgIJk+eTJUKFQks5s/4ceNo0KAhwddmEx60CYM+DSEEKQnXuHl6FEpmDN1kZw6LVFQwihstDOfOncNJa0FpyfRSa23ZhtT0dO7ezfnM9Xo9a9eupXHDhhQvVoxa1avz7bff5mp39u3bF1mrZYmIRfndg/CsmsYJkUayLLD1cGPq1KnPnNvatWvxNLOkngmpLDtJQyvsSRNKvg9cK2QiyF+aK0I24Obunm/702zZsoXmzZqRcPYKH8qeTJV96So7c0KkMkgJpr8IZZ0azxdffEHz5s3zHKvX6/li0mSaS/b00rjmFgewlGQ6y850kZzZKhJ4jzCyHWxYuabw+nuP8fLyYubMmcQnJpKZmUlSSjJz587F19eX0OAQSihm+S7NlhDmhIaE/OGxn6Zn3z4cl9KJMWGA3hNZXFHS6fknkg/zQwjBli1bqF+3LmZmZphpzWjWpCl79ux54WP9lRw+fJgAMxuKSaZfpuoLG67dvEFSUtJfO7H/A/6LUksviyLj8z9MnTp10Gi0xEUcMtkeF3kIkMnMzGLy5MkvdGxJkhg4sD/x4b+QlZETu2YwZJAYe5aE6FOE399IZkZcoZd+jhw5QrVqNdi4aQ8OHq2xdapA6IMHfPPNN5QoUQKN1oxq1aqzd+9eAH777TAOrtXxLNaGinVmUqPpRqo2XIFf6d5YWDrj5NGIw4eP5BkjKSmJmPg4KklWlJIsqS7ZYC4U1sjFGK7xxBktI9VwxikP+dlc5qGNW87SiiSTlnzb5LytbHOM7KeriEGOMbll82Z6Ss4MlN2IRc8hkUImKu/LHrTDkYXffcewYcNwtLfHz8eHLz77HNebYVR7mMqdX3/jyJHDlAgMIPTmQk7/0p7TP7fk6olhWCbdY4rsRZIwsEJK4I3OnSlevHihrvfT3Llzh0yDHkM+BlzmI9ksc3NzMjIyaNm8Ob169SLp+AVqPEzD/NJdPhrxIdVfqUp4eDhubm6sXL2Ko6TxvvSQzWoCv6jJfGEIZ7IagSRJdOnZg5NnTuPt7f3MucXGxuKpak0qFQD4SOYYEOhMSHtBjoF6UqQRLowN0GCRzQUljV4FWJ7KzMxkYP/+1MGGr/ChqWxPZdmat2QX5mr8MUMiVtXRoH59hg0bZnT80aNHiY6LNVkcAHKKBhiAui2acf7SRUqXLv3cOT0PSZKwtLTMY2i6ebgTKeefZBCBHrcX5I0cPHgwnt7efCJFclpNQxECvVA5pKbwuRRF1SpV6NLF+KXuzzJmzBi6dOlC8unLvIMrA3Am/Ohp2rRpw7Rp0174eH8VOS9Yz/dqFnk+i3iZFMV8/ofx8vKiW7dubNy0HDvnitg5ls1tS0u+S+itpbh41kOSzVi9ei2zZ89+oeOPHDmSDRs2cf3U+1hY+5OaeB1VeZIcERhYAi8vr1wd0MjISLy8vKhZs6ZJj4tOp6Nr125Y2ZUhoMJHXD81EqHq8C/THzunimRnRhMZspWLFy/SunVrvvnmm0LPOSwsjNOnTyNJUm6VIC0SBgTZCMwEfKZGEm5mQfmqk3B0rYEkSWRlRBJ0dQ43z31K5brfYetQKk+/aUl3kCQJX1/fPNv379+Poqq01uTUXm8nP0m0Chc6zkvpZGRksGDBArSAAxq+kv3wlp/ohx6UU5h99w6TJk9m7969nDhxAifZjEBVy0JNAkGGDBrWr8+y5csLfT0eM2fOHH744QcATok06knGSgT7SSXArxhlypRhxIgRnDx6nKmyL5Ul61xtqXCh49MHD3m7e3d+O3KEbt264e/vzzfffMMPO3ei0+spW6oUE7p3Z8SIEQVOPPPz82O/pEMvBGYmvjv3RBYycE6kU5e8y/fBIptQocPF2YVPkiMYqLpQR7JFAMdFKsvlRCqUK0+PHj2eO4/NmzeTnJJCX02AkcKBu2RGZ9mZdWoc54+fpE3r1hw+ejQ3aSklJYUP3n8fAOd8bt1Ojy5kp06djL5LL5KevXrR69dfuavJotTvPN3RQs8J0pnSt+8LGcvZ2Znfjh6hR7e3mHLmNGaSjAAMQqV185asXrv2hUvCHThwgBkzZjBIdqOD5JQbb9pOOPKDFM/48eNp0aIF1atXf6Hj/hU0bNiQRYsW8UCTbdL7eYx0KpQt90KSOv9tvAxdzn+6zufLosjz+R/nu+8WoCrZXDn2LtdPjybk5iJunBnL5aPvYGHlQYnKo7Cy9SMtLe2Fj+3m5sbx40dxcrAgOf4S3sW7ULXRamo03URghQ94GB5HxYqVKVWqDLVr16Zjx47Url2bMmXKmVz62r59OzExUQSU/4CHd1cjhEKV+kvwLfk2Di5VcPdtQeW6C3D2rI+ssWTUqFGULVuGlPgL6HXJRv0JIUiMPkzDhg2IioqiY8dO+Pv707VrV4QQrBAJDDYEgxAowBGRyjmRTpDIpHSNKTi5PTGSLa29KFtjCuaWroTf35BnHMWQQVToJlq0aGnkwdPpcjxtlr/7qd4WmYxQHnBLZNFNcma47EFTyYF0VKapkaQ9FSfZRLanvmzPquUrOHr0KKdOnaLLgL7YNnuVOm92ZPfu3Rw4dOgPVzMKDw9n1MiRdJAceQVrvlNjckXqAQxCsFVN4LCawsdjx5CcnMzihYvoJHK8fk/jI5kzQHXm8NGjuSUm69Spw+bNm8nKzsZgMHDzzh0mTZpUqIdj//79STTo+FkkGbVFCz0H5HRKlCrFN1IMq5U4HohsooSOrWoCnxBBiRKBGFSFBEXHdDWSN5S7vKHc5Rs1igq1a3Dgt0NYWRlnY/+e27dv425mhVc+xQUqSVYYgAHCheMnT7J79+7ctgH9+xN8KycB7Wo+1ZSuPbrunp6eJttfFF27dqValVf4XIrigJqCTqgoQnBCTeUTKRIfX98Xkmz0mICAAE6cPsW5c+eYOXcOc+Z9y82bN9mzd2+BNUwLw/x58yiutaa95JhnuyRJvCW74K61fGmJkC+bzp074+PpxRwpNk88tRCCvWoSJ9VURoz8qCjb3QRFy+4vjiLP538cBwcHtFoNksYFVckiPvIwZhbOOZJDvs3RaCxIS7r1zOzd+Ph4tm3bRkJCAgEBAbRv377AEit37twhMjKcMtU+x9W7Ue52r+KdcXCtzqUjA0hOlahQZybWdoFkpAYTcf8H2rZrx9w5c+jVq1euDunFixexsfPC3MKVuMjf8C8zEAurvEt/kqQhoOw7XIg6gpm5LcnJyZiba7l3eRqlq05Eo80xhoRQeHBnJSmJdxgwYBp169YnIjIRG/sypCXfwtLaB1vH0iSmhvJ9ahD2aFmixlAWK2xt/bF3NtZ1lDXmeBZrS+jtZXjEtcPKxouUxOtEBq1DGOKZMeNro2MqVsxRITgr0nn1UbyiIgRfK1EEYM5kjS9Wj7Kkm+NAO+HIWCWMVWpcHuH4etgwNSSY6OhoateuTe3atQv0+RSEFStWYC7JvC25YAAmKeGMUcIogQVukpZbIoskFEaOHMnAgQNp1LAh2Xod9TSmdVrrSLZoJZmjR4/mKUkpSdIzpYueRYUKFRg6dCjfLVhAuNDRQnbAFg3nRDo/ysm4e3tz6NAh5s6dy/cLvmNTRo6agbnWjDZt27Dv118JzJaZrgkgG8ENNYNo9BwRaZw6eYqWzZrRd8AA+vfv/0z9WTs7O1JVPdmoWEjG7/7xj6pNvSJbU1KyZt26dbRv356goCC2bN3KMMmdw1IK69UEqkk22D2V2JUlVFarcZghsXHDBqOKSi8SCwsLfj2wnz69ejP75z18+8hQUYSgfp26rF3/w0vxnFWvXv0v8TZeOHuOWooFksbYMNBIEtUUCy6cOfvS5/EysLCwYOfuXbRo1owByaG8qlrhiJbLmmyClAyGDBnCgAED/u5pFvEvp8jzWQTNmzdDlxWDd2A3qjf5gcp15+Pp3xaNxoLUxBskxpyiS5fORsepqsrEiRPx9vbhnXcGM2HiFLp164a3jy8bNmwwMZIxK1aswNYhABevhkZt1nb+uHo3RpI0OLpWx9zCCUfXapSr9RUOLtX5YPiHuLq60aPH2zx48ABzc3MUQyZZGREIVY+9i+ksXytbX8wtXTGz8OD69Zts37aVjOQrXDjUjbuXvybo2jwuH+nFw7tr+Oqrr7h69SphYeE4utcjPeUupV75hGqN11Km2mdUbbicCnVmkabRko3ERTLQWLjke75mFs4gVK6fGsG5A924c2EylSt4cezYkVwh8qysLGbMmEFAQCCvvvoqkiQxS0RzTs3xPl8Q6Tni8hr3XMPzMQGSBR1kJw6JFDKe9mo8+u/L8GbcuXOHQMkSa0mDvaTha40fE2RvfCVzDEAgOUt7EydOZOrUqZw5fTrPnH5PTkSaeOFz/fbbb5k6bRqnHTUMVx4wQAlmMXE0aPc6x06ewMfHh6+//prI6CgOHDjAL7/8wsOIcHz9/NDqDEzAEx/JnEDJgrYaJwZo3Jmq8cWgKqRdu8PIDz+ido2aREdH5zuHN954gwzFwCFhrEkqhGC3SKIUFrhLZngpMrHROWoP+/btQwYaSna8K3uQgoEPlFC2qglcUNKYp0TTU7nPPbKwRGL9+g25nuOXhYuLC7v27Ob27dvM/+47vp0/n0uXLnHk+DGKFSv2Usd+2VhYWJD5DFGdDFQsXoCG6d9FtWrVuH7zJuM+m0BCBX+u+jtSuU1zfvnlF7777rsir2c+/BfLa74siozPIpg9ezYajRm3z39GyM3FpKcEkZEWStjdNVw79RFWVjYm4yM///xzpkyZgnuxrtRotoWazXdRtdFqtJaV6dGjB7t27Xru2A8ehGFpE5jvzc7GoRTZWXmTcCRJg1+p3iAU3HzasH3nfmrVqkP16tXJykwiNTlnaVL3u+MeoxgyMehSARVLSwtatGjBzZvXGTH8XVztw7A1u07njs04ffo0o0ePZunS5Th5NCI24gBexbvg7ts8z3wdXatRvPxQVAQNGjQgLfkmisH0smhy3HncJQtmavwoLVtRvmxZjh07yiuvvALkJKS0bNmKceM+IVMpTalXxuFfdjDC2pPP1UgmGcL5WSRji2wUa/eYGpINWQgieJIdfIQ0ypQs9cwyaX8UOzs7EqQnmeIaSaK2bMvHGi8+1/jwimyNVqNBo9Hw3bz5NBN2WCFzVE012d8JkYoiBI0aNXqh85RlmbFjx/IwMoLDhw/zyy+/EPrgAVu2bs0T7mBra0uTJk1o0aIFbm5ubNm4iUaKjZGhDzlhApUlaxzRMl8uRkxQCP379st3DiVLlqRTx44sVGP5VU1G/yjBKV4Y+FaN5orI5C3ZBVUI7msMBATmJIDpdDpkJMyR8JPM+UZTjAqSFavUOCaKCH4RyRTDgi6SM3UlO8yFoO6rr3LmzJkXeg1NUbp0aYYMGcJ77733h2Sd/om069SRY5pMskwkoKUIhdNSBu06dvgbZvbi8PDwYOLEiVy6epW7wUFs276dFi1aFBme/wcsWLCAgIAALC0tqV27doF/5xs2bECSJDp27PhyJ1gAiozPIihdujQHDuzDytqC8PsbuHSkPxd/68OD28txdrLj0qULRvGA8fHxfP31DHxL9sS/7EDMLXKW2Kxti1Gq6gQcXasxduz452ZMenh4oMt8mO9+mWkPMLMwXr6zsS8JgJ1zRSq++j2paSrr1v1AgwYNCb+7HEsbPyKDt5nsN+bhXlQ1m6z0MNq3z1maDAgI4KuvvuL6tSvcuXOT1atXUatWLQAiI8PRaG1Q9Gm4+5qWInLzaQYSvP766wg1mwd3VhqNnZJwjfiIQ7SV7IgSeu6omXw8Zkyefb755huOnzhJ+dozKfXKONx9W+JT4i2qNlyFi2c9zklZnBHp6BDo87lm6Y8emGZIuXFcx9VUPhw1skAPFkVR2LFjB++++y4DBgxg4cKFufJHpujatSuR+kzOiXSjNr1Q2Sen07FTJ0JDQ4lNiKeRxp6WkgPbRCLn1bzHhIhslhJPsyZNKF++/HPn+kewsLCgQYMGtGjRAh8fn+fun56RgaOU/3K/IxqyhIqfZE5v1Yk9e3/m3r17+e6fkZGBVpL4Vo2mh3KfwYZg+itBHBWpDJc9qC3bclCkEGHIyl3+rFmzJnqhcuFRrKe3ZM4ojRe9JVck4GPZk1naYvTUuDJM48FKTSC+2dCxXfs/XIHkv8zQoUPRa2WmEUWieJLVHyf0fEkUljbWDBw48G+cYRF/B6p4OX+FYePGjXz00Ud89tlnXLhwgSpVqtCyZcvnamKHhIQwatQo6tev/yeuwIujyPj8F5GamsrFixe5cePGc8XVf0/Dhg1JTEhg5crlNG3alNKlS9O0aROGD//AZLzn9u3b0el0eBV/w6hNkmQ8A7pw/fpVbt68+cxxe/fuRUriHZLjzhu1ZWfGEBu+H3efFkZtmWkPADC3cMLc0gUP/y5s3bqVJUsWU7FiSbLSw0iOv8C9y1+RnZnjAVWUbCJDdxB8PSdRwNrGmn798vdSPcbV1Z3szCgAZI3prFpZY46EjL29PTNnziQiaBM3z4wk5uE+EqJPcv/qHK6fHIE7Ws6TyQw1it69euWpDKEoCgsWfI+rd0vsnSvn7V/WUrzC+yDlLF/rEBwTpg3CX0Uy1sj8rCTxnnjAfDWGwYMH88477zz3XIODg6lYrjwdO3Zkz7LVHFuzkaHvvYevt0+uPNXvadiwIQ3r12eWFMsxNTVXkzNc6JhKFDGSgXHjxuUavqqA3rILlSQrPlPD+djwgEVKDJ8bHjJMCcXM2YG1P/xAbGwsCxcu5IsvvmDNmjWkpxsbt89DVVV+/fVX3urWjddq16Fjx45s3bq1ULWIy5cvzxXJdIlKgxBcFRn4PUogqvsoLvf48eMm9w8JCeHXfft4R3JjjlwMS2Ri0FNTsmGq7EtxyYJFSgzfqjH06d2b1157DYDatWtTrcorLJcTco0hIQS/iGTqS7Y0lPO+HNpKGobjRmRMNFu2bCnwuT4LVVU5cuQIGzZs4PDhw4W+x/w/ERgYyI6ffuKOJfRTQ/hEDWecCGeAGkKknRl7f/31pawiFFHE85g1axaDBg2iX79+lC9fnoULF2Jtbc3yZ6iVKIrC22+/zaRJkwgMDPwLZ5s/Rcbnv4CkpCTeffddPDy8qFatGhUqVCAwsCSLFy8ulFZbdnY2P/ywngMHDvAwIpnzl6OZPHkq/v7+zJw5M8++CQkJmJlZ53o8f4+ldc4yZnx8/DPHbNWqFY0bN+HWuU+JCN6KQZ+GquiIi/iNq8eHARKeAZ3yHCOE4OH99ZhbuuHg8goAds6VMBj0nD17ltOnTtK1a1ck2Yy4yN84d7Ab5w++zdl9nQm6OhtXnyZY2fhT9ZVXcHHJPz7zMX379iY18SKSpCUh2rRRkRB9CiEUatWqxYgRI9i2bRslA8y4e+lLbp4dR1L0r2i1EolaFavqFVi7di0rVq5Elp/8BOPj44mOjsTJvZbJMSys3LF3LEF0dDTt2rRlkRTPeTU99zPWC5VNagJHRCqZqBy3E9Ts8Dr79+/PrZj0LLKysmjepCkpwQ+YpSnGd8KXWcKHZXIAZTKhU4cOXLt2zeg4SZLYvnMnrzVpxHQ1kt5SKO/IYQxWQgiyN2P7zp1Uq1aNUqVK4e3hyWGRgrkkM1H2YbzshbUkc1lkEEeOUbV67VrmzZuHr7cPw94byqzJX9Cnd2+8PT2feYP9PTqdjs6dOtGyZUvObt2F1dmb3N69nzfeeIOG9euTnGyscGCKIUPf44KSxmnVWPFhq0ggAYXWj3Q31UeRrE9/rk9z7do1hBBUl2woKVvyvSaARpI950UGH6lhjFAesFsk0a5De5YtX577mUmSxA8bN5DtaMu7hLFIiWGTmkAEel4zIWsF4CdZEGBmna8hXBi2b99OyeLFadiwId27d6dRo0aUCAhg69atf7rvfyrNmjUjNOwBM2bNpETHlpTp1Jp5CxYQ8uABderU+bunV8TfwMuM+UxJScnzZ2rFQqfTcf78eZo1a5a7TZZlmjVrxsmTJ/Od9+TJk3F3d/9HJZIVZbv/n5OamkrDho25dfseHsW64OTxKoo+jZiHexg8eDAPHjzgiy++KFBfPXv24rffjlO2xhScPeoiSTIGfToP765h1KhReHt70717dyBnmVqnSyMjLRRrW3+jvtKScjye/v7GbU+j0WjYuXMHbdu24/Dhbwm+/m1um69kyUORRdC1OfiV6om1XXEyUkN4eG8d8ZG/UeqVT5Ae1SXWPfJu9uvXHxcXF6KjY3D2qEfJyqOIizhIVno4GjNbXL0bYWXjy4M7q7h2bWeBrsuIESNYtWoNcXFJPLy7BkfXGtjYP3l7zM6K4+GdRdSsWTs3E7djx4507NiRuLg4srKy8PT0RKs1/rkJIUhJSUGj0eRqFRr0pmWthBAY9KlYWlqyZt1aOrRrx2dHj1LMzApXReauyCZVGKhWrRrff/99bthAQdm0aRP3Q4L5TuOfR//PTTJjnPBgiPqQWbNmmTQAHR0d2fvrr1y8eJEdO3aQmZlJ5cqVeeONN3KVD7RaLR98OILx48ZRSbWmkWTHa7Idr2FHhNDxmRRF9YpVOXnyJFO/nEo3yYn2shP2QkO0Rs/69HgGDBiAra0tb7755nPPZ/z48ezZtYvxshevCtvczOVrmgy+OHueQQMHsunHH5/bz9tvv832bduYumMHDVU7XsUWHSqHHklrvSU5E/joeh0WqciSTMOGxgl0QO61SEPBBW2Oh1LjSX/hRgjZZAmVSWoEb775plFmf5kyZbh45TJz585l9YoVRD9aZlOE4IKazh2y0CBRTbKmxKN4YIX8DeGCsn37djp37kxNyYb3NH74Y0Eo2fwYnkiXLl3YvHkznTsbJyT+G3BycmLEiBGMGDHi755KEf9yfl/N77PPPuPzzz/Psy0uLg5FUYy87h4eHty6dctkv8eOHWPZsmVcunTpRU73TyOJ/1AZg5SUFBwcHEhOTv7Dmob/NKZMmcLkyVOp+NoCbOxL5GkLu7uWB7eXcuvWLcqUKfPMfm7cuEGFChUo9cp43H3zLnMLIbh9/hPcnZK5fv0qkiSRnZ2Nt48vskVFSlediPRUMoZBn871U0OpU7MU+/b9WqDzUFWVli1acOjgQaoIK5rL9vhI5qxT4jkjZSGeytw2s3AmoNyQ3HkKoXL91EgMhnQsLJ0R+rtUqliR63dUytaYYnK80NvLyEzYS1zc82vHCyG4dOkS77zzDufOX0BCwsWrEbaOZclKDyM+Yj82NpZ8+eUUevbsafK7deLECb6dO5dD+w8gENRv2BD/gAB+3rWLW4/KTdauWZPk1HSiYjWUr/OtkacyKe4810+N5MCBAzRp0gQhBAcPHmT9+vUkJiZSokQJBgwY8NzPOj86d+7MnZ2/8pVkOg5yjRLHr3YKCclJf6h/yFn+6de3L2vWriVQa005xYxYSeG8SCfAP4CtO7ZTp1Yt2uis6avJK5MlhGCKiCQxwIPb9+4+05ObmpqKl4cnbbMs6aUx1oH8WU3iexFHUHDQc1+QAAwGA3PmzGHBt98SEhYGgDdm9JBdaPRoyfuWyGQSUbTq1CFfozYjIwMfLy8apsoM0hiX49ykJrBRk8zDiIjn6leqqkoxPz8SI6LIQMUeGQM5mdhVJGu6Sk58qoazdetWOnXq9My+njVGiYDiuIcn8KnkladClCoEX4pIoryduB8S/IdlsIoooiD8nc/vx2PvOhmFje2LHTs9LYW2r3oSFhaW57wsLCyMiidERETg4+PDiRMnePXVV3O3jx49msOHD3P6kZLIY1JTU6lcuTLfffcdrVu3BnLKFiclJbF9+/YXeh6FpWjZ/f+IuLg4Tp06xdWrV3PjrRYtWoKLdxMjwxPAJ7ArllaOLFu27Ll979ixA3NzW1y9Gxu1SZKEu19bbt68TlBQEJDzw/j+uwXERx7mxplRJESfICM1hOiwn7l+8j0kNZHZs2cV+NxkWWb3nj2MHjuWIHstX6lRfKA84IYNvP/+ULZt20aDBg2QZBmfwG64eOYETWdlRHH30jSS4y9RrHQ/AsoNJTEhHnd3N5LizqDXmZK0UYmPOEDTpk2eOSeDwcDs2bMJDCxJtWrVOHfuHBUqVOC11+qgVW8ScW8ZCVH70OszSEpKYOjQoTg7u+Dl5UODBo349ttvSU5OZsGCBdStW5cTW3+iSaKgWSKc2bGH2bNnk3XvAaNkT0bIHmSdv8GtWzdIir/K3ctf5XpAc2qxXyHoyjSq16hJ48aNcz+Xpk2bsnTpUrZs2cLXX3/9hw1PgPT0dOzV/A06B0lDZlZmvu1Po6oqv/32G2vWrGHv3r3o9TmZ9xqNhlWrV/PLL79QtX0rwsr7YfnaK8xbsIBLV69w+fJlMrOzaS8bh3NIkkQHHLkbdJ+LFy8atT82xru/9RbVX6lKemZGrmH4expJ9qhC5eDBgwU6H61Wy6hRo7gfEkJQUBD169YjAj275VQWKNGMFxGMUsIoV7UKi5csybcfa2trPhw5kp0iiV1qUm7SmCIEh9QU1pPAgEGDCiScHh4eTkpSMu5omaHxY52mBOs1JRgnexEqsvlCjSTQP+BP6X0ePXqUkLAHdJWcjEqTypJEV8mJ0IdhHD169A+PUUQR/y8I8XL+AOzt7fP8mara5erqikajMZJzi46ONllY4v79+4SEhNCuXTu0Wi1arZbVq1ezc+dOtFot9+/ffynXqSAULbv/HxAeHs7IkaPYsmULBkPOQzwwsCSffjqe8PAwSlYxXdZP1lhgZVe6QF+wjIwMtOY2yLKZyXatuQOQIwX0mDfffBMbGxvGjfuEq2fH525v1qw5s2fPyhVILyjm5uZMnTqVCRMmcPnyZYQQVK5cOTfhqU2bNvTs2ZNNm77nwe3lmFk4kp0Zi0ZrRalXxuHskfMmaGvvg4eHB5YW5ty9OJnS1T5Da5YTF6cqOoJvLCAzPYIHDx6g1+sxMzM+Z4PBwBtvdGHXrl24eDWmdLWeqIYswiN+4fq144wbN46FixZjUOwpXrEfqQnXiAjehMbMGdXsFa7fSeL4hyOZMuVL4uJi6CA5MkC4IT9a+u0hXFglxbFZJOIlm5EgFBKfknWJfbiXuPD92DmVRqiZpCYFU6VKVXb9tPOlSaFUqlSJpQd/QydUzE3ICl2UsqiQTwZ6eno6ixcvZtnixQSFhKDqDWQrT5J6PN3cmfb1V/Tt2xdJkmjRogUtWhgnkiUmJmIha3CWTN+aPB5tT0xMzLNdURT69+vH6jVr8Nda4WLIuUZmPE5yElwUGRwXqWQh8MEs97jCIMsyxYsX5+Bvh9i5cyfLly0jLPQBnl5ejOnXly5dumBubrp60WM+/fRTIiIiWLhoEZu0yRQTZkTIBmL0Wbz55psFLmP71VdfoWZlM1Xjj/2jbHwNUFeyw1XSMlIJY9jwD0yGexSUyMhIAPwxnWgX8Gh7RETEHx6jiCKKKBjm5uZUr16dAwcO5MolqarKgQMHGDZsmNH+ZcuW5erVq3m2ffrpp6SmpjJ37lyjpf6/kiLj8x9OVFQUr75al7j4DPxKv4ODa3X02QlEP9hJ//79MTMzJzsjyuSxQgj02dE4Oj7fCKxUqRIZadFkpIZgbRdg1J4UexYrKxsCAvK2tWnThtdff51bt24RHx+Pv7//n/5CW1lZmQzoNzMz45tvvmHTpk24eDXEwsodSxsfXL0aodHmlDYUqgG9Lg1XV1cWL17I22/34uy+Ljh71kWWzUiMOY1el4JXwBucPr2NJUuW8N577xmNtWrVKn76aSdla3yJs8drudvd/VoTemsx06ZNw9Lalcr15pIYc5qI4E34lxuCT2BXpEeGQHZmNDfOjEYjaegjuebxHEmSRG/ZlaNKGkuUWG6RhZNrDcoVfwMLKw9SEq8ScX892enBtGvXhr5959GqVauXurQ5ePBgZs2axTri6Su75jFyz6hpnFNTWWLiBpeYmEjTRo25eu0qZYUFWSKLaljTXeNFIBaEo2dLXAL9+vVDUZRnBr0HBgaSrSoESVkEmtAxvSlyss6LFy+eZ/uMGTNYu3YtH8meNBZ2JGsU+ipBnBJpNMKOSUo4d8nGGzMskThJjlJAcHAwQghOnz7Nr7/+isFgoHbt2s+91lqtls6dO/+hWEdZllm4cCFDhw5l5cqVPHz4kHru7vTu3ZuaNWsWqI+LFy+y+LvvaYU99rLxPMtIVpTTWHPs6FE+/PDDQs/xMV5eXgCEkk05jMuHhpKdZ78iivg3oyKhvmBR+ML299FHH9GnTx9q1KhBrVq1mDNnDunp6bnKLb1798bHxyfnGWVpaeQEelwRsLDOoRdNkfH5D2fKlCnExCZTqe4iLKweBxkH4uhWA/Mb3xEVspnYh7vwLtENrTZvneykuHOkJYfy1ltvPXecjh074ubmQcjNBZSt/iWy5on3JiMtlJgH2+jbpye2trZGx0qSRLly5f7UeRYUX19fKld+hbCoREq9Ms7ICxgfdYzsrGTat2/Pli1bMDO3xN2vEykJlxFCwdW7KZ4B7bG29UeXHcMnn0zgt99+o1y5cgwYMCC3MsuCBd/j7FEnj+H5+Fx9S/Yk/P5G3H3bY2ZuT0Twjzi518HJrRb3rswkMfokqqrDxr4ELl7NCLuzjEkiHFuhwRdzmssOeEpmyJJEDazZQypuPi3ynI+NfSCuXg25dmIIBoNCVFQUzZo1Jy4ugRIlivPOO4No1arVn04meZpSpUoxY8YMRo0axW10NFFtsUTmNOkcE6m0b9+ePn36GB03Yvhw7t+4ySx8+UZEUUWyZqLsg+bRuRTHgpGyJ7IqMfbj0fTs2dPkkhLkqB94e3iyNjaBT/DK7QMgQyhslpNp0qBxHrkQvV7P3FmzaYE9TR4tszuipb5kxwY1joOkEIue8lhyi6zcujV2yEydOpVtW7Zw8/ZtHLTmaCWZKfosAv0D2LxtK1WrVn1BV9eYSpUqGalIFITMzExeb9kKVai457NSAeCmakhMSDDafufOHZYvX879+/dxdname/fuNGzY0KRHvV69egT4+fFjeCKfYpnnBUoIwWaRSDEfXxo0aFDo8yiiiCIKT7du3YiNjWXixIlERUXxyiuvsHfv3twkpAcPHrzQ58LLoijh6B9MdnY2zs6uOPt0xr9Mf6N2gy6Vcwe7IEtgbV8K/3LDsHMsi6rqiYv4jdCb31K7VlV+++1Qgb6M+/fvp23bdphZuOPq2xYLS3dSEq8SF76XEoH+HD9+FGdn55dxqoVi8+bNdO3aFe/iXfEr3QetmS1CCBJjThN0ZSr1G9Rh36+/0KFDB46eiqF8rekm+4kK3cn9q7NwdK1GRsodFCWTmTNnMnz4cCwtrfAuOQhvEzqmel0yZ37tQNnqk3FwrcrpX9rhXfxNIkO3YWbuhLtvczRmdiREnSA98Qoq4IMZbpIZd0UWGaj0ll3pKjsz3hDGFbKo0XTDUy8XT4gI3kLw9fmAwNm9FuZWnmSk3CIl8Q5vvPEG69evNxk28GfYuXMnM776imMnTgBQIiCAYcOHM2zYMKMl3Li4OHy8vOmpOlBZsmaE8oApsg9VZWNt2DCh410lhG3btj2zwsauXbvo2KEDZSQr2gt7vCVz7oostsspJFtqOXbieG4pUoCrV69SuXJlpmt8qSg9eQFLEwofKQ+IQI8dMtbIvCE7U1GyIl4Y2Kkmcp4MHNDygexOdckGCbhDFguleOJtzbl05crfujRlihUrVtC/f3/8MMNPsmC8xttoH0UIBkthtOvXi8WLFwM5xuKnn37K1KlTcdCaU1yYEysrhOszadq4Cdt2bDdZl37r1q106dKFWpINb0pOudnum0UiJ9U0fvzxR7p06fLSz7uI/zb/hISj7cdjXkrCUce67v83dsmLosjz+Q8mLi6OjIw0/B1NexW15nbY2hejScOKnDt3gSvHhmBp5YSiZKPXZdC2bTvWrl1T4LegZs2aceLEcaZNm862bYtRFANOzi6M/Oh9Ro8ejZOTaU3PP8qVK1dYsGABJ06cxsxMS+vWLRkyZMhzH/ZdunThq6++Yuy4cUQ/2ImNQ0n02QlkpkfSoGEjfty0EchJ7lAM+Ws56nVJyBpLKtSZhWLI4MGdlYwYMYJixYphaWWFXpdk8jiN1gZJ0pCeGpRbPz4qdAdObrUoU+2zXK9xSsxprNAyXvaksmSFJElkPdLiXKXG4Sw03CYLc3NHk4YngJ1jeUBQutrnuHk3AnKMiPioI2zbNoUvvviCSZMmPfN6FZb27dvTvn170tPT0el0ODo65htneunSJXQGPXU0toQLHUCu4Prv8X0UgRkVZTpM5DFt27bl1337+GTsOKafzSkbJ0kSrZu34usZM6hQoUKe/R/HbWp+t3xlK2moLtkQJ5KxQGamphiOj2JGi0kWJAkDZ0UGkzTeeZb4y2DFZOHFO6kPmDdvHl9//fUz5/tXc/DgQcpqbWioWrNEjeWmyKSclHdJ/BeRTJSSlacKz6JFi5g6dSq9ZRc6CifMJRmhCs7J6Xxz5Ch9+/Rhiwndzs6dO/Pjjz8ycsSHjHwYlru9mI8vm2YvLzI8iyiiiEJTZHz+g7G3t0eW5dzqOr9HVfVkZ8ZSrlw5fvzxR37++WcuXryIhYUFbdu2/UPlCatVq8aPP24iOzubjIwM7O3tX0qc4fz58/nggw+wtHLF3rUOqpLNjG/mMnv2XHbu3J5HRPf3nDt3jplfz0CoKi6Sii7xNlnCgJWlJePHjc2NaenYsSMbNmwgLfkutg6l8vShqnpiwvbi4lkPAI3WmoBy75KZeo+pU6fTuVNHNm7ag1/JnkZVjbLSHyKEQsyDnXgW64CZuSMGfSolKo/MNTxTk26RGH+R8bIXVeQn3jhLSaa3xpVgQzZLRCx6BOjTMOjT0ZoZewuzMnMSPuydnryASJKEq1dDUhKu8u28+YwbNy5XP/JFYmNjg42NDUIIDhw4wPr164mPjycgIIABAwZQsWLFXE+oDoHLI8MuVOhwlYy9sQ/QIaBAJS2bNGnCyTOnCQoKIi4uDl9f3zz115+mbNmyONrbczI1jXKavEZYtlAxIGgvO+Yano85ShoVsDQZW2onaWik2LBh7bp/nPGpqioy0FJy4ChpTFAe0lZy5FXZlmwhOCCSOSBSGTx4cK7Wq6IoTP9yKo1ke96UnxRWkCSJmpItA1WFudu2cefOHUqXLm005htvvEHHjh05evQoEREReHl50aBBgyJ5pSL+Uzydnf4i+/wv8s8PDPgPY2dnR5s2bYkJ24GqGFc7iA3fT1ZmEt27d0ej0dC2bVsmTJjA6NGj/3RdbAsLC5ycnF7Kw2XVqlW8//77OLhUp1ztOZSsPJLSVcdTrfEmrOwr0KFDp3zr1MbFxdGqRQuckzNZqinOck1x1moCWa0JpIJeS6cOHbj7SDezU6dOlC5dlrsXJ5KSeD23ElB2Ziy3z08iOysW78BuuX1LkoSb7+ucO3cmJznGkMydC5+TnflkLqlJt7hz4VN8fYtha6Ph5pnhyForbB3LYm7xJCQhMfokNpIZtSXjGFmA5rI9aaiogCoMRD34yWgfIRQigjZj51TBpGfUzbspSYkJTJo0iXXr1hllgD8mNDSUAwcOcO7cuUKXRExLS6N502Y0a9aMrStWc3D7T3w3Zy6VK1WidevWVKlSBXtbWw6pKRTHguJY8KOakFti88m5CDaKBNxdXGnZsmWe/kNDQ/PUjg8JCWH48OF4uLpSrmxZ+vTsycaNG/MoLTyNpaUlg999l91SCpfVjDxttsioQGkTBmaGUHEzYSQ/xlXSEp+QQNPGjSlfujRNGzdm7dq16HS6gly6QqGqKqtWraJ2jZpYWVjgaG9P7169TApDv/baa9xWMkhBYbLGh5aSAz+LZEYqYYxXH3JcpOHr7cP333+fe8z169cJfRhGc0wv6zWU7LCQNezevTvfOWo0Gho1akSPHj1o3Ljxv8bwNBgMhIWFER0dXaiKcEUUUcQfp8j4/Ifz2WcT0WVGcuvceNKSc4wqgyEjJxbw2mzeeuutvz1rrSCkp6fzySefYGVtS9++fQGJpLhzXDjUi9sXJuV6/kpW+ZRsnZ6lS5ea7Gf58uWkJqfwifDA8ynDwUnSMhZPLBTB1KlTGTNmDNVr1EJRFMzNsrl6fChXj/XlyrF3OHegG8nxFyhbfZKRR/SxJFNAQAA7dmxHl3GD8wff4tqJIVw52ocrx4bg42XL4cOHOHHiGFWrBJCdEWn0cqCqOqwlTZ6EmaexJefBPWXKFMqVK8eDW4t5eG8dBl2OEZaRGsqt8xNJS7qJX2nT9eelR1nO06dPp2fPnvh4eTF27FhSU1MJDg7mzJkztGjRkoCAAJo1a0bNmjUJDCzJmjVrnv1hPcWA/v05cfgw3piRpOopIVnQSnKgPFbs3buXWjVqMPCdd9hOMkdFGgNkV26SyQT1IZfVDNKEwi2RyTQ1kiNqKjPnzMbc3Jy7d+/ydo8eODs5ERAQgLOTE2+++SabN2+mapUqrP5uIfUSVPopjrjfj2b0qFE0adSItDTT1Z8+//xz6jdqxCfqQz4TEaxX45mrRLGLHJ3XaKE3OsZbMuOmyDQylB9zXWSSlZ1FwtFzlLoXS/zRc/Tq1YtGDRqQkmKsH/tHURSFHt2707dvX5RLt+llcOD1NDP2b9hMrZo12bFjR579e/Xqha2tHXPJqeo1SOPOKk0g32qK0V1yJgvB1OnT8oRKPC7VZ2tCQgtyJKksZA1ZWaZr2P8bycrKYtKkSfh5+1CsWDE8PT2p/kpVNm7c+HdPrYh/KC+zvOZ/jaKEo/8DDh48SM+evYmMDMfC0h6DPhMhFHr17s3C779/KUuuL5KUlBTq1W/AtavXMLd0JaD8ezh71EWoOmLD9xNycxE29iWoWGcWkqzl5tlPeKWCJQcO7Dfqq37duqgnr5hMsgCYYgjnjJSJmbkNju71kWVzkuNOkpkeTd26dZEkiWPHjvFKg2UmhfmDrs1Fl3qMyMhwzMzMSE1NZd26dZw9exZzc3Nat25NmzZt8nh9vv76a8aMGUPVhquwtsuplhMbfoA7F6fwvcYfP8k4s3u5EstBO4XI6Gi0Wi0ff/wx8+bNRwgwM7chOysZewdHUpKTKFdzOs4extJTobeWEHN/A+ukALIkwR41iQ0iAVmWUVQVJBkray98S/bC3rky2VmxRIVsJS7yMPPmzTOpC/c09+/fp1SpUgQKc2LRM1njS8mnPIhXRQafKeG83a8vaWk5iSf+WiscDHCH7KfyysHdxQUPL2+yMtKxsrbm/r372BoEbVRbArAgDB275VSilWy8ZQtm4IOt9OQa3xFZfEoEg4YNZc6cOSbnq9fr+eGHH1j8/ULu37uHo6MjPXr3YuOGDWTevM9sjT/apwyy2yKTkUoY78rutHlUm/0x10QG45SHvCE55am0dPNRFaNO3buxuhBG/LNYtGgR7w4ZwljZi7ryk4QfvRB8I6K4aK4nLDw8T7LfwYMHad+2LVq9Qn3FGltkLmiyuWNI591332XBggV5jM+kpCS8PT3pqrfNs+z++2uxZ8+e3Eoo/2ays7N5vVUrjh05SjNhS03JhkwEB6RUzitpTJs2jbFjx/7d0yziKf4JCUebj8a+lISjLvXd/u/skj9LkfH5f4LBYGDPnj3cuHEDW1tb2rdvnysL9E9n6NChLFq0FIFEtUarjZaQk+Mvce3kCMrWmIKLZ31unZtI5XJaDh48YNRXrWrVcbh0jxEa42oOicJAHyUYcxsfHF2rY2Xji5tvc7RmdoTeXEJ40AZ++eUX3nzzLbSWZfEv9x7RYXtIjDmDEHosrDxJTbjE2LEf88UXXxT4/LKzsylZsjRJqVrKVP8SS2svVEXHhf1dKWvQM1H2xuIpj9M9kcV4Ihky/P08UjtRUVFs27aN5ORkSpQoQbt27ahXrwG37kRQtuZMLK2fnHNy3EVunhlNO2HLwKeMo21qIsvUWEphSZilPZUbLMXM/Ml3XQhB0LW5JEb/QlRkRG58rCkWLFjA8GHvoyIYJnvQUnYw2meTmsAGTTLhERFcvXqVZcuWERocjJu7O3VefRUvLy8WzJ/P6TNnKK+1oZRixiGRij0y32iK5TEwM4TKGOUBegTfawKMkpxWK3H8bJ1NZHR0buGBgnD8+HEaNWxIZdWCvrIbgZIFaULhZ5HMajUOATSW7WmEHRaSxEk1jd0iGU+0zNMEYPa7eexQE1lOPGEPH74QfctK5ctjf/sh42XjvpKEgb5qCF99M4OPPvooT1tQUBDz589nx5atZGVlUaVaVd4bOpQ2bdqYTBAbMGAAm1et4Su887wQZQiVz6VIMr1duRt0/1+znP4s5s2bx0fDRzBF9qaSlFeibo0SxyYSuX37NqVKlcqnhyL+aoqMz38XRQlH/ydotdrcLOS/k4iICPbs2UNmZiZVqlShfv36z62xvWLFKiSNFS4edU3GLjq4vIKtQ1liH+7DwaUqKfFnadhwjNF+ly5dIj07i0ukoVMiaSjZUUOyQSNJGITgcyUCFYE+O4nk+MtEh+0h5NZiAsq+g3+5waTEn2bhwoWsX7+O9u07cOFwHzQaS1weidQnRB5FUXSFli6ysLDgl19+5tVX63L+YA8cXKuhNbNHLwxcERkMUR/QWrLDBTOuiQx+I5VXqlbj888/z9OPp6cn7777bp5tP/64kQYNGnHpcG+cPRtgYe1FasJ1kuMvUEWyodfvvFitJQfWEcc9sgko0S2P4Qk5ca1+pXoRE7aLDRs2MGTIEKPzOXv2LPPnzWPv7j1IgABK5VPhpoFkx2p9HGfOnOH111/PLf35mLFjx3Lx3Hk+l32ogQ2hcjY7lCSGyu55DE8Aa0mmt+zKJDWCe2RTirwe/dqyDZvSE7hz506B9TeFEJw4cQKtVsul7Aw+UEKxREKHQJJlGjVuzJ1btzgSGcmhR0v0NpaWGLIEU2SfPIanQQj2imT2qskoqAQGBNCla1dGffwxVapUKdB8fk92djbXbt5khGxa7cBR0lJWtuLs2bNGbYGBgcyaNYtZswpWxnbGjBmcPnGSj+7epbFiQxnJihj07JPTybTQsG/Txv+E4QmwcMECXpVsjQxPgG6yM3ulNJYsWfKPSzYr4m9GSAjxgpfJX3R//ycUGZ9FFIisrCyGDRvGypWrUFQFjaxFUfSULVuedevWUK1aNZPH3b59m8zMdDRaa6xsfPPt38rWj6yMCO5f+RpZFgwaNCi3TQjByJEjmT17NmYW9lg6luecPo0jaSGUlqyZJHuxRo0nSNITWOFDPPxaIWss0OuSCbu7huAbC9CaO+Do0YiDB7ezePFizMzMsXUqT9nqk9A8EucvXn4oYXdW8fnnn7Nv3z5sbe2oWLEC77zzjskM4KcpX748xYoVIygkBVk2w6BLxrNYGxycXyEu8hDrIn5DEXo0QL2GDdm9e3eBvHfFixfn8uWLLF26lNWr1xITc43k+Bg6S470lt3yLCNDTja9IxqiMGDrYLrOu7mlC9a27oSGhhq1zZo1i5EjR+JlZkkdgyU6yZ6jIpWRahjj8KKWnDeB6rE/19QCSkZGBgu/+462wp4ampxzffhIjsnUQx+gyqPtYUJHqd8lCWU+GuN55SufZsaMGYwZM4Z2kiPtZC8eoOOqyOAqmQSp2Rw6dIjaGjvaS25EoueknEnMo7hH86eMY70QfKGGc1FkUAdb2smOJBsUDmzcwo+bNrFtx44/tFyt0WhyJLjIfwEqSxKFOuf8cHZ25vipk8yaNYslCxexJyYKa0tL3urRg9GjR1OmjOnvy78NIQS37t5lCK4m280lmTKKGTdv3vyLZ1ZEEf8diozPIgrE22/3ZOfOXRQrMxh3v9ZotDYkx18i7PYiGjVqwrlzZ0waaLleREkm/VHC1O8RQpCWfIfszEiy0+/x44+b8sjqTJo0KbfetT47DYPuFkgyto7luZ8SwkjlIZHo8C83GK+ADk/GNnegePmh6DJjCLu7Gjef5gghWLFiBTqdnkpVP8k1PAEkScavdF/io49x+swV7J2r8NuRZcyaNYvp06czevToZ16joKAg3P174VOiW57tzp6vIV4Zx+0Lk4iPPMJ3331XqGVjZ2dnRo8ezejRo0lLS8PFyRlHVWtkeEKOsHoCOTXVs9IfYu9snIxm0KeTnhbLyuUrsLKyYvDgwXh4eHDkyBFGjhxJF8mJXqormkd16AcJN2YokXylRrJYKp4rqQRwVKRirjXLlfR5mqtXr5KcmkoDzZPwEMtH5moiBuwx9rIloDzaz/jcDooU/H39KFu27DOv12NSUlKY/PkkOkiODNK4A+CNOXWwRRWCT5WHRKPnUzyRHp1rXyGYJkVyWqRxXKTyuuQIwA6RyGWRwaTfCeh3EU5MF9G89WY3HkaEmxRpzw9FUdi7dy+e7h7sj0mijXAwWkUIEdncUzKY8oLiMB0cHJg0aRKTJk0iOzsbc3PzZ65c/J3cu3ePBQsW8PNPuzAY9NSpW5ehw4bx6quv/ql+JUnCxsqaxAxDvvskaQSBJqq5FfHfpkhq6cVRlO1exHM5e/YsW7duIbDSaLwDu6I1s0WSJBxdq1Ku1jcYVAumTzddRahUqVKYm1uiGrKIjzpCekqQ0T4JUUfJTAulXdvWXLlyOU9owcOHD5ky5UtkOWfZ1965It6BXXHxrEt68m2EpBJBNkgSHsXaGvUtSRKeAR3ISn9IfOQ+GjVqyOHDR7B3qYqZuaPJ/d18mqOqesrV/IJqjTbiU+JtxowZw1YTAtxPY2Njgy7buJxhTr8yuqx4fH19/pQMlq2tLW92e5OdJHNGTWOHmshuNYnIRx7FrWoiKlBOsiYq+EdU1TjLOyp0B0I14BuTyrRJU6hYrjyXL19mzuzZBGit6SO75snSt5BkPnoUY/uLeCLaf0tksklKokfPt3FzczMax5Q3tJJkhT0ye9Qkk+e3R01CBqyeujUpQrBDTeSgSGHUmNEFXhreuXMn6ZkZdJKNiyPIkkRn2ZloDITyRDpJK0l8ILsjA2tI4L7IQhU5yVyNJHujyk1mkswQXElLT+OHH34o0LwAkpOTadSgAe3atYPYRO6JLBarsWSJJ0la4ULH11IMxYv5/6Ea8s/DwsLiH2t47tq1i4rlK7Bi/neUCIql0oMUftu0jddeey3fe01h6PJmVw5oMsgWxtJjd0UWdwwZReL5RRTxEinyfBbxXNatW4e1jTuujyrsPI3WzBY3n7asX7+eJUuWGBkGW7duRafLonztGYTeXMS1kyPwLdUTF8/6qIqO2PB9hN9fT6dOndiyZYvRw3DMmDGPYmxUytf6Cif32rltWRlRXDs5guzMGDRaS7Rmpj0V5hY5cZEZqQ8ZMWI1M2cWLEYOQNZYUKzMANKTbzJ9+tfPNAK6devK0mU/5JT81OZdVk5PCSI18RqzZ5iWkCoo169fJzomhnihMFlEIMtmCKEgVBV3zIhBT0/JhSqyNWNTgrl1egx+5d7BzrEsuuxEokK2E3Z3NbIkc41sPsad9anJtG/TlrS0VFqpVkiysUFi/aha0C41CZ1QuS/puKim82rt2nz77bfodDqOHz9OamoqZcqUoUyZMlSuXBl7W1uOpqdSUpOzhG4u5ZS4XKHG4ahq6SA5YS3JZAmV3SKJbSIRLy8vJkSGU0q2xk2RuaPRE6dkM2LECIYOHVrgaxUXF4elrDUpeA85UksAyULhaUerg6SljGxNtL05I5IeUEW2IQYDNSXT3mo3yYwSWmvOnz9f4Ln17d2HS6fPMlX2pbJszW6SWKTGcEBJobJkRaokuKFm4Ofjy45dP7Fjxw5CQ0Nxc3OjY8eOODgYJ3/9k4iIiGD16tWEhITg4uJCjx49jCpT5UdkZCRvdulCNcWCUZIHFpqcF5H+QvCDFM+4ceOoWbMmTZs2/cPzGzVqFBvXr+cLfRRDhCs+kjlCCC6LTObIsVQqX+Fvj68v4p+HioT6gqWRXnR//y8UGZ9FPJe4uDgsrL2RJNMeJ0sbH7KyMklPTyc2Npaff/6Z7OxsqlatypKly3B2r4GTW03sHMoSdH0eoTcXE3LjOwAkSYuPjzcbNmwwMjwVRWHbth1IsgbPYu3yGJ4AltaelKj0ETfOjMagzyAt+Q62DsZL/8nxlwCYMGECjRs35ty5c+zd+yl6XZKR91MIQVzEQRycnySQSJKEq09Lzp6dSmJiYr5lRkeMGMGKFau4fW4cxSt8hLWdP0IIUuIvcffSVJA0DBw4kLWrV/PRqFE5Xq9HZGZmsmnTJk6dOkVwcDCR4eHEx8bh6OjImz26U7duXcZ/8ilnTp/KkVCy8SOwwvs4uFZHVbOJDd+fUwNeUXARGspJVnwqe/JVwhWuHBuCJJshVD2ybI5PibfwKdGdO+cmMCvxOp+pXowOD8Pexobn3RIkO2vOOdri51eMFYMG8tZbb7F48WK+nDyFmPi43P0a1KvH94sWMfjdd5k7cxaVVWuqP/IadpaciJL0rFPj+ZEEfMytiVZ0ZAoDIz78kOnTp7Nnzx42bNhAYmIib5YsycCBAwucZPSYYsWKkaUaCJOyTcpd3RM52pdukvE562Vo3aYNDRs2ZOmixXD+HBmYFugXQpAhqVhYmE7K+j13795l+84djJA9qPyo+lUb2ZHqkjV71WQOi1SStTKLFi5GlmUaNWhAQlIS1hozMhU971la8enECYwdO/Yf6bmcNm0aEydMQIuEn2xBjNAzdepU3u7Rg+UrVjw3fnXJkiUIvcJwyT2PSoQsSbwtu3BGymLunDl/yvgsX748P+3ezZtdujA4MYRi5tZkCpVYfRY1qlRjx66fCp14WEQRRRScIuOziOdSrFgxMlJ3oSrZRqUmAdKS72Dv4MiAAQPZvPlHNBozZI0Zel0GZmaWOLo3AHJq0ZeuOp6A8u+SnnwXSdYQH3kUC+0Nkw+k1NRUMjPTAXAx4XUFcHSrgSRbYmWp5cHtxZStPjW3xCWALiue8PvraNSoEZMnTwagX79+TJo0hbuXplKm2ue5cZ9CqITdWUV68h38a8/IM47mUdlGnU5HVFQUS5cu5bffDgPQqFFDBg4cSIkSJfjll5/p3LkLFw/3wc6hGDpdBtmZcVhJZvTBEWtZw+ET52nfvj1Tp05l3LhxHD16lI6dOpMQH4e1XQCKIYvszCjsJDP8o9OYNmkyelXFws4PJ/dXSU28TqXX5uYazhqNJZ7F2mJh5cGN0x8zjxh2yOnEoyfLoGBjXwJ3v9fRaK1x9ngNM/Mcr1nJqp9w/kA3QqRsfM2ssfT05HhoBN2Fs5FRky4ULkhZjBs1gYkTJ+Zunzx5Mp999hktJHvaaIrhjJarIpMfTp6jds2afDltGq/Wq8tnR45QUbahlGJOlGTgDOn4+xXjrR7dSU9Px9PTk7fffpuAgAAgpzRqx44dTX7mBaVNmza4OjnzQ3ICH+OJ/NQ5ZQmVTWo8FbDC+3e16IMexVlO7dCBrl27MmjQIOrXrcuB05dpJuyNrs1NsgjXZ9KmTZsCzevXX3/FTJZpIOWND/WUzOmrceNVYctIfRhxcXGMHz+eVyVb3CRHwlQdOrSoWYLx48cjyzJjxhirQvydLF26lPHjx9NFcqKr7IyN0KAXgkNyCt9v2ICNrS2LFi16Zh9HDh/mFWGBrWz8sitJEnVVK3Y++u39GZo0aUJYeDg//vgj58+fx9zcnDaPXjj+iUZ9EX8/RTGfL44inc8insvdu3cpXbo0/uWG4FvirTxtWRlRXD0+CE8PFyKjYilW9l3cfJohyxakJFwh+Po8MtJCqdZwFZY2xsLwN8+OpWxJLcePHTVq0+v12NjaoddlU+m1+SaTZ4RQOLW3DX379GDt2nVYWPvi7tcRS2svUpNuERu2HXs7M06fPom/v3/ucbNnz+ajkaOQZQtcvRuj0VgRH3UUXVYM/mUH4Vvy7bzX4PJ0zMUNFi78ji5d38SgV7F3rQFCkBJ/Hq2ZzLatW2jVqhU6nY6tW7eyYcMGduzYQQfJkYGyW+4DTQjBD2o860UCO3bsoHv3t7GwKUXxiiNzFQFSE29y7+IUbDLjmSp5MVmNIN7KBZ0hE3e/FhQv/56JayG4dLgPusxw3n3vPRwcHPjiiy8oUWkUnv7G8bAA1469xyvJYdzTGni1Qxs2b95MZ8kpT9xnllCZIaK5aq7nXlBQrrZlZGQkxfz8eEN1oJcmJ3PYIASr1Dj2iCSyH2VwS5JE9apVsba2ITwsDFc3N97u3Ys+ffrk/g5jY2NZvXo1t27dwtbWljfeeCO3KMCfYf369fTo0YMasi0dccBLMueuyOJHKYkgJZNXJRtGyF5YP/KwhYpspkoxWPl5ceP2rVzv108//UT79u3pKDnRU3bB8tH+90UWU6UYPMqU5OKVy8jy88PoZ8+ezfhRH/OjFGjy/EJFNkOVUPy8vbGKTCD0kYe26iMlgIsiAwWB1sKCmNjYQiU5vUwURaFEQHECIpL5WDbW4d2qJrBaSiT0wYM8CYW/p3mzZqQePM2EfApJrFfj2W2jJzEl2WR7Ef9O/gk6n+sPJWD9gnU+M9JS6N7Y+T9nlxQlHBXxXEqVKsWoUaMIvbmQe1e+ITHmLCE3F3Pht95cPNwHjazw4EEIJat8imextmg0lkiShINLFSq+OhuN1prQ20uM+k1PuU9izGn69e1jclwzMzO6v9UNSdISF3HQ5D6JMWdQlSwGDRrE0aNHqPdaGYKuzeL66VFEh67jrW7tOHv2dB7D02AwMGPGTOwdy+JZrB1pSbdJjD2DPjsRW8dyeBXvYjRGXMR+evR4ize6dMXG4RWqN/mRcjW+oFzNL6ne5Eds7KvQsVNngoODMTc356233kKv01Faa8MgjXseI0OSJN6SXXDTWjBu3DhUYU6Z6l/mkaKycypH2VpfEyt0XCGTDzQeZGRGYtAnY2ntY/JaSJKEpU0xNBoN33777VMeyvzruQsEaSiE6zOpU6cOVpaWbBWJ9FeCWajE8K0SRS8liHMijXeGDMH2qQzgdevWoRHkJvQIIZipRvKTSKSj5MQSTQBrNIEMk9wJuXKd8IcPOXPhPKfOnuH999/PvdEuW7YMX18/xowZz4/bjrN46Xrq169P4yZNSUpKynfuBaF79+5s27aNtBJefKqGM0AJZroaiWetVxg3fjxn5Cz6EsLnSjgfi4cMVUKx8PFg775f8yy7tmvXjjlz5rBTSqYvoUxSwvlIPGS48gCn4sXY9fOeAhmeADVr1iRLVbgsTNeqPy3SMddqCYuIIFhkU1myZpUmkE81Pnyq8WGVJpCq2JCdnc3y5cv/1PV5kVy6dInQh2G0lkw/QFtKDghV5aeffnpmP42bNOGSlEmqUIzahBAclzNp1KSxiSOLKKKI/xeKlt2LeC6nTp3i4cOH2Nk5Ehv+C9EPdgMSTu61sbEvQULUMSytvXFyNy4BqTWzw7NYO8Lvryfm4a+4eDUEID7iEGF3FlO+fEV69OiR79gTJkxg48aNRIZux8GlKi5e9XPbMtMeEnRtFjVr1qZ27dpIksSe3btJTEwkMTERDw8Pk5JGP/30E5GR4VSp/3me2u5Jsee4efYTLhzsgbtfa8wsnEmJP09C9ElatWqFwWBACDNKVZ2IRvNEg1JrbkepqhM5u/8NGjVqxObNm6lZsyaXzl+ggWKBCUUhNJJEVcWCQ3eDcPNtl0fy6TFWtr44ulTleMJtWkjeOEkWpGjMSEu6CeRIShl0qUQ92Els+D702ckohnTc3Z3JysrC0tKSV1+ry627h/D0N06eyMqIJCXpFqGyGcX9/JkzcybFDDJ9ZF8OiRROiFRSUDAAVkJi7pw5LF28hK9mfM17771HeHg4nlpLbNWcE7xBFkdFGh/LnjSUnxggLSUHqggr3g8LY/78+XmW7ffs2cPAgQPxKNYW/7KDMDN3QAiVxJhTnDw5nS5durJ//758vx8A4eHhrFy5knuPSmp269Yt9/sAOUv4HTp04OLFi8TFxeHv75+raTlkyBCWLFnC5cuXsbS05JP27enSpYvJ+M3hw4fTvn17lixZwvXr1ylhbc2UTp3o2LHjM+MYDQYDO3bsYM2aNcRGReMfWJzixfxZGh7Dl8Ich6diToNFNtukZBo3bcovv/yCBRJjZK9cTyuAraRhjMaLXkoQP/30E8OHD3/m9fmrSE/PCZFxyOexYo2MhazJ3S8/BgwYwLQvv2RmdjSjhWeuV1p55FUPERms/PDDFzv5IoooAKrI+XvRff4XKTI+i3gm8+bN44MPPsDG3g8njzbYC0FcxAGyM2Nw9ngNT/923Dg7HqHq810itbT2RgiFu5em5iTePMLPrxhbtvyItbVpwXGAkiVLcuzYMZo2bcat8xOwsS+FvXNlsjIiSIo9TUDx/7F3nuFRVN8f/8xsT++9J0Ag9N6bdEUUkSIqAiKCiNJEUBCVIopIUUFBpCgK0kFAeu8dEgLpvfeyyZaZ/4tgMCYg/n/Y9/M8ecG9M/femVl2z5x7zvcEsnnzD1XmdnR0vGdSEMDVq1fRWbtUMTyhIn60UYcviL/5Jckx61EqFNSrF8acWZ8zYsQIGjVqiqN7xyqG588olDpcPLuQlPQTLVu1plfPnqhUKkoov+c6ipGQZQmV5q7nsCjvBoW51wABe+fGKDWO/Owfk5Cxtg8hO/UQ3sGDUCituHF6AoaybJw9O6O19qY4P5KMjLN07NSZA/v3MXnSRJ566imSo7/FO3gIwp0fcqMhn9uX3kUQBBRO9rz6+mtMnDiRTxX+BIga4qRy9suFPCE48pToiKOgJEs2sqY0m1deeQW9Xo+7uztZ5nL0SOgEkQNSAV6o6CBU3wb2ENR0MluzasWKKsbn+7Pn4ODSkOAGkyqfoSCIOLm3Ra4/hYMHZ3D+/HlatGhR4z38+OOPmfrGG6gFkQBRS7ZsYtGiRfTu2YuNm36o9NQKglBjIQRfX9/KWOAHITAwkLlz5/72gXfIz8+nd8+enDl3jrpKazzNCk5dvEqCSY9GpWa0OZGukg2egorblHOCYsLC6jN79mwO/PQTbQWbKobnz2gFkQ6CDbdv3X7gtfzR1K5dG4Uock0uxVeobozfpoxSs+k3pcbc3d3Zsm0bT/brx3BDAm3MOtQIXFCUkymXsXjxYjp16vRHXYYFCxb+BP5xxudnn33GRx99RHp6Oo0aNWLp0qU1Clxb+N+5ePEi48ePx80jTKAAANdVSURBVCtoIAF1X640XPxDXyT2xhJiri/E1jEMnZU3WakHkCQjolg9Q7Qo/yaCoMDBpQlamwAUCh1mcymZaQd44on+nD598r41xps3b05ubg4LFy7km2++JTv7HMH+ngx/ZynPP/98la3gB0Gj0WAy6mtcr5VtAJ4B/cjLPEV4+M0qwvkmk6lSb7QmRIUGjc4No7GIffv24+npzjFFKcNkqZoBkSebOC+U4u3tT1HuJcpKuxB58R1KCm6jUFZ4axMiv0QU1dSXNVyX9RTIBkKDBpIY+RXXT72GQmUDskSTzmvQWt2tC16UH8nVc5OZNGkSK1asYMaMGbz//vtkp+zG1qkFJmMhuenHEUUYN+4VZs2axXvvvYePyooAWUO5LPGdlENvwb6ybvxNWc9aKZvrd0zhyZMn07F9B/RmMz+K+QwQnMjBRICgqZLY80sCBA0H0tIq/52VlcWZ06eo1Xh6jS8uTh5t0Vk5s3Xr1hqNz/Xr1zN58mT6C44MFpywkhWYZZkzYjGLDxxg2PPPs/k3tFn/aIa/8ALhFy/zocKXeuhAUfGScUIsZoEpncYtW3IuNpbc/Hz8fX2Z8/LbjBkzBhsbG3RaLZrye2/laxAfOMP+z8DDw4N+/fqxaeduWsnWVSSuymWJr8klwNeP7t27/+ZY3bt3JyIyki+++KJSZL5v27aMGzeOxo0b/4FXYcHCvbEkHD08/lExnxs2bGDixIm88847XLp0iUaNGtGzZ08yMzP/6qX9K/n000+xsvEkoO7oSsMTKjxTgWHjUGmcSE/YhrtfH4zleaTFb6s2RmlxApnJe7F1DKNeqwUEhY3DP3QkQWGvUq/1EmJiEx6ofrJCoWDKlClcvXqFlJREzp87y9ixY6sZnmVlZaxbt47hw4fzwgsv8NVXX1FaWlrlmL59+2I0lJCTVnPGbGbybkJCalOrVi0MBgO5ubmYzWbatGlFYc5p5Bpj0czkZpzEzqkhXoEDkBFJSUmhTIR5pJMr362mkiaV86acAgolWVlZ5GZe4NqJsZiNJdRr9RGteu6kVc8d1G0xD6XajqtCOQulNFQKLQqFFWGtF2BtV4vy0lQC642tYngC2DqE4hk0hHXrviE3N5f33nuPgwcP0qhBAObSU2jFKMaNG0NcXCxLlizByckJURSR7iQIXZFLKUbiiTuxnFelUqaZk9HLEpNFDxYr/HhNdCf+9HlUSgWrpWxWm7PQIZIkG2oUlwdIkstx/4UY/c/PpSax/woERIWW2NjYarGfsiwz+933aCXaMlx0weqODJhCEGgn2vKS7MyWrVuJjIy8x9h/PDExMWzbvp3hshP1BF1luyAIdBBt6YcDkRERxMTHU24wcDsmhilTplR+pjs98gin5WLMNdxPsyxzViyldbu2f9r1PAiLFi9G4+rM60IK35qzOX+nEMJrQgqxKjNrv/3mgYsE+Pn5MWfOHC5du8q1iAhWrlxpMTwtWPiX8I8yPhcuXMioUaMYPnw49erVY/ny5VhZWf2tgu7/TRw9egJ713Y16nuKohJnj/bkpJ9AZxOAV+DTxEd8RtTVDynMvU5pURzJ0eu5cWocIFO7yYxqY1jZ+OPi1ZMvv1yJJN07KeaXVFQ8ep9nn32WMWPGcPDgQcxmMz/99BNPPfUUjo6OPP/882zedpxtu84xatQofH39OHnyZOUY9evXp0+fR4mPWExe5tkKncaieDKS9hB5YRbZqUd5/vlneeaZoVhb2+Ds7IyTkzNGo4GSolQSb62qYmDJskxC5FeU6zPwCHgCR9eWyJIBnY0nnbt0IUonMFyK5005hclyMqOkBFKkcqxsg3H2GYBS5YDJWEhY649xdG2BIIgIggIn9zbUb/0JebIRg40OLx9Pws+8zvn9T1KQcxEQcXSv2fhw9uhIeXkZly9f5uuvv6Zfvyc5deokuXmFpCYnsWTJEoICAhg5ciSxsbE88sgjpBr13JL1FN0pcemGCkmW+UzKoJ6g5SOFH51FO4IFLd1Fexbig6+sxsfLiz3ack7KxSRh4KxcPaYvWzZyRCzlhZEjK9s8PT2xs3cgP7uqOLssy6Qn7uLywUGUFKWwYcMGPN3dGTFiBNnZFVqi0dHR3Lx9i17Y1ug17STYYqVQsmPHjgf6XP0RHDhwABGBTjWEIQB0Ee0oKCriwoULNfa/8847ZGNinZRd7fO2Tsom02zglXHj/pC1/3/x9fXl7IXzDH5xBDu0ZbwrpbKKHFo+3puTp0/ToUOH3x7EgoW/KTLCH/L3X+Qfs+1uMBi4ePEi06ZNq2wTRZFu3bpx+vTpGs8pLy+nvPxuzF1hYeEfvs5/EwqFAtl47/rHkmTEZCggO/UgAfXGkptxjPzMw2Qm7QZArdbg4+1NbqEOje6ux0uWzRTkXMVQloUoasjJyaKkpOQ3JWOWLFnCxIkTERUarO1qYTLksHz5cmxs7CguLkRr5YVKF4LBGEVxQQJB9V8jpNFMoq9+QPcePbl65TK1alXEea5f/y2P93uCY0enolDqMJvuZh4rFAree282Gp0L3rVGVsg25UWwecsunJycSY7+lpz0E7h6V4hcZ6ceprQojoB6Y7F1CCUv8ywAKrUrWq2WxOQk1q5dy8mTJ0lOToaTJwmqP6GyDn1u+kl0Nk3QWlWXp9HZ+OLk3ppagXD61EmOHz9OdHQ0586d48svV9zxwlb/b/xzWc0TJ04wa9YsnDw6oim/gsak51HBiQBBQ6JsYOvqdWzbsoXDR49SJ6QWi+KTGSJX6IDeQo8kQypGxovuqH5l5GkFkUGSPXNTUzl9+jSJiYnMnT2bj8IjeEYy8IhghxaRc3IJ68Q8nNzcGD9+fOX5arWaUS+OZMnS5bj59MDaLhiApKg1JN1eTQfBlp6iD7aCyCVTKVvWfcvpEyc5dfZMpdfU7h6FD1SCiJWgrOb1/jMxm80IAijv8eOivtNuMtX8f6xFixYsWLCAyZMnc0Eoo71UERt9UtQTJ5fy8ccf3zMW9q/Ey8uLZcuWsWjRInJycrC3t68x8c+CBQv/Xf4xxmd2djZmsxl3d/cq7e7u7vfcWps3bx7vvvvun7G8fwSSJHHw4EF++OEHioqKqF27NiNGjKgiQ/RLevXqzoqV3yLVG1tFuB3AbC4jN/0Eaq0bKbEbMZTlUVaawbZt2/D29qa8vJy6desyc+ZMVq/dgixLCIJIbsYpYsOXUl56N/ZPEBRs3LiRkb/wiv2aLVu28Nprr+EZOADfWi9QUnib/OwrlJfvpKzcTP3Wn2Dn3BhBEDAZi0iIXEnM9Y+p13I+oc3ncP7A09Sv34ARI4bj7OxMTEwMvj7e2NraYTRbE9LwDRzdWmE0FHL1+EvobHwJa/1xZXKRi2cnPAOeIPz0K7Rq1YqzZ8+SHP0doqjEzqkRQWHjsXepqMCTkfgjWmtfykuTCAp6BHt7e1599VVGjBhB4yZNsXduVGl4AphMxWh0njVeN4BG50lB/i0EQaBjx4507NiRDh068MUXX5CTehg3317VzslOPYiNjS3r1n2Lk3sbJEMhjqZyFoi+ONzJrm4HPCY7MK04lVEjRrLjx11069KVBakpWCHyrTmnUgi9LrpqcwDUvbOdnJmZycCBA+nbty+vvfYaa75ezdemuxWPOrfvyNdr1uDm5lbl/JkzZ7J//0HCT4/Dxbs3OpsAkm6vZojgxNA72qEAwYKWtrINE2Lj+PDDD5k2bRo6jYbLxlLqCNXXFi+Xk20qo3796tqwv8RkMnHt2jXKy8sJDQ29b6JaTVy6dIlly5Zx+cJFtDotjz/xBCNHjsTZ2ZnWrVtjlmUuyCW0EmwwyjKn5WIuyiWYkClFQqNS3XcredKkSTRr1oxFn3zCrsNHAOjUpRurJkygc+fOv2utfzYajea+ep4WLPzTkPgDst0f7nD/GP5R2+6/l2nTplFQUFD5l5SU9Fcv6S8jNzeX9h060qNHD77b8BM/HbzFBx8sJCgoiAULFtR4ziuvvILRUEjU1XlVPINmUylRl+diNuvxDOxPScFt4m9+xpQpU3j88cdp3rw57dq1w8nJicGDB1NSlEZuxinyMs9y8/zbWNn407DdZ7Tp/RONO36Fs2dnXnzxxWrhE+np6cydO5dBgwYxatRLWNsH4+77GDdOv0b4mYmkx2/BWJ5H7aYzsHdpUrn9qlTZElT/deycGpAcvf5O/flHMJkFli9fzgfzP+ang7fYuv0oRUWFKFR22Ls0QaG0Ql+cgMlYSGC9cVWy2mVZRl+SjKh05Nz5izg5uQBmghtMIrT5+9i7NMFs0pNw6yty0o9hbRdCeVkeL774IlChienp6U10VBROHh2rXKfWyouivPB7PrvSwghCQoKqtNWqVYu+fR8n8dYyivJuVllnTvpx0uI2MmDAU8TEROHk3pH83Cs8JzhWGp4/YysoeFZy5NzFC5SWlnLjZgSLly4luH49wilji5wHQBbGGteWeaf954QxnU7Hl19+SVJKMt999x1r1qwhPDycw0ePVlYv+iV2dnYcP36UESOepzj3ILE3FqJF4CnRqdqx3oKaRyRrVn7xJba2tgx97jl2ikUky4Yqxxlkia/Iwd3F9Z71uWVZZsmSJQT4+tGsWTPatm2Lp7s7w4cPJycnp8Zzfs2cOXNo1qwZO1Z/g/PVGOQzN5gxbTqhtWpz6dIlmjZtSusWLflKzOWAuYDnzDF8KKVxQy4lUzZyUS7BLEkcP169wMIv6dy5M9u2byevsIC8wgK2bd/+tzc8LViwYOF+/GM8ny4uLigUCjIyMqq0Z2Rk4OFRfbsSKt68/07ZoH8lTw8cxKVLNwhrtQB7l2YIgoDZVEpS1DqmTJmCr68vgwYNqnJOaGgo3bo9wr59B8jLPIeTextkWSYv8zSyZKJO01nId7Z3169fz5AhQ6rN265dO7p378HhI3MRFdbYuzShbos5lXGk1nbB1G7yNoKoYMqUqQwdOhSNRsOaNWt4adQoBLNEHUGLjdlILjlcPz4SpdaN+q0/ISfjFDnpx3BwaV5tXkEQcPPtQ/TV+ZgMRRjL85HMZXgFDcS39gsolVbIskxBzmVuX3qPyIuzqN/6E0oKY1EorbFxCK0cq0Im6gOyUvZjZRuIm09vDGWZSOZz3Lr8HqpwR3TW3pQUxmA2lWJlF0JO2mGmTJlCvXr12L17N88+++ydMYvIz7qAs0cHNLoKL6C736PcvvQeeZlnq9Wvz0k7RkFuJKNHVy33CbB69dd079GTSyfH4ODSCI3OB33xbQrzonj88X4MHTqU1atXYzZXvDg0EWre+vy5cs7169dp3Lgx48aNY9y4cZw4cYI3Jk8m4+xZtkv5jFa4VTt3h5SPj6cXbdvejT0NDw9n2bJlnD5+AoVSQc8+fRg9ejQ+Pj7Vzj9w4ADT3pjKhcuXKtuCBG2N8kIAoYKWnXnplJSU8MEHH3Di6DEmxcbRzWxNPUFHFiZ+EovJEs3s/G7rPfU3p06dykcffUQ3wY5XFT5Yo+CiuYSt36zn3OkznDp7Bnt7+xrPBdixYwdvv/02z4jODJKdUCgqXnzyZBOzi9Lp06sXsfHxfLFyBa1btmSRKQMtAi4oycCEAZk3RE+Oy8U8PWAA586ftyTTWLDwN8eS7f7w+Md4PtVqNc2aNePgwYOVbT9vI7dp0+YvXNnfnwsXLnDo4AECwyZV1EK/4yFUKK3wD30JJ/fWzJkzr8Ys5aFDhwISLp5dKCtNo1yfgWdAf5p2WYezRztyM44TGBjM4MGDq50LFUbg5s2baN+uFYayLHyCh1RLYBIEAZ/goeTmZrN3716OHDnC8OHD6WyyYo0QwFzBm8+VAXyi8MNBFlAKInbODZElAyqVzT31RX+uYW42l5OffRF7l6YE1B2D8o6guyAIOLg0JaTRGxTmXKE4/yYKhQZJMiCZyyrHSYn5nqyUg9Rq/BaNO64ipOEk6rWcT5POq9HpXFCKZRTl3cBsKgFkbHUljB8/njFjxgDw8stjEAQFJQVRqLUu5Gdf4MKhwcSGLyUn/QQlBdForbyJODed2BufUpQXTmHuDWJvLOH25fd46qmn6NOnT7Xrc3Jy4vSpk6xfv57WLbzwcs2gW5eG7N69m61bt1TKRJXdCXEopHqW/i/bdbqq29ft27fn1JkzTH7jDXbK+aw2Z1FwJ2s/WzayzJzBUbmId2e/j1JZ8R775Zdf0rBBQ777YiUu1+OwuRzFwnkfEFq7Nvv3VxWL37VrF7169kR/7RZvi14sU/jTGCsyZSPSPb6RMzChUanRarU4Oztz6uwZXpk0geP2ME9K42tyaNmvD6fOnKFbt241jnHz5k0++ugjhosuvK7woL5gRaCgYYDoxAeyJ7HR0SxcuLDGc39m4YIFhCmtGSI4VZYhBXAUlEyR3cjMyuK7775jwmuvIRhNTBY9+F4RwmplEJ8p/AkQNCyU0nkKR1xQsvDjj+87nwULFv56fjY+H/bff5F/VG33DRs2MGzYML744gtatmzJokWL2LhxI5GRkdViQWvi31zbXZZlLl68WFmppUePHrjekbV55513+PCjJTTturnGzPWctGNEXpxJYmIivr6+VfrKysrw9fPHJHtSp9lclKq73rPs1CPcvvweixcv4tVXX73v+n788Ucee+wxPAOfRhSVWNsF4+zRAVGhqVz/qR+7snz5MjZu2MCtY6d4XXajlqBF+Ysf91uynknmJFy9e2Aoz6Eg+xJNOn2NlW1AtTljri8iJ/0YngEDSLz1JXWavoOLV/WyfLJs5vyBAbj79sHdry8XDw0hqP5reAY8gSSZuHBwEE7ubQlpOKnaubkZp7l5fhqbNm3i0KFDbN+6jZS01Mr+4KAgYmJj8fB/At9az6HWOmMylZIev52EyC8BGbXWFVkyYjTkIwiKSiknJ2cXxr86jrfeeqvSuPu9ODm5UFqmQjIU8KikrdTt/CXrzNns1OhJTU+r0dsnyzKzZ89mzvuzMZlM2CtVFJgMaLVa5s2fX/nsz5w5Q9u2bemDHS+KbpUJSqWymQ/J4KbaTHRsLB4eHpjNZgJ8/fDIKGSG4FlpwEXIet4wJzFd9KStWDUBrUyWGCck033wANauW1elz2w2U1BQgJWVFVpt9SIAv2Ty5Ml8tWgpX+OHqgYP66fmDK65aUlJT6/xfJPJhEqlYqzoRh/RocZjppCCd+c2HDhwgJmiFy3FqpJgBlniFXMCtQQt3qj40dpAQVHRfddtwcJ/mb9Dbfev9+dhZf2Qa7uXFDK8u+O/0i65H/+YbXeAQYMGkZWVxcyZM0lPT6dx48bs3bv3gQzPfzMRERE8++zzXL58V7JGpVLz4osj+eSTT9Dr9ShV1jUanlARIwmg11evNa3Vatm+bSs9e/bmytFncPLoikrtSGHuRfKzrzJ4yDOMHTv2vuvLz89nzpx5AGQl70WhsiEl5jtUagdqNZ6Oo1tLSoviAJl16765I4skM4UkHAQ1AwR7+gkOmIDdUgEAOenHUGucAIErx14kqP7rePg/VjlnUV44mUm7UWvdSLz1ZZXr/DWCoECptEEyG9BaeeDq04P4iM9RqmzR2fpjLM/B1btmL5qjW0uUKmuefnogslwROm4tqOiJDf6yiqVxiTh5dCCo/mt3Y1KVVviEDEEyl5EcvZ7GHVeiVNmSn32RuBsLcHXW8f3362natOn/FDZy9epV8vJyUCitEEQl28x5uEpKegv2qAURoyyzXy5gE3lMGj/lntvMgiAwY8YMxo4dy6ZNm8jIyMDHx4cBAwZU+bJcvGgRXgoto2W3KkLzVoKCybI7w8rjK0Xv9+/fT3JaKpMUflU8h3XR0kywYqGUTjESnQRbNIJIlFzGV+RQpBKY+uab1daoUChwcqoeJ1oTUVFRBEhKVIqaN37qCFr2ZmSwZ88e6tevX+2F7Of39ftuG5nMHDhwAFdBRYsawh3Ugkgv0Z51UjYvCC6UlxtqGMSCBQt/JyRZQJIfrjTSwx7vn8I/yvgEKuPRLFQQHx9P+w4dMZntqdtiHo6uLTCZislI3M2XX64kOzubJ554guLCjygtTsTKxq/aGHlZ57Czd8DPr3qfJElkZ2fTsmULLl+5Sm7aXhQKBY2bNOa1zzYwYMAARPHeP8OyLNPviSe5dOk6dZrOwtmjPYKoRF+cRFz4p9y88BYN2n5KcvQ6FAo1Fy/fJLDeKzi4tcRsLCIjcTcrk34kVzBRjMRhSgiqPwE3314oFBrK9Vkk3vqKmOsLKMoPx8GlGflZF8lK2Y8sS4gKDSENphAf+QV5WedwcK0eH6ovSUFfkoSndX/KSlJRqx2RJBO3L7+PUlVhkAn3iEEEEVkGe5fmBIa9gtlYSkbSbrYk7qQ9NphkE14B/WsMDfAMeJKkqLXkZpzC3bc3jq4t0DT/gMtHh3Pr1q3/OZzk0KFDKJVa6rf9jITIleRlnmSFlMW35OAtqEnDRLFs4vG+fZkzZ85vjufs7Mzo0aPv2X9w/34eMesQFdWv1UZQ0EzScXD/AWbMmEF8fDwiAiFUNa4FQeBN0YuPpDSWSBl8IWahFZQUmA34efvw04bvCQsL+/034xfk5OSQdkcMv6bnkiEbEaEy1KFP794sWbqU4OAKKSiVSkWLps04ffU2vXCoPr5s4hZluKLERVbcMyzEBSUm4IKgp2GDBv/TNVmw8Fdz+fJltm3bRklJCQ0aNODpp5++b+lkC/9t/nHGp4WqzJ8/H71epmGHTypjHFVqB3xCnkGtdeWHH+bw2muv4eziSkLEp9Rp9n7lVjdAcUEUmUk7eHXc6GrblUajkSFDhrB582bsnepiZd8JUZ1BbuZp0lLTaN269X0NT4CjR49y7OgR6rWcXyWZRmfjS2jz97l8bASRF97GUJaFUmVFvVZL0Fl7Vx5n6xiGzsaXLTeXAxAYNr6KTJFG50pIo6mU6zPJTPqJzKQ9KFV2CIIKUanFr85wnNzboC9NIi1+Gy5eXbH9RTKRZDYQe2MJCCKxNxYDICp0eAcPwsG1FcnR31CYc4XstKPYOVU3EApyrmA2leAdPAQrG/87a66LlW0gJ8KXAKDWVd/qBlBpHBBFNWbjXVF2K9tAHF2b8d333/PCCy/c997+FrIsgwBWtn7UazkHQ3kuRbk3yM++RIFZjw6B4uS9TJs+/f+9rf/r+cR7GumggErvsJOTExIyWZhwo2qJU50g0l905Jy5hJdffRU3NzcaNWpEr169Hrg6zv1QqVRkYOK8XEJLoep2eIlsZp9cQBOsuEgp3QU7Lu8/TNtWrTlz/hyBgYEAvDZxAs8++yx7RB29BPtKA7NMllhsTkeHSGfBll1yAaWyhFUN9yVC1mODyBWphNXj7x+2YsHC35WCggIGDxzI3n37sFeqsRWVLDSU8vr48az95hv69u37Vy/xoWFJOHp4WIzPfzCSJLF27Te4+DxZaXj+ElfvrqREr2TDhg18/916HnusL9dOjMDFuw9qrSuFuVfJSTtIg/phzJo1q3LMw4cPc+vWLfbv38+OHbsIbfYezp535YH0JclEnp9C//4DOH/+7D09OwA//PAD1rbeOLi2rGwrLoiiKD8CAQXOHh1JiVmPjY0dti7dqxieP+MZ0J+kW18jI+Hu27tavyAIeAY+SUHOJaBC51MQVGAsIPLC2wgoKqpICDLXT47D1bs79i5NMJTlkJW8i9LiVJw9O5OTdpigsNdw9e1JUV44ty7OxGQsRKGyJT1+G45urXB0vSvqXV6WTcz1hehsArFzalRlTR7+j5NyezUGYyGFudfRWVfP9C7Kj0SSytH+qk+lcaEg/38viNC+fXtMxrJKpQK1xglnz46VzzIhciU2NnY0eEhet3YdOnBq9wGG1OBR1MsSF8UyJnTqhCzL9OnTB1tra7aW5lXLopdlme1yPkH+/ixcuPA3X3B+L66urtii4EMpjZdwo5NgixqBCMpYac6kHJnRCjeWS5kkyQYWyF68XpDCOzNnVsaaPvPMM5w6dYrPPv+cfcpimpq1lCBxVC7EiMwM0RsvQcVmcx4bpBxeEF2q3JN4uZz9ciEGZAYNHMhzzz33UK/RgoU/A1mWeerJJzl77ARvip60kW1QSALpCgNfFefwVP/+HDt+nNatW//VS7XwN+Mfk+1uoTplZWWUlhajs/atsV8QFGh03mRmZtKtWzfOnj1D30c7khqzhqgrcxGNV5g5YzrHjh3B1taWEydOEBJSm27dujFu3Hi2bd+Bu1/fKoYngM7aB/+6r3Hx4nnOnDlz3zUWFBSg1lb88JaVpnHt5DiuHh9F7I3FxFz/mJSY7wCB4uJCbBzq1DiGqFCjVDsgKq1QKGsWO1drK7yLXkGD8A8dhdbKA+mOfK9CqcXdtyfuvn0QRRWZKfuIujKXlOhVONoL2NgH4XhnO94j4HHKSlK4eX46tg51adrlG1p224y9S1Mizk7h+unXSbi1ituX53Lh4CDKStIoK0nkzN6eRJybRn725cp7b+1QF3uUpEStxWioakxKkpHEW1+h1rrh6HbXoJVliZKCG4SG1r7vfX0QWrRoQfPmLUmM/JSy0qrJMwU5V0iP38SoUSMfWvWZ115/nXhTKd9KOVWUE4yyzMdSOmWyxPLlX6JQKKhdO5SWrVuzU85npTmL3DtZ9GmygU+kDE5Lxcz54IOHbngCdOjQgRIk1AgskTIYZI5hkDmGqeYkSpGYo/DBS1DTULAiCQP2gpJHJVs2fL+BojtJQYIg8Omnn/Ljjz9Su0dnduvK2ScX0FWwY6nCn0aiFa6CimGiC5vlPN43p3JWKiZC1vONOZsp5kQUajULFy7k2/Xr/5DrtGDhj+b06dMcPHyYCbIr7UXbyvhtD0HNVMEDb1TMmzv3L17lw8OS7f7wsHg+/8HodDrsHRwpKYypsV+SjOhL4vHxqcjwbtSoEd99tx6z2YzBUJGt/LM35vLly3Tr3gOdTS0atF2KqNBy9fgoXLy61ji2o1tLVGobjhw5ct/YxDp16rDxh63oS9MIP/06gqAgtPn7OLm1QZJNZKUcID7ic2TJgL645iIAsixhMpdiNhahL05GZ1Pdi1iYew1BUKLVuSMjEVBvDLkZp8lI3En9dp9ibVuxXRrc4HXiIpaTFvcDGzdu4NNPP+PqTXOl8VpSGENKzPdodO6ENn8fUaFGlkz4BA/ByjaQ3MzTJEd9g0IhgiwBMiqNKzYOoZQWxRN+ZgKiQodk1iOKapyBAn0GV469iHfwIGzs61BWmkJK7Eb0RfHUbTGvSiJYesJOSopS7hlbefv2baKjo3FwcKBVq1b33YYWBIEffthAx46duXL0+YoSm1aelBZEkpt5ns6duzxQrOeD0qVLF+bNm8e0adM4IehpbdZiQOaoWEohZpRKK9R2HQny8qekMIZjx/fj5OTCTyXF7DDkYyUqKTYbcbCzY9WiVfeU7/pfef7553l7+ltQXEodNHQW7TAgE4yGhoJVZbJUnmxCe+f9vDZaDKZsMjIyKsvACoJAnz596NOnD2+//TbL5i9gpOxaJdnqKdEJG1lkrZzNOakivMJap+P5519izpw5ODs7/yHXaMHCn8HGjRtxV2lpIVV/gVUKAj0lG1b8+CN6vb6alJuF/zaW1+1/MIIgMHLEcHJS91Cuz6zWn5Gwk7LSXIYPH16lXaFQoNPpqmwDzpz5DiqNO6EtPvpVbOO9t9Qls5mIiIj7rnH48OFI5nKiLs/GaCigfptFOHt0QBCVKBRaPPweo26LD5AkE5lJ2zEZi6uNkZN2DLOxCLVaS/zN5ZVSRD9TXpZNSswGZFkiNnwxCTe/4Ob5aeRlnUUU1USem0ZO+vE7JT4VBNYbi9bah+eee56goEBKC8Kxc2p0JzN+NTlpx3D3fRRRoSY9YScXDg3hxpkJpMZuoKw4EZBRql3wqzOCoAYTsHEIJTf9JOWl6SiUtngGPEFwg8m4eHcjWxQQRQ3W9iHER3zO9VPjiLoyD4M+C1mWyc04RX72JfIyz3L78mxib3zC2LFjqxn0165do0OHjtSpU4dHH32Udu3aERAQxOrVq+97/wMCArh69TJz576Pu2MmpuJDhIZUiPjv2/fTQ/9BePPNNzlx4gTt+vflnKcVN3zt0bm6oLPxoHHHNQSFvYqH/+MEN5hAw/ZfoS8X6Ny1K1+tWsWMubP57rvvSE1Pr/aZfZjY29uzbcd2ylQKblFOE8Gap0QnGovWlYZjqSxxRC6i7Z2Y0FQMCIJwz4z6Xr16kWsq57J8t5a8JMt8Y87mSzmLAiR+fk0QgG/XrcPFxQVfLy/effdd8vPz/7DrtWDhj6KoqAhHlFVeuH6JM0okSaKkpKTG/n8aslxRXvNh/v1XPZ//KJ3P/5V/o85nRkYGzZu3JDffgGfQszi6tsJkLCIj6UfS47fw8ssv8/nnn993jLy8PFxcXAio91plMo9kLuf8gadx9elOUFj1ZIi8rPNEnJ2CKCp47LFHeeaZZ3jyySdrrCjzySefMGnSFFx9elKr0Rs1ruH6qbGUFkZhZReMX+3R2Dk3xmzWk5W0l8TbXxIcFMCtW5GAiI1DHTwDnkSj86Ao7zqpsZswGgvx9H8Sn1pDUWscKcqPJDFyJfk5l9DIAuWYcfHsRO0mMxBEJYm3viYp6ht69HiEffv24RE4EHvHety6NAsA39rDyc04SUnBbVy9u+EZ0B9RoePqidE4urWiTtN3EMW7Gwd5mWeJOD8Nv9rD8a11N36vtCiB66fG4+TemsB64zCUZ6NU2aFU2XLzwtsUZF+sNKb9/QOZMmUSY8eOrfJiEBERQevWbUF0xjP4Wewc61OuzyQtfjPZqYdZsmTJb+qs/tHIssyhQ4fYvXs3BoOBZs2aMXDgQGJiYmjYsCF1mr2Li2enauelJ+wkLvwT4uLialRb+COJiIigfZu2qApLmaLwIJSKnYBk2cCn5gxiKGepwg9nlEwUUqjbvTM/7t5d41iyLNOmZStirlzjbdmdEEHLWnM2P8i5DBCceFx0wFFQEi2XsU7K5rJcSj/BET0SR8QSAoODOXbyBC4uLjWOb8HC35EPP/yQmdOms0YIwKYGKb8vzJmcdhBJz8r8n5MF/w46n1/sLkD3kHU+9SWFjO7z77JLHgSL8fkvICkpiTFjxrJ794+VsXb2Do5MnjSR6dOn/2Y8WWxsLMHBwYS1/hgHl2aV7dHXPiYzaTehzWfj5H7XE1dWms6N068jSyYM5TlorTwoK02jXr36HDiwD09Pz2pzWFnZ4OY/FJ+QZ2pcw+3Lc/F0zqSsrIzbtyNRKrWYJSMCMoMGDWLnzl3YufXG0a0Nsdc/QV+SeOdMEZDwDn6GgLovVRlTkoxcOzEGsTCecaIr86V0fENH4ebTk+unJ1BWOQYgiAgosHVqRGHORUAGBLyCniawXoWOaWrcZuIjltH8kQ2otdW3S29dep/igls07byuivGYHPM9ibe+okW3TVUSw0oKY7lybATff/89zZs3JzAwsMZn1bfv4xw+dpX6bZZVEfmHCiH9/Ix9pKen3rcc5B9JSkoKjz/6KJeuXsVdpcVKUBBvKMHRwYERL77IggULaNN7H6Ki+ouJoSyH8weeYvv27fesw/5HEhcXR98+jxIeeRM3UY1SkknFiD0KpoueKAWBteQRKRo4fvIELVq0uOdYaWlp9HikGzduRhAi6oiV9AwWnXlGrPpZMcsyb5iTUAAfKv1Ilg28KaTy2KCnWffNN3/wFVuw8PDIyMjA18eHHmZrXhbdqnzvJcjlTCGF196YwtyHEPdpMT7/XVi23f8F+Pr6smvXTuLi4ti1axcHDhwgLTWFt99++4ESGdzc3FCp1BTn367SbijLRhA13Dw/jeunxhN/8wtuXXqXS0eew2QsxmgsxNquFnbOjWnU4UviEjLo1+/JGst0BgUFUVoYVeP8sixTVhxFWFg9IiMjOHz4MAsWfMCyzz8jPj6ewYMHU1xchIf/4zi4NEGhssbeuSlNOq/Fyi4YQVThEzK02riiqMIrcABFmKgr6GiNNUm3VnPh0BDMxiKCG0yk+SMbadJpNd6BA5FlM4U5FwAZO6dGCKKyirFcXHAbG4c6NRqeAE7ubSkrSa6spV7Z7tYGWTJSWhRf9f6W5wBw8uRJPvroI9555x0iIyOrHJOZmcnu3T/i4T+gmuEJ4FvrOcoN5WzYsKHGNT1sCgsL2bNnDzt37iQ1NRWj0UjPbt1JDo9krujDSsmXpZI3KxQBBBaZWLxoEQBmc2mN45lNFe33qsH+RxMYGMi18Bvs3buXweNexq1xGApRQQFmZpLGJHMS+Z6O7N67576GJ4CnpycXr1xmw4YN2DYKRUCgr+BQ7TiFINBPdCSCMjJkIz6Cmv6SHRs3bCQrK+sPulILFh4+7u7uLF6yhB/lAmaQxnGpiGtSKavNWUwlleA6dZg6depfvcyHhiXh6OFhSTj6F+Hv74+/v//vPs/GxoaBAweyZdtW3P16o1I7YCjPIy/zLEH1x6NSO5CRuIuctKMoVDb413kRR7c2XDk2HEN5NrZiKDb2tQkMm8L5c29w8uRJ2rdvX2WOUaNGMnHiZEoKo7G2C6nSl5N2lKKCOEaOXIEgCHTu3JnOnTtX9h8/fhzgTkUj0Jck4RPyLFY2ftjYh2Aqz6vRMAMqZYyOSoWcoQRZUCMI0LDdZ2itvSqPC6j3MjobX6KvfQSA2aRHo3NHpXaoPEYUlHfqt9fMz33ir7afKtvFCj3L4oIoslIOkpG4E4Bly1dibetHWWk6s2fPZsSIESxfvhyVSkVaWhqSJGFtV6vGOdVaZ3RWLiQl1Zys9bAwGAy8+eabfLFsOaVlFca1QhRp0aIF4ZE3WaTwI0S8qxPrIaiZLnvwkpRIriiSkbQXn+DqCUSZyXuxtrat9nn5MxFFkZ49e9KzZ08AsrKy2LlzJ0VFRdSpU4fu3bs/8JahWq1m4MCBREZGknAjAlu55vO8hIrPQiFm3FHRUrBhlSmb8PDwKp99Cxb+7owZMwYvLy/mvPc+8y9VVNmzs7Fh5MixzJo16y/bkbHw98ZifFoA4P3332PvTz8RfnocnkFDUakdAQkb+9rYOtbDxatztXNUGicMZVk4ulVsyTu4Nkdn5cyePXuqGRMvvvgiq9es5ebZiXgEPYOzR3sks4GslP2kxf/AgAED6Nq15sz6unXrAhXyQE7ubVEorDCUVXiIbBxCyUreh6Esp0aPZHHBbUQEvpZzcPbsQkHeNZzc21UxPH/GzbcXiVFrUKpsKSm8jajQYjKVolRWVOlwdG9DRtKPFOVHVhGqhwrvbUbSHuxdmlUR8QfISNqDQmmDWudO5MV3yEk7ilJlj0bnTllJCmaTAUf3LngG9CcjeQ+rVy/F1taWRYsWVcYA6kuSsHWsW23NJkMR5fpc3NzcqvU9LGS5Qovyx507GSA70EXhjhqBs3IJK8+dJ0TQECJUr6euEUR6SDb8IBaQHPU1OisvnDw6IAgCsmwmK+UAqbEbeOONydjY2NQw81+Dq6srI0aM+J/G8PPzI99kIFM04iaoqvVHy2UIVFQ5AiihIu73/1NOVZZlzp8/z8aNGykoKKBWrVoMGzbsP1922MKfR79+/ejXrx+pqamUlpbi4+NTrWjJv4Gfk4Qe9pj/RSzb7haAiu3H06dO0q5NGNFX53PzfEX9bH1Jco3HmwxFGMvzUGmccHSrEJAXBBGFUovBUL1OtbW1NYcPHWTw4P6kRq/i0uFnuXJsBIWZP/LGlMmsX7/+nmL1TZo0oWnT5iRHfY3JWIKLV2eykvdjMhbj6tUVQVCSFLWu2na/0VBIesz3eKFCodAS1HAyhrLse3oRBUGBtW0QgqBEo3VHMpeTHr+9st/JrTU6G39uXXqPksLYynazqZS48KUU59/E3rlx5TpkyURa/FYyEndhNhVz6dBgcjNOUavxdFp230yTTqto0X0TnoEDiL+5nOy0I3j698On1jCWLVtOdnY23t7edOrUmYyEzUiSsdqaU+M3IwgwcODAGq/JaDSi1+trDIV4UA4dOsS27duZjDtDFS54CWpcBBWPig6Eyhqc5Hu/wzoKSkxmM716dSfy4kyuHn+eiPPTuXL0WaKuzGPw4EG8//77/++1/V0ZMGAAVjorvpdyq937EtnMVimPFoI1jkLFvTsgFeLm7EKzZs1qGu6eFBcX81ifR2nVqhVrFn/K8TXfM3PadHx9fPj0008f2vVYsPAgeHl5ERIS8q80PC08XCzGp4VKatWqxU8/7SUuLo6ffvqJpk2bkx7/A5K5ujGZGr8ZWTZTt8XcSp3KksJYigtT7hkb5+DgwOrVX5OamsL+/fs5fPgwaWmpzJs3D5XqrncoLi6OxYsXM2/ePHbs2IHJZOKrr1aAOZMbp15CFDVIkpHws1Mo12cQUHc06QnbuHVxFgU5VygrSSUzaS83TryMojwPDQrs3dsCMoKo+kWyUlVkWaa0KIGSgluUl2UAMgmRX5IQuRJDWQ4ICvxqv4CxPJcrx0Zw9fjLhJ+dyrn9T5EWvxVBUJJ46yuunRhOxPlpXD76DLE3FjN27Bj27duHJJkIrDcON58eCKKSovxI4m9+QXH+TVQaJ+IjlmEyleHh3xeDoZzddzKr586dg744jsjzb1KUF44sy5Trs4i/+QXJUWuYMmVyNS/X0aNH6fPoo2i1WqysrAgJqc0nn3yC0VjdgP0tvv76a/yVukrZoV/iJagIR4/hTtnMX3NVKkUExr/6KkeOHGHQgO60aebIc0Mf58yZM3zzzbqHUtrzjyY+Pp7Lly+Tk5PzQMfb2NjwyeJF7JMLmCOncU0qJV02cFgqZLI5iXzMvCC6YJJldkp57JULmDhl8u+OfX1u6LMc2b+fN0VPvpL9+Fj2YrUQQC+zDa+++iqbNm36/1yuBQsWasAS8/nwsGS7W7gnZ86coVOnzljZ18O31ghsHetjKMsiLW4LKbHf4x08hIC6FWLo5WXZRF6YhkaZx8ULF8jOzsbFxeV3xaDq9Xpeemk03377DaKoQqnSUV5WgJeXD99+uw4PDw9mzXqXTZs2YTabQFCALKHW2CLLZozGMviFBqgaEWcUZGPG1r0dSrUtWcn7UCh1NOm8pjKG9Gdy0o4ReXEmoc3ew8YhlMyUgyTe+uqOmLxEhUKjjErjgkJpRVlJIjobf5w9O2Lv3ITwMxOZOnUqGRkZZGdnExgYyMiRI2nUqBGLFi1i8pQ3adF9O6KoIf7mclJjN6DRuWPn1BBDWTYFOZfR6Dyo32YRlw4P5bPPljJmzBgADh48yMiRo0hIiEMQRGRZwsrKhqlTp1RLLFu7di0vvPACtvYhOHv3QqmyJT/rLNmph7G3t6d3r568NHo0nTp1um9p1J/p3LEjnLjCFEV1FYN95gKWyBkMFJx4TnSuMt41qZS3pWRk4NPPPmPs2LEP/Fn4O1BSUsKBAweY8977nL8Ty6ZUKOjfvz8fzJ9fWef9fnz//ffMmP4W0XF3PeUC4KbQ4CcpiVOYyDaVM3bsWJYuXfq7Kh2Fh4dTv359JooedBWrfp/Jssws0jDVDeTytasP9JwtWPg783fIdv9s5x+T7f5K3/+eXfL3dzlY+Mto3bo1e/bs5sUXX+L6qVdBEECWUSiUFeUyS5JIiv6WnNTDlBTFgixRDAQGBldqV4aFNWDJkkX3jOf8JUOHPsvOnbsJDHsdN58eKJQ6igtukxi5jF69+3Dm9CnCwuqxYYMJrZULto5NMBkLyMs6j62NHSu+/Apra2teffU10tNTUdr4UCiqMRbGkJt5EhDwDhpMZvIerp96jYC6o3F0a41k0pORvIfEyK9wdG9bGZfoGzIEO8e63Dj9Oi5e3bF3boDW2hd750YIgkhC5EqSo9fj5N6O+PBFeHhUCIbXFLdXUlKCSqVDodCSkfgjqbEbCKg3Fq/Apyo9x6VF8UScm0r42cnIspmwsLDK8x955BFiY6M5fPgw0dHR2Nvb06dPn2pfVunp6bz44ihcfXoR0nAKglBhzLj59MDNpzcRZ99gz8bNfPf99zw7dCir16z5zWQaD09PLiguItdQs91PVIMZNsq5REllPCLYoUPkvFzCAbmQeui4gf4f86UqSRKrVq1i8cJPuHGzooCCDSL9BQc6iHZEyHq2b91Jm8NHOHP+HAEBAfcdb/DgwQwcOJDLly+Tn59PQEAACQkJfPvtt2RnZ9MmIIARI0bQqFGj373W7du3Y6NQ0QHban2CINBTsmXujeskJCT85jot/HUkJCSQlZWFt7d3jTJ1Fv4+/BGeyv+O+68qFuPTwn3p2rUr0dG3OXLkSKXR061bNzZs2MCnn37OrVtfI4hqfGsNw9HtjsB94o/kpB3B2aMjCSlZPPJIN1as+JIXX3zxnvNcvHiRrVu3UKvxW7j5dK9st7GvTZ3mH3D95ChefnkMZ8+ewbf2cHxChlaKvJeVpnHr4jTeeeddzGYzxXoVjTqswMa+IrazXJ9B1NUPKci+jL1zI9x9e3P78mwiL7z9ixWIuPv2Jqj++CoGlr1zY2wd62M2FuLhX1WH0ifkGVLjNnHt5FicnJzYvXsfOTk5rFixgv0HDiKZJTp2bM/LL79MWFgYZfp8iguiSIndiLNHR7yDqsZpWtkGENLoTcLPTMDHx48OHTpU6RdFkUceeYRHHnnknvfx66+/RpZFAuuOrTQ8f8bBtTnOnp1QpZ9mpOjMovXrqRMayttvv32P0Sp47vnn2bBxI5fFUpoKVVUFHGQFCqAWWoplMwvkihryTigYLDqhlyRitTKPPfbYfef4OyDLMiNHjmT16tW0EW2ZIHpgQuaIVMgWOR8rWcFg0ZlOsi0T81N544032Lhx42+OK4pilVjO4ODgB3oZ+y1KSkqwEZWo5Jq9mg534klLS2uWubLw13L8+HGmv/kmJ06dAu68MPTowYcffUSDBg1+42wLfwWWhKOHhyXm8z9GamoqGzduZMOGDSQm1hz7+GtEUaRr16689NJLDBo0CGdnZ8aOHcugQU8jKpQ0bPcZfrWHYesQiqNrC0KbzcKv9ghy0o9Rq9GbOLi25OWXx95Xw/D7779HZ+WMq1eXan0KhQZXn76cPXsWB5cm+NUeVqW6kNbKk+CGb5GQEEdychK1m86pNDwBNDp36raYg1JtR2byXnQ2PjTqsJzAeq9WbN0LCjwDniSk0ZTKTHVJMmI0FCBJJqztQigvy66+LqUV1nYhCMisXbOazMxMgkNqMWfOfCJjFEQlaPlk0WfUqlWbkpISPDy8iI9Yir44AddfGNi/xN65MSq1I126PNiW+K+5evUqto51Uaqre8MAHN1akSaX0V6woTf2LF74CeXl5fcds1evXjzSpSsfCBlsl/Iols0YZImjUiFvi+k4ODoRSRmhgo7PRH9WKwL5TPRHBLaQx4RJk3BwcPjd1/Jns3XrVlavXs1E0YO3RE8eEe3oKdozT+nLM6Iz30g5xMhlOAhK+km2bN2y5YFjQP8IwsLCSDfqSZErYrILZDNbpFw+NqexxJzOTnMeVhrtn145ysJvs2/fPh7p2pWss1eYInqwWOHHq4IbEQeP0bZ1G65cufJXL9GChT8Ui+fzP0JhYSEvjxnLhg3fI5krtsRFUaRfvydYseJLnJ1rFk6/FxcuXODjjz/B2bM7VrbVY9+8ggeRGreJrJR9BNQdxZVjLzJ16lRWrVpV43h5eXlodO4IYs0fSa2VByDj4Nauxn4b+1oolDpsHeqiu6Pt+UsUCi3uPr1Iv6OtCeAV9BT2Lk0IPzOJcn2Fx05fkkxy9LdkpxxEkgyICh0KpVWNY8qyhKEsB5XakQkTJpGYlIi1fWNqNX4LpaoiOcds0hNz/WOGDXuB5cuX8corrwAgijUnlgiCgFpj9f+WTtLpdJhNRffsNxqLEBEQEegi2rIrL4lr167h5OTE1q1bKS4uJjQ0lCeeeKIyY1WhULB95w7GvPwyX3/3HSvMd18iunToxJp169iyZQvTpk5lj7EQF4WGPJMBEzKTJk/mvffe+39dy5/N559+Sj2lNV2pHiIwSHDiJwrYIxUwTqGlnqDDZDaTmJj4u//vPCz69++Ps6MjXxVk00Gy4VM5AzNQGw1FSCRhwNnKkby8vIciZZWenk58fDwODg7UqVPHEkf6/8RsNvPSyBepL2l4R/BCKVbcx2BBS3vZlqmGFMaNHVvpEbXw98Gy7f7wsBif/wEMBgPde/TkypUbBIS+got3VwQUZKcdYc/eVXTu3JWzZ09jZWX1m2NlZmby9NMDOXbsKAAewfVrPE6h0GBtXwt9SSrWdiGIopqfftp/z3EDAwMpKVyPyVhSo2B8UV4EIKJS3yd2UBZQ/kIU/tco1faYzWXkZpyuLBdqbReEq09PUmM3kp16lJjrCxAVWnxqPYeVjT/FhdGkx2+jpCgWfUkKOmvvyvHyMs9Qrk8joO5Yom5+jkKppVaTGZW6oAAKpY6QRm9yJf8q58+f5/jx43Tq1IWc9BM4urWqtsaSwhhKilIwGo2UlZWRkJBATk4Ofn5++PhUN4B/zeOPP87q1avvoUVqJjtxFy0EaxSCgEqu2PiYOWMmP+37CY2gwEahJNtYhrOjI1+vWUPfvn0r7pO1NWvXrWP+hx9y6NAhTCYTLVu2rNRgfe2113j++ef5/vvvSUxMxNXVlcGDB+PlVV1P9e/KtStX6SFpa9wPUggCTQQr4uUKL3GWXKEa8Fd6dLVaLeu+/Za+fftyXiqmo2DLS6Ir9ne22yNlPR8WZdK7R0+uXL/2/1YViIqKYvKkSeza9SPSHVWDhmH1eX/unL+kJOo/nUOHDpGQnMR4hS/KXxnwVoLIQMmB+adPc+vWLerUqfMXrdKChT8Wy7b7f4BNmzZx7uwZ6jSfj2dgf1RqB5RqWzz8+xLa4mPCI8JZu3btb45jMBjo3r0n585fp07TdxFFDeX6jBqPrZADykSpssFQnockVRhT92LYsGGYJQPJ0dVrW5eVppGRuBN7ezvyM0/XeH5ZaRpmcyn5WRdq1MMEyMs6i4DAzfPTuHLsRaKvfUz4mddJjf0eQVBy+8ps1FpXmnRahW+t53D27Ih/nRE06bwapdKKq8dHk56wE6OhkMzkfdy+PAd7l2a4+1XEM1rZhlQxPH9GFJU4uHVi7979tGzZkrfemkZWyh7yMs9VOc5kLCb62gJEUc2SJUuws3MkNDSUdu3a4efnR69evQkPD7/nPQTo27cvoaH1iL4yi6L8u6U6jYYCoq58QElxIk+JjgCclopQigoO7d/PGMGVb4QAVst+LFcEEFJgov+TT1ZWl/oZT09Phg4dyrBhwyoNz59xdHRkzJgxzJs3j4kTJ/6jDE+o8BoX/UIt4dcUymbKkSiXJHYJhTRv0vSBMt7/SHr37k27tm3xETRMFD0qDU+AUEHHm7I74ZE32bVr1/9r/OjoaNq2as35PfsZI7jwqcKfd0QvlDfj6NevH+vWrXtYl/KfISYmBhGB2tSshVn3TsGG2NjYGvst/HVI0h/z91/EYnz+B/j669U4ujbBzjGsWp+1XRBObm1YtWr1b46zdetWrl27Qu1mc3Hx6oSLVxcyEn/EbNJXOzY/6xxlJUm4eHUlLX4LCCJhYfXuObaPjw+PdO1KSsx33Lwwk/ysC5QURpMS8z1Xj4/GZCrFZDKTlXqE7NQjVc41m/REX1uAIKgwGQtJilpbTdg7J+0YhTlXEEQlOttASgpjyEndR4smbmi1OhzdK+qv+4e+hFJVNV5SrXHCr84IzKZiYq5/zPn9/Ym6Mhd758aENnsPQ1kmAKLi3sLKoqjCZDIB8MYbb9CzRw8izr3BzXNvkBy9ntjwpVw8NAR9cSJewYMBAZ1tHUKbz6Fxx1UEN5jCidMRtGnT7r4GqFKp5Kef9uDn48S1Ey9z+cgwrp0cx4X9T5GfcpBJojv1BB23ZD1bhQJMkpmXcaGP6ID2ToKSj6BmmuBBgKDh/b/RlrnZbGbLli089uijNGnQkF49erJ+/foaixr8f3hiwFMcU5RSVoNmaZZs5AIlxGHgGSmGa+YS3psz+6HM+79gNps5efIUPQQ7FDVsg9cWtAQprdi+fXsNZ/82b0yZgqqolI9lb3qLDgQIGlqINrwreNFFtGPc2FcoKbl3yVkL1XF0dERCJhtTjf2Zd9r/CXHSFiz8f7EYn/8BUlLS0FoH3LNfZxNAamrab47z3XffY+cUVrmd6x08BKOhkIhzUykuuA1UJOpkJu/j1qX3sHNsSGHONZKjvgHZzLhxr9xz7KKiIk6dOoODa0sKc68RfnYyV469SELkShxcW1Cn6bsotEEIgsCtS7O4fvp1kqK+IS78My4eeoai3BuV8k7JUeu4cWYiGUl7yEo5yK1L7xJ5cRYuXl1w9+tLWXESVjYB2NhYs2/fT4we/RKF2RVeSAfX5jWuz8Gloj2o/muoNE5Y2QYT2nw2SpU1qXGb0GqtKCuOqdHrKssSuenHaNmyYgy1Ws2OHdv5+uuvUZJI4q2vyEk7jqtPT1y8upIS/S1OHu2p3+YTnD3aYW0XhLtfH+q3+RxZdOT11yfc9zn5+flx/fpVtm3bRu+ezTGWRqNAoj3WZGFijpTGG1IyLp4e2CnVdBGqhzIoBYE+ki37Dxz4S5Nqfqa0tJRePXry1FNPEbPvKJ7hiaQeOsnQoUPp2L49+fn5//Mc48ePx6hSMJt0MuW7zzFRLuddcwoOKPhQ9K0U209Orrn615+JyWTCLJmxvc9Xua0sotdXf0H8LbKystixYwf9JDvshKpyXIIgMFRwpqi4iM2bN//usf/L9OnTB2udFTuk/Gp9siyzXconwNeXli1b/vmLs3BfLCLzDw+L8fkfwMfHC31J3D379cVxeHvff4v09u3b7N9/ALX2biUdK1t/wlp9SLk+g6vHX+LsT305u/cxoq7MRZJMFOaFkxS9BkEQ6NW7N0899dQ9x9+7dy8lJUUE1H0Zs0mPq09PGrZbRovum6nTdAYunh0Ia7UAa/taCKIKZLkiTjPtKM6enRAUajQ6V+ycG2NtVwtZMhJ9dT63L79PSUE0QWHjqN3kbaxtA5FlE2CiXbu2ALz11ls4OFR4O02GghrXZ7zTrrP2JaThJEqLYsjNOEVcxOdkJO5i0qQJGA0FxIUvrTSCAfQlqVw7MQZ9aTrbt2+nbt0wli1bhiRJvPDCCyAIeAU+TbMu6ygtjCUjcSeybMa/zovVpJKUKhs8AwZz4MD+31QqUCqV9OrVi379+tG8RUt0tvYcFfWskXI4K+hp0aoV7Tt0wFFUobpH4ojbnZDwwsLC+871ZzBp0iROHDnKbNGbBXjzisKdeYI3CxS+RFy6wkujRv3PcwQHB7Nr927irRW8KMXzujmRV0zxjDUnUILEewof6ok6JooedBPsmPbG1PuGkvwZaDQaagUFcZmajcti2UykrP9/SfckJSVhliRChZo9+h6CCieV1rI9/DuxtbVl2lvT2SrnsdacTcGd74ss2chnUiYn5SLemzPnN/V3LVj4J2NJOPqHkJeXx549eygpKSEsLIw2bdrcM9tUlmVOnjzJzZs3sbGxYeDAp9m/fxSFudewc2pY5djigihyM04z991lNY5VVFTEpk2bmDBhImXlJox3PIw/C6PbOTWgWZdvycs6R/zNLxCkbGRZgV5foS1oZ+fAq+NeYebMmff9Mv3Zc1WUF4EsGQkIfQm1tmoWsSiq8AoaxO1L7+Hq0x2PO7GW2alHSE/YRv3WC8lI/JG8zNM067AeyWxAls0olNaV96qkKAZRoaW0OInXX6/IvHd1deWll15k7twPSE/chV/tYdXWl5G4C6XKDjunBgiiCoXSmsgLb6FSaZg/fz5TpkwhKCiIkSNHkpd5FlfvbpSX55KdvB+FUodX4AA0Wheycq8xbtyrbNz4A3v27KZMr0dpZeLSwSGUG3JpJVhzUTRjZVtzZSgbx4o4y3PnzuHh4VGlHKNer2fTpk3cuHEDURTZvmMnNyPCsXdujJVjJ2RFFEV54ajUrly9Hsu5c+cRZYl80VSpCflLIijDWqurVrrzzyY3N5fVq1bxNPY0Fqsmo4UKOp6XHFm2eQuJiYn3lRWSZZlTp06xd+9ejEYjLVq04PHHH69S2rVz584kpSQzb9485s6dSxOsGCg60VawrTTSBUFggOjEgfx49uzZw5NPPvnHXPgD8sr48UyeMJHuUkmV+yPJMqukbCSFwMiRI3/3uE5OFRXA0mUjITUYoCWymSLJWHmchQdn+vTpGI1GPpg7l82mfOyVKvLNBnRaHZ9//DnPPffcX71ECzVgyXZ/eFiMz785JpOJN998k08//Yzy8rtelnr16rNmzdc0b151m/jcuXMMGzacyMiIyjaNRoe3tzc3z7+JT60XcPV6BASBnLSjpESvplHjxtW+7GRZZu7cucybN5+SkrvSPZJkJC78M4Lqj69sE0QlSpUd5aXJLF26hJEjR3Lz5k1kWaZu3bqVkj33IyQkBIDigkiUattqhufPWNkEAJAYuQyN1hUH15bkZpzC2i4EG/tayL69SE/YRmbyPtx9e1c5t1yfSUbibiRzGbNmzaJbt26V93jVqtXobPxIjlqLWuOEm28vRFGFZC4nLX4bafFb8A8dhajQ3Kn0I2JjY0N8fHyl1E7Pnj0RBAGV2pGMxL2YjAVY29cmrNVHlRn8XkFPU5BzlRMn3mD27Nk0aFCfs6e3YyXJKBFphjXnzFkYyvNQaxyrXX95aYUk1NNPP42trT0jRrzAzJkzOXPmDM8++xx5ebnY2HlTps/HZCzB1rEBoc3nVM5fkH2ZiPPTcPF6BJ0hh/yMM3wj5/AKblVeZjJlI7vFIp4dNvyBVBD+SM6ePUuZwUAnRc1KB50EWz6TMjl69Og9f7TT09Pp3+8JTp87i6NSg1oQmW/U4+3hyeZtW2nV6q7ygI2NDe3btwfgNYU7LoKq2njeqBARSE9PfwhX+L8xZswY9vy4m1kHDtBesqE5VhQjcUAsJgY9q1aswsPD43ePGxAQQMvmzdl1+SZtZJtqMaV75AIkAQYMGPCwLuU/gyAIzJo1i3HjxrFp0yYyMzPx9fVlwIAB2NrWrNFr4a9H4g8QmX+4w/1jsBiff3PGjh3Lyq9W4RPyHB7+j6NSO1CQfYmkqK/o3Lkr586doV69ikSeGzdu0KXLIyi1voS1Xoi9c2OM5XmkJ+wgOeYbaoWEEHt7BfERnwMgKhQ8PeBpli37HJ1OV2Xed955h/fffx+voIHUDXwKtdaNorwbJNz6irT4rehLUvAOHogoasjNOEla3Gbatm3LyJEj0Wg0NG7c+HddZ6dOnQgMDCYj+xomQxHl+kw0uupalyWF0QA0bFiXi+emYm3rhaG8GCvbIABsHUJx9e5OzLUFlJWk4ObbG6XKhryM0yTcWolGLbJ27Q9VfjCvXLlCenoq9VsvIjPlJ2Kuf0xC5Aq01t6UlaRgMhbiGTgAj4AnyU49QmFeOCZjEUu+WFVF4/HSpUvIskxo8/cpzr9J5MWZhDScWE06yt65Ea4+j7Fs+Rc8+UQ/Tp48QRPBlmTZQHvRlhXmbNLiNuMfWrUilCxLpMRuRK11JbjBJApzr7Fs+Sq2bNlGWnoa9s7NadplLDprHyTJRE7aUWKuL+TWxXeo1+ojykpTyE47AghkJu1Go/NAAvZKBWQpzPSW7HAUFFyX9ewQi7D3cGfWrFm/6zn+EUh30kHvFSMkIlQ57tcYDAZ6PNKNtNvRzBK9aSpbISIQqyhneXY2Pbp14/LVqwQFBVWe4+1dIakVJ5fXaHwmYkBCrjzur0StVrNj106WLl3K50uXciQhAUEQ6NG1O1+++SZdulQv3PCgzJ47l149e/GhkM6zOOMrqCmWzeyW8/lWzmXcq+P/caoGfydcXFx4+eWX/+plWLDwpyPIv04L/hdTWFiIvb09BQUF/4ha07du3SI0NJSg+q/jGfBElT6TqZQbJ0fx+GOdWL/+WwCefnoge346TYN2X6L4leRPauwm4m9+xunTp0lJSUGWZVq3bl3jj2dmZiY+Pr54BAzBr87wKn2SZKyIYSxOQpIqNA9FUYOdnTUpKUn/k5fs8OHDdOveA1mScfd7jOAGVRNrzOZyrp14meBAO65eucyxY8fYvHkzJ0+e5OrVGzTvthmlyhZZMt0xkrchme/GwnXo0JFvvllXbWv25MmTtG/fniadvsbKNpDSojiiry2gKC8CF6+u+NUZTn7mORJvf43JWAQIgIybmweffrqEp59+GoA9e/bQp08fmnb5hozE3WSnHqT5IxtqvNb87EuEn5lI165dyTx8hiaCjk1SHstEf1ZL2RyhCK+gQfgED0GlcUBfnETi7VVkpx4htPlsnD0qxPb1xUlcOTYCrbUXjTqsRBSrGko56SeIvPA2QQ0mknBzOaJCi5tPLzRaFwpyrpCTfgJRFPBwcyX1jhdPo1IxaPBgPpg//29RazozMxMfb2+elxx5UqzuDT4oFfKJlM7t27epVatWtf4NGzYwePBgFin8qm0fl8pmRgtJPDtmNEuWLKlsl2WZJg0bYboZwxy8q+gxyrLMR3I6kY4aklJTqoQ+/NXIskxJSQlqtfqhrWvz5s28POolsvNysVeqKTGbEBQir4wbx4IFCyyxiRb+FP7K3++f5/7wh3x0Vg93bn1pIW887fCPsUseFhbP59+Yb7/9Fo3WHnffPtX6lEorXH0e54cfVrJy5QokSWLr1q341RldzfAEcPfvS0rMavbu3cs777xz33l/+OEHzJKEZ2D1BKGKuMuBRF2ZS1jrhShVdsRe/4D27etWGp4mk4kdO3awadMmCguLqFOnNqNGjSI0NLTaeL+kS5cu1K5Vm9tRcaQnbMdkLMEraABaKw+K8iJIvL2G0qIEigr9kSSJTp060alTJ9LT0/Hz8ycu4jNCGk5BEJUE1B2NT8izpMRuIDlqLXZ2dqxZs7rGmMDQ0FBUKjV5mWexsg3EyjaQ+m0WEXlhBtmpBynOv0VZaTLufn3xDh6M1sqL0qJYkqPWMGjQINRqNf369aNt27bodNZkJu9DEBV3Yk6laolDAJK5rPJe2SDQFhvWkcNIKQHznY2Y1NgfSI3dgFJhhclcikJpQ+0mb1UanhXvjQKSZMLdr181wxPAyb0taq0bCTeXY20XTN2W8yu1SD0D+1coC5yZRGp6Ok8+8QQzZs4kMDDwbyXz4ubmxuDBg9nw3QYayLoqBmSybGCtmEfv7r1qNDwBNm7cSF2FVY1xi1aCgi5mazasX1/F+BQEgU+WLKZnjx7MkFIZKDsQLGhJwcAWKY/TcjHrFn3+tzI8oWLdD6Oa0S956qmneOyxx9i+fTsxMTE4ODjQv3//vzwW2IIFC/9cLNnuf2MyMzPRWnkgKmr+gdPZ+GIyGcnPzycvLw+z2YTOpuaEC4VCg87Kg8zMzAebV+t0z2pCP8+hVNmiL0mkKD+a0aNfAiAjI4NmzVrw1FNP8ePeS5y6kMtnn6+ibt26vPvuu785d3ZODt7Bg/GrPZKc9KNcO/Ey5/Y9wc3z05HMZTh7diI+Pp4XX7y7Je3h4cHnn39GZtJerhwdSUrsD2Qk7SHq6nySo9bhgBJ9YSEhwSGsXr26+pzZ2QQFBZIc/S364iSgwsiu23w2gWHjKdOn4e7Xl5CGk9BZeyMIAtZ2wdRuOgsH1xa88cabyLKMvb09Y8aMJi32OwRBhdGQR37W+RqvMytlHyEhtWnTpg3XhXKWyFkoRDXetV+gSec1NOm0Gt9azyEKSsxmPQqlHS27b8bVuxuyLJOesIvLR4dx6cizgIxG61LjPIIgIopqzKZSguq/Xk0E386pIe7+j6MVlGzdto2UlJS/leH5M0s//ZTQRg2YKCUxW07jG3M2H0hpvCIl4hroz9drVt/z3IL8fJyke3/VOQtKioqLq7V36dKFvT/9hFTbjxlSCs+YY5hiTiLNx5ENGzbw7LPPPoxL+0eg0WgYOHAg06ZNY8yYMRbD08J/EovU0sPD4vn8G+Pj40NpcTJmU2mN3sySwmg0Wh1OTk5IkoRaraGkMLrGso0mYwmlxSn4+vo+0Lx6fQ6GspwaE39KCqIBgZTY78lJPczgIc/w6KOPIssyTzzRn9vRSTRs9zm2jhWxqJLZQHLMd8yaNYugoKD7ZnK6uLiQU5SCztoXZIGQRm+iVFqhsfLExr7Cs5WR2JzVqz9izJgxv9LCE1BpHO/EtMq4CxpGiy70ERwoR2allMmIESMIDg6mQ4cOQEX1pyFDnkGhtMJsKuPK8Rdx8eqGUmWDsSyH3MwzIJvxDh5cba2CIOIVNIjwM5O4dOkSzZo1Y968ecTFxbF16yoUSh1RV+dTr+X8yrXLkonUuM1kpx5h3ooVdOvWjQ8//JCbcin1Wy/B3vmuGoFfneHYOtUn4uwUBIxwR2Eg/uYyUmM34uzZCb86I4m++hEFuVdx9uxYbY0mQxFlpWmotW5Y2wXXeM+d3NuRFreZAIWO5cuW8dhjj93z+fwVyLJMQUEBX69Zw9GjR1n79WqOJSXh7uHDxyNGMGLEiPsmadQJDWXjsZOYZLlaOUOAG5RR607C26/p2rUr1yPCuXDhAklJSbi6utK2bVvLVrMFCxYs/A9YPJ9/Y5577jnMJj2pcdVFnI3l+WQl7eDZoc+g1WqxsrJi8ODBZCZtw2jIr3Z8auxGzJLhgSQ8nn76aTRqTY2lLk2mUlJivgNAJUXywQfz+GbdWgRB4PTp05w5c4rAsCmVhieAqFDjV3sYzh7tmDdvfrXqQ7/k+eeGkpt+lIzEXbj6dMPdtxfOnh0rjTcAN99eWNt48tVXX1W2nT9/HnvHENx8ewMyS0U/vlL401d0RCEIWAki40R3AhQ6Fnz0EQBxcXE888xQHN070LTLD/jWfgHJXE5m8h5SYzeQlXoAs6kEENBa1ZxUobOuMOajoqKAiuSPzZs3c+jQIfo+1hNBLuXq8VFcPTGGyIvvcvHQIOJvLmPKlCnUr1+fo0eP4uHhiZ1ToyqG5884urbA3rk+JlMZ2amHKcqLIDV2I4H1XiG02bu4eHbCw/9xMhJ3U1pUVctVlmUSb38NmJHMZcg1VO4BKitUhZpVRFy/cc9n82cjyzKrV68mLLQu/v7+NGjQgFkzZtKjdy9iEuK5dPUqr7322m9mB7/00ktkm8rZJudV67shl3JOLmb02LH3PF8QBFq0aEH//v3p0KGDxfC0YOE/ivwHlNa8x9fyvx6L8fk3xt/fnzfffJPEW18Rfe1jiguiKC/LJjP5J8LPjMPaWmTGjBmVx8+a9Q46rUz4mfFkJu+jvCyb4oLbRF9bQFLUGt6aPv2BsnMdHByYP38eafFbuX35fYrywjGU5ZCdeoSIM68iUsCOHdtJTIznjTfeqPwx3r17NzorZxzdaq7M4erdi5s3w+8rkD569Gi8PD0o12diY1+7xmMEQYHGOpiEhLvjqNVqzGY9eZlnqC1YEShWj+8TBYEukhV79uxBlmWWLVuGKGoJbvgGgqigIOcygqjCJ+Q5AuuNw9q+NiADMqVFNQtp/1zZaezYcaxdu/bO+gSaN29OUnIKJrMZO+dGyJKJ4oJbmEylqNQaVq1aRZs27XjhhRdIS0ulKD+C6GsfYyzPrzaHlW1tbG3tiY/4hPibX6LReeAZ2L+y3yfkGbRWXlw7OY6EyJUU5Fy586wmkRa/BXsUmIyF5GWerfEaspL24i1oKUP+W8m8zJgxg+HDh+MQncrbohezRW/a5Et8NHcefXr1ory8/IHGadSoEW+++SarpWzmSWmclYq5KpXyhTmTd+Q0OnbsWCWMw4IFCxYs/LFYjM+/ObNnz2bhwoWYS89y9fgoLhwYQNSVebRpVZfTp07i739XjDwwMJDTp07Sqnktoq7M5cKBAVw9/hKS/jyLFy9+oJjLnxk/fjxfffUVKvkW106+wvkDT3Hr0izq1/Pg1KkT9O3bF6WyatSGwWBAodTWmGADoFBWyDl99tln95zXycmJY8eOoFKp0ZfUXL5QlmWMZSm4ublWtvXp04fiwmQMZTlYUbP4PoAVIkaTCUmSOHToCHYurVEotOSmn6Ig+wKhzWYjmfXERXyKUmlNYNirKJQ2JN5eXc1zKJkNJEd9g1rnjqCuw7Bhwyrv8cyZM7l2LYIGbT+jQZvFNO64guZd19Oi22YUShdycnKwcwqjdpMZ1G+zCJ+QoeSkHeXaqVerGaDl+mQaNKxPzx6PUJh3HTvnRpUi/1BR+ahBm0W4+fQkNfYHbpx+nVuXZmHMvc500ZNvFEGEClZEX51PUd7Nu+uXjCRHf0tOxnH6YMtJihkweNA9792fyfXr15kzZw7Piy68JXrSWrShsWjNaIUb7wqeHDt2rIrn+7eYO3cuK1euJCvQnfelVN6SkjntIDJ52pvs3rv3b5c4ZMGChb8flpjPh4dFaukfgsFg4NSpU5SUlFC3bt0qmoQ1ERMTQ2RkJDY2NrRp0+b//eNqNps5c+YM+fn5BAcH3zdj/WdJmyadVmNlG1CtPzZ8KRmJP6LVKElPT72vl23KlCksWfoFjTqurSa2npd5lohzU/npp5/o0aMHUKHxWL9+A27fjkUyG3EQlNgj0lWwpodgj80dY+09OQ1DvUAuX7tKixatSEhzoHaT6UScm4bJUIBv7ReIOPcGgWHj8brjXcxOPcKtS+/i4NoC7+DB6Kx9KC6IIjlqHcUFtwARhUqHtV1tCnMucfnyZTp06ISDR1/8Q6uWfTQZizm/vz/OXl2o1WhqFUNdX5LCtRNjcPHqSnCD1wEoKYzh6vEXWbFiBSNHjqRN23ZERpUR1nphjfct5trHyIaLTJzwGlOnTuUF0YV+giNpcjmvSMnISFjb1UZj5U5J7nXKDfl0F+y4LZeTRDnbduygb9++93wufxbjx4/n22Vf8pXsV2P5z7lSGkWhvlwLD/9d48bHx7NkyRJSU1MJCgrihRdeoHbtmj3sFixY+Pvwd5BamrM+H+1DlloqKy3krWcsUksW/qao1Wo6d+78wMcHBwcTHFxzgsnvQaFQ0K5duwc69sknn8TKyoaY659Qr+UHlZ5OgMLcG2Qk7MLNrw/p8VvZtWsXQ4YMuedYr7/+OmvWrOPmuQn41h6No1vLO/GY+0m6/SVdunStrFAEUFZWhp29PWZzGfYuTbF2qEdJaSqr046ySy7iA9GL23IZ56ViVrxWUZ2pa9fOLFq8DLO5DENZJraO9UlP2I61XQieAXdLJrp4dUYQlSTc/JLwMxPvLlJQYOvYAHuXRpQUxpCXcRpBVDF//nyKiwsJdGtd7bqyUg5W1G4PHVXNQ6yz9sYjoB9pcZvxqzOSvMwzxIUvxc8vgGeeeQaAkSOG89JLL1FanICVTdUSnCZjEXkZRxk/fjRTpkwhPz+fefPmsUNZhLtZQEbCO3go6fGbKSm8jQ4FTqjZLxei07qDIYe4uKpxo7+XvLw8tm7dSnZ2Nn5+fvTr169aAYMH4VZkJKFmFSpFzV7sBmhZHRX9wOPJssz06dP5cP6HaEURb1HDHtnIvHnzGDVqFJ9//nk1T74FCxYsWPhjsHzbWnhoxMTEUFpaDKXXuXTkOdx8e6PWulCYc4WctGPYOtYnoO7LZCX9SFZW1n3H8vb25vjxowwZMpTL56chikok2YwoCAwcOIgVK74kKiqKpUuXsmvXHrKyMigrM1K/zWLsnRtVjlNWmkb4qdd4tTyZEtnIkMGDGT68Qjj/5Zdf5pNPFhFzdT5KlR36kiT0xcm4+fSoUmoSwNmjPU7u7Yi88Db52ZcQBSX12y7G2u6uB7qkMJrrp17n4KFDAJhNpdWuS1+ShNba557SSPZOjUiOWse5fY8DMggK8vPFyvrjzzzzDHPnfsCtC9MIqj8FO+fGCIJASWE0cTcWotWKjBs3DkEQmDt3LkOHDmXFihWcPXMGzp7F2bMD/qEjyMs8S0HOFZBlQp0bYu/UmHMHnkCj0fzmc64JWZaZM2cOs+fMxVBejkpthaG8GHsHR5YsXsTzzz//u8azs7cnUbx3JH6ObML2d+hZLly4kA8++IDnRGf64YhWFjHIEvvEQlasXImDgwMffvjh71qjBQsW/ltYars/PCzGp4X7kp6eTnp6Ou7u7r9Z7Wb58uWoNfYYygvQWfuRFr8Vs7EUnY0vAXXH4OHfF31JCmazgYCAgN+cu06dOly8eJ7z589z4cIF1Go1PXr0wM/Pj507dzJgwNOICmus7MMo1cfjEzK0iuEJoLXyJKD+a0ReeIt33nmHmTNnIooVHsfAwEC+//47Bg8egiQrMJv0qLVudzLcqyMIAoKoRDKXE9hgTBXDE8DaLgT/0JHEhS8hICCQzOQ91WSvFEorDOU5SJIJUaz+36+8rMIot3dpSklBFCZjIQUF+Xh4eDFlyiQmT57MoUMH6Nu3HzfOTMDK2g1Roaa4MBkvLx+2b99fRUg/LCyMRYsWYTAY8PLyITNpD7YOoTi5t8XJvW3lcWnx2xGQ6dWr128+l5qYN28eM2bMwDt4CF6BA1BrndGXJJMctYZhw4ZhZWX1u2qAP/3002zatIloRVk1cXi9LHFIUcrgISMfaKzy8nI+mDOX3oI9g8S70mFqQeQxwYECs4lPlyxh+vTp/7PGaVFREevXr6/8vPbq1Ys+ffpYMuQtWLBg4RdYEo7+pUiSRFFREWaz+f91/uXLl+nZsxeenp40adIELy8vunfvwcWLF+95zsWLl7FzboGdU0NMxiJadNtE20cP0rTzGryCBiCIKhJvf42rqzu9e/d+oHUIgkDLli0ZO3YsL774In5+fmRkZDBw4CBsnVvSoN1KCrIugizh4tm5xjGc3FujUGpwcHCoNDx/pm/fvrzxxhRsrLUgiBjL88hKOYj5TgWiX2Iszyc34xQg4XyPuZw9OyPLMr169SQ79QhJUeuQzAagwjuo1jhjNhaTnXqo2rmybCY9YTtKtQOFuddw9X6E+m0WE9b6E5TWrZg2bTrDhr2Av78/165dYf/+/bw6bjijRw1i06ZNxMfH0rx58xrXpVarmTJlEhmJO0iL24IkmSrXlJtxiqTbXzBw4KAqCWwPSmFhIXPmzMMraCABdUdXasPqrH0IaTQdJ/c2TJv21n0ltn7NE088QYN6YcwWMrgolSDdOTdeLudd0jColUyYMOE3Rqng5MmTZOfl0lt0qLG/l+iAvrycvXv3PvD6auKnn37C19uHsWPGcHTNd+xcsZrHH3+cBvXCiI+P/5/GtmDBwl+PLMl/yN9/EYvn819GRkYG8+fPZ9WqrykoyEers+KZIYOZPn06fn5+lJaWYmtrW80I+yXnzp2jc+euKNRuhDR8Ayu7IEqL4jh7fhPt2nfg0MEDtG3bttp5Wq0GyVxMQL2x3Dj9OtdPjsM75Bls7OtQVpJMSswGCnIu8cMPP1RuI/9/WLlyJSaTTEiDN8hM3ltpKN5Lx1K+s1fy62s2mUz07/8Uu3fvxtmzE0G+jUiN20xZSTKR59+mVuNplYZUWWk6ty+9e3eP5F7ibHfa1677BoVCTeKtVSRHr8fOqSHl+nT0xQmAQMz1hRUGs/cjiKKKstJ04m9+QXH+LUCmbosPcHK/GzPq4NIEe+fGfPvtbJ5//jl69OhBt27dqsS9/hZTpkwhISGBZcuWkBb/HVrrYIxlqRQXJtKtW3dWrlzxwGP9kl27dlFaWky9wKer9QmCgGfg04Sfmcjly5dp2rTpA42pVqv56cB++vd7gnfOn8NJqUEjiKSZ9Hi6ufPT1i2E3EMY/teUlFR4sh2o2fv4c/vPx/1/uHHjBk88/jgNzGrGiAG4yRWf71sKPQtiE+je9RFu3Iz4f4c1WLBgwcK/CYvx+S8iKSmJtm3bk5WVj4t3H9yDaqEvSeLb9VtZt+4bJEnCbDbh7OzK6NGjmDJlSrVtRlmWeemll1Hp/KjX6hMUiootT1uHUFy8unLz3CRGjRrNjRvXqsVF9uv3OIcPTySo/kTqt1lEfMQybl96r7JfFNX07Nnzd22/1sSJEyexdW6CUm1LftYF7F2aUFxwi+yUg1XE6H8mN/0EZrOBLl26VGn/8ssv2b17N6HN51Zuj3sG9CMjcQ8x1z/m/MGnsXduhICZgpwbWNvYIMsVHsObF95CZ+2DjX0dXH16oFRVxB9mpR4EBOxcKqokZacdpawkiXJ9BmqNM8byHEzGYhxcmxN19QNiw5eiUFpjKMu8U8FIRhCUGMtzql2Hi9cjpMV9zxdffFGZ5f9r9Ho9RqMRW1vbas9HFEU+//xzRo8ezapVq4iPj8fFpR7PPvssnTt3rnb8g5KTk4NCoUKjc63SLssS+uLEShH7nJzq13Q/PD09OXX2DKdOnWLPnj0YDAZatGjBE0888bteXurWrQvAVbmULkL1bNIrckVsbr169ar1PSgLFy7EThKZhgfqXySS1RF0vC2780pcLJs2bWLo0KH/7zksWLDw1yLJFX8Pe8z/Ihbj81/EK6+MIzevnAbtV6LRuQFQkH2ZlOjvUGmc8Ap4Ao3OjaLcG3y0YBFbtmzj5MnjODk5VY5x+fJlrl69TN0WH1QanlBR2SgreR9GQykREXHY2TsiAL6+vowcOZxRo0bx/PPP8/77c7h18S1qNX6HBm0Xoy9JpqQwhvT4rZQWRrBwYc0SQXfnMVFYWIitre09DQxRFEGuCCeQZTMKpRUefo+TGvcDtk4NcPa4m51fUhhL7I1FdO7S9U4N+M/JysrCz8+PJUs+xcm9fbW4THe/3ti7NOHS4aEU5V6ldu3avP/OYmrXrk3PXr1BljAaCpBliayUA8RHrqB2k7dRqmxJvLUKV58elVJJfnVGknjrK5KjvyGk4WSMhjwiL8zAM6A/ao0L6Qnb0NkG4B08EHffRzEa8km6vYboax+Rk3EKpdIKlcYRV+/u2NjXwtq+PrduVc/y3r17N/Pnf8ixY0cBCAoKYfz4cbzyyivVsrgbNWrE4sWL7/scfg+BgYGYzUZKCqOxtgtBlmUyk3aTHL2estKUO0cJrFixgqZNm+LsXL1k670QBIF27do9sOJCTYSEhPBIl658f/wUTWUr7IW796NUlvhGzKNBaBitW1dXJ3hQtm7eTC+zFWpF9R0Ff0FDmMKarVu3WoxPCxYsWMBifP5rSEpK4scfdxEYNqHS8JQkE7cvz8HWMYy6LeehUFRs+bl6dcXDvx8RZ8czffp0li9fXjlOdHSFYWPnVL+yTV+cRPjZyZTrM1EodQiCAq1tC6ztAsnMj2bKG1NZuXIVR48e5sCBffTs2ZtLR57F3jkMQVBTmHcdrUbLtm1b7+ldSk5OZu7cuaxZs47S0mI0Wh1DnxnC9OnTq0lGPfJIV/b+NBVDeS42DqGkxW8hpOFk9MUJRF54Cxv7Otg41KWsNIX8rAtYW9vQqGEDvL19MEsSGo09+tJcQCa44aM1rkdr5YG9c2Ossq8RezuKnTt2EH4zEo3WlTrN3sXWoULv1FCWQ8z1T4i8MAOQsHWsT3D91yrHEQQBvzojyE47Qlr8Vmo3eRuFyoaEyJWUFsXiHTyEgLqjK49XKHWENJqK0VBIfuY5bBxCyc++SGrsRly9e2AyFuDoa19lrUuWLOG1117Dwbk+wQ0mo1DqyMs8xcSJkzh8+AibN2/6QxNeevXqhYeHF0m3v6ZOs/dIivqGpNtf4+LVheAGE1CqbMnLOs+OnT9w/XpHTp8++T8n9vxeln2xnPZt2vJaQQq9JBuC0JCMgT1iMcUaJYfXrvl/e34BSvV67AWHe/bbScL/tK1vwYKFvx5LtvvDw2J8/ksIDw9HkiQcXFtUtuVlnMJQnk3tpjMpLYxGVGiwsg1EEBRY2frj5tefNWvW8dFHH1UKvv9sFJTrM1GqbJAlExHnpyEqtNg7N0ZfnESj9l+is/GpnKe0KIGb5yYwevTLbNmymdjYaDZs2MD+/fsxmUy0bv0cw4YNq+Jh/SUxMTG0bduewiIDLj798bULRl+cwHcbdrJly1aOHz9G/foVxvDNmzextrZGo1Zz+9I7BIZNICXme+IiPqdO03fIz75ARuKPFOZeR5YMgEyfPr1YvHgxvrWG4RnYH5XanrLSDC4eHoLJUHTPe2o2FFJL0DIGO2bs3w9A446rqmS5q7XO1Gn2DpcOP4tkNlC/zaJqWeyCIOLs0YHs1EOYjcUIKCjOjwDAK7B6CIIgCHgFDSAv8xRB9V/FyjaIrOR9xFxfiCybeGbW51Xu3YQJE/AKfJqAemMrDShX70fI9XqEHTveYvXq1YwcOZLMzEw2btxIZmYmPj4+DBw48KEYgTk5OTz2WB+++uorrp8cS1H+bXxrv4Bf7Rcqj7FxqIOzZwdunBrDggULmD179v887++hVq1anLt4gffff5/133yDvjwHlVLJ008/zdszZlRuzf9/CatbjyvhsdQkz2+QJSIUBkbVr19DrwULFv4pSJKM9JD3yR/2eP8ULNnu/xJ+FvI2Ge8aU4V54QiihvCzk7h28hWuHHuRi4eGkpawHVmWcXRtQVlZKbGxd+uWd+rUCWdnV9LiNgOQm3maspJk/ENfoiDnMn6hI6sYngBWtv54hQxj+/ZtJCUlodPpeOGFF/j222/ZsGEDQ4cOZfny5bRp245mzVowZswYrl+/Xnn+Sy+NpkSvoEH7lfjXGYGLZyd8az1Pw3arMOPEsGHDiYuLo1PnLtSrV4+XX34Zvb6Ugpxwrp4YhbV9CFnJ+7h05DmK8m9i61gPhUKFviSJVq1asWPHTryDh+BXZzgqdYXXUGvljrN7BzKSdiPfyfz+JSWF0RQVRtFasKGJaI29oMTGIbSavBKAKKpw930Uk7GoRvkkoGIOQSTq2ofIshlnz84IgrIyoenXaHUelc9TFJW4+/XBt/bzCIJInz59Ko/78ssvUals8AsdWc1z5+TeFie31nz66efMnDkTHx9fXn99Ih8v/IKXx4zF09ObRYsW1Tj/gyBJEtOnT8fXx4c1q1ZhJyopyr+NqNDiHTy42vFWNv64ePXkiy9W/K7M94eFv78/K1euJK+ggNTUVAoKC/l2/fr/2fAEGPvqOM6ZizgvFVdpl2WZ9VIOhWYjL7300v88jwULFiz8G7B4Pv8ltG7dGidnFzISf8SmweuYDEVkpexDVKjwCX4GR7eWmAxFZCT9SOz1TzCUZWPrEAZQpQKNRqNh1qyZvPrqqyhU1piMReisfZHMFUkjzh4dapzf2aMjsdc/4fz58/j6+la2nz59mt69+1BcosfRtQ2i0oGbazexfPlyPvnkEx577DEOHTpIrcbTUWuqekaValt8ao3k0vnptGzZGn25itpNZuDk3gazSU9G0h6Sbq9GXxSDja0ddrYK0mI3YJZMKBRarO2COH/hMpLZiFJVvZSnd/Agrp16lduX5xJUfzwqjQMAxfm3uH1xJl6CljZCRSKRlSxQpna45/1Xqu2RZRNGYwkqlXWVPkkykZ16GDvnhmSnHiak4RRUGgdy0o5QXBBVY5JUYV5F2Uit7q62qrvfYyTeWsWpU6cqJZGuXbuOtUODKvG5v8TOpQXXr3/OlSuX8Kn1PF6BA1Cp7TCU5ZAc/S0TJkzA1taWkSMfTDPzl7z//vt8MG8eQ0RnHhccsBEUzBZSiLAPvud6bB3DuB2/ldLSUqytrWs85o9Go9H8pmbt7+WFF15gx/btzPlxNx0kG1phjR6JQ0Ix1+USFixYQK1a1Z+zBQsW/jlYtt0fHhbj81+CRqNh6htTmDp1KlprL4zluUimchp1+AKdzV1j0N6lCTobPxJvrcLBtTm1a4dW+1F85ZVXKCkp4Z13ZlFeXl5x/p0M3pq8hBXtRoAqyS0FBQU8+uhjCCo/mnV9D9Ud402STCRGrmTChAkUFhYCVAkX+CUOLhW6lXn5BTTp9E1lRrVCaYVvrWfRWXtz69K7GE1qUtPSUWscqNd0FraODRAEAZOxmITIFSREfom1XXCV5CJbx3oEhb1K7I3F5KQfw9ahDpKxmOLiBLwFLe+JnijveBNVCGTmXMVs0lcpG/oz+VnnEAQlUZfeo3bTmSjvGKBmcxkx1z7GYMijvDQDoEJeSVCg1rqSeOsr6jafjfALj6nJVEpKzHrsnZugtfaqbFepKjK19Xp9ZZuVlQ6zKYV7YTIUIEkyXkED8a8zorJdrXUmqP54TMZCZs6cxbBhw35XecmCggI+/GA+TwmOPPML4XZnlJhKM5BlucYYynJ9Bmq1Bq22ZuP0n4pSqWTzli0sXbqUTxcv5nBiIgDt2rRh29Sp9OvX7y9eoQULFiz8fbBsu/+LmDJlChMmTCA+4nNSYzfh5turiuH5M15Bg1AobcjPusDbb0+vZiQIgsDUqVNJTU3h+eefQ1+ciEbrjiAoyUzZX+PcWSn7UWu0VbKS165dS35BASGNZlQangCiqMS/7mjsHGuzc+dOoMJIqgnjnXZbx8bVpHwAnD07obXyRmcTBLJErcZvY+fUsPKalCobguq/jq1jGMkx31U7v2L7V6ZVq+YU5oXTsCSHt0QvPhd9cRcqsu2zZSPpgglJKiPh1spqW8a5GWfIzTiNWutKXtZ5zh94iluX3uX25dmc3/ckWSkHQDZjLIsFAQRBgSAqCW4wgbysc1w//TrZqUcoKYwmI/FHrh4fTbk+k8CwV6vMk5d1HoCGDRtWtj3xxBMU5FyjtCi+2rVJZgPZqT8hy2Y8A/rXeH89A/qTmprMmTNnauy/F7t376a0TE9f0bFKewfRltKyDPIyT1c7x2zSk5W8i4EDB/4rK/6oVComTpxITHw82dnZFBYWcuLUKYvhacHCv4SfPZ8P+++/iMX4/BchCAILFy7k0qVLyLIJG4eaY9kUCg3WdsE0bNiQ55577p7jOTk5MXjwYBBE4iO/wNmrM4m3VpGfXbXKUV7mOVKi1zH8hWFVZHQOHTqEvXPNRqMgCDh5dOXy5SvorKxJT9xZ4xoyEncBIg6uNVfuEQQRna0/+uIENFae2Ds3qXEud99HKcy5gslYkXFcVpJK+Lk3iQtfAsCZM2dQqTTcEMoqpchlWeaKVMLbQjpuHh588MEHpMVt5trJMaQn7CQr5SC3Ls3m5oXpaHSulOvTCAx7Fe+gQRjKsikrTcfGsR4g88UXX3D06BGQZXIzTgKg0bnhFTgAoyGfW5dmceXYi0Rf+wiDPpPQ5rOrxJeaDEUkR62kSZNmNG/eHKPRyHfffcfXX69GrdZy8/y0OwL1FZSXZRN5aRZlpZmVc9WERucOQH5+fo399yI/Px+FIOD0K+H2MHQ0FmyIuvQeGUl7kMzlQEUoQ+SFN5HNhbz55tTfNdc/DUEQcHZ2rkzis2DBggULVbFsu/8LadiwIRqNlnJ9eo39sixhMmTSrt0TvznWqlWr0Fl7UFoYTWlhHEqVLeFnJmFtVxtruyCKC6IoLYohLKw+ETcjqVu3Pr6+3owcOQKTyYRwn/cbQVBiNpvRl5agj9uMRueBp//jiAoNkmQkM2kvKTHfYmWlo6yk5q1lWZYoLYpDVKgRFdp7yuUo1RWGQFbKQTQ6F25fnoNSZU1wg4nYOTfCUJZNesI2ctKO8R6p2ChUCIJAkdlAo3oN2HSnok5YWBivvDKOmOsfV1yDqAJZolyfTXCDyXj4P3ZnxuF31idz+ehzHD58hJdeeon2HTpy4eJSkqO/paTg9q9uiApHl+YU5F4h8uIMPPwex9o+BH1xItnJP6JRm1i7dhtFRUX06tWbU6dO4uDaGHvXjuSkH+fqidHorH1RqGwoLriFKKpRKK0wGYspyruBnVNDfk1h3g2AanJWv0VISAhmWeY2ZdThbhiCIAhMFz14S0oh6up84sMXo1TpKNPn4e3ty86tewkLC/tdc1n445FlmcOHD7N+/XpycnIICAhg5MiRlSoTFixYAEmWK0v9Pswx/4tYjM9/IQqFgiFDBrNx0494BT6FQmlVpT834ySlxWkPJHh97Vo4Dq5t8AocQFr8VrJTj6JQWlNelolk1iNJZpRKNeHhN3B0a47Wqg7pl2PYP3gwQUFBFOYmYzQUVGaZ/5LstCPYOTWkTrNZRF6YQXzEZyRHrcXGPoCykhTK9LkMHz4cDw8PFny8BO/gwWitPKqMkZVykPLSNLyCBpEa9wPlZdlotC7V5srLPIdarSX2RoXIvUrjRMP2X6DWVGwbW9n4Ye/chLjwpaQnbEft4ICLsxNTn3+OqVOnVsZDPvroozz66KMkJiayadMmCgoKmDt3Hq6+T/zC8LyLIAjYOzfn2rUKI2/hxwto06YdoCa0+fs4urVBMunJSN7L/7V339FRFW8Dx7+7m90km957pfcSegepIgjS0ZciICgWBH8CFhDpSpNeVFCQXhWlS5FOqKEECKSH9LLpm9297x+RaEyAACFLYD7n7Dlwy9zn3kDyZO7MPBHB34NMon6bn4m8vZaYu5uRJB1mZua8+eZAPvvsM/z9/Rk0aDCBgZep1WxhQUIpGXRE3dlE5K3VqMyd8K/+Pk6eHcnUhHD19Dgib62mWqNvkMv/Wbhfr8si5s5amjZt9tgzvtu1a4evlxfrYlKYJJmhLJT0S+QpoGGdAPoNGEB2djZ16tTh1VdffSav22/fvs38+fPZvGEjGZmZVKpYgZHvvceIESNEOcsSyMjIoOfrPTj45yE8lea46OUck+tYsGABH330EfPnz3+qNVAFQRD+SyYZY80TI9FoNNjY2JCWloa1ddEyey+S4OBgGjRohImZDz5V38XStjoGQy4J0QeJCF5K2zYt2bt3zyN/qAQENCQyzobK9b4sdn/goX7odZlUbzynYOF1gNTEi9wMnIiEHlvHRjh5diE2fBeapCsAmKpdyc4Ip2rAVBzc8mfQx9zdSuj1xbRr146AgADc3NzYu3cvycnJ3Lx5G53eFI9KQ/Nnu+dlERe1l+iQ9dg6NcLFuzu3Lk7GzqkxletPKrTkUVrSZa6f+YTatWtga2vL0aPHcPXtjX+N9wqO0eVlkhhziIy0EOIidmNhUwkTExPSkq7x6qtd2bFjOyqVqthnULlyVdJyKlCpzqfF7r954Sv8PXM4c+YUn376Kd8tXE6dlmuKLLOUFHuc4MAvqNlkPjaO9cjLTeX8n/348suJTJ48GYDY2Fg8Pb3wrjISd/+itdRj7m4l7MYyGryyGZWZA5IkceFIP3KzkzBXu2Lv9gp2zo3J0oQSF74FSZ/MX38dpV69osMVHuXAgQN0ffVVfCUV3SVrPGQq7kg57JJr0JgpOX7yBLVq1Xrsdh/HyZMn6dShIyqtjnZ6NQ4yE66Sw2kpg1atWvHH3r0v3OSm0tavb192b9/B/yRnGsgs8ifqSRK/S6msMiQwd+5cxo4da+wwhZecMX9+37/2xJVJmKlL99o5WRpmvuPwUuQl/1ZuxnxOnz6dZs2aoVary7w6SnlUtWpVDh7cj61lJldOjCbwYHfO7e/O3aC59Hj9NbZt21qi3ozevd8gOe442tzkIvsyUm+Smx2HT7VRhRJPAFvHerhXeAsZEqkJpwkO/II8bRreVYbiXWVoQQ9cVkZ4wTlufm+gMnPmr+PHWb16NWPHjmP//v0EBgaSnp5OdlYCIZe/4ez+Hpw/PJCokHVIko6U+NMEB07AoM8lKfYvLh0bSvTdzcRH7efmxa+5dnosBkMed0LTuHw9B4XSinuhmwm9vjS/FGTUfs4d7M2dqwvQJF1EYWJGZtpNlKbOVAmYyr79B5g0adIDn1H//n1JiTtKnlZTZJ82J4mUuBP06dMLgDVrfsbBvWOx63vauzTH3MKL+Oj9AChNbbF1aszhw0cKjjlx4gR6vQ5H93bFxuLo8QqSpEeTnL+Oam52LLq8bCSDnqyMaKJu/0zQyQ+5EzSHVi1qcurUiSdKPAE6dOjA4SNH8GjegLmGWMbqI1hqSMCzQV2WLFtKlSpVnqjdktJqtfTu+Qa+ubBC8mKIwolucjsmyt2YLvfg5F/HmT59+jONoby7e/cuW7Zu5W3JnoZyy38m6slkvC63o6PMmjmzvyEvL8/IkQqC8UlISFIpf3hp+v8KKTfJp1arpU+fPrz77rvGDqXcaNKkCXfu3GbPnj18PeVz5s79htu3b7N58yYsLS1L1Mbw4cOxtbXmZuAEMjX/LEaflR7GzYtfAfnlOovj5N4OnU6HXq/Hu/Lb1GmxAo8K/fGo0J86LVfhVWkwETe/Jz3lBvD35CFLb/Ly9CQlp2Pr3Bi1dUVMzV3/ft0uAySsrW0AOWrL/LUuXX1eo3aL5dRv+wvu/n3JzY4n7Poybl+aQWbyGUyU5tRoPIdaLX6keqNZNGy/Fd9q7xJzdzN3g+Zz+9JMHNxa0aDdJuq3XUujjruoWGc8ybEnSbp3GFefXixdtpysrKxi73PUqFFYqFXcDJxQKJnO1NwhOHA89vb2vP12/jJHSUkJmFt6F9uOTCbLv//clH9vLDS7/v6fZbLiX1/LZPf/S0vkZsdz5cRo5HIzKtT6hIC266ndfAnOHu0BaNy40VP3TDZv3pzDR49y9uxZ2rRpi0wu4/Tp0/zf//0fnp7ezJs375ktKL9r1y7uxccxCkfMZYW/ldWUqekoWbF8yVK0Wu0zuf6LYM+ePSiQ0UZWfI9LB7kN9+LjuHTpUtkGJgjCC63cjPmcMmUKAGvWrDFuIOWMQqGgc+fOdO7c+YnOd3Jy4tDBA3Tt2o1Lx97GytYPGTI0qXexsbElBwrWAP2vvLz8nkBTc1c8K71VqKdVJpPhVXkw8dH7uRe+Eyu7akgGHekp10DSozS1Jy3hHPYuzTFVu5Kecp2crBhA9vfaoDKy0kPxqPgWvlWHF7TrV/1d3Hx7cOX4cAYO6M1PP/1EpbqfFZotL5cr8ajQj0zNHeKj9mFtX4tKdcYXJG75FYu6gGQg5Mq3VAmYQvSdDVy+fJmmTZsWuU93d3cOHNjPa926c/HIYKxt/dEb9GRqwjExUeFXvRpbt27lrbfews3Ng8y0kGKflyTpydTcKVjzVKfLQpN0jtbDxxUc06RJE+QKBYn3juDm26NIG4n3jgByTJRWXD/3GZJBT51WKzE1zx8Ha2bhjpVdDUzNXZny9dcMGzYMDw+PYuMpqdjYWHr27EVKqha/GmOwdWpInjaNuIjdjBs3jri4OGbPnv1U1yjOuXPncFea4ysVP66zscyC31KiiYiIoGLFiqV+/RdBbm4uSrkcU4p/C2Lxd/9Ebm5uWYYlCM8lyQAGQ+m3+TIqNz2fTyI3NxeNRlPo8zLS6/WEhoZy9+5d9Hr9Y59fp04dQkPvsGnTJt4a0JmB/TuyceNGTpw4DkBSzJFCx6cmBBJ08kOuHB+FTGaCvWuLf/XI/UMmk2Pv3JSM1GAA4iL3YtDnYKK0RiZTUK/Nz1Rt8DV+1d+jdvPFVGs48+92pPwa7aYOxEXsJjsjqlC72txkFEoH1q5dj0yuJCP1JjmZMUWub+fSFIMhF1ffHsXG5+TRHoWJBWmJFwEe2oPXoEEDwsNC+eGHHzA3zSRTE46ldQWcvXoQHadm1Kh3adKkGQMH9if53kGyi5m9nxB1gNzsWFy8umDQa7lz5Rtk6AuVZfT09KTXG28QHbKaTE3hJDZTc4fwG6swUVpy7cwnZGlCMBhyCTzUm8BD/Yi49RO6vPzyj+7+fVEoTPn5558feE8lNWvWLBKTNFRvsghXn+6Yqd2wsq1Kxdqf4FN1BN9++y137tx56uv8l0qlIkcyPHC2aPbfr7MeNFZXgHr16pGt13GV7GL3n5UyMVUqS6UEqSAIpWPJkiX4+vpiZmZG48aNOXv27AOPXbVqFS1btsTOzg47Ozvat2//0OPLygudfM6cORMbG5uCz7/LPr4MDAYDCxYswM+vAv7+/lSoUAFvb1+++eabx05ClUolffv2ZenSpSxbtox+/fpRo0YNunR5lfCbKwoWOU+IPsS1M/9DkvT5JTPNnTHoiv/BBqDXZ4MkEXp9KXeC5oFMgS5Pg3/NjzC3KNwjZ+/SFDe/XiBT4ODainqtf0ChUBN84Sti7m7Jn0x1czVBJ0aDpMPVpwfOnp1JiD7AxaNDSYk/U6i9+wmnyrTo7HgAucIUpcqGzLTbWFpaF1rcvTimpqb89ddfpKRkUqv5Euq0+gG/Gu9RteFM6rRcxe2QCK5cCcLb25MbZz7iXvgucrPjyUoPJ+zGCm5f/gZzS1/io/Zz8Uh/0hJOsnHjBjw9PQtdZ/ny5VSt4s/lv94hOPBzwoO/JzjwCy7/NQLJkINOl4VcYY6J0go3355UqP0Jtk4Nib6zgaCTH5CnTcNEaYHa0ovw8PAH3E3J6PV6fvxxDY4eXYtdS9TNrzcqU6tn8saic+fOJOtyuSgVPxziT9KpVrnKS/f//nG0adOGqpUq8YMsmQyp8PeESEnLDrmGfv37F1q/VxBeVqU+3vPvz+PYtGkTY8eOZfLkyVy4cIE6derQqVMn4uPjiz3+yJEjDBgwgMOHD3Pq1Cm8vLzo2LEj0dEProxXFoyafE6YMAGZTPbQT3Bw8BO3P3HiRNLS0go+kZGRpRj9802SJIYNG8bYsWPJlapSvdFsqjeajV5Rm4kTP+PNN9/CUArvD9asWY2ttSkXj77N9TMTuH15No7ur1Cr2SKcPTvi6NaaxNij6HVFEwSdLovEmMNkZ0YQF/kHXpX+D4XCHLnCDDvnRsVez9GtDUh6kAykxJ9Bl5dKliaE8Jvfc+viNCJv/4RXpcHUb7sOvxqjqVh7HA3ab8bGsT7B5yej/dd4yoy024AMTfKlYq+Vk3WPnKx7ZGpu8s47wx85TjYhIYFfflmPW4W3sLYrvJalhXUFPCsNZ//+ffzyy1o6d2pJ2LXvCDzUl4tHB5Ny7zeqV6+Gox2oFdcYPmwgV65cpmfPnkWuY29vz8mTx1m2bCn+Xjqk7GP4e+Xx1VeTMRh0qEztMLfwIKDtenyrjcTV+zUq1v6EOi1XoM1NJuz6Ugx6LTlZsTg5FS0A8Dg0Gg3p6WlY2lQudr9CYYq5pc9TJ7nFad68OU0aNmKRPJHbUk7B9jxJYrMhiVOGdD6dOEEsE/QQMpmMDZs3k2Sh5F1ZFD/pE9lvSGOxPo6PicKjgj/z5s83dpiCIPxt3rx5jBgxgqFDh1K9enWWL1+OWq3mxx9/LPb4X375hffee4+6detStWpVvv/+ewwGA4cOHSrjyAsz6pjPcePGMWTIkIce4+/v/9D9D2NqavrSrfOXkpLCzp07OXXqFGvWrKFC7f/h6t21YL+dc2NsnRqxadNX9OvXt9jk5nE4Ozvz3XfzGTBgAJmaECRDHr7V3inoVXT16c69sB0En/+KynU/Q2lqC4A2N4VbF6chGfRUqvs5Dm4tUSjMSEu+QkbK9UdeV5NylYib3+Pk0QGvSoMxGHK5dXEaBr0Wz0r/V+g1ukJhRqW6Ewk82Jv4yD/wrPgmmZo7xIZtx0ztTszdLTh5dMBM7VZwjiTpCbuxApDRqlXLEs2aPnPmDHl52vwEuRgO7m0JufItt27dYvv27URFRXH58mVUKhXNmjXDwsLikde4T61WM3LkSEaOHFmwbfbs2ShMTNHmJFCp7mcFC+sXnGPpg0eFAUTc/AG1VQVyc9IYOHBgia9ZHEtLS0xNzcjJekARAIOO3Kx7ODl1eKrrFEcmk7F91046d+jIx9euUlWhxt4gJ1iRR7I+ly+++ILBgweX+nVfNHXr1uX8xYvMmTOHdT+vRZORjIerK+NHjmHMmDFidRFB+JtByv+UdptAkWGBxeUvWq2W8+fPM3HixIJtcrmc9u3bc+pU0ZLGxcnKyiIvLw97e/unC/wpGTX5dHJyeuqeFyGfJElMmTKFWbO+IVebg0KR/482Ivh7TEwscHBrSXLcKRKiD6LTpqFU2TJz5ix69Ojx1D1DvXr1wsXFjbR0CTMLj0KvX83UblRrMI3g85M4d7A3No71kAGa5EvI5TIkKY+48M1kakLI06aSnhKEZNCREn8We5eik3sS7x1BbmJJXMTv2Lu0wNWnB7cuTiUj7Z/SkhcOv4l3lWE4e3Ys2KZUWWPjGEB81AGyMyJJiDmEJBmoUX8SN85N5NKxEbj798bavg7anATuhW0nI/UmH3zwPvPmzStYZP5hSvock5KSuHbtGl5eXnTt2vXRJ5RQRkYGcrkSSSHDxqFuscfYOzcl/MZywm+uYPDgIU89lk+pVNKvXz+2bv8NV58emCgLJ9AJMYfIzkp8aBnXp+Hm5kbgxQvs3LmTLVu2kJaWxptVqvDOO++I6jyPwc/PjyVLlrBkyRL0ev0zKQYgCMKD/Xd40OTJk/nqq68KbUtMTESv1+Pi4lJou4uLS4nfEo8fPx53d3fat2//VPE+rXIz5jMiIoJLly4RERGBXq/n0qVLXLp0iYyMDGOH9lz46quvmDJlCk5eb9Cw/TaadN5LvdY/Ye1Qm5sXvuLi0WEEB35BbtY9lKZ2yE3MOXfuLIMHD3miSUj/plQq+emn1WhzEsjLTcZgKLwmoK1TAwLabcDBrTWpCecIqGPD7NkzuXcvhr1799KmZXVMpfM4297ji88nIpMpuBM0j+zMwhOJkuNOcS90Bw4uzcnNvoedc2OunR4LyKjWcAYNO2yndvMlWNpW4/alGcSG/7devIHsjDA0yVdw8ugAkh4TEwtqNV2AXpdBXNhGrp3+mNuXZlC/tgsHDx5g4cKFJUo8ARo3boxKZUpizOFi9yfG/AnAxx9/TM2aNXF2dmHo0KHExhZfBvVxVa1alTxtBpJBh8FQ/OxkvS7//0vvXm+watXKUrnu559/hkKWzY2z40hNvIAkSei06UTf2cjdq3Pp168/devWLZVrFUepVNKnTx82b97Mvn37WLhw4QuZeCYmJjJ9+nRqVq2Gp6sbrVu25JdffkGn05XqdUTiKQjFkwzSM/kAREZGFhom+O/ezdIya9YsNm7cyI4dO4xefKPcVDgaMmQIP/30U5Hthw8fpk2bNiVq40WtcJScnIy7uwdOXr3x+deyQ5Bf+/zcgV4YDLlUazijoEdMkgwkRB/gzpVvmDTpy4IKOk/jl19+4a233qJS3Yk4e3YqEse10x9Ro6oNJ47/9dB2unZ9jb37DiAZ9Ng5N8XMwh1NchAZqTewc2qMs3dXbp6fhJVdDQx6LbWaLy7o6c2/lkTIlW9JuneUhu23ojAxJ0+byrmDffCuPBTPigOJDf+VO0HzadRxF3pdFuf/7M/GjRsJCAjA2toaZ+eik2eKI0kS586dIzIyEicnJ1avXs0v67dQtcEsrO3/WUMzI+02V099jFxugn/NMajMHNEkXyYufBvOTtacOXMKV1fXh1zp0XJycnB2cSVdk/afOvP/CLkyF33WGWJiolAq/ym1eeHCBVauXEnw9etY2djQp08f+vbtW+JvUOfPn+ettwYRHHwdudwEg0GHiYmSYcPe5rvvvnvphr+Utlu3btG2VWuSEhJoIVnghAnBci2X9Bl06dyZHTt3imcsvNCehwpHYxfFY2peutfOzdYw7wPnEt2XVqtFrVazdetWevToUbB98ODBpKamsmvXrgeeO2fOHKZNm8bBgwdp0KDBA48rK+Vmnc81a9aINT4fYOfOnWi12vyZ4P+RkxVDnjaFirU/LfQqViaT4+zZiYy0Wyz4biHjx49/6t+E3nzzTXbs2MmuXxcA4OjeDrlcSW52PBE3V6FJvsrkSXsf2c7XX0/hwIEDKNVe5GbHkpURhvR3b2pq0iWyMkIBSE+5RuV6XxZKPPPvTYZXpf8jPnIPSbHHsXdtzq2L0/PX7/R+Fb0+l3th27FzaYpSZc290G2Ymanp1KnTY41vO3ToEKNHf8DNmzcKtnl6euPn60nQyQ+wc6qPuWUFcrLCSY47i4nKhrqtVxfUk7e2r4mj+ytcO/UukyZNYuXKp+uJNDMzY+3PP9Gz5xuEXl+MqbkTtk6NkMlkGAw64sJ/JS7iN7755puCxFOSJCZOnMjs2bNxNjGjml5JhNzA4N27mTF1Ggf+PFSi2eIBAQFcv36V48ePExQUhLm5OV26dHnqhFrI/xr16tETk6Q0Vsp8cPhX6dgL8kym7T/A1KlTmTZtmhGjFAThWVOpVAQEBHDo0KGC5PP+5KH333//ged98803TJ8+nX379j0XiSeUo+RTeLCkpCSUKnVBUvNvqQnnkckUOHq8Uuy5zp6duBy6jQsXLtCsWbOnjuXnn39i0KDBbNs2k4jgJahMbcnQRGFurmbdunV07NjxkW0EBATw66+7GDjwTVJSkrG09iRPn/8a2crKjMyMJO5XO7KwLn7xcDO1GwoTc2LubslfwgmJqg2mkZUeTsTNH8jJvEeF2p8SFryK6Dsb6Nyp42MNP1i5ciWj3n0Xa7ta1GgyFwvrSuRkRhJ9dxNRt47x7rvvEhx8k4iIy6itIDleRu3mS4t8jczUrjh59WDt2l+YP3/+Y006Ks7rr7/O3r17GDBgINfPjsdM7YG5pSeZmttoc5IZPXo048b9s2j96tWrmT17Nm/LHXldskOhyB+3Gq7I5euwSF5/rRvnL10s0XhWmUxGy5Ytadmy5VPdg1DYkSNHuHrjOjPknoUST4D6cgu66K1YtngJX3zxhdFfpQnCi8xgkDCU8oyjx21v7NixDB48mAYNGtCoUSMWLFhAZmYmQ4cOBWDQoEF4eHgwc+ZMIH8i6qRJk1i/fj2+vr4Fw7wsLS1LXOnwWRDJ5wvA19cXbW4G2RmRmFsW7qWSJD0gK6il/l/yv3sNS6t2c/4rgS1cu3aNbdu2odFoqFKlCv3798fKyurRDfytc+fOREdHMXHiRLZu3UZ0dCoA6ZoMbJ0aYeMYQNj1xWRnhKO28ilyfm5OInpdNoa8aGTkodfruH7mf4CEXK5CaepA0MkP8pdtAvbu3YuzswtvvfUmK1aseOAPca1Wy6DBQ9i0aRNWtjWo3ngu8r8TAqWqBlXqT+H2pWls2bKN6OhIVCoVY8eOZdmKtdy9uoBMTQhyuSn2Ls1x8+uJuYUn1va1iby1mnv37pVKJZ6OHTuSmJjAzp072bBhA1lZWfj7N2LYsGHUqVOn4DhJkvh21myaya14Q1545qOPzJQPDY58fuUyR44coW3btk8dl/BkTpw4gY2JilqSebH7m8ut2JUWya1btx65Fq0gCOVbv379SEhIYNKkScTGxlK3bl327t1bMAkpIiICufyf6TzLli1Dq9XSu3fvQu0UN6GpLInk8wXQrVs37OwdiLy9mkp1vyi0zJDayhdJ0pGacA4758ZFzk2OPY7K1Oypa3z/V40aNahRo8ajD3yIBQsW8N1332HrWIcKtfojVyhJuvcXyXEnUKqsMbfyI+rORuxcmhUkgPdF39kIyMjOzkSlMqVdu7Z069YNExMTfv75Z06fOYtSaY13leE4uLbAYNCSEH2AtevWEBkZxcGDBwr9B77vo48+YsvmLSAZ8Kr0VpHrymQyPCu+xcWjQ9m3bx+vvfYaR48eIycrEaXKBVefHujyNCRGHyIu8neqNZyBNicB4InGMeXl5bFjxw7Wrl1LfHwi9va2qFQq4uISMDc3o1u31xgyZEixy2pER0cTfPsWn8vdi227tswcJ6UZ+/bto23btuj1ejQaDRYWFqJqUBmSy+UYAAmKLYKp/7uSU3H/XgVBKD1Psih8Sdp8XO+///4DX7MfOXKk0N/DwsKeIKpnT3y3egGYmZmxdMliEmMOc+PceFLiz5CVEUF81H7Crn+HQqEkPHgJ2pykQudlakK4F7qJ17q+ytKlSxk0aBCjR4/m8OHDpf4f7HEFBQXx2Wef4VlpENUbL8DV5zWcPTtRreE0Ktf7nPiofTi6tiYz7SbXz05Ak3wVSdKTnRHFnaD53AvdilelQTR4ZTOufm9x+PAxDhw4SJ8+fTh37hwy5NRsthBXn9dQmtpiau6MZ8U3qRrwNYcP/8m+ffuKxBQbG8v33/+Ao3v+mpVqq+LXoDW39EUmkxMdHc2aNWu4cOE8FeuMp3aLJXhXHox/jQ8IaLcBK7sa3Dj3ObFh22jVqnWJJzndl5KSQrNmLejXrx/HT0cQFmPL0eM3+PXXX7l4+S5XbuTw6acTqFS5ChcuXChy/v1Z0qoH1PWWyWQokaHRaBg3bhwODo7Y29tjaWnFm2++xfXrj16PVXh6bdu2JV2n5byUWez+o4Z0XJ2cqVKlShlHJgiC8GREz+cLon///qjVaiZO/JzrZ8cXbH/llfZ89NEihg9/h8vHBmPv1h4zCw8y04JJjDmCJBnYvn0HO3f9jpVtZXTaFJYuXUqLFi359ddd2NkVHUdaFpYvX4652hGvSoOKjDd08mhPbPivaJKvUK3hTO5eXUDQyX9+C1SYWOJXfTRufr0LJh+pLX357bf8Wf0GgwxH97aoLb2LXNfOuQlqKz++//4HunTpUmjfnj170OnycPbsSHzUHrIzwjE1L7pObXZmJJJkwNXVlUmTvsLBtRkuXoXbUpiYU6nOeAIP9SM99TYffzz7sZ/RkCFDCbp6k1rNlxRUVJIkiaTYY9y6MBVzy3ZUqPUJNy98QefOrxIaeqfQmFJPT09cnZw5nZhBAEXHmoZJucTostm6bQdpaZk4eryKa4Vq5GTFsOvX3ezcuYtDhw7QpEmTx45dKLkmTZrQuEFDll0KwlVS4SXL73WWJImjUjr70TDt4+mFVi8QBKH0SYb8T2m3+TISPZ8vkO7du3P16hWCgoI4cuQIYWFhHDx4gG7dunH58kU++eRDTPQXiLq9isSYIyhVNoCEm18vGrbfTs2mi6jTai3VG33DucAr9O7T12j3cuHCJSzt6hV5rX2frVMjMtPvYOfciPpt12Hn3ByZXIGNQwANO2zD3b9PoaTV3rUFlja++SXFZA/utZTJZFhYVyLsX+UgDQYDmzdvZsaMmchkCm5emIaJ0oaokPV/j6n9hyRJRIX8glxugqWlJUFBl7FzKX4Cjqm5M1Z21ZHLTZg/f8Fj9TbfuXOHX3/dhVeVUYVKecpkMhzdWuPu34fY8F9RmKipVHcSiYnxrF+/vlAbJiYmvPfB+xyUpXPRULhXLUvSs5REzE3NyMjQUav5Svyqv4ujexs8Kw6kVosfUJr7MnBg6ZRpFR5MJpOxdcd2bH08GW0I5ytDDEv0cXwki2aOIZYBAwbw6aefGjtMQRCEEhPJ5wtGJpNRs2ZNWrdujY/PPxNxXF1d/15qYQ+6PC0eFQagNHPC1rEBftVHF1Smkclk2Dk3wq/GJ/x56CCBgYFGuQ+12hy9Lv2B+3V5GuTy/MlS2pxEMlIvIZfJsHdtVmTpJci/L1O1L7m5uciQkZUeWmy7kiSRqQnBy9MDyE88hwwZSr9+/UhMVeNd5W2cPNsjSXrSki5w/exENCnXMOi1ZGrucvvSDBKi9iGXm9GxY+f8Ng0PnswlGXRY2dXk2LGjnDlzpsTP59ChQ8hkchzd2xVsy86MRpMcRE5mDE4eHdDrMslIu4mZ2g0b+1ocPHiwSDvjx4/nlQ4dmGSIZooUwzZDMqv08YyQRRJhKqHV5eHq279Q6VHI77n1rvouoaF3jF4j+GXg6enJhcuXWLZ8OZYt6nOvhjf1Xu/Cvn37WLtunVgYXhDKgEGSnsnnZSReu79kVqxYgZm5PS7eXYkKWUeV+l8Vu4yOvWszzMzt2LVrl1HWBevZsweHj4whNzsOU/PCpcT0+lwSog5g79qChOiDRN3+ARdnBySJhyaVuVlhNGtQi7CwMBLvHcar8iDMLTwLHZeacI6s9LuMGLEQgB9++IF169ZSud6XOP1ruSrvKm9z7sAbaJIuE3RidMF2E5Udpmp38nKTcPHuRlrSJeKjD+Li3a3Ic87KiCAj7SYV60xAmx3Jrl27SvwKO39ZKBlymQJNchBhN1aQnnK1YL+lTZW/7/vvnlm5sthKOCqVil9/+421a9eyfMkStt68iZWlJW8PHErjxo3p378/tk7Ff/2tbKujVKkJCgqiQ4fSr90uFGZhYcE777zDO++8Y+xQBEEQnoro+XzJXL58BUu7Okh/DzQxURW//JFMpkCpsiQ7O7sswyswaNAgnJ2cuXn+M7LSwwq252bHE3zuc/K0acRF/Mati9No3LAax48fY8SIt0m+d4icrHtF2kuOO05GWhgfffQRPXv2BMlA0MkPiYvcgy4vA21uMtF3NnIj8AsaNGhI5875vZbz53+Hg2uLQokngFyuwqDPwbvKMGo0mUelOhOo3mg2Ll5dyMtNplbThVSoNQafqsNJT75C5K01SIZ/kr/c7ARuXZiKyswJJ/e2KFVWj/WsmzZtiiTpiQxZz9XTY5EMOqrUn0y91muoXH/S319fGQa9Fm1uCunJVx64jqtSqeTtt9/m7PnzaDIyiI6NZd68eQXLPuVpNcWeZ9Bno9dpMTcvfgkgQRCEF8n92e6l/XkZiZ7Pl4yFhQX6vFhMzZwwUVqRmhCIrWNAkeOyM6NJT4ss9SWYSsra2po//zxIp05duHh0CNZ2lZHJlWhSgrG0sODLLz+nSpUqBAQEULVqVSB/+YnVq3/ixpkxeFQcir1rc/S6HOKj9hF9Zy1du75Gu3btaNq0KX369uOP33cTcnk2IZf/nuwjk9GxQ0d27NiOQqEgKyuLGzeuUalucTV2879pyBUqbB3r528x6Lh9aRYuXq9iaZvf8+jg2gLvKsOJuPk9cZG/Y+vYgLw8DanxZzFRWVOj8bdoc5NJTwsr8bMODQ1l3759uLt7Eh2yDivbatRoMrdgLVe1lS8OLi24evpjwoNXYqZ2R2WqYsiQIY/1Nahbty4eHl7ERe7GxqHo+pHxUfsAA6+9VrSMpyAIwovmeVhk/kUhks+nEBoayoIFC9iwYROadA0VK1Tk3XdHMnz48Oe2znLPnj3Ys+cdcrPjcfbqQmz4Lhzd22FpU6ngGIMhj/Dri7G1taNvX+NNOqpevTp37txm+/btHDhwAJ1OR5UqA7G3t0elUlG/fv2CxBPAwcGBEyf+Ytiw4ezbNwsu529XqUwZMXwo3377LfPnz+e77xYREREGgJOTCz4+XjRv3pxx48YVKiV5f91Eg15bsM2g15KnTUVhYoGVXXUS7x3BzbcHAHnaNPK0KUVeU3tVegs758bEhv9KYvQhFEo1vtVG4uzVGbnCnFsXv8LKyob+/fs/9Hnk5eXx/vvvs2rVKkxMzJArzDAYtHhVHlKkiIBcocKr8hCun/kf2uwodu7cgYODw2M9f4VCweefT+S9997DTO2Bh39fFCbmSJKexJgjRASv4K3/G1Si8puCIAiCcJ9IPp/QuXPneOWVDuTp5Ni7dcTdyYm4lCA+/PAjNm3azL59e5/L15EDBgzg66+ncevCZ/jWGEda0iWCTn6As2dHrB3qos1JJCFqN9rsWHbu3GH0e1CpVPTv358uXbowYsQ7fPnll4VmV7dp2451a3/GwyN/gpCHhwd79+4hJCSE8+fPo1Qqad26Nba2tvTv35/t23fg6P4KVQOGYZDySIo+QGDgKTp06FAkiTIzM6NFi5ZcDT6InUtzom7/TEL0fvS6LACUpvbk5SYTFbIRz4r9/6kWlZta5D4sbSpRodbHJMedwERpjdLUnvjIvSRG/0F2ZhTbt297ZGnNMWPG8P33P+Jb/X1cvF4lKfY4ty9Nx8querHHW9lWA2D27Fl07dq1ZA/8P0aNGsW9e/eYNm0aceFbUFv5kZsdR3ZmPK+/3oPly5Y+UbuCIAjljSTlf0q7zZeRTHqJBhxoNBpsbGxIS0t7omoy9+l0Ovz8KpCebUXVBrMxUf5TH1WTHMSNs/9j3LiPmDVrVmmEXepu375N586vcvduCJY2PuTlZqDNTUWS9MgVCnr26MmECeONMtGoOHl5ebRu3YbzF67gWXkETh4dkMsUJMUeJ+rWSlycLblwIRBbW9sHtrFhwwYGDhxI1QZTcXAtvPRRVMgGwoNXMGLECGbOnFmoh/C3336je/fumCjz/73Yu7ZEk3SRnKwY7teXBxkqU1ucvboSH7Uflak9tVssLVRpCiA57jQ3zk3A3t6B5OQkFAoFr732Gg0aNODatWtkZ2dTp04dhg8fXiQRjomJwcvbG+/KI/CokN9DmhJ/hutnx1O31Y9YWBddOioj7TaX/xrB/v37n3pCUFhYGKtXryYsLAwHBwcGDhz43Pz7eJSkpCQyMzNxcXF5bt9ICILwcKX18/tprj1qdjSm5qV77dxsDcvHexjlvoxJJJ9P4Ndff+X111+nTsuVWNpULrI/9PpSMpMPEHsv5oE1wo1Np9Px22+/sXfvXnQ6HQ0bNqR79+44Ojo+d6UTt2zZQt++fanVbCHW9oXHHmZnRnP52FBmzJj60LUOW7RsxfWbmVRvPK/IPknSE3ioP3m5yfj6+nL8+DHc3f8pORkQEMCVoBCqBEzh5vlJmJq74FP1HWydAtDlpRMX8TsRN39EpVJiaWVNUmICzl6d8a06EqWpLZIkkZpwljtXZtKwYW2OHjlMRkYGYWFhdOveg4jwUGzsqyE3sSIj9Rp6XTYffvghvXr1omHDhpiamrJkyRI++uhjGrTfWbAslkGvJfBQX+xcmlKpzvgi93Xr4gxkeVeIiooosgC5Vqtl06ZN/PDjaqKjYnD3cOPtoUPo37//C5OgHTx4kKlTp3Hs2FEArKxtGPb2UCZNmmS04gmCIDyZ5yH5HDkrClOzUk4+czSsmOD50iWf4rX7Ezh37hxqC+diE08Ae5fmxNzdTGhoKNWqVSuTmHQ6HWfOnCEzM5OqVavi7V20es+/mZiY0LNnz/yZ349w4sQJlixZSmDgBUzNTHm9+2uMGjUKT0/PR55bGn7++WdsHWpiZVd0Qo65hQcObq35cfVPD00+r1+7jpVzj2L3yWQKbB3rk5keSmx8KiNGvMPvv+8GIDU1latXr+FRYQgJ0QeQK8yo2XQ+Jsr8VQKUKls8K76J0tSekMuzOX36FFeuXOGdd0ZyPuYglrYVyctNJSvjHs2at2Dnju3ExcUxadIkfvhxDUqVPXVb/YCFdQW0ucncCVpAcuxxFixYwIIFC7B3cOSTcWPR6/WYKNUFiSf8M67z7tUFyOWmeFYciKm5M7nZcUSF/EJC9H5WrlxZJPHUaDR06NiJs2dOY+/cADOL2ly9EcaQIUNYtHgJBw/sf2gvcnmwfv163nrrLaztqlOxznhUpg6kJV1k6bLv2bt3PydPHhcJqCAIgpGI5PMJmJiYoNfnIkl6ZLKiizsb9DkAZVLuTpIklixZwvTpM4mNjQHyF1Tv3KULixctwt+/+Eo+JTV58mS+/vprLKy9sLZvRFp2Jt98u4DvvlvEnj2/06JFi9K4jQcKDg7m9OkzpKWkcfL3VzCzcMfSpgpWttVQW/th41APMwtvEuIvPrQdtYUFebkpD9yvzU1GqbLB0acHe/Z8S2hoKH5+foSGhqLV5mJtX5vIW2vwrPhmQeL5b04eHYi8uZJ169YxZ84cunbtyk8//cT169exsLCgV69etGzZkpiYGJo0aUZcfDKSQUe1BlOxsK5AnlZD0MmP0Osy8KsxGjvnJujzMoiL3MPnn39Ohw4dyc1JIys9DLWVb8F13Xx7IBl0hAWvJDZ8JypTa/K06ajVlixatIgRI0YUiXX06Pe5dOkqtZsvwepf1ZHSU4MJOvcpo0aNYuPGjSX46jyf0tLSGD78HZw82lOxzsSC4Q92zo1w9urMtVOj+frrr5k/f76RIxUEoTyRnsGi8C/Ry+dCRPL5BDp37sxXX31FSvwZ7F2Krp2YEL0PP78KT534lcSUKVOYMmUKzl5dqN38S5SmtqQlXuTosXU0bdqcwMCzTzwbedeuXXz99df4VB2BR4UBBT/EdXmjuXlhEt26dSc8PKxUXxUkJSVx/vx55HI5Wq2W3r37opfMcPfvS0bqddISL5GTGUVizGHAgJnaA1NzJ3we0Qvbt08vli77Ee8qwwr1HgJkZ0aRmnCeCrXGYO/ajJArEufPn8fPz69gElBudiwGQy7mlsU/S7ncBKWZKydOnADyZ96PHTu2yHGffjqepOQsbBwbkZUeVrAkU0zoFrQ5idRttarQwveWtlVQW/mwf/932NjaEXFzFVXqT0H2r7Kjjh7tiA3bTI3qPvTu3Qt3d3d69uyJpaVlkevHxsayYcMGvKuMKpR4AljZVsWz0lC2bF3M3Ojogklc5c369evJzc2lRtWRRcbdqi19cPLsxg8/rGbWrFkvzBADQRCE8kQsMv8EGjVqRLNmLQi7No/01OCC7ZJBR/TdzSRE/8n48f8rWKrnWYmKimLq1Kl4VRpMpTrjsbKrhpnaDRfvV6nRdDGajDymTp1aorYkSSpSo3vevPnYOtbGs+KbhX6ImyitqFh7ImkaDWvXri2Ve9FoNAwbNgx3dw86depEhw4deO217hhQU7fVarQ58aQl/rt304DCRI3BkEda0iU6d+740PY//PBDlCYSwYETyMoIL7jn9JTrXD87EVNzZ5w82qPX5S/0fn/ca6VKlahWrQbxUftQmFiQqQkptn2DPpfsjEiuXr32d/WhopKTk9myZQsuPn2QyUxQmKgL9sVH7MHZs1ORiksALt7dMFM70LRJY1ISTnP19AfER+1Hk3yF6DsbuXpyJFaWcrZs2cz48eP5v//7v2ITT4CTJ0+i1+twdG9b7H5H97YY9HqOHz/+gCf5/AsODsbS2htTM8di99s41CM9PY3Y2NgyjkwQhPJMMkjP5PMyEsnnE5DJZGzfvpUK/u5cOT6KqydHE3z+Ky4eHUDY9aWMGzeuTErg/fzzzyhMzHCv0K/IPpWpPU6e3Vm79hdycnIe2MaxY8fo1q07KpUpJiYm1KsXwOrVq9HpdBw//hf2Lm2KPc/U3Bkb+1ocPXr0qe8jJyeH9h06su6Xzbj5D6Z+21+o1+ZnPCu+hTY3jRtnJ5IQfQilyhb/mh8Q0G4jdVv9iIv3a2hzE1GYWHDlShDr1q3jww8/ZOzYsezbt69QMu3r68v+/XtRyuK4eGQwF44M5sLhN7ly4j1kMhk1msxBYaImPmofpqbmBWu4Hjx4kC+//JzUhLOYmrsQG7Gb3JzEIvdwL2wnel0GGRnpnDt3rtj7DA0NJS9Pi41DXSxsKpGRGow2NwXJoEObm1jQC/pfcrkJZhb+7N27jxYtWlDZ35Lbl2YQdPJDokN+pOfrHTl79jS+vr6PfNYFr3iKKan69w6AB95DeWBpaZm/eoOhaDlRgLzc5ILjBEEQSkokn6VHvHZ/Qi4uLly4EMjOnTvZtGkTKampVK3ShxEjRlC3bt0yiSEiIgK1pScm/+pB+zdLm8pE5mSRnJxcaPb2fT/88AMjRozA0qYCnpWGozAxJ/LeKd5++23+/PNwCSJ4UALzeNauXUvgubPUarYUK7t/Jmh5VxmKlV11rp8dj1yuolbzRYV6Bv2qv4fa0oeQK9+yd+8e9u7dg7WtH3p9DvPnz6dGjVr8/vtv+Pj4APklKaOiIujUqRNHj/2FjUNdfKu/j71LY0BOQtRBom7/DMDHH49FoVCh0+Xg7e0L5NeNl8nkXDn+Lt6Vh2Dr1BBdnobY8N3Ehu/E2etV4iP/ID09vdj7vJ/saHOTcfbsRMTNH7h7dSGV6n6GQmlJTmZUsedJkkROZjRWdtU5fyEEhSyTP//8ExcXFzw8PLCxsSnxs27WrBkKhQmJMUdw93ujyP7Ee0cAGfPnL6B3794lrjX/POnVqxczZswgKfY4ju5tCu2TJAPxUb/RqlXrx150XxAEQSgdIvl8Ckqlkj59+tCnTx+jXN/JyYmcrDgMei1yRdHlkbIzo1AoTIpNTsLDwxk5ciQu3q/hX/Pjgtfqrj7dSYg+xLp1U6lSpSpxcUdxKyZJyc1OIC35Cq1avf3U97Fq1Q/YuzQplHjeZ+fcGJlMidMDXkk7e3Um4tZPaHPiqdF4LrZOAX+/Tg/izpVZtGvXnqtXr2Bubk5cXByff/45Z86cBclAWuIFMlKuo7aqgGRIJ0MTiUyuwKfKcFy8u6IwsSQ99ToRwcsBOc6enYmP+gNJMhBy5duCGJQqW3yqvoOJypaEqD1Urlx0FQS9Xk9ISAjW1tbcvjwLO+emeFYYSMStNWRqQlBbeBMbsRt3/74oVYW/Xslxx8nJiqFinQlYWPtz7fQHfPnlJI4f/+uxn7Wbmxt9+vZl+7bVWNlVx8r2nwpRGWm3iQj+AQfXlmhzopg5cxa7du187GsYW/369enS5VUOHZoDSDi4tkQmNyE3J5GI4BWkp9zgyy/3GTtMQRDKGYOU/yntNl9GIvksx9588838yjNRe3Dzeb3QPr0um4TIXbzxxhvFVs5ZuXIlCoU5vtXeKzIpw8njFRKj92AwaEhNvExUyHo8KvT/14SjDO5cmYG1lTWDBg166vuIiIzE3Kp9sfskSUKS8gqV//w3mUyBhU1FtDkJBZV+ZDIZ1va1qRIwg4tHh7BlyxY6d+5MkybNiI1LwdlnADYOddHmJBEbvpO0pMvUq1ePixcjqFDzY1y8/6kGZG1Xg2qNvuXi0aGkJV/Kr5Nu5kStpvPJzoxBrjDF2q4Gen0WV0+OpkOHjgU9rfdlZGTQrVt3jhw5jKVNRWwcvEhPDiIhai82jg1QmKhJjj0BMomrJz/Ct/p72Do1QK/LJj5qH+HBK7FzboK1fS1kMhkeFQZx4sQUgoODC5UXLallS5dw6NAhrhx/F1unRlhY+ZGVEUZK/BksbCpRsfb/iI/ez+7dS8jNzS2Xk3I2bdpIv3792bNnCmbm9qhMbUnXhGNmasbPP/9M+/bF/3sTBEEQnj2RfJZjVatWZejQofz00yJ02nRcfbphorRGk3yFyFurkPSpTJr0ZbHnXrhwEUu7OihMii+faePYhPCQVXzxxRdMmzaNpJi9WDk0Qq/LJCXuGCqlnD17fi+Vme7OTk7EJkUWu08mkyGTq8h+yCvp7PQwzNTuRe5FbeWLrWNdtm7dxunTp7kXl0zNpsswU7sVHOPg1pqQK98SFHQQUzNbnDyLTlxSKMxw932D0OtL8ak2ksibq7kROAk3v56YW3gSE7qNmNAtWFsqWLx4UZHz33lnJCdOnqVG4znYOAYgk8mQJInEmD+5dWk6CrkJoKdz51eJiozi6tlPQaYAyQAyGc4eHfCv9TGyv8dpWjvUAeDWrVtPlHza2trSsUN7tu86gkGfQ1LsX6jMHKhY+xMcPdqjUJiiMrXHYDCQnZ1dLpNPKysr/vjjdy5cuMDWrVvJyMigWrVqDBw48LGGKQiCINz3LMZoijGfQrm0YsUKrKysWLZsORE3v0cuN8Fg0FGxYmXW7j5AzZo1iz3PzMwUgz7rge3qdVmoVKZMnTqVTp06sXjxkvxF5q1NGf5/HzFq1KgnXsLpv4YMGcT/Ph1PdmZUkVfr6anBSAYtcRG/41FhACrTwguDJ8edJCcrhsr1vii2bROVHampqRw69CfOnr0KJZ4AMpkc7yrDiI/ci7mlE3J58Wuzmll4ABIRwSvze01zU7kbdH+dSBkdOrRnxYoV+Pn5FTovKiqKTZs24lv9Q2yd/ilHKZPJcPJ4hUxNCAlROzhzJpCAgPwhA9OnT+fLL7/Ep2r+WpWm5s6F2tT+PeHpaRL/WrVqsWnTNmo3W46Jqui6pamJF3BxcSv3FTfq169P/fr1jR2GIAiC8C9itns5p1Qq+e6774iOjmLNmjUsXLiAw4cPc+tW8EMni3Tt2pW0pEtkZ0YX2ScZdCRE78Vg0OPi6s6MmTMZNOj/uH07mGtXrzB9+vRSSzwBhg8fjp+vHzfOjiUh+hAGQx56fQ5xEX9wM3A83t6+mJhIXD35AclxJ5EkPbq8DGJCt3HrwhRMVNY4ur9SpF2DQUdmahA+Pt5kZWVg7VC7mKuDqZkjKlMbstIj0OVlFntMRupN1GoL5s6dg6tjDrlZ4VhaWdOnTx8CA8+xf//+Iokn5Jd4NBgMxfaoAjh7dkKbm0NqaiqQn5R++OGHqNWW6PLSiySeAPfCduDk5ELz5s0f9EgfaciQIYCe8JvfF1nkOCPtFkkxB3j33ZHPfLkwQRCE8iJ/GFjpf15GoufzBeHk5MTgwYNLfPzAgQOZPHkKty98ScV6X6G2zC/HmafVcDdoAdmZ93Bwa4vK0pMTp86w54+ufPDBB3z33XcFr39Li7W1NceOHeHNt/6PI4enwr+W8+zS5VXWrVtLQkICb775f5w/9xn5s+wlFAoTmjRpzMmTJ0hNOIudc+NC7Ubf2UB2ViIjRoxg3bp1aLMTir1+QvRBtNoMkHRE39mAT9XhhfbnZieQEPUrQ4cM4uOPP+bjjz8u8b3pdDqQyZDLi04IA5Ar8l9p5+XlFXoen376CVOmTEFhYoGbb09MlBbkaTVE39lIfOQeFi9e/FQVtFxcXFi8eBGjRo0iJzMMJ8+uKFU2pCScJTHqD+rUrcW4ceOeuH1BEARBeBCRfL6k1Go1Bw7so2PHzlw8Mggbh5rI5WakJl1CkgxUqvsZzp4dAJAqDyU2/FcWLZpPs2bN6N+/f6nHo9frSYjPTw7VVl6YmFiQkXabI0ePcvToUXr27Elg4FnOnz9PYGAgpqamdOzYEWdnZ3r06MmevZ/j5N4RO5fmGAy5JEbvJznuNJMmTaJVq1a0bt2Gi0G7cPLsUKgk6r2wHdy9+h02jg0w6HOJCllHSvxZPCu+iYW1P6mJ57kXugF7Owu++KL4V/sP07BhQ5AkUuJO4eDWssj+5NgTKBQm1KtXr9D2L7/8kszMTObOm0fM3XWYq53IyohDLofp06fz3nvvPXYs/zVy5Eg8PT2ZPmMmp07OAMDOzoFx4z7i888/F+tgCoIg/IvBAIZSHqP5n9ouLw2Z9BL1+Wo0GmxsbEhLSyv3Y9lKS05ODps3b+aPP/7g+vXrXL16jTqtvsfCqmhp0OtnxlG5gorTp04+tM2srCzWr1/Ppk2b0WjSqV69Ku+88w5NmzYt9nidTkft2nUJj0yiQu0vsLKrgUwmQ5uTROj1haTEneDUqZP5iVwx8vLymDdvHgsXLiYmJn9iUu3adRk//n8MHDgQgMOHD9O+fXscXFvjXfUdzNRu5GbFc/7wAGydGpCeehOdNhUTlQ36vEwkSQ/k/9fo0aMHCxcuxMXFhczMTKytrVEoFMXGUpymzZoTdDWCao3mY2ru9M9zSg/nxtkx9Hi9Mxs2rC/23OjoaDZs2EBcXByenp4MGDAAZ+eir+KfVlJSEtnZ2bi4uDxVj6ogCMKzYMyf3/ev/X9f3EVlVnSM/NPQ5qSzdpr/S5eXiORTKNCnTx8OHr1Djcbzi91/L2wXodcWkJeX98DkKzw8nHbt2hMaegdbpwCUKkcy04LITI9+4Gv77du306tXL2q3WF5o3UnIH7cZdPxtunRqwubNmx4av16vJy4uDhMTE5ycnIpcZ+vWrQwbNoL09DQsrNzIzkxEr9eBDOydm+JT7R3Ulj7odFnERfxO+I3lyOVyzpw5xbffzmHbtm3odHnY2NoxYvgwJkyYUKKFyu/evUuLFq1ITErFwe0VzC28yNSEkBR7mMqVKnHs2BEcHYsvBSkIgiCI5PNFI167CwXkcjlIxdclB5AkHXK5/IFjPiVJonv3HsTGZ1G39RrUlj5/bzcQG76LRYu+o3r16owaNarQeTt37sTarnKRxDM/JhMc3Duzc+caJEl66HhThUJRbCWn+3r37k2XLl3YunUrN27c4PDhw1y4cA0zS2+qBkxBJs//72BiosbDvw8ymYLQawtp1qw5SlNHPCoNw8zclfTU6yxctJwdO3Zx8uTxR/ZE+vv7c+nSBRYvXszq1T8Rc/cAnp5ejJs+lVGjRr1U33AEQRDKK7HUUukRU1mFAu3btyct6So5WbFF9kmSRFLMQerXD+Ds2bMFs7P/7fDhw1y5cgm/mv8rSDwhfzkjN9+eOLm35dtv5xaquQ75r+kVJg9OwJQqG/LytOj1D06MS8rCwoLBgwcza9YsGjdujE6XiZtvz4LE899cvF9FLjdFbmJHrRY/4FmhP47ubfCr/h41m60gOiaJTz75X4mu6+zszNdff01kZDg52VmE3L7Jp59+KhJPQRAE4aUjkk+hwMCBA7F3cCDk8lS0uSkF2w36PK6d+R+a1FucO3eWpk2b4urqxvDhw0lJ+ee4gwcPYm7hhI1D3WLbd/TowN27IURGFl5QvlatWmSkXUenK37d0bTEQCpVqoKJSel21Ldp0wYAU3PXYvcrFGaYqKyxsq+DQmFWaJ+5hQcuPn3YtGkTycnJpRrX8yAjI4P4+Pj82fqCIAhCQc9naX9eRiL5FApYWFiwd88fyKVYLvzZj+Dzk7h9+RvOHehOWmIgzh4dqNl0IXVbfY+r3/+x7pettGzZGo1GA+SPuZTLTR74alz29wLu/01ohg0bhkGfS/iNlUXWPEtNPE9S7F+8//7Tz+7+r/bt2yOXK0hPuVbs/tzsBLQ5SVjbFb9Qv61TA7TaXEJCQko9NmP566+/6NypE1ZWVri4uODm7MJnn31W8DUWBEEQhKclks8XhF6v57fffmPo0KH07duXr776qkgPY0k0aNCAWzeDmTFjKlX8DThYhaPTZeNb/T0q1Z2AjUNtLKwr4lnxTao3XsDNm7dZuHAhAE2bNiUz/R4ZabeLbTvp3jFcXNyK1D739PRkyZIlxIbv5Nrp94kN301izGFuX57JjXPjeeWVdkXGiZYGa2tr+vXry72wLWhzkgrtkySJiFurAbBzaVbs+bq8/ITM3Lz4EqXlzZYtW2jbpg13/jzOe3JnPpe70zTVwHfffEvrFi1FAioIwkvNgIRBKuUPoudTKKdiY2MJCGhI9+7d2bbzGAeP3GXGzDn4+fmxePHix27P0dGRTz/9lBPH/6JTxw6Yqe1x8+1Z5Di1lR8O7u1YsWIVAK+99hqent6EXptHnrZwopISf4aE6D28//57xb4+HzlyJHv37qV+bRfuBM3h5oUpmBLMrJkz2L37N1Sq4hdpf1qzZ8/GzsaUq6feJSZ0Gxlpt0mOO8mNc+OJj/wDMJASV/zSUnERu/H19adGjRrPJLaypNFoeHvIUJpjyVzJg1fltjSVWzJS4cxsPLh1/QbTpk0zdpiCIAjCC0DMdi/nJEmiW7fXuXU7klrNFmFtXwsAnS6LiJs/8MEHH+Dt7U337t2fqP3Q0FDMLSs/sOa5pW117lz5A4PBgImJCbt27eCVV9pz6ehA7F1fQWXmSEbKZZLjA+na9TXGjx//wGt16tSJTp06kZWVRW5uLra2tqVeTem/vLy8OHPmFP/736ds374sf+kloEaNWny/bBtbtmxl67YlmCgtcXBrhUymQK/LIurOBhJjDjPr++9fiBKUGzZsIDs7i7flvij+88z9ZKZ01Fvy/cqVTJs27Zn9IiAIgvA8E7PdS49IPsu5I0eOEBh4lhqN5xQknpC/XJBf9ffJTr/DzFmznzj5tLe3Jy/38gOXOcrNisXKyqYgAatfvz5BQVdYsmQJGzZuJj1BQ5UqVXh3zs8MGDCgRJOG1Go1arX6ieJ9Ej4+PmzevInExETCwsKwtramUqVKyGQyOnfuTEZGBrt3T0Ft4YzK3IUsTSg6XRZTp05l2LBhZRbns3T16lW8lWocDcX/klFPpmZnWjRxcXF4eXmVcXSCIAjG9yxqsb9ES60XIpLPcu63335DbemKjWNAkX0ymQwnzy6cPjWTlJQU7OzsHrv9AQMGsHr1alITzmHn3KjQPl1eOokxexg6eGCh7Z6ensycOZOZM2c+9vWMydHRschi72q1ml9/3cW5c+fYsGEDycnJ+Pv3YujQoXh7exsp0tJnYWFBmkGHXpKK9HwCpJK/zFVZ/lIgCIIgvJhE8lnO5ebmYqK0fODraRNlfjWGnJycJ2r/lVdeoXXrNpw6/TXeVUfj5N4OmVxFekoQ4cHLUJno+eSTT544/vJAJpPRqFEjGjVq9OiDy6k33niD2bNnc1aeSVNZ4ZruBklinyydVi1alKiikyAIwotIMkilXtv9ZX3tXv4Hq73k6tatS3rqXXKz44rdnxJ/Gmdn1yeuBy6Xy/n11110fbUjIZdnc/ZAdwIPdiPo5Ic42ek4fPgQ/v5F68AL5UvDhg15pW1bFsoSOGPIwPD3q6A0ScdiQzw3DFl89sUXRo5SEARBeBGIns9ybsCAAYwb9z9Cry2kcv2vCk0M0iRfITF6H198MfGBtdhLwtramu3bt3H79m3++OMPcnNzqV+/Pu3atXshJtsI+b27W7dv540ePZh69CjOSjNsMSHUkIVCacIPy3/A19eX5cuXI0kSLVq0oFatWo9uWBAE4QUhJhyVHpn0Eo121Wg02NjYkJaW9kKVNfz999/p2fMNVOYuOLp3QWlqhybpAon3DtO8WTP279+HmZnZoxsSXnqSJHHy5Em2bdtGRkYG1apV49VXX2XMmI/Zu3cPMrkCJJAkPa1atWH9+nV4eHgYO2xBEF5wxvz5ff/afT6+gdLUqlTbzstNZ8v8ai9cXvIooufzBdC1a1dOnz7F7NnfsGPHGvLytPj6+jN71kzef/99kXgKJSaTyWjevDnNmzcH8scKN2rUhNshkVSq+xmObm1AJic59jiB55fRqlUbLl48/1J90xQE4eUkZruXHpF8viDq16/Ppk0bMRgM6HQ6sRajUCo2btzI1atXqN1iJZY2lQq2O7q3wcKmIpeODeHHH39kzJgxxgtSEARBKFfEgL0XjFwuF4mnUGp+/nkttk4NCiWe95lbeOLg0pI1a342QmSCIAhlSzIYnsnnZSR6PoWXglar5e7du8jlcipUqPBUE7CelF6vZ8+ePezbtw+9Xk/Tpk3p06fPcz0sIj4+EVPzB69mYKr2ID7+dhlGJAiCYByGZ7DUUmm3V16Ink/hhabVapk8eTLu7p5Uq1aNKlWq4Ovrz4IFCzCU4W+cISEhVKtWg27durHm5138snE/gwYNwtPLm+PHjz9Rm5IksXv3brp0eRV3dy8qVKzM+PHjiYiIKLW4fX29yU6/9cD9Wem38fX1KbXrCYIgCC8+kXwK5Y4kSezfv59u3brj7u6Fr28FxowZQ0hISKHjdDodr7/eg+nTZ6KyaknNJvOp3vhbtFRj7NixjBo1qkwGe2dmZtKuXXti4rKp3XwZdVqtpVbzH6jfZh0GmSedO7/K3bt3H6tNSZIYOXIk3bp149TZUBQWbcjMq8qC75ZRo0YtTpw4USqxDx8+jLTk66TEnymyT5N8leS4M7zzzvBSuZYgCMLz7P6Eo9L+vIxE8imUK5IkMW7cODp16sSxEzdQWLQhV6rJkqWrqFqtGmPGjCExMRGA9evXs3fvHqo0mIF/zQ+xcayHnVNDKtWdiH+tcaxatYq//vrrmce8fv16oqIiqRIwAyu7agXbzS09qRIwHb3BhEWLFj1Wm6tXr2bVqlVUrP0pNZstx6fqcCrWHke9NhsxMfOj++s9yMrKeurYu3XrRufOXbh5/kvCg78nKz2UrIxwIm/9THDgpzRv3oIBAwY89XUEQRCEl4dIPoVyZevWrcyfPx+/Gh9Qs9kq1FZ+JN47gi4vCzDlu4WLcHf3YOLEiSxbtgJ754bYOTUs0o6LV1csrb1ZuXLVM495y9at2DoFYG7hWWSfwkSNnesrbNq89bHanDdvAQ6uzXHxfrXQdhOlBRVqjSclOYmNGzc+VdwACoWCnTt38NFH75NybxcXjw7l4pHBxEdsZPiwwezbtxdTU9Onvo4gCMLz7v4i86X9eRmVi+QzLCyMYcOG4efnh7m5ORUqVGDy5MlotVpjhyaUsfkLvsPOqR7ufr1IiT/FrYvTsHVqQP0262jS+XcaddiBq+8AZs+ezeXLV7C0Lb4Kj0wmQ21Tk+CbDx7PWFoy0jMxUdo+cL/K1I7MjIySt5eRwbVrQdi7ti52v5mFO9Z2VZ54LOl/mZqaMnfuXO7di+bw4cP8+eef3LsXzdKlS7GwsCiVawiCIAgvj3Ix2z04OBiDwcCKFSuoWLEiV69eZcSIEWRmZjJnzhxjhyeUEYPBwJnTp/Ct/gGSJBEe/AO2jgFUrvcFMln+71FKlQ3eVYYCEHXnF3JzEh7YXl5uPLY2ts887tq1a3Lpyg4kgw6ZvOh/OU3SBWrUqFHi9mQyGZBfZehBJElfcFxpsbKyok2bNqXapiAIQnkhymuWnnLR89m5c2dWr15Nx44d8ff3p3v37nzyySds377d2KEJZUgmkyGTyZAMerIzIshKv4ObX6+CxPPf3Px6Ihn0JN07SF5uapH9WRnhpCacZ8CA/s887pEjR5KdGU/03U1F9iXFHicl4TyjR79b4vYsLCwIaNCQ5Ht/Frs/Kz0cTcpt2rVr98QxC4IgCMKzUi56PouTlpaGvb39Q4/Jzc0lNze34O8ajeZZhyU8QzKZjLZt23Huwp9Y2FQGwEztVuyxSpUtSpUapVJG8Ln/4VtjDJa21QGJ1MTzhF2bS4UKlcpksky9evX44osvmDZtGukpQTi6d0AuV5Ec9xeJMYd4441e9O//eEnwJ+PGMmDAAKLubMTDv29BAq7NSeLOlem4uXnQu3fvZ3E75ZLBYODQoUNs27aNzMxMqlWrxtChQ3FzK/7fjyAIwn8ZMGCQSneJPgNikflyIyQkhEWLFj3ylfvMmTOZMmVKGUUllIVx48bSpUsXzO8dBmSkp95AbeVb5LisjHDytJnMnDGHpUuXc+XEaNQWThgMOnKyU6hfvwE7d25HrVaXSdxTp06lWrVqfPPNHC5fnAqAj48f3377DR9++OFjL3rfr18/goKCmDFjBolRv2FpVx9dXhqp8aews7Njz579YiLQ3xISEuje9TVOnzuLh9IcO0nBVsNGvpo8mUWLFzNy5EhjhygIQjkgGUr/NXkp57Llhkwy4iJTEyZMYPbs2Q895saNG1StWrXg79HR0bRu3Zo2bdrw/fffP/Tc4no+vby8SEtLw9ra+umCF4zmm2++Yfz48cgVpqjMnKjTYjkmSsuC/ZJk4NbFrzHkXiUmOgqlUsm+ffs4ceIECoWCDh060Lx581IfE1kSkiSRnJyMTqfDyckJufzpRr6cPn2aZcuWc+nSFdRqc3r16snQoUNxcHAopYjLN0mSaNm8OdfPnecTgzO1ZebIZDIyJD1rDYn8LqWxe/duunbtauxQBUF4CI1Gg42NjVF+ft+/dtcRF1CqLB99wmPI02bw+6r6L11eYtTkMyEhgaSkpIce4+/vX1CrPCYmhjZt2tCkSRPWrFnz2D+4jfmPVyhdly5dYtq0aezc+SsqM2c8KgzE0rYaOVn3iA3bSlrSJTZu3Ejfvn2NHapgRMePH6dly5ZMkXsQIC88M1+SJCYSg23jOvxVSovyC4LwbDwPyeerw84/k+Tzjx8CXrq8xKiv3Z2cnHBycirRsdHR0bRt25aAgABWr1791D1GQvlWt25dtm7dyvXr1xk37hP27ZtTUCmiTp16zPhpN6+++uojWhFedLt27cJJaUY9Q9HhFTKZjA4GK+afPElSUpLoLRYEQSgj5WLMZ3R0NG3atMHHx4c5c+aQkPDP8jmurq5GjEwwturVq7Nnzx/ExMQQHh6Og4MDlSpVMsordeH5k52djaVMgfwB/x6s/17wIycnpyzDEgShHHoW5TBf1vKa5SL5PHDgACEhIYSEhODpWbhKzMv6hRMKc3d3x93d3dhhCM+Z2rVrsywviwR5Hk4yZZH956UsnOwdcHFxMUJ0giAIL6dy8e56yJAhBb9x/PcjCILwIAMGDMBCbcEqKRHdf75f3JSyOSjP4J13R2FiUi5+DxcEwYgMBsMz+byMxHdcQRBeWFZWVvy8bi19evfmI1kUHQyW2KHgspTNUVkG9RoEMHHiRGOHKQiC8FIpFz2fwosvLy+PiIgI4uLijB2K8ILp0aMHx0+coF7XjqwmiW8NsVxzUfPFlK84dPiwqE8vCEKJ3C+vWdqfl5Ho+RSMKisrixkzZrBs+QqSkxIBqF+/AZ9/PpE33njDyNEJL4rGjRuzY+dO8vLyyMnJwdLSUkxKEwThsUiSAamUV4Uv7fbKC5F8CkaTnZ1N+w4dOXf2PE6er1K9QmN0eRmERu2hV69ezJs3j48//tjYYQovEKVSiVJZdOKRIAiCUHZE8ikYzaJFizh75izVmyzA2q5GwXZH93aE3VjOJ598whtvvIGPj48RoxQEQRAEnslr8pf1tbsY8ykYzdKly3Fwa1co8YT8xb+9Kw/GxETNDz/8YKToBEEQBEF4FkTyKRiFVqslPDwUa4e6xe5XmKixsKnCjRs3yjYwQRAEQSjOs5hsJHo+BaHsKJVKVCpT8nKTi90vSRK6vGQsLUu3jq4gCIIgCMYlkk/BKGQyGW+88QaJ0X9g0GuL7NckB5GeGkrv3r2NEJ0gCIIgFGaQDM/k8zISyadgNOPHf0pebiI3L0wiOzMayF92IiX+DCGXvqJ+/QZ07tzZyFEKgiAIglCaxGx3wWjq1q3Lr7/uon//AVw88haW1t7odFlkZybQtGlzdu7cjkKhMHaYgiAIgiBmu5cikXwKRtWpUydiYqLZtGkTly5dwszMjG7dutGsWTOxCLggCILw3JAkA1Ip12IXi8wLgpGYm5szZMgQY4chCIIgCEIZEMmnIAiCIAjCI4jX7qVHTDgSBEEQBEEQyozo+RQEQRAEQXgESTKU+hjNl3XMp+j5FARBEARBEMqM6PkUBEEQBEF4BIMBDKU8RrOUJ8+XG6LnUxAEQRAEQSgzoudTEARBEAThESTDM1jn8yXt+hQ9n4IgCIIgCEKZET2fgiAIgiAIjyDW+Sw9IvkUBEEQBEF4BLHUUukRr90FQRAEQRCEMiOST0EQBEEQhEe4/9q9tD+Pa8mSJfj6+mJmZkbjxo05e/bsQ4/fsmULVatWxczMjFq1avHHH3886SMoNSL5FARBEARBKAc2bdrE2LFjmTx5MhcuXKBOnTp06tSJ+Pj4Yo8/efIkAwYMYNiwYVy8eJEePXrQo0cPrl69WsaRFyaTJOmlGe2q0WiwsbEhLS0Na2trY4cjCIIgCEIJGPPn9/1rN+70OyZKi1JtW5eXyZl9XUt8X40bN6Zhw4YsXrwYAIPBgJeXFx988AETJkwocny/fv3IzMxk9+7dBduaNGlC3bp1Wb58eendyGN6qSYc3c+zNRqNkSMRBEEQBKGk7v/cNmZ/mV6X+cza/G9eYmpqiqmpaaFtWq2W8+fPM3HixIJtcrmc9u3bc+rUqWLbP3XqFGPHji20rVOnTuzcubMUon9yL1XymZ6eDoCXl5eRIxEEQRAE4XGlp6djY2NTptdUqVS4uroSeKjvM2nf0tKySF4yefJkvvrqq0LbEhMT0ev1uLi4FNru4uJCcHBwsW3HxsYWe3xsbOzTB/4UXqrk093dncjISKysrJDJZM/kGhqNBi8vLyIjI8Wr/UcQz6rkxLMqOfGsSk48q5ITz6rknsWzkiSJ9PR03N3dS6W9x2FmZkZoaCharfaZtC9JUpGc5L+9ni+alyr5lMvleHp6lsm1rK2txTeoEhLPquTEsyo58axKTjyrkhPPquRK+1mVdY/nv5mZmWFmZma06wM4OjqiUCiIi4srtD0uLg5XV9diz3F1dX2s48uKmO0uCIIgCILwnFOpVAQEBHDo0KGCbQaDgUOHDtG0adNiz2natGmh4wEOHDjwwOPLykvV8ykIgiAIglBejR07lsGDB9OgQQMaNWrEggULyMzMZOjQoQAMGjQIDw8PZs6cCcBHH31E69atmTt3Ll27dmXjxo0EBgaycuVKY96GSD5Lm6mpKZMnT37hx2uUBvGsSk48q5ITz6rkxLMqOfGsSk48q2enX79+JCQkMGnSJGJjY6lbty579+4tmFQUERGBXP7PS+1mzZqxfv16vvjiCz777DMqVarEzp07qVmzprFuAXjJ1vkUBEEQBEEQjEuM+RQEQRAEQRDKjEg+BUEQBEEQhDIjkk9BEARBEAShzIjkUxAEQRAEQSgzIvl8RsLCwhg2bBh+fn6Ym5tToUIFJk+e/MwqJJR306dPp1mzZqjVamxtbY0dznNlyZIl+Pr6YmZmRuPGjTl79qyxQ3ouHTt2jG7duuHu7o5MJjN67eLn2cyZM2nYsCFWVlY4OzvTo0cPbt68aeywnkvLli2jdu3aBQumN23alD179hg7rHJh1qxZyGQyxowZY+xQhOeMSD6fkeDgYAwGAytWrODatWvMnz+f5cuX89lnnxk7tOeSVqulT58+vPvuu8YO5bmyadMmxo4dy+TJk7lw4QJ16tShU6dOxMfHGzu0505mZiZ16tRhyZIlxg7luXf06FFGjx7N6dOnOXDgAHl5eXTs2JHMzExjh/bc8fT0ZNasWZw/f57AwEDatWvH66+/zrVr14wd2nPt3LlzrFixgtq1axs7FOE5JJZaKkPffvsty5Yt4+7du8YO5bm1Zs0axowZQ2pqqrFDeS40btyYhg0bsnjxYiC/moWXlxcffPABEyZMMHJ0zy+ZTMaOHTvo0aOHsUMpFxISEnB2dubo0aO0atXK2OE89+zt7fn2228ZNmyYsUN5LmVkZFC/fn2WLl3KtGnTqFu3LgsWLDB2WMJzRPR8lqG0tDTs7e2NHYZQTmi1Ws6fP0/79u0Ltsnlctq3b8+pU6eMGJnwoklLSwMQ358eQa/Xs3HjRjIzM41envB5Nnr0aLp27Vroe5cg/JuocFRGQkJCWLRoEXPmzDF2KEI5kZiYiF6vL6hccZ+LiwvBwcFGikp40RgMBsaMGUPz5s2NXvXkeRUUFETTpk3JycnB0tKSHTt2UL16dWOH9VzauHEjFy5c4Ny5c8YORXiOiZ7PxzRhwgRkMtlDP/9NDKKjo+ncuTN9+vRhxIgRRoq87D3JsxIEoWyNHj2aq1evsnHjRmOH8tyqUqUKly5d4syZM7z77rsMHjyY69evGzus505kZCQfffQRv/zyC2ZmZsYOR3iOiZ7PxzRu3DiGDBny0GP8/f0L/hwTE0Pbtm1p1qwZK1eufMbRPV8e91kJhTk6OqJQKIiLiyu0PS4uDldXVyNFJbxI3n//fXbv3s2xY8fw9PQ0djjPLZVKRcWKFQEICAjg3LlzfPfdd6xYscLIkT1fzp8/T3x8PPXr1y/YptfrOXbsGIsXLyY3NxeFQmHECIXnhUg+H5OTkxNOTk4lOjY6Opq2bdsSEBDA6tWrkctfro7mx3lWQlEqlYqAgAAOHTpUMHHGYDBw6NAh3n//feMGJ5RrkiTxwQcfsGPHDo4cOYKfn5+xQypXDAYDubm5xg7jufPKK68QFBRUaNvQoUOpWrUq48ePF4mnUEAkn89IdHQ0bdq0wcfHhzlz5pCQkFCwT/RaFRUREUFycjIRERHo9XouXboEQMWKFbG0tDRucEY0duxYBg8eTIMGDWjUqBELFiwgMzOToUOHGju0505GRgYhISEFfw8NDeXSpUvY29vj7e1txMieP6NHj2b9+vXs2rULKysrYmNjAbCxscHc3NzI0T1fJk6cSJcuXfD29iY9PZ3169dz5MgR9u3bZ+zQnjtWVlZFxg1bWFjg4OAgxhMLhUnCM7F69WoJKPYjFDV48OBin9Xhw4eNHZrRLVq0SPL29pZUKpXUqFEj6fTp08YO6bl0+PDhYv8NDR482NihPXce9L1p9erVxg7tufP2229LPj4+kkqlkpycnKRXXnlF2r9/v7HDKjdat24tffTRR8YOQ3jOiHU+BUEQBEEQhDLzcg1CFARBEARBEIxKJJ+CIAiCIAhCmRHJpyAIgiAIglBmRPIpCIIgCIIglBmRfAqCIAiCIAhlRiSfgiAIgiAIQpkRyacgCIIgCIJQZkTyKQiCIAiCIJQZkXwKgiAIgiAIZUYkn4IglJohQ4Ygk8mKfP5dc/1prFmzBltb21Jp60kdO3aMbt264e7ujkwmY+fOnUaNRxAEobwRyacgCKWqc+fO3Lt3r9DHz8/P2GEVkZeX90TnZWZmUqdOHZYsWVLKEQmCILwcRPIpCEKpMjU1xdXVtdBHoVAAsGvXLurXr4+ZmRn+/v5MmTIFnU5XcO68efOoVasWFhYWeHl58d5775GRkQHAkSNHGDp0KGlpaQU9ql999RVAsT2Qtra2rFmzBoCwsDBkMhmbNm2idevWmJmZ8csvvwDw/fffU61aNczMzKhatSpLly596P116dKFadOm0bNnz1J4WoIgCC8fE2MHIAjCy+Gvv/5i0KBBLFy4kJYtW3Lnzh3eeecdACZPngyAXC5n4cKF+Pn5cffuXd577z0+/fRTli5dSrNmzViwYAGTJk3i5s2bAFhaWj5WDBMmTGDu3LnUq1evIAGdNGkSixcvpl69ely8eJERI0ZgYWHB4MGDS/cBCIIgCIBIPgVBKGW7d+8ulBR26dKFLVu2MGXKFCZMmFCQ1Pn7+zN16lQ+/fTTguRzzJgxBef5+voybdo0Ro0axdKlS1GpVNjY2CCTyXB1dX2i2MaMGcMbb7xR8PfJkyczd+7cgm1+fn5cv36dFStWiORTEAThGRHJpyAIpapt27YsW7as4O8WFhYAXL58mRMnTjB9+vSCfXq9npycHLKyslCr1Rw8eJCZM2cSHByMRqNBp9MV2v+0GjRoUPDnzMxM7ty5w7BhwxgxYkTBdp1Oh42NzVNfSxAEQSieSD4FQShVFhYWVKxYscj2jIwMpkyZUqjn8T4zMzPCwsJ47bXXePfdd5k+fTr29vYcP36cYcOGodVqH5p8ymQyJEkqtK24CUX3E+H78QCsWrWKxo0bFzru/hhVQRAEofSJ5FMQhDJRv359bt68WWxiCnD+/HkMBgNz585FLs+fC7l58+ZCx6hUKvR6fZFznZycuHfvXsHfb9++TVZW1kPjcXFxwd3dnbt37/Lmm28+7u0IgiAIT0gkn4IglIlJkybx2muv4e3tTe/evZHL5Vy+fJmrV68ybdo0KlasSF5eHosWLaJbt26cOHGC5cuXF2rD19eXjIwMDh06RJ06dVCr1ajVatq1a8fixYtp2rQper2e8ePHo1QqHxnTlClT+PDDD7GxsaFz587k5uYSGBhISkoKY8eOLfacjIyMQuuWhoaGcunSJezt7fH29n66hyQIgvASEEstCYJQJjp16sTu3bvZv38/DRs2pEmTJsyfPx8fHx8A6tSpw7x585g9ezY1a9bkl19+YebMmYXaaNasGaNGjaJfv344OTnxzTffADB37ly8vLxo2bIlAwcO5JNPPinRGNHhw4fz/fffs3r1amrVqkXr1q1Zs2bNQ9clDQwMpF69etSrVw+AsWPHUq9ePSZNmvSkj0YQBOGlIpP+O1BKEARBEARBEJ4R0fMpCIIgCIIglBmRfAqCIAiCIAhlRiSfgiAIgiAIQpkRyacgCIIgCIJQZkTyKQiCIAiCIJQZkXwKgiAIgiAIZUYkn4IgCIIgCEKZEcmnIAiCIAiCUGZE8ikIgiAIgiCUGZF8CoIgCIIgCGVGJJ+CIAiCIAhCmfl/a/eyDbD6TEYAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_train, X_test, y_train, y_test = train_test_split(X_pca, y, test_size=0.2, random_state=42)\n",
        "\n",
        "model = LogisticRegression()\n",
        "model.fit(X_train, y_train)\n",
        "\n",
        "y_pred = model.predict(X_test)\n",
        "\n",
        "print(classification_report(y_test, y_pred))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pXLLlEVmQvF8",
        "outputId": "efd921ab-f373-40d4-9538-a06887ab2905"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.99      1.00      0.99        71\n",
            "           1       1.00      0.98      0.99        43\n",
            "\n",
            "    accuracy                           0.99       114\n",
            "   macro avg       0.99      0.99      0.99       114\n",
            "weighted avg       0.99      0.99      0.99       114\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cm = confusion_matrix(y_test, y_pred)\n",
        "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues',\n",
        "            xticklabels=['Benign', 'Malignant'],\n",
        "            yticklabels=['Benign', 'Malignant'])\n",
        "plt.xlabel('Predicted')\n",
        "plt.ylabel('Actual')\n",
        "plt.title('Confusion Matrix')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "5A8l4X6UQvJt",
        "outputId": "c9bba297-9a41-4d72-d0d0-623e938e4eb1"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_reconstructed = pca.inverse_transform(X_pca)\n",
        "reconstruction_loss = np.mean((X_scaled - X_reconstructed) ** 2)\n",
        "print(f\"Reconstruction Loss: {reconstruction_loss:.4f}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "n5NOgcawQvNL",
        "outputId": "aa256bc6-b916-442b-aa36-020bfbfdba22"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Reconstruction Loss: 0.3676\n"
          ]
        }
      ]
    }
  ]
}