Archit_Barve.ipynb

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        "EDA"
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        "id": "DunHjkjgnliT"
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        "Loading Dataset"
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      "execution_count": 26,
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        "id": "hZfBnwxrnio7",
        "outputId": "f2b6857d-fa0d-4eb7-f0fa-d84d75768293"
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      "outputs": [
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          "data": {
            "text/plain": [
              "           hsi_id         0         1         2         3         4         5  \\\n",
              "0  imagoai_corn_0  0.416181  0.396844  0.408985  0.372865  0.385293  0.365390   \n",
              "1  imagoai_corn_1  0.415797  0.402956  0.402564  0.396014  0.397192  0.389634   \n",
              "2  imagoai_corn_2  0.389023  0.371206  0.373098  0.373872  0.361056  0.349709   \n",
              "3  imagoai_corn_3  0.468837  0.473255  0.462949  0.459335  0.461672  0.459824   \n",
              "4  imagoai_corn_4  0.483352  0.487274  0.469153  0.487648  0.464026  0.451152   \n",
              "\n",
              "          6         7         8  ...       439       440       441       442  \\\n",
              "0  0.355226  0.343350  0.344837  ...  0.710280  0.717482  0.715078  0.705379   \n",
              "1  0.375671  0.363689  0.373883  ...  0.684011  0.697271  0.701995  0.696077   \n",
              "2  0.333882  0.330841  0.328925  ...  0.683054  0.669286  0.663179  0.676165   \n",
              "3  0.458194  0.427737  0.415360  ...  0.742782  0.730801  0.736787  0.730044   \n",
              "4  0.458229  0.440782  0.426193  ...  0.770227  0.773013  0.761431  0.763488   \n",
              "\n",
              "        443       444       445       446       447  vomitoxin_ppb  \n",
              "0  0.696691  0.692793  0.711369  0.697679  0.704520         1100.0  \n",
              "1  0.701012  0.677418  0.696921  0.696544  0.689054         1000.0  \n",
              "2  0.676591  0.655951  0.658945  0.670989  0.665176         1300.0  \n",
              "3  0.751437  0.738497  0.742446  0.754657  0.733474         1300.0  \n",
              "4  0.762473  0.744012  0.775486  0.760431  0.751988          220.0  \n",
              "\n",
              "[5 rows x 450 columns]"
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>hsi_id</th>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "      <th>6</th>\n",
              "      <th>7</th>\n",
              "      <th>8</th>\n",
              "      <th>...</th>\n",
              "      <th>439</th>\n",
              "      <th>440</th>\n",
              "      <th>441</th>\n",
              "      <th>442</th>\n",
              "      <th>443</th>\n",
              "      <th>444</th>\n",
              "      <th>445</th>\n",
              "      <th>446</th>\n",
              "      <th>447</th>\n",
              "      <th>vomitoxin_ppb</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>imagoai_corn_0</td>\n",
              "      <td>0.416181</td>\n",
              "      <td>0.396844</td>\n",
              "      <td>0.408985</td>\n",
              "      <td>0.372865</td>\n",
              "      <td>0.385293</td>\n",
              "      <td>0.365390</td>\n",
              "      <td>0.355226</td>\n",
              "      <td>0.343350</td>\n",
              "      <td>0.344837</td>\n",
              "      <td>...</td>\n",
              "      <td>0.710280</td>\n",
              "      <td>0.717482</td>\n",
              "      <td>0.715078</td>\n",
              "      <td>0.705379</td>\n",
              "      <td>0.696691</td>\n",
              "      <td>0.692793</td>\n",
              "      <td>0.711369</td>\n",
              "      <td>0.697679</td>\n",
              "      <td>0.704520</td>\n",
              "      <td>1100.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>imagoai_corn_1</td>\n",
              "      <td>0.415797</td>\n",
              "      <td>0.402956</td>\n",
              "      <td>0.402564</td>\n",
              "      <td>0.396014</td>\n",
              "      <td>0.397192</td>\n",
              "      <td>0.389634</td>\n",
              "      <td>0.375671</td>\n",
              "      <td>0.363689</td>\n",
              "      <td>0.373883</td>\n",
              "      <td>...</td>\n",
              "      <td>0.684011</td>\n",
              "      <td>0.697271</td>\n",
              "      <td>0.701995</td>\n",
              "      <td>0.696077</td>\n",
              "      <td>0.701012</td>\n",
              "      <td>0.677418</td>\n",
              "      <td>0.696921</td>\n",
              "      <td>0.696544</td>\n",
              "      <td>0.689054</td>\n",
              "      <td>1000.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>imagoai_corn_2</td>\n",
              "      <td>0.389023</td>\n",
              "      <td>0.371206</td>\n",
              "      <td>0.373098</td>\n",
              "      <td>0.373872</td>\n",
              "      <td>0.361056</td>\n",
              "      <td>0.349709</td>\n",
              "      <td>0.333882</td>\n",
              "      <td>0.330841</td>\n",
              "      <td>0.328925</td>\n",
              "      <td>...</td>\n",
              "      <td>0.683054</td>\n",
              "      <td>0.669286</td>\n",
              "      <td>0.663179</td>\n",
              "      <td>0.676165</td>\n",
              "      <td>0.676591</td>\n",
              "      <td>0.655951</td>\n",
              "      <td>0.658945</td>\n",
              "      <td>0.670989</td>\n",
              "      <td>0.665176</td>\n",
              "      <td>1300.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>imagoai_corn_3</td>\n",
              "      <td>0.468837</td>\n",
              "      <td>0.473255</td>\n",
              "      <td>0.462949</td>\n",
              "      <td>0.459335</td>\n",
              "      <td>0.461672</td>\n",
              "      <td>0.459824</td>\n",
              "      <td>0.458194</td>\n",
              "      <td>0.427737</td>\n",
              "      <td>0.415360</td>\n",
              "      <td>...</td>\n",
              "      <td>0.742782</td>\n",
              "      <td>0.730801</td>\n",
              "      <td>0.736787</td>\n",
              "      <td>0.730044</td>\n",
              "      <td>0.751437</td>\n",
              "      <td>0.738497</td>\n",
              "      <td>0.742446</td>\n",
              "      <td>0.754657</td>\n",
              "      <td>0.733474</td>\n",
              "      <td>1300.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>imagoai_corn_4</td>\n",
              "      <td>0.483352</td>\n",
              "      <td>0.487274</td>\n",
              "      <td>0.469153</td>\n",
              "      <td>0.487648</td>\n",
              "      <td>0.464026</td>\n",
              "      <td>0.451152</td>\n",
              "      <td>0.458229</td>\n",
              "      <td>0.440782</td>\n",
              "      <td>0.426193</td>\n",
              "      <td>...</td>\n",
              "      <td>0.770227</td>\n",
              "      <td>0.773013</td>\n",
              "      <td>0.761431</td>\n",
              "      <td>0.763488</td>\n",
              "      <td>0.762473</td>\n",
              "      <td>0.744012</td>\n",
              "      <td>0.775486</td>\n",
              "      <td>0.760431</td>\n",
              "      <td>0.751988</td>\n",
              "      <td>220.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 450 columns</p>\n",
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              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "\n",
              "  @keyframes spin {\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.remove('colab-df-spinner');\n",
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              "\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df"
            }
          },
          "metadata": {},
          "execution_count": 26
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "df = pd.read_csv(\"/content/drive/MyDrive/ImagoAI/TASK-ML-INTERN.csv\")\n",
        "df.head(5)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Checking the shape of data"
      ],
      "metadata": {
        "id": "2CCkjGccoMDU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(f\"Number of Rows and columns : {df.shape}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "h0EM2IOmoOE_",
        "outputId": "7563f33d-70c2-446e-ffcb-3a7202543eea"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of Rows and columns : (500, 450)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Checking datatypes"
      ],
      "metadata": {
        "id": "wAuh-2kNoh1m"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "numeric_cols = df.select_dtypes(include=['number']).columns.tolist()\n",
        "categorical_cols = df.select_dtypes(include=['object', 'category']).columns.tolist()\n",
        "\n",
        "# print(f\"Numeric Columns:{numeric_cols}\")\n",
        "print(f\"No of numeric columns : {len(numeric_cols)}\")\n",
        "print(f\"Categorical Columns:{categorical_cols}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SXfcDkU_ohHD",
        "outputId": "22cd8db7-cb52-41bd-b7fc-81de9248c965"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "No of numeric columns : 449\n",
            "Categorical Columns:['hsi_id']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Checking for null and missing values"
      ],
      "metadata": {
        "id": "sHfYmopcn8PU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "missing_values = df.isnull().sum()\n",
        "missing_features = missing_values[missing_values > 0].index.tolist()\n",
        "print(f\"Features with missing values: {missing_features}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uyiyAUmpn79m",
        "outputId": "2364dcec-cafb-4de7-b0ce-daab6f8806c4"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Features with missing values: []\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Checking for outliers values\n"
      ],
      "metadata": {
        "id": "fOnh_QTtoAki"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def check_feature_outliers(df, feature_columns, min_val=-float('inf'), max_val=float('inf')):\n",
        "    outliers = {}\n",
        "    for col in feature_columns:\n",
        "        extreme_outliers = df[(df[col] < min_val) | (df[col] > max_val)]\n",
        "        if not extreme_outliers.empty:\n",
        "            outliers[col] = extreme_outliers[col].tolist()\n",
        "\n",
        "    return outliers\n",
        "\n",
        "def print_outliers(outliers):\n",
        "    if outliers:\n",
        "        for col, issues in outliers.items():\n",
        "            print(f\"Column: {col}\")\n",
        "            print(f\"Issues: {issues}\\n\")\n",
        "    else:\n",
        "        print(\"No outliers detected.\")\n",
        "\n",
        "# Get all numeric columns except the last one\n",
        "feature_columns = df.select_dtypes(include=['number']).columns[:-1].tolist()\n",
        "\n",
        "# Check for outliers in the selected columns\n",
        "feature_outliers = check_feature_outliers(df, feature_columns, min_val=0, max_val=1.1)\n",
        "\n",
        "print_outliers(feature_outliers)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MzxlMaDKn-X4",
        "outputId": "e3bd5319-1b2e-4b43-e446-66bb6ac2c6ad"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "No outliers detected.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ppm_values = df.iloc[:, -1]\n",
        "\n",
        "plt.figure(figsize=(10, 5))\n",
        "sns.scatterplot(x=range(len(ppm_values)), y=ppm_values, alpha=0.7)\n",
        "\n",
        "plt.xlabel(\"Sample Index\")\n",
        "plt.ylabel(\"PPM Value\")\n",
        "plt.title(\"Scatter Plot of PPM Values (0 - 10,000)\")\n",
        "plt.grid(True)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "v8Pi8lsw03b0",
        "outputId": "a3cebb58-a70d-4821-e57f-8bdf0f9c8b3c"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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eumlau826BEFwaWAiou6DARsRERyVO+fD/v369cP8+fOxceNGPPvss636fEVFBSZNmgSdTodly5YhPj4earUahw8fxl//+le3eiDqc3721VdfxfDhwxtNU/9dXy1VIusbMmQIkpKS2pS/7mT06NFN9hrW5e7xuOuuu/DUU0/h3nvvRWBgIKZNm+Z23v7whz/A19cX69evx+zZs7F+/XooFAqX95Q9/PDDWLt2LR577DEkJibC19cXMpkMs2bNarGMNVVZt9lsUCgU4t92ux1DhgzBihUrGk0fHR0NwFHGdu/ejZ07d2Lz5s3YsmULPv30U1x33XXYunWryzbrCggIgEwmQ3l5eYN14eHhyM/Pb7DcuSwiIqLJ/Xv00Ufx4Ycfin9PmjSpXV4cHh4eLubBue918zV69OgWP2+z2VBUVOQymZHZbEZpaam4TwEBAVCpVK3a/9Zus67y8nL07du3NbtMRBLDgI2IqB5nhd5ZSYqPj4fdbkd6enqTAdOuXbtQWlqKL7/8UpwoBGh89sGmKs5NLXfOpKfT6SQTVMXExABwvHy4vtOnTyMoKEjsXXOnVb/udp1D8JzOnDkjrpeaXr16Ydy4cdi1axcefPDBZnvjmqJSqXD77bfjo48+QmFhITZu3IjrrrsOYWFhYprPP/8cc+fOxfLly8VlNTU1rXopub+/f6PpsrKy0Lt3b/Hv+Ph4HDt2DFOmTGnxt5PL5ZgyZQqmTJmCFStW4MUXX8Tf//537Ny5s8my6uHhgfj4+EbPjeHDh+Pnn3+G3W536aXbt28ftFqtODS0MU8++ST+9Kc/uexve3Ce8wcPHnQJzvLy8pCTkyNOftOaz0+fPl1cfvDgQdjtdnG9XC7HkCFDcPDgwQbb2LdvH3r37i3OatnabTpZrVZcvHgRN910U2t2mYgkhs+wEVGPtXPnzkaHZTmfv3IOy5s5cybkcjmWLVvWoBfD+Xlnb0Ld7ZnNZrz11lsNtu/l5dXo8DVngFO/Uj1ixAjEx8fj3//+N6qrqxt8rri4uMl97Cjh4eEYPnw4PvzwQ5f8njx5Elu3bnWpRDa1X40ZOXIkQkJCsGbNGpehYT/88ANOnTqFGTNmtNs+tLcXXngBzz77LB5++OE2b2POnDmwWCy4//77UVxcLM4O6aRQKBqU2TfffNPl1RFNiY+Px6+//uoylO67777DxYsXXdLdeeedyM3NxbvvvttgGyaTSXzGrqysrMF6Z6DQ0vT7iYmJjQYmt99+OwoLC/Hll1+Ky0pKSrBx40bceOONjT7f5ZSQkICkpCTx34gRI5rNQ2sNGjQIAwYMwDvvvONynN9++23IZDLcfvvtzX7+uuuuQ0BAAN5++22X5W+//Ta0Wq1Lmb799ttx4MABl2Nz5swZ7NixA3fccUebtgk4Xk1QU1ODsWPHtn7HiUgy2MNGRD3Www8/DKPRiFtuuQUDBgyA2WzG3r178emnnyI2Nhbz588HAPTp0wd///vf8fzzz2PChAm49dZboVKpcODAAUREROCll17C2LFj4e/vj7lz5+KRRx6BTCbDxx9/3GhAOGLECHz66adYvHgxRo0aBW9vb9x4442Ij4+Hn58f1qxZAx8fH3h5eWHMmDGIi4vDe++9hxtuuAGDBg3C/PnzERkZidzcXOzcuRM6nQ7ffvttZx8+vPrqq7jhhhuQmJiIBQsWwGQy4c0334Svry+WLl3qsr+AYyr+WbNmQalU4sYbb2z0+TalUomXX34Z8+fPx6RJk3DXXXehsLAQK1euRGxsLB5//PHO2j23TZo0CZMmTbrsbURFReHrr7+GRqNxeR8Z4Bg2+fHHH8PX1xcJCQlITU3Ftm3bWnwtAQD85S9/weeff47rr78ed955J86fP49PPvmkwbvQ7r77bnz22Wd44IEHsHPnTowbNw42mw2nT5/GZ599hh9//BEjR47EsmXLsHv3bsyYMQMxMTEoKirCW2+9haioqBbf/XfzzTfj448/xtmzZ116zW6//XZcc801mD9/PtLT0xEUFIS33noLNpsNzz33nBtHsmWVlZV48803AUCc7n7VqlXw8/ODn58fFi1aJKZ99dVXcdNNN2HatGmYNWsWTp48iVWrVuEvf/kLBg4cKKbLzMxEXFwc5s6dK75DUaPR4Pnnn8fChQtxxx13IDk5GT///DM++eQT/POf/3R5zu6hhx7Cu+++ixkzZuD//b//B6VSiRUrViA0NBT/93//J6ZzZ5uA4315Wq0WU6dObddjSESdpKumpyQi6mo//PCD8Oc//1kYMGCA4O3tLXh6egp9+vQRHn74YaGwsLBB+vfff1+46qqrBJVKJfj7+wuTJk0SUlJSxPV79uwRrrnmGkGj0QgRERHiawJQb3r16upqYfbs2YKfn58AwGWK/6+//lpISEgQPDw8Gkyjf+TIEeHWW28VAgMDBZVKJcTExAh33nmnsH37djGNc1r/1k617pz+fePGjc2ma2xaf0EQhG3btgnjxo0TNBqNoNPphBtvvFFIT09v8Pnnn39eiIyMFORyeaum+P/000/FYx0QECDMmTNHnHrfqS3T+reU1t3j8eqrrzabrrXT+tf1xBNPCACEO++8s8G68vJyYf78+UJQUJDg7e0tJCcnC6dPn24wZX9j0/oLgiAsX75ciIyMFFQqlTBu3Djh4MGDDab1FwTH6xVefvllYdCgQWJ5HzFihPDcc88JlZWVgiAIwvbt24Wbb75ZiIiIEDw9PYWIiAjhrrvuEs6ePdviPtbW1gpBQUHC888/32BdWVmZsGDBAiEwMFDQarXCpEmTWvUbu8v5Gzb2r7HXbnz11VfC8OHDBZVKJURFRQnPPPNMg1eAnDhxQgAg/O1vf2vw+XfeeUfo37+/4OnpKcTHxwuvvfaay2s6nC5evCjcfvvtgk6nE7y9vYU//OEPwrlz5xrdh9Zuc8yYMcKf/vSnVh4ZIpIamSA00vxLRERE1IGef/55rF27FufOnWtygpLu5q233sKTTz6J8+fPIzQ0tKuzA8DxWpCrr74ahw8fbvIZXCKSNj7DRkRERJ3u8ccfR3V1NTZs2NDVWWk3O3fuxCOPPCKZYA0A/vWvf+H2229nsEbUjbGHjYiIiIiISKLYw0ZERERERCRRDNiIiIiIiIgkigEbERERERGRRDFgIyIiIiIikii+OLsT2e125OXlwcfHBzKZrKuzQ0REREREXUQQBFRVVSEiIgJyedP9aAzYOlFeXh6io6O7OhtERERERCQRFy9eRFRUVJPrGbB1Ih8fHwCOH0Wn03VpXiwWC7Zu3Ypp06ZBqVR2aV6oe2CZobZguSF3scyQu1hmyF1SKTN6vR7R0dFijNAUBmydyDkMUqfTSSJg02q10Ol0vLhRq7DMUFuw3JC7WGbIXSwz5C6plZmWHpXipCNEREREREQSxYCNiIiIiIhIohiwERERERERSRQDNiIiIiIiIoliwEZERERERCRRDNiIiIiIiIgkigEbERERERGRRDFgIyIiIiIikigGbERERERERBLFgI2IiIiIiEiiPLo6A0REepMFOeVGVNVY4aP2QJS/FjqNsquzRURERNTlGLARUZfKLjVg7Z5MZJcZxWUxgVrMGxuLXoFeXZgzIiIioq7HIZFE1GX0JkuDYA0AskqN+GBvJvQmSxfljIiIiEgaGLARUZfJKTc2CNacskqNyClvfB0RERFRT8GAjYi6TFWN9bLWExEREV3pGLARUZfxUTf/GG1L64mIiIiudAzYiKjLRPlrEROobXRdTKAWUf6NryMiIiLqKRiwEVGX0WmUmDc2tkHQ5pwlklP7ExERUU/H8UZE1KV6BXrhsaR+fA8bERERUSMYsBFRl9NplEjQ+HZ1NoiIiIgkh0MiiYiIiIiIJIoBGxERERERkUQxYCMiIiIiIpIoBmxEREREREQSxYCNiIiIiIhIohiwERERERERSRQDNiIiIiIiIoliwEZERERERCRRDNiIiIiIiIgkigEbERERERGRRDFgIyIiIiIikigGbERERERERBLFgI2IiIiIiEiiGLARERERERFJFAM2IiIiIiIiiWLARkREREREJFEM2IiIiIiIiCSKARsREREREZFEMWAjIiIiIiKSKAZsREREREREEtWlAdvu3btx4403IiIiAjKZDJs2bRLXWSwW/PWvf8WQIUPg5eWFiIgI3HPPPcjLy3PZRllZGebMmQOdTgc/Pz8sWLAA1dXVLmmOHz+OCRMmQK1WIzo6Gq+88kqDvGzcuBEDBgyAWq3GkCFD8P3337usFwQBS5YsQXh4ODQaDZKSknDu3Ln2OxhERERERET1dGnAZjAYMGzYMKxevbrBOqPRiMOHD+Mf//gHDh8+jC+//BJnzpzBTTfd5JJuzpw5SEtLQ0pKCr777jvs3r0b9913n7her9dj2rRpiImJwaFDh/Dqq69i6dKleOedd8Q0e/fuxV133YUFCxbgyJEjmDlzJmbOnImTJ0+KaV555RW88cYbWLNmDfbt2wcvLy8kJyejpqamA44MEelNFqTnVWLfhVKk51VCb7J0dZaIiIiIOp1HV375DTfcgBtuuKHRdb6+vkhJSXFZtmrVKowePRrZ2dno1asXTp06hS1btuDAgQMYOXIkAODNN9/E9OnT8e9//xsRERFYt24dzGYz3n//fXh6emLQoEE4evQoVqxYIQZ2K1euxPXXX48nnngCAPD8888jJSUFq1atwpo1ayAIAl5//XU888wzuPnmmwEAH330EUJDQ7Fp0ybMmjWrow4RUY+UXWrA2j2ZyC4zistiArWYNzYWvQK9ujBnRERERJ2rSwM2d1VWVkImk8HPzw8AkJqaCj8/PzFYA4CkpCTI5XLs27cPt9xyC1JTUzFx4kR4enqKaZKTk/Hyyy+jvLwc/v7+SE1NxeLFi12+Kzk5WRyimZGRgYKCAiQlJYnrfX19MWbMGKSmpjYZsNXW1qK2tlb8W6/XA3AM97RYura3wPn9XZ0P6j46q8xU1Vjw4S8XkFdudLlA5ZZW46M9F/DQtfHwUSs7NA/UfnitIXexzJC7WGbIXVIpM639/m4TsNXU1OCvf/0r7rrrLuh0OgBAQUEBQkJCXNJ5eHggICAABQUFYpq4uDiXNKGhoeI6f39/FBQUiMvqpqm7jbqfayxNY1566SU899xzDZZv3boVWq22xX3uDPV7MYla0hllZiiAof6NrBCAn3dc6PDvp/bHaw25i2WG3MUyQ+7q6jJjNBpbToRuErBZLBbceeedEAQBb7/9dldnp9Weeuopl547vV6P6OhoTJs2TQw6u4rFYkFKSgqmTp0KpZK9FdSyziozBzPL8MGezCbXzxsXi5GxAR32/dS+eK0hd7HMkLtYZshdUikzztF3LZF8wOYM1rKysrBjxw6XQCcsLAxFRUUu6a1WK8rKyhAWFiamKSwsdEnj/LulNHXXO5eFh4e7pBk+fHiTeVepVFCpVA2WK5VKyVxQpJQX6h46usz4eqlhbWY+JF8vNctsN8RrDbmLZYbcxTJD7urqMtPa75b0e9icwdq5c+ewbds2BAYGuqxPTExERUUFDh06JC7bsWMH7HY7xowZI6bZvXu3yxjRlJQU9O/fH/7+/mKa7du3u2w7JSUFiYmJAIC4uDiEhYW5pNHr9di3b5+YhojaR5S/FjGBjQ8ZjgnUIspfGsOJiYiIiDpDlwZs1dXVOHr0KI4ePQrAMbnH0aNHkZ2dDYvFgttvvx0HDx7EunXrYLPZUFBQgIKCApjNZgDAwIEDcf311+Pee+/F/v37sWfPHixatAizZs1CREQEAGD27Nnw9PTEggULkJaWhk8//RQrV650Gar46KOPYsuWLVi+fDlOnz6NpUuX4uDBg1i0aBEAQCaT4bHHHsMLL7yAb775BidOnMA999yDiIgIzJw5s1OPGdGVTqdRYt7Y2AZBm3OWSJ2GradERETUc3TpkMiDBw/i2muvFf92BlFz587F0qVL8c033wBAg2GHO3fuxOTJkwEA69atw6JFizBlyhTI5XLcdttteOONN8S0vr6+2Lp1KxYuXIgRI0YgKCgIS5YscXlX29ixY7F+/Xo888wzePrpp9G3b19s2rQJgwcPFtM8+eSTMBgMuO+++1BRUYHx48djy5YtUKvV7X1YiHq8XoFeeCypH3LKjaiqscJH7YEofy2DNSIiIupxujRgmzx5MgRBaHJ9c+ucAgICsH79+mbTDB06FD///HOzae644w7ccccdTa6XyWRYtmwZli1b1mKeiOjy6TRKJGh8uzobRERERF1K0s+wERERERER9WQM2IiIiIiIiCSKARsREREREZFEMWAjIiIiIiKSKAZsREREREREEsWAjYiIiIiISKIYsBEREREREUkUAzYiIiIiIiKJYsBGREREREQkUR5dnQEiIiIios6kN1mQU25EVY0VPmoPRPlrodMouzpbRI1iwEZEREREPUZ2qQFr92Qiu8woLosJ1GLe2Fj0CvTqwpwRNY5DIomIiIioR9CbLA2CNQDIKjXig72Z0JssXZQzoqYxYCMiIiKiHiGn3NggWHPKKjUip7zxdURdiQEbEREREfUIVTXWy1pP1BUYsBERERFRj+Cjbn76hpbWE3UFBmxERERE1CNE+WsRE6htdF1MoBZR/o2vI+pKDNiIiIiIqEfQaZSYNza2QdDmnCWSU/uTFLHfl4iIiIh6jF6BXngsqR/fw0bdBgM2IiIiIupRdBolEjS+XZ0NolbhkEgiIiIiIiKJYsBGREREREQkUQzYiIiIiIiIJIoBGxERERERkUQxYCMiIiIiIpIoBmxEREREREQSxYCNiIiIiIhIohiwERERERERSRQDNiIiIiIiIoliwEZERERERCRRDNiIiIiIiIgkigEbERERERGRRDFgIyIiIiIikigGbERERERERBLFgI2IiIiIiEiiGLARERERERFJFAM2IiIiIiIiiWLARkREREREJFEM2IiIiIiIiCSKARsREREREZFEMWAjIiIiIiKSKAZsREREREREEsWAjYiIiIiISKK6NGDbvXs3brzxRkREREAmk2HTpk0u6wVBwJIlSxAeHg6NRoOkpCScO3fOJU1ZWRnmzJkDnU4HPz8/LFiwANXV1S5pjh8/jgkTJkCtViM6OhqvvPJKg7xs3LgRAwYMgFqtxpAhQ/D999+7nRciIiIiIqL21KUBm8FgwLBhw7B69epG17/yyit44403sGbNGuzbtw9eXl5ITk5GTU2NmGbOnDlIS0tDSkoKvvvuO+zevRv33XefuF6v12PatGmIiYnBoUOH8Oqrr2Lp0qV45513xDR79+7FXXfdhQULFuDIkSOYOXMmZs6ciZMnT7qVFyIiIiIiovbk0ZVffsMNN+CGG25odJ0gCHj99dfxzDPP4OabbwYAfPTRRwgNDcWmTZswa9YsnDp1Clu2bMGBAwcwcuRIAMCbb76J6dOn49///jciIiKwbt06mM1mvP/++/D09MSgQYNw9OhRrFixQgzsVq5cieuvvx5PPPEEAOD5559HSkoKVq1ahTVr1rQqL0RERERERO2tSwO25mRkZKCgoABJSUniMl9fX4wZMwapqamYNWsWUlNT4efnJwZrAJCUlAS5XI59+/bhlltuQWpqKiZOnAhPT08xTXJyMl5++WWUl5fD398fqampWLx4scv3Jycni0M0W5OXxtTW1qK2tlb8W6/XAwAsFgssFkvbD047cH5/V+eDug+WGWoLlhtyF8sMuYtlhtwllTLT2u+XbMBWUFAAAAgNDXVZHhoaKq4rKChASEiIy3oPDw8EBAS4pImLi2uwDec6f39/FBQUtPg9LeWlMS+99BKee+65Bsu3bt0KrVbb5Oc6U0pKSldngboZlhlqC5YbchfLDLmLZYbc1dVlxmg0tiqdZAO2K8FTTz3l0nOn1+sRHR2NadOmQafTdWHOHBF9SkoKpk6dCqVS2aV5oe6BZYbaguWG3MUyQ+5imSF3SaXMOEfftUSyAVtYWBgAoLCwEOHh4eLywsJCDB8+XExTVFTk8jmr1YqysjLx82FhYSgsLHRJ4/y7pTR117eUl8aoVCqoVKoGy5VKpWQuKFLKC3UPLDPUFiw35C6WGXIXywy5q6vLTGu/W7LvYYuLi0NYWBi2b98uLtPr9di3bx8SExMBAImJiaioqMChQ4fENDt27IDdbseYMWPENLt373YZI5qSkoL+/fvD399fTFP3e5xpnN/TmrwQERERERG1ty4N2Kqrq3H06FEcPXoUgGNyj6NHjyI7OxsymQyPPfYYXnjhBXzzzTc4ceIE7rnnHkRERGDmzJkAgIEDB+L666/Hvffei/3792PPnj1YtGgRZs2ahYiICADA7Nmz4enpiQULFiAtLQ2ffvopVq5c6TJU8dFHH8WWLVuwfPlynD59GkuXLsXBgwexaNEiAGhVXoiIiIiIiNpblw6JPHjwIK699lrxb2cQNXfuXHzwwQd48sknYTAYcN9996GiogLjx4/Hli1boFarxc+sW7cOixYtwpQpUyCXy3HbbbfhjTfeENf7+vpi69atWLhwIUaMGIGgoCAsWbLE5V1tY8eOxfr16/HMM8/g6aefRt++fbFp0yYMHjxYTNOavBAREREREbWnLg3YJk+eDEEQmlwvk8mwbNkyLFu2rMk0AQEBWL9+fbPfM3ToUPz888/Nprnjjjtwxx13XFZeiIiIiIiI2pNkn2EjIiIiIiLq6RiwERERERERSRQDNiIiIiIiIoliwEZERERERCRRDNiIiIiIiIgkigEbERERERGRRDFgIyIiIiIikqgufQ8bEREREbWe3mRBTrkRVTVW+Kg9EOWvhU6j7OpsEVEHYsBGRERE1A1klxqwdk8mssuM4rKYQC3mjY1Fr0CvLswZEXUkDokkIiIikji9ydIgWAOArFIjPtibCb3J0kU5I6KOxoCNiIiISOJyyo0NgjWnrFIjcsobX0dE3R8DNiIiIiKJq6qxXtZ6Iuq+GLARERERSZyPuvlpB1paT0TdFwM2IiIiIomL8tciJlDb6LqYQC2i/BtfR0TdHwM2IiIiIonTaZSYNza2QdDmnCWSU/sTXbnYf05ERETUDfQK9MJjSf34HjaiHoYBGxEREVE3odMokaDx7epsEFEn4pBIIiIiIiIiiWLARkREREREJFEM2IiIiIiIiCSKARsREREREZFEMWAjIiIiIiKSKAZsREREREREEsWAjYiIiIiISKL4HjaibkhvsnS7F6d2xzwT9UQ8V4mkh+dlz8aAjaibyS41YO2eTGSXGcVlMYFazBsbi16BXl2Ys6Z1xzwT9UQ8V4mkh+clcUgkUTeiN1kaXLQBIKvUiA/2ZkJvsnRRzprWHfNM1BPxXCWSHp6XBDBgI+pWcsqNDS7aTlmlRuSUN76uK3XHPBP1RDxXiaSH5yUBDNiIupWqGutlre8K3THPRD0Rz1Ui6eF5SQADNqJuxUfd/GOnLa3vCt0xz0Q9Ec9VIunheUkAAzaibiXKX4uYQG2j62ICtYjyb3xdV+qOeSbqiXiuEkkPz0sCGLARdSs6jRLzxsY2uHg7Z4uS4hS/3THPRD0Rz1Ui6eF5SQCn9SfqdnoFeuGxpH7d6n0s3THPRD0Rz1Ui6eF5SQzYiLohnUaJBI1vV2fDLd0xz0Q9Ec9VIunhedmzcUgkERERERGRRDFgIyIiIiIikigGbERERERERBLFgI2IiIiIiEiiGLARERERERFJFAM2IiIiIiIiiWLARkREREREJFEM2IiIiIiIiCSKARsREREREZFESTpgs9ls+Mc//oG4uDhoNBrEx8fj+eefhyAIYhpBELBkyRKEh4dDo9EgKSkJ586dc9lOWVkZ5syZA51OBz8/PyxYsADV1dUuaY4fP44JEyZArVYjOjoar7zySoP8bNy4EQMGDIBarcaQIUPw/fffd8yOExERERERQeIB28svv4y3334bq1atwqlTp/Dyyy/jlVdewZtvvimmeeWVV/DGG29gzZo12LdvH7y8vJCcnIyamhoxzZw5c5CWloaUlBR899132L17N+677z5xvV6vx7Rp0xATE4NDhw7h1VdfxdKlS/HOO++Iafbu3Yu77roLCxYswJEjRzBz5kzMnDkTJ0+e7JyDQUREREREPY5HV2egOXv37sXNN9+MGTNmAABiY2Pxv//9D/v37wfg6F17/fXX8cwzz+Dmm28GAHz00UcIDQ3Fpk2bMGvWLJw6dQpbtmzBgQMHMHLkSADAm2++ienTp+Pf//43IiIisG7dOpjNZrz//vvw9PTEoEGDcPToUaxYsUIM7FauXInrr78eTzzxBADg+eefR0pKClatWoU1a9Y0mv/a2lrU1taKf+v1egCAxWKBxWLpgCPWes7v7+p8UPfBMkNtwXJD7mKZIXexzJC7pFJmWvv9kg7Yxo4di3feeQdnz55Fv379cOzYMfzyyy9YsWIFACAjIwMFBQVISkoSP+Pr64sxY8YgNTUVs2bNQmpqKvz8/MRgDQCSkpIgl8uxb98+3HLLLUhNTcXEiRPh6ekppklOTsbLL7+M8vJy+Pv7IzU1FYsXL3bJX3JyMjZt2tRk/l966SU899xzDZZv3boVWq22rYelXaWkpHR1FqibYZmhtmC5IXexzJC7WGbIXV1dZoxGY6vSSTpg+9vf/ga9Xo8BAwZAoVDAZrPhn//8J+bMmQMAKCgoAACEhoa6fC40NFRcV1BQgJCQEJf1Hh4eCAgIcEkTFxfXYBvOdf7+/igoKGj2exrz1FNPuQR5er0e0dHRmDZtGnQ6XauPQ0ewWCxISUnB1KlToVQquzQv1D2wzFBbsNyQu1hmyF0sM+QuqZQZ5+i7lkg6YPvss8+wbt06rF+/Xhym+NhjjyEiIgJz587t6uy1SKVSQaVSNViuVColc0GRUl6oe2CZobZguSF3scyQu1hmyF1dXWZa+92SDtieeOIJ/O1vf8OsWbMAAEOGDEFWVhZeeuklzJ07F2FhYQCAwsJChIeHi58rLCzE8OHDAQBhYWEoKipy2a7VakVZWZn4+bCwMBQWFrqkcf7dUhrneiIiIiIiovYm6VkijUYj5HLXLCoUCtjtdgBAXFwcwsLCsH37dnG9Xq/Hvn37kJiYCABITExERUUFDh06JKbZsWMH7HY7xowZI6bZvXu3y4N/KSkp6N+/P/z9/cU0db/Hmcb5PURERERERO2tTQFbRUUF3nvvPTz11FMoKysDABw+fBi5ubntmrkbb7wR//znP7F582ZkZmbiq6++wooVK3DLLbcAAGQyGR577DG88MIL+Oabb3DixAncc889iIiIwMyZMwEAAwcOxPXXX497770X+/fvx549e7Bo0SLMmjULERERAIDZs2fD09MTCxYsQFpaGj799FOsXLnS5fmzRx99FFu2bMHy5ctx+vRpLF26FAcPHsSiRYvadZ+JiIiIiIic3B4Sefz4cSQlJcHX1xeZmZm49957ERAQgC+//BLZ2dn46KOP2i1zb775Jv7xj3/goYceQlFRESIiInD//fdjyZIlYponn3wSBoMB9913HyoqKjB+/Hhs2bIFarVaTLNu3TosWrQIU6ZMgVwux2233YY33nhDXO/r64utW7di4cKFGDFiBIKCgrBkyRKXd7WNHTsW69evxzPPPIOnn34affv2xaZNmzB48OB2218iIiIiIqK63A7YFi9ejHnz5uGVV16Bj4+PuHz69OmYPXt2u2bOx8cHr7/+Ol5//fUm08hkMixbtgzLli1rMk1AQADWr1/f7HcNHToUP//8c7Np7rjjDtxxxx3NpiEiIiIiImovbg+JPHDgAO6///4GyyMjI5ud4p6IiIiIiIjc43bAplKpGn1nwNmzZxEcHNwumSIiIiIiIqI2BGw33XQTli1bJs6oKJPJkJ2djb/+9a+47bbb2j2DREREREREPZXbAdvy5ctRXV2NkJAQmEwmTJo0CX369IGPjw/++c9/dkQeiYiIiIiIeiS3Jx3x9fVFSkoKfvnlFxw/fhzV1dW4+uqrkZSU1BH5IyIiIiIi6rHcDticxo8fj/Hjx7dnXoiIiIiIiKgOtwO25qbPB+DyjjQiIiIiIiJqO7cDtq+++srlb4vFgoyMDHh4eCA+Pp4BGxERERERUTtxO2A7cuRIg2V6vR7z5s3DLbfc0i6ZIiIiIiIiojbMEtkYnU6H5557Dv/4xz/aY3NERERERESEdgrYAKCyshKVlZXttTkiIiIiIqIez+0hkW+88YbL34IgID8/Hx9//DFuuOGGdssYERERERFRT+d2wPbaa6+5/C2XyxEcHIy5c+fiqaeeareMERERERER9XRuB2wZGRkdkQ8iIiIiIiKqp92eYSMiIiIiIqL21aoetltvvbXVG/zyyy/bnBkiIiIiIiL6XasCNl9f347OBxEREREREdXTqoBt7dq1HZ0PIiIiIiIiqofPsBEREREREUmU27NEAsDnn3+Ozz77DNnZ2TCbzS7rDh8+3C4ZIyIiIiIi6unc7mF74403MH/+fISGhuLIkSMYPXo0AgMDceHCBb44m4iIiIiIqB25HbC99dZbeOedd/Dmm2/C09MTTz75JFJSUvDII4+gsrKyI/JIRERERETUI7kdsGVnZ2Ps2LEAAI1Gg6qqKgDA3Xffjf/973/tmzsiIiIiIqIezO2ALSwsDGVlZQCAXr164ddffwUAZGRkQBCE9s0dERERERFRD+Z2wHbdddfhm2++AQDMnz8fjz/+OKZOnYo//vGPuOWWW9o9g0RERERERD1Vq2eJ/O677zB9+nS88847sNvtAICFCxciMDAQe/fuxU033YT777+/wzJKRERERETU07Q6YJs5cyZCQ0Mxb948/PnPf0Z8fDwAYNasWZg1a1aHZZCIiIiIiKinavWQyIyMDNx///3YsGED+vXrh0mTJuHjjz+GyWTqyPwRERERERH1WK0O2KKjo7FkyRKcP38e27ZtQ2xsLB588EGEh4fjgQcewIEDBzoyn0RERERERD2O25OOAMC1116LDz/8EPn5+Xj11Vdx4sQJXHPNNRg2bFh754+IiIiIiKjHavUzbI3x8fHBlClTkJWVhdOnTyM9Pb298kVERERERNTjtamHzWQy4aOPPsLkyZPRt29fbNiwAYsXL0ZmZmY7Z4+IiIiIiKjncquH7ddff8X777+Pzz77DGazGbfeeiu2bduGa6+9tqPyR0RERERE1GO1OmBLSEjAmTNncNVVV+Gll17C7Nmz4evr25F5IyIiIiIi6tFaHbAlJSXhf//7HycWISIiIiIi6iStDtjeeOONjswHERERERER1dOmSUeIiIiIiIio4zFgIyIiIiIikigGbERERERERBLFgI2IiIiIiEiiWj3pyEcffdSqdPfcc0+bM0NERERERES/a3XANm/ePHh7e8PDwwOCIDSaRiaTMWAjIiIiIiJqJ60eEjlw4EB4enrinnvuwU8//YTy8vIG/8rKyto9g7m5ufjTn/6EwMBAaDQaDBkyBAcPHhTXC4KAJUuWIDw8HBqNBklJSTh37pzLNsrKyjBnzhzodDr4+flhwYIFqK6udklz/PhxTJgwAWq1GtHR0XjllVca5GXjxo0YMGAA1Go1hgwZgu+//77d95eIiIiIiMip1QFbWloaNm/eDJPJhIkTJ2LkyJF4++23odfrOyxz5eXlGDduHJRKJX744Qekp6dj+fLl8Pf3F9O88soreOONN7BmzRrs27cPXl5eSE5ORk1NjZhmzpw5SEtLQ0pKCr777jvs3r0b9913n7her9dj2rRpiImJwaFDh/Dqq69i6dKleOedd8Q0e/fuxV133YUFCxbgyJEjmDlzJmbOnImTJ0922P4TEREREVHP5takI2PGjMF//vMf5Ofn45FHHsFnn32G8PBwzJkzB7W1te2euZdffhnR0dFYu3YtRo8ejbi4OEybNg3x8fEAHL1rr7/+Op555hncfPPNGDp0KD766CPk5eVh06ZNAIBTp05hy5YteO+99zBmzBiMHz8eb775JjZs2IC8vDwAwLp162A2m/H+++9j0KBBmDVrFh555BGsWLFCzMvKlStx/fXX44knnsDAgQPx/PPP4+qrr8aqVavafb+JiIiIiIgAN55hq0uj0eCee+5BbGwsnn32WWzYsAGrVq2CSqVq18x98803SE5Oxh133IGffvoJkZGReOihh3DvvfcCADIyMlBQUICkpCTxM76+vhgzZgxSU1Mxa9YspKamws/PDyNHjhTTJCUlQS6XY9++fbjllluQmpqKiRMnwtPTU0yTnJyMl19+GeXl5fD390dqaioWL17skr/k5GQxMGxMbW2tSyDr7I20WCywWCyXdWwul/P7uzof1H2wzFBbsNyQu1hmyF0sM+QuqZSZ1n6/2wFbbm4uPvzwQ6xduxYGgwF/+tOf8Pbbb7sMU2wvFy5cwNtvv43Fixfj6aefxoEDB/DII4/A09MTc+fORUFBAQAgNDTU5XOhoaHiuoKCAoSEhLis9/DwQEBAgEuauLi4BttwrvP390dBQUGz39OYl156Cc8991yD5Vu3boVWq23NIehwKSkpXZ0F6mZYZqgtWG7IXSwz5C6WGXJXV5cZo9HYqnStDtg+++wzrF27Fj/99BOSk5OxfPlyzJgxAwqFos2ZbIndbsfIkSPx4osvAgCuuuoqnDx5EmvWrMHcuXM77Hvby1NPPeXSK6fX6xEdHY1p06ZBp9N1Yc4cEX1KSgqmTp0KpVLZpXmh7oFlhtqC5YbcxTJD7mKZIXdJpcy0di6QVgdss2bNQq9evfD4448jNDQUmZmZWL16dYN0jzzySOtz2YLw8HAkJCS4LBs4cCC++OILAEBYWBgAoLCwEOHh4WKawsJCDB8+XExTVFTksg2r1YqysjLx82FhYSgsLHRJ4/y7pTTO9Y1RqVSNDhNVKpWSuaBIKS/UPbDMUFuw3JC7WGbIXSwz5K6uLjOt/e5WB2y9evWCTCbD+vXrm0wjk8naNWAbN24czpw547Ls7NmziImJAQDExcUhLCwM27dvFwM0vV6Pffv24cEHHwQAJCYmoqKiAocOHcKIESMAADt27IDdbseYMWPENH//+99hsVjEA5eSkoL+/fuLQz0TExOxfft2PPbYY2JeUlJSkJiY2G77S0REREREVFerA7bMzMwOzEbjHn/8cYwdOxYvvvgi7rzzTuzfvx/vvPOOON2+TCbDY489hhdeeAF9+/ZFXFwc/vGPfyAiIgIzZ84E4OiRu/7663HvvfdizZo1sFgsWLRoEWbNmoWIiAgAwOzZs/Hcc89hwYIF+Otf/4qTJ09i5cqVeO2118S8PProo5g0aZI4FHTDhg04ePCgy9T/RERERERE7cmtSUcEQcBvv/0Gs9mM/v37w8OjTZNMttqoUaPw1Vdf4amnnsKyZcsQFxeH119/HXPmzBHTPPnkkzAYDLjvvvtQUVGB8ePHY8uWLVCr1WKadevWYdGiRZgyZQrkcjluu+02vPHGG+J6X19fbN26FQsXLsSIESMQFBSEJUuWuLyrbezYsVi/fj2eeeYZPP300+jbty82bdqEwYMHd+gxICIiIiKinqvVEVdGRgZuuukmpKenAwAiIyPxxRdfYNSoUR2WOQD4wx/+gD/84Q9NrpfJZFi2bBmWLVvWZJqAgIBmh3ICwNChQ/Hzzz83m+aOO+7AHXfc0XyGiYiIiIiI2kmrX5z9xBNPwGq14pNPPsHnn3+O6OhoPPDAAx2ZNyIiIiIioh6t1T1sv/zyCz7//HOMHz8eAHDNNdcgKioKBoMBXl5eHZZBIiIiIiKinqrVPWxFRUXo27ev+Hd4eDg0Gk2DKfOJiIiIiIiofbS6h00mk6G6uhoajUZcJpfLUVVV5fLSt65+ITQREREREdGVotUBmyAI6NevX4NlV111lfj/MpkMNputfXNIRERERETUQ7U6YNu5c2dH5oOIiIiIiIjqaXXANmnSpI7MBxEREREREdXT6klH7HY7Xn75ZYwbNw6jRo3C3/72N5hMpo7MGxERERERUY/W6oDtn//8J55++ml4e3sjMjISK1euxMKFCzsyb0RERERERD1aqwO2jz76CG+99RZ+/PFHbNq0Cd9++y3WrVsHu93ekfkjIiIiIiLqsVodsGVnZ2P69Oni30lJSZDJZMjLy+uQjBEREREREfV0rQ7YrFYr1Gq1yzKlUgmLxdLumSIiIiIiIiI338M2b948qFQqcVlNTQ0eeOABeHl5icu+/PLL9s0hERERERFRD9XqgG3u3LkNlv3pT39q18wQERERERHR71odsK1du7Yj80FERERERET1tPoZNiIiIiIiIupcDNiIiIiIiIgkigEbERERERGRRDFgIyIiIiIikigGbERERERERBLFgI2IiIiIiEiiGLARERERERFJFAM2IiIiIiIiiWLARkREREREJFEM2IiIiIiIiCSKARsREREREZFEMWAjIiIiIiKSKAZsREREREREEsWAjYiIiIiISKIYsBEREREREUkUAzYiIiIiIiKJYsBGREREREQkUQzYiIiIiIiIJIoBGxERERERkUQxYCMiIiIiIpIoBmxEREREREQSxYCNiIiIiIhIohiwERERERERSRQDNiIiIiIiIoliwEZERERERCRRDNiIiIiIiIgkigEbERERERGRRHWrgO1f//oXZDIZHnvsMXFZTU0NFi5ciMDAQHh7e+O2225DYWGhy+eys7MxY8YMaLVahISE4IknnoDVanVJs2vXLlx99dVQqVTo06cPPvjggwbfv3r1asTGxkKtVmPMmDHYv39/R+wmERERuUlvsiA9rxL7LpQiPa8SepOlq7NERNQuPLo6A6114MAB/Oc//8HQoUNdlj/++OPYvHkzNm7cCF9fXyxatAi33nor9uzZAwCw2WyYMWMGwsLCsHfvXuTn5+Oee+6BUqnEiy++CADIyMjAjBkz8MADD2DdunXYvn07/vKXvyA8PBzJyckAgE8//RSLFy/GmjVrMGbMGLz++utITk7GmTNnEBIS0rkHg4iIiETZpQas3ZOJ7DKjuCwmUIt5Y2PRK9CrC3NGRHT5ukUPW3V1NebMmYN3330X/v7+4vLKykr897//xYoVK3DddddhxIgRWLt2Lfbu3Ytff/0VALB161akp6fjk08+wfDhw3HDDTfg+eefx+rVq2E2mwEAa9asQVxcHJYvX46BAwdi0aJFuP322/Haa6+J37VixQrce++9mD9/PhISErBmzRpotVq8//77nXswiIiISKQ3WRoEawCQVWrEB3sz2dNGRN1et+hhW7hwIWbMmIGkpCS88MIL4vJDhw7BYrEgKSlJXDZgwAD06tULqampuOaaa5CamoohQ4YgNDRUTJOcnIwHH3wQaWlpuOqqq5CamuqyDWca59BLs9mMQ4cO4amnnhLXy+VyJCUlITU1tcl819bWora2Vvxbr9cDACwWCyyWrr2BOL+/q/NB3QfLDLUFyw25y90yk1WiR15ZdaMVmtzSamSV6DEgTNeOOSSp4XWG3CWVMtPa75d8wLZhwwYcPnwYBw4caLCuoKAAnp6e8PPzc1keGhqKgoICMU3dYM253rmuuTR6vR4mkwnl5eWw2WyNpjl9+nSTeX/ppZfw3HPPNVi+detWaLXaJj/XmVJSUro6C9TNsMxQW7DckLvcKTPT/Zted+FwAS60Q35I+nidIXd1dZkxGo0tJ4LEA7aLFy/i0UcfRUpKCtRqdVdnx21PPfUUFi9eLP6t1+sRHR2NadOmQafr2tY+i8WClJQUTJ06FUqlskvzQt0Dywy1BcsNucvdMnO6QI9V239rcv2iKX3Yw3aF43WG3CWVMuMcfdcSSQdshw4dQlFREa6++mpxmc1mw+7du7Fq1Sr8+OOPMJvNqKiocOllKywsRFhYGAAgLCyswWyOzlkk66apP7NkYWEhdDodNBoNFAoFFApFo2mc22iMSqWCSqVqsFypVErmgiKlvFD3wDJDbcFyQ+5qbZmJCdIhMtAbWaUNW6pjArWICdKx7PUQvM6Qu7q6zLT2uyU96ciUKVNw4sQJHD16VPw3cuRIzJkzR/x/pVKJ7du3i585c+YMsrOzkZiYCABITEzEiRMnUFRUJKZJSUmBTqdDQkKCmKbuNpxpnNvw9PTEiBEjXNLY7XZs375dTENERESdT6dRYt7YWMQEuj5q4JwlUqdhBZ6IujdJ97D5+Phg8ODBLsu8vLwQGBgoLl+wYAEWL16MgIAA6HQ6PPzww0hMTMQ111wDAJg2bRoSEhJw991345VXXkFBQQGeeeYZLFy4UOz9euCBB7Bq1So8+eST+POf/4wdO3bgs88+w+bNm8XvXbx4MebOnYuRI0di9OjReP3112EwGDB//vxOOhpERETUmF6BXngsqR9yyo2oqrHCR+2BKH8tgzUiuiJIOmBrjddeew1yuRy33XYbamtrkZycjLfeektcr1Ao8N133+HBBx9EYmIivLy8MHfuXCxbtkxMExcXh82bN+Pxxx/HypUrERUVhffee098BxsA/PGPf0RxcTGWLFmCgoICDB8+HFu2bGkwEQkRERF1Pp1GiQSNb1dng4io3XW7gG3Xrl0uf6vVaqxevRqrV69u8jMxMTH4/vvvm93u5MmTceTIkWbTLFq0CIsWLWp1XomIiIiIiC6HpJ9hIyIiIiIi6skYsBEREREREUkUAzYiIiIiIiKJYsBGREREREQkUQzYiIiIiIiIJIoBGxERERERkUQxYCMiIiIiIpIoBmxEREREREQSxYCNiIiIiIhIohiwERERERERSRQDNiIiIiIiIoliwEZERERERCRRDNiIiIiIiIgkigEbERERERGRRDFgIyIiIiIikigGbERERERERBLFgI2IiIiIiEiiGLARERERERFJFAM2IiIiIiIiiWLARkREREREJFEM2IiIiIiIiCSKARsREREREZFEMWAjIiIiIiKSKAZsREREREREEsWAjYiIiIiISKIYsBEREREREUkUAzYiIiIiIiKJYsBGREREREQkUQzYiIiIiIiIJIoBGxERERERkUQxYCMiIiIiIpIoBmxEREREREQSxYCNiIiIiIhIohiwERERERERSRQDNiIiIiIiIony6OoMEBFRz6M3WZBTbkRVjRU+ag9E+Wuh0yi7OltERESSw4CNiIg6VXapAWv3ZCK7zCguiwnUYt7YWPQK9OrCnBEREUkPh0QSEVGn0ZssDYI1AMgqNeKDvZnQmyxdlDMiIiJpYsBGRESdJqfc2CBYc8oqNSKnvPF1REREPRUDNiIi6jRVNdbLWk9ERNTTMGAjIqJO46Nu/tHpltYTERH1NAzYiIio00T5axETqG10XUygFlH+ja8jIiLqqRiwERFRp9FplJg3NrZB0OacJZJT+xMREbmSdMD20ksvYdSoUfDx8UFISAhmzpyJM2fOuKSpqanBwoULERgYCG9vb9x2220oLCx0SZOdnY0ZM2ZAq9UiJCQETzzxBKxW1+ckdu3ahauvvhoqlQp9+vTBBx980CA/q1evRmxsLNRqNcaMGYP9+/e3+z4TETVHb7IgPa8S+y6UIj2vslvOqtgr0AuPJfXD/03rh/sm9sb/TeuHx5L6cUp/IiKiRkg6YPvpp5+wcOFC/Prrr0hJSYHFYsG0adNgMBjENI8//ji+/fZbbNy4ET/99BPy8vJw6623iuttNhtmzJgBs9mMvXv34sMPP8QHH3yAJUuWiGkyMjIwY8YMXHvttTh69Cgee+wx/OUvf8GPP/4opvn000+xePFiPPvsszh8+DCGDRuG5ORkFBUVdc7BIKIeL7vUgNdSzmL51rN4Z/cFLN96Fq9vO4vsUkPLH5YYnUaJhAhfjOkdiIQIX/asERERNUHSAduWLVswb948DBo0CMOGDcMHH3yA7OxsHDp0CABQWVmJ//73v1ixYgWuu+46jBgxAmvXrsXevXvx66+/AgC2bt2K9PR0fPLJJxg+fDhuuOEGPP/881i9ejXMZjMAYM2aNYiLi8Py5csxcOBALFq0CLfffjtee+01MS8rVqzAvffei/nz5yMhIQFr1qyBVqvF+++/3/kHhoh6HL6/jIiIqGfqVtNxVVZWAgACAgIAAIcOHYLFYkFSUpKYZsCAAejVqxdSU1NxzTXXIDU1FUOGDEFoaKiYJjk5GQ8++CDS0tJw1VVXITU11WUbzjSPPfYYAMBsNuPQoUN46qmnxPVyuRxJSUlITU1tMr+1tbWora0V/9br9QAAi8UCi6VrK1fO7+/qfFD3wTLTtbJK9Mgrq270op1bWo2sEj0GhOk6PV8tYbkhd7HMkLtYZshdUikzrf3+bhOw2e12PPbYYxg3bhwGDx4MACgoKICnpyf8/Pxc0oaGhqKgoEBMUzdYc653rmsujV6vh8lkQnl5OWw2W6NpTp8+3WSeX3rpJTz33HMNlm/duhVarTRmQktJSenqLFA3wzLTdab7N73uwuECXOi8rLiN5YbcxTJD7mKZIXd1dZkxGo0tJ0I3CtgWLlyIkydP4pdffunqrLTaU089hcWLF4t/6/V6REdHY9q0adDpurYl3GKxICUlBVOnToVS2b2fHamqsSC3woTqGiu81R6I9NPAR92990mKulOZuRLLxOkCPVZt/63J9Yum9OnSHramjnl3KDdXYnnpzrpDmekq7VVWr7QyzzJD7pJKmXGOvmtJtwjYFi1ahO+++w67d+9GVFSUuDwsLAxmsxkVFRUuvWyFhYUICwsT09SfzdE5i2TdNPVnliwsLIROp4NGo4FCoYBCoWg0jXMbjVGpVFCpVA2WK5VKyVxQpJSXtsguNTR4rsc5PThnnOsYUi8zV2qZiAnSITLQG1mlDVvjYgK1iAnSddnv0twxD9d5ApBuublSy8uVQKplpqu0V1m9kss8ywy5q6vLTGu/W9KTjgiCgEWLFuGrr77Cjh07EBcX57J+xIgRUCqV2L59u7jszJkzyM7ORmJiIgAgMTERJ06ccJnNMSUlBTqdDgkJCWKauttwpnFuw9PTEyNGjHBJY7fbsX37djENdT5OwkD1XcllQqrvL2vpmFfVSPeYX8nl5Up0JbzSoq3aq6yyzBN1T5LuYVu4cCHWr1+Pr7/+Gj4+PuIzZ76+vtBoNPD19cWCBQuwePFiBAQEQKfT4eGHH0ZiYiKuueYaAMC0adOQkJCAu+++G6+88goKCgrwzDPPYOHChWLv1wMPPIBVq1bhySefxJ///Gfs2LEDn332GTZv3izmZfHixZg7dy5GjhyJ0aNH4/XXX4fBYMD8+fM7/8AQACCn3NjgpuOUVWpETrkRCRrfTs4VdaUrvUw431+WU25EVY0VPmoPRPlru3RK/JaOeW6FqZNz1HpXenm5klzJvUKt0V5llWWeqHuSdMD29ttvAwAmT57ssnzt2rWYN28eAOC1116DXC7HbbfdhtraWiQnJ+Ott94S0yoUCnz33Xd48MEHkZiYCC8vL8ydOxfLli0T08TFxWHz5s14/PHHsXLlSkRFReG9995DcnKymOaPf/wjiouLsWTJEhQUFGD48OHYsmVLg4lIqPNU1Vgvaz1deXpCmdBplJKqULV0TKslfMx7Qnm5ErTUK/RYUr8r/j1+7VVWWeaJuidJB2yCILSYRq1WY/Xq1Vi9enWTaWJiYvD99983u53JkyfjyJEjzaZZtGgRFi1a1GKeqHP4qJsvvi2tpysPy0Tna+mYeqs9UNRsiq7D8tI9sFeo/coqyzxR9yTpZ9iImhPlr23wPI9TTKAWUf7SeHUCdR6Wic7X0jGP9NN0co5aj+Wle2CvUPuVVZZ5ou6JARt1W1KdhIG6DstE52vpmEt5qnCWl+6BvULtV1ZZ5om6pyv/KkdXNClOwkBdi2Wi8zV3zC0Wac86x/Iifc5eoaZeadFTeoXaq6yyzBN1PwzYqNuT2iQM1PVYJjpfdz7m3TnvPYGzV+iDvZkuQVtP7BVqr7LKMt88vcnCgJYkhQEbERERSRp7haiz9PRXSJA0MWAjImoFtrgSdS32ClFH4yskSKoYsBERtYAtrkTSwgYU6gh8hQRJFQM2IqJmsMWVSFrYgEIdha+QIKnitP5EHUxvsiA9rxL7LpQiPa8SepO0Z80jV61pcSWiztFSAwqvr3Q5+AoJkiqWPKIOxJbg7o8trkTSwSFr1JH4CgmSKvawEXUQtgRfGdjiSiQdbEChjsQXi5NUsaZB1EHYEnxlYIsrkXRIqQGFE59cmfgKCZIiBmxEHYQtwVcGvrSXSDqk0oDC4e5XNr5CgqSGARtRB5FSSzBdHra4EkmDFBpQOHMsEXU21hiJOohUWoKpfbDFlUgauroBhcPdiaizMWAj6iBSaAkmIroSdWUDipSGu/M5OqKegQEbUQfq6pZgIiJqX1IZ7s7n6Ih6DgZsRB2MQ+mIiK4cUhjuzufo6ErGnuOGGLCR23giXRk68neUahmRar6IqPtoj+Hul3stau45utwKE/IrTbzWUbfEnuPGMWAjt/BEujJ05O8o1TIi1XwRUfdzOcPd2+Na1NRzch4KGSb3C8G7uy+g3Ghp8/aJugJ7jpsm7+oMUPfR0omkN1ma+CRJSUf+jlItI1LNFxG5R2+yID2vEvsulCI9r7JLz12dRomECF+M6R2IhAjfVvestce1qKnn5AZH+uLb47m81lG31JoZWHsq9rBRq3EqY1fddXhdR/6OUi0jUs0XEbXeldBL3l7Xoqaeo/PTKHGxzIS44IbHg9c6kjopzcAqNQzYqNV4Iv2uO1ccOvJ3lGoZkWq+upPu2kDRFXis2t+VMlSqva5FTT1HJ5fJEB2ghVLe+AAqXuu6tyv92iKVGVilqOfuObmNJ5JDd684dOTvKNUyItV8dRfduYGis/FYdQwp9JK3R2W5Pa9FjT1HZ7EJ2HG6qF22T9LSE64tUpiBVap45lKr8URykELFoTktVSo68neUahmRYr46uqW0vbbfmgYKAFdUq29bj113b8yRsq7uJW+vynJ7X4vqvzZGb7JI7lpHl68jri16kwX5lSYUV9Wi1mpHsLcKsUFeXXqNao8ZWK9UDNio1XgiOXR1xaE5ralUdOTv6O62O2t4h9TKbke3lLbn9luaPjyz1ICvDudeMa2+7hy7+uXXYhMk3ZjTnXVlL3l7VpY7+lokhVcOUPtr74bi7FIDjl6swIYD2ThbUA0A0HgqMKFvEB6YFN+l1+7LmYH1SsaAjdzCE0m6w+vcqVR05O/Y2m139vAOqZTdju6Fae/tN9cAMTjSFx/tzXSZPrz+d2m60V3GnWPXWPm9bkAITBYbNEpFo9vn80Nt15W95O1dWe7oa1FXv3LAHQwOW6c9G4r1Jgt+OVeC707kicEaAJjMNvx8rgQeCjn+37T+XXJvZFloWje6lZJU1B+C0dNIcXgd4H6loiN/x5a23VVDx6RQdjt6SG17b7+5Bgg/jRI/lxnho274Wzlf3mu2OIK50wV6xATpJH0Dbu2xa6r82gUBF8uMiAv2anTSh8aOJSsprdOVveQdMaqio69Fbdl+Z1+XmwsO/bSePC/qaM+G4pxyI2yC4BKsOZnMNpzO13f6aICe8Hze5WLARlRHaypPUhleVz+v5UZzs+m7snW/rUPHrrTKrOOZgRqUG83wkMug9lQ0qNi39XdyHquL5SZU1Vga3XZbtt9cA4Vc5tiH+uq+vLfKWIvp/sCq7b8hMtBb0jfg1lbMmwrsKkwWRAdoUGO2Qal2PfaNNeb01EpKW8/rzu4ld+bTYrM3e05dKRN5dObz2U0Fh7kVJhy9WIGDWeXILTeJy3vCedGc9mworqqxwmy1N7neahc6tb7AZ39b58q4ypAkdbfKdv3Kk4dChkn9gtEv1Ac2u+CyD109vK6xit70IeHNDsfqqkpFW4aOVddar7jKrHN/egd7IfvSTVfjqUB0gNblOLj7O+lNFmSWGvDRXsex+sOwCFwoNjS67bZsv7kGiv5hPo3OSOd8ea/VJsBf/fv3S/0G3NpW7KYqMydzK3Hj0EgcyipzGSbaWGNOT62kXO553dgkG+l5le1+Ha6bz+G9/OChkCGj2NDgnLqSJvLozOezmwoOB0f6YsOBbFhtgkvP/ZV+Xjg1VW9qz4ZiH7UHPD0af+0DAHjIZZ1aX5D6RG5SwYCNOkR3q2zXrzw5ewi+PZ4rvoRUKZe77ENHDGlpTZDbVEUvr9IEtVIOi93eoBW4K2dCrH9cB0f6ItDbE6XVZug0HtA00mrtq1FeUZXZuschwNsT/cK8cbagGiazzWUIXe9gLwR5q1pdAc0uNTR4FuFcYRX6hHjjt6LqBsPz2loOmmqgcG7zSnl5b3Ot2HV/m6Z6XKw2AbvOFmHx1H6wXWqlbuo3vJIqKa1tnGvvILWj7jPOfOZVmjC8lx8CtJ5YMK43vjySg/PFBoToVC73g+50LWpOY5V05zXbT6NEda0V6XmV7RIUNxX8+WmUOFtQjV6BDa9TV+p54dRSeW6vhuIofy2OXqwQ70N1aTwVGBCu69T6QlWNFRa7HTVmG6x2ocHoEz7768CAjdpdV7UcX06PXv3Kk7OHwHkxcw5x6sh9aG3lo6mK3sncSkwdGIajOeUoqTI32EZXVCrq5rVuEJxbZoRaKcO5wmr4qD1cWq1jArWosdivmMos4HocnL0w3yJXDNpqzDb0j/bBLVdF4u1d51s9Q6Gzx67uTXd7ehHmjouFTAacK6wWy+7lloOmGijqt/p6KGTwVnsgRKdGdY0VVoXQ4DMt3YDbs3fenW011YrdO9jL5bdx9rjklpkwY2g4gn1UMFvtUCnlkMtkCPfVtJhfKc826w53gqb2DFI78j6TU25EXqVJvF6dLaiGp0KOif2CMGt0NKL8NIjw00h+1Ii76jdYtKbhsq2a6sFxDtXzkMsaXX8550VnjvpxtzGhteW5PRqKdRolxvcJgrfKo9FZIv8yPq5Ty7VC7ui9Nplt4rK6I0SulCHHl4tHgdpdUzdlD4UM/l6eSM/XQwZ02PAVJ3duKvVvAs5WPier/fdKZ0cEDO5UPpq6YTlb9x+aFA+lh7xTn/Fo6rvq5rVuEJxZbMScxBj8dKYIF4oNYk9Qn2DHM075lTXNfm93qcw61c2v83dKjA/CDYPDYbMJGBrtC7VSgfd/yUB2mdGldbGpCqjzPIvy17h8l9lmx4d7MnHriEhMHxKOEJ0a0f4dV7ms2+pbXWuFWqnA2cIqZJUYAACecgEIA0xWG5SXhuE0dwNuz16TtmyrsVbsIG+VSyB9MrcSNw+LhNlmxxeHc5BdZoQcMrHCM75PEIDm303Xmb0ZzbmcSqy7QVN7Bqkd2UNZVWNt0Ghnttmx7VQRtp0qwuT+wVhy46ArKlgDGjZYOI/BxTITogO0LV6T3NFUb7anhxwaT0Wjz8YCbR/a35mjftrSmNDZPe69Ar3gp/VE/zAf8T1sQd4qxHXye9j0JgvOFlQhOkDj0jASFaCFTRAQ5adBkLeq0/IjZQzYqN01dtOt21K383QR/LWeANp3+MrltLTWvwnUfyC3fmtfewcM7lysm7thWW0ClB5yJER0fO9Ta26AdfNaNwg22+xYl5qFW0dE4sZhETBb7RgU6YuEcMcsgtW1zR/f7tbiVj+/VpuAo9kV4nnx6YGLGBzpi11nigE0fLYtq9SI3HIjAK1Yua6udQwjaexZBLPNjr3nS+Gv9cT/TevXYnm43JZnZ6uv3mTBaylnXYZ9OuWWmxAZqECfYO8mh9u0Z6/J5Wyrfit2el6ly3asNgGlxlocza6EyWxDtL8WKg851J4KlBrMrZo0oS29Ge3dQ3C5lVh3K5ntOdNdR/ZQ+qg9GjTa1ZVd1v16+VurboNFmcGMn88Wi2WxboOC2WrHqXw9Boa3bebXpnqzFXIZJvQNQqG+tsFnWjOku6rGgoLihkO3O3PUT1uCr67ocXf22PUPa/dNt1pOuRE/nSvGjUMjsUWRh9FxQdialo8vjuTCW+WBPiHeSMvTS/Zxms7UvWo91C00dtOt21rZu85zLe01fOVyW6bqV57qVoIba+1rrmKhN1mQW26E2WqHyWqHzW6Hv9az2cqVOxfrznitQGMVw7rv02ptZbhuXusHwQqFDMdzK6HMrwLgKCPO4yPVVye0VVP7MzjSFymnCmC1C+gX6iMur/9sm4dCBqPFhtdSzorHfHL/YGQUG1AcVdvoswgeclmrjlVHvGQ7r9IkDvvMLKoS9yncV93ssMz2bGVuz201dn76qJQ4nFUOAOgVqBUnSGjtpAnu9GZ8/GsW/jgqGut+zW63HoL2CI7drWS253ndke/DjPLX4kh2RaPrnPeD7tbLD7S+YcbZYLHvQqlYhus2KDivNb0CtRge7dfmMtjUM1nj+wS1eXKN1TvOI7P89xEaMYFaTB8S3qm9V20Jvrr6xfBdNYFaVY1VHHVyy1VR2JpeCKPZjt5BXrDYBNjsQrd9dr29MWCjdtfYTdnZWtlY8NMew1cuZz3QsLWvwmRBvzDvBpUnoPmKRXapAR+lZiE+2Fu8sTl7SwaE+TR5Y3PnYt3RrxVoqgJ/9+go8e/WVobr5rV+EFz/uHbmPna2pvYnwleDVEspNEqFeHzqDglRKuTwUingrfLAZwcuoqT692cTnVPIbz6ejz9PiAOQ5/IswoBwXYvHqqNesu0y7DMhBCg5iQcnx2NodECjz+LV7zWs35pvswmI9NdAX2PBsezyVjWEtGeLdWPnZ90GiLo98O5MmtBcb0ZdOo0S7+6+4PL7O7fX1opM/XO4Lb0n7lYy2/O87qhGHWeDW2yQFzw95Kix2iCH4/ete93q7F7+y61Ut6Vhpu4+1h8iCjjK/eVWpht7JkunUbo9uUZVjWNW1pxyI4Dfz5+sUiPOFFQ1OhnX759t3+C7LcFXVzVSdvUEcc5jYbU5Jmnaf6HMZX2Qt2M0Vnd8dr29MWCjdtfYTdlstTdaSXe63OErl7PeeSOsrrXij6OiUWOxo9Zqw6R+wfj8UE6jw5qamwEtwNvT5cZmswmID/ZCbJAXfj5XgiFGC2LrjRN392LdUa8VaK4Cv25fNoZc+tudyrAzr/mVJkzuH9zgGa3O3seu0tj+lBvN4rDHCpMFgyJ9XIaEaJQKeCrkeDSpL7LKjPDy/L0si5OXHM/F98fzxGfi5DIZ+of5oF+oT4vHqiNfsi0O+4Qd0/2BX86VYERckEv6+pUFZ69h72AvJA0Mx7fHc8XnHf+z+zckDQzDzjPFOF/UckNIe7ZYN3Z+OgPs+o1Q7k6a0FhvRn1+GiV2FlWLQ8nramtFpm4+2tp70pZKZnud1y0FfwDcnu6/bnkcEeuHwZG+yCk3wdNDBk+FXLxudXYv/+VWqtvaMFP3960/RLRuua9fBt2ZNbSpdO5OrpFbYWpynV0QGn03olN7B99tOS+6opGyK18tIr7j0GpHkI8n8itrGozCqX9t7Y692u2JARt1iPo3ZQFotOXY6XKHr7S1ZaqlG2FsoFerKxbOym/dWfs8FXLMSYzB1rR8fHssHx5yGXoHe2FwpK/Lcym55UbMGBqOzw5eRH5ljcs07E1drDvitQLNVeAvlhkxxP/3lky9yQKbIEAQAKXCdRrexlrWdRolHpnS160bUkfsY1M6Y1hIY89GOZ3MrcTd18Ti3Z8zkH5pmKhc5pjIwmS2Ibfc5HIO1e3FuiraD0qF3O18t/dzE42dix4KR+AybVAYyo1mcSINoOFzJc5ew14BWnxzLBfnCquRNDAEW9PyERfkje9P5uNsYTW0l47JxTIjPBSyRisXdfNSv/fI38vTrQfZG6tMVZgsGBrtixqLa8t9WydNaO4aaLbamwwAgbZVZFrbe/Lxr1m4d0JvlFTXttu7odrrvG4q+Kswml2GD9fNU1MBTv3K67GLlbi2f9PPFLbXtaG5647eZEF+pQnv7r7Q6smIGtNSw0z952Pr5sP5+9atTDfW+Oosg60NLtu7Z6e6mXOgwmRBrwCty7sR635newffbT0vOruRsqMmOmnpXlr3t3c2FhVXFUChaP0onLZ+d3fGgI1ctGdhr3tT1pss6BPs3SHd/W29OLa2dcnd51zq3tgm9nP0lqTnV13qSZHBemlMdv3nUpyVymviAhEdoIXVLsBmt6O61gq9ydIpF53mKn7OiveaXecxOj4YCrkMR7MroJDLoFE6hu05ezya+j1bc0PqiguuOy9Nb20enZWt4qpaWGx2hOrUsNgE1Fhs4mfqBhVWm4BCfS2Kq2rRO8gLgAzO99Q5gzZnK3H9AESpkLfp4f/26p2uexzqnoseCpljxsSifHx/Mg/DY4Lgp1HiSHYFYoO8cL6k2uWG7Ow1rLXZxAaOqAAtNh3LQ1JCGDafyAcA2O2AXA7xmDRWuXBeFz7+NQu9gxoOUT6ZW+lW5bB+2dWpPXDD4DCs35fdLpMmNNfw5Kf1bDIABNrW4NWa3hMPhQy9g7yxfOsZl+GYHfFuqKa0dK7Vv0a3tdegfuXVdTZXJSL8NAj3VbfrvjUXtAAQX9vR3GREralUt3Rdr/98bN18OH/f9Hw9egVqG7wjy8lH7dHqY98RPTveag8UNbHuZG4lFl7bB5uO5La598rdZ9Pbel50ZiNl/XJR/75SbjC7XfdoKRCv/9s7z7OrevkjNlCLSf2DcbGVo3Dc/W4n5zWl0lBz6ThYEKCUflDHgK0H0pssyCrRAwB+K6yCIFeg3GiGQi7HF4dyUGasxfBof7FiNTDcUQFvrIW1qe03dpGaPaYX3v35As4VVosXfec07s6LeFtv+i1dHBvbdkcNB6v7rFZUgBZfHMkF4OgtAX4fKlX/uRSrTcDJ3EoEeanw1q7fYLULDXraOmpMuTg8oYkXAgPAwAgdUJ0PnVaJj3/NxIR+wTBZrEjPr4LJYoNMBqiVcswZ06vZ362xClZ6XqU4JXxTw1DbOrGCuy8id7b4bUnLw6l8PfqG+sBitcPfqwojevlBJpO1eFPILjXg6MUKbDiQLQ7pW7n9HIqqahEb6AWNUiF+pm6AU2OxQW+yuFTMPBQy+Kg9MLp3AC6WmaBUWDF9YAQ2H88TA5C6r0Rw5zg1FSQ4A1aLTbg0VK/5VtL6x8F5Llqsdny6PxNjlEDSgDBsOVWIcJ3G8XxeuRwlVbXw1Sih9fz9OYZdZ4swZUAo4oK8IJMBSoUcWk8FrLbfX61hFwTg0nNFzlduNFYp7RXohXsn9MbyrWdQY7Gjd7CXWLbbUjlsrDLVXpMmNNfwNCLGD2l5le3a4FX3mmyotcJqFyCXA16eHmLLtrPnzWYXML5vsFiRUynl+OW3Evzh0hDNtly36zZo1FrtCPZWNRgqfqG4Gu/vzca5oob3jKbKeU65EedLqht9CW9uhQn5lSaXoDvQW4WS6lpcLDc1uPY5h/UCwH0Te7fr7LvNBS2//FaC0wVVyC03uby2o/5kREDreld91B5Nvph4cKRvg+djnflwabgM12F4tF+zZbD+ezfrVv5VSjnyK03QaZQd0rMT6afBhWbWxV5Gw0Jbn03vzOCrOU2da3UbehobFl1/NFBrvqelQLyx3955nl1OYN3YfdxZ/uo+ilJhNP/eu3dpuP5bO8/jnnG9JT8LJQO2HsZZySqtMmKKN3A8txKfHc5HXJAXzhbqkVlqxEOT4sXnRDwVcswdF4s3dvzmeA7tUste72AvzBnTC0azrcFQlPonrPOls18ezkWUvxaDI3xhttoR4OWJ4dF+MNRacSirzHHTMLgGiwPCfNC3Fc/iAE1fHJuqWE7qF9zs9pq7ETYWCDgrv84JS84WVMNyqZKpkMugVsoxNSFUDAAi/TXYfabYZd+cFaTMYiNuHRGJUJ26QQWpvXub6h4f5wuBM4oNLi25ABCu0wDVgK9aibTcKpwrMGBivyBMTQiDxSbAT+uYjr/+OHR3vjv1fIk40UvdVmR3KtbOllCjxYbPDlxEvr7hENO6U6SXGcxIy6t0qcBsSft9emFnTw8AzB0Xi9xyx42vrrp5BBzPa313whFQOYf0pedXQSGXQS5zDIut+5m6E084gwqNUoFh0X4YGOaDLw7n4Ope/iitNiPaX4uNBy8iv6IGNwwJQ3yID2w29yrRdZ/bnHlVpEuQ7KGQYcaQcPx6oRTbT/3eZt1cK2ljxyEhwhfpeZUorTYD/sC20/kYHRciPp/30OR4nC2shq9Gib6h3uLzeVabgFqrDUqFDD5qJbSeCsghg1Lx+5BAZ+OHp0KOsfGBCNWpm3xvWUl1LUqqzZf1/Je7z9q4O2mCs8xarHbcNCwCVZfOo2BvFcJ81Sitrm0wZLpuL/CpfL3LFOaNBSTVtVb4apTiM7pqpQKbjjiuybFBXgj2UUGpkMNX4yGee34aJTKLjXhgcjy2pOW7vCdpUKQv0vMr8dXh3EbPMT+tZ5P7X7dBo+5EOdf2D8afx8eh2uQ4v1758TSO5FS5TPphtQnNXg+Kq2obfQmv87nId3dfQLnRIlZQU04VoMZixw2Dw3Ch2NCgF8uptb2YrW14bC5osdkFnM7Xw0etbPDajro97QCgu9Sz1dx3aj0V8JDLcKHY4HJMogO0iPDV4EBmWYMGuvrvTdWpPTB7TC+xR9lZIY7w1SDI2/FblxvN4mfrV/4BxzOqj0zpi3KjGVU1lgbBo5Pz3tuWRlw/rRIZZTXiNp11lbrbGRiuE3+DqnzX6f/r96IFeauwbl82gn1Ubj+bXldb9qWlXr3WbLOpc21C3yDcN7G32GBXf1i0s5e9qftvY0GgALQYiDdXr7JeGoHS2mtn3f0XAHHERlPB58yrInEyt7LB6IeLZd1jFkoGbD2Is5KVV2nC7cPDYbyQh/X7LuJ4XhXG9QnEl4dz8Ich4fj2eD4ulhtx/aAwjIsPxHfHC5BXYYJcJkOITgWNUoHeQd5Y9l06rHYBGqUCgyN9MSzSF98cz8OFYoP4XJOPxgODInR4e9d55JSbxGWj4wIR5qvGyu3nEKpT42h2BbLKDJg/Lg4/nytGbIAWo+ICkF9pgtFihVwmByAgQOspVkCa6klzVnzsAGyCgE9+zUah3oQxcYEI8lYh0FsJX40nai12FFfXQnXpmZPGhnjUP36NBQIeChmu7R+MwRG+uGFIGD47kIPrB4VDEPKhVMigkMvgq1aK+2ax2hET5AWz1Y5aqx0lhlqoLj3Q7qwgzUmMwd7fihHtr0VMkBf8tZ7QeipwILOs0WE5jV24gZZbvutXvOtOZFG3JTcmUItALyUqAVhsjoDM+SJZwFFxvvnqCET4apB9qeIf6K1CudHcaAt6Y89m1B2W5fxuZ9ny0yhd9r2pfXMGgAHenkg9X+LSEqpRKlyGom7YfxEB3p6ICdDCaLbBbLNjbHwQ+oZ4o9xgxo7ThThXaIBWpUDSgBBEBWgRHaDF9yfyEeilgupSRapuS96BzDJ4qTxgFQRxX+r2strsAswWO4ZG+orBuHM2vih/LRRyGXoFaJFfacLEQWEorKzB69vOIj2/CrvPleCmYREYFx+E47mVuG9SPFLSC/DDiQLx9xwU6YOECB2+PpLn0tJ4bf9gDIrwhb7GIvakF1bViEHhdQNCIAdgsQsI91Vjw4GLDW5qLbWSOr+rbiWvutYKi+AoL2E+GjFwBYCMEgMGhvvgdEEVskuN6BPqLZ6DCrkMA8J1yC03iQ0gOWVGJIT7IKPUiGmDQtEnxBsDw3XYdCQXtVa7Y6hxiQHxIbXwUnnALgjw1SiRV2FCudEsVgzrlqnWDPv5ragK7+6+4NLL0z/Ux6XByhkY1S3vId4qhPqqATgqoDnlRkShYUCl9JBjw/6LDVrvewd74baro7DhQDZKDWYMi/bDlAGhEARHJTfQW4Uvj+SKQXXdQLtQXwu1Uo6bhkXirV3nUaB3vGbhh5P5yCk34fYRUUjL04sTatRabAjy9sS5wmpU1SjE895stWNKQgh+OJmPc4XVLs/kGi02fH4oBxfLHZPh9A72wpjegegX4o3cChNeSzmLwqoajIkLRICXJ45drMDgSF8o5DL8eqEUP54sxLliRzDmqZBjUt8gjO8bjBUpZzGxjz+UAI5kVQAKD1w3MAS9ArSw2ARolHLUWu3Ia+S5qyBvFUqqzS7BGuAIcpzPRcplwDXxQRgY6oNvT+SjwmjGiJgABPuoMDLOHxnFBlTVWDAmLgABXp4wW+0I9PaETq1schKT1jYS1VVVYxV7vWQyYFRsAEJ0alisdnhfuvdU1ViQV2lCfLC3eKyA33uVewd7QekhF4cz1g+ign1UCPJW4ZNfszF1YBhqLDaXgCMxPhA6tQdMtTZUC1Z4yGUYHReAMF8NwnVqfHEkx6VRsXewF+5JjIHJbBP3tW6wN31IOEwWGxJ7BYplue6st15KDxToa5BTbsLpgirIZb83ZMaH+AB2x2ywMjnERtymGgMKKk2orrXCYLZC6+mBT/dlYpwKCNWpMCg6AAqZDAPCfeCrUeLDvVni8RkW7YfBEb746kguivQmjI4LRIiPCnqTBV8ezkVChA4/nCjAueIqeHl6YMGE3th5uggLJvRu8Gz6ztOOYD8mUIv9GWUoN5rhpfJoMIy+pSH39RtW/DRKGM02bNifjYQIX/H8c97LBkXocMtVkdh4MMdlvxLCdVDIANWl+oxdEHAkuwIpaa7n2rh4x2MXe8+X4qZhEfjySK7L/ddXo8SMoeEI9lGJDcYFlY77em65ESaLDZmlRmw8eBFZJUZM7BeEmCAvhPmqob/0jLutXjDuoZDBarUDMqDMYIZCDozp7Whss1z6jnKjBT4qD7ERzHleZRRXNwhYK4xmfJSahQBvT/QJ9obZakdptRlqpQIT+wY1aCxwPGIi4OdzJY3Op9AdZqFkwOam1atX49VXX0VBQQGGDRuGN998E6NHj+7qbLWKs5I1vJcfcitr4A/gTKEegAw2OxDsrUJCpC9+OleMv4zvjV1nCnFVtB9+K66CUi7H2D6Okzxcp8aWtAIU6Wvho1Zg1shobEkrQHyQN1LSi2CstUKhkCHYS4XZY/rDYLZix+kiKOQyaD0V+Mv43ugVqMWKlLM4mFmOx5L6IrPMgBsGh2Pn6UJM6BcCracC7+/JxKT+wfjpTDFiArUYGumHgRE6vLP7Ai5WGDEuPgiDInwdEw9cqsB8cywP/UN9YLbZ8fXRHNw2ohfS8/S4bUQUdpwuxKR+wTDb7Hh71wXMGBKOMJ0amaVGDIvydQQCAhDprwEgoNZiw76MUqjkMlgBfLb/Ikb39seO08U4d2nig2sHhOCqaF8U6Gvx7LfpyCkzYurAEAR6OybY8JDLcb64GhF+Guz5rRiJ8UHYeboAoX5qFFfXorCqBl6eHjB7yDEsyg9enh64fkgYfj5XhPF9grHrTCFC/dT4MDVTvFCbzDbkVZjgoZAjzEcFmVyG93/JQGapAaNiHTfbIn0tfkzLR6S/Fv1CfVBuMKPMWAsvpRIGixVKhRyCIMBuB47lVLjcqP29PPDIlL6AANRa7dB4yqFUKFBldIz3lkEGs80u3myTBoRgQr8QfHssF2aLHYIAeMplOJGrxxeHc3C+yLUFfdboXth4MKfBsxk1fWzQaZRQKmSwC0CtxYbkQWHYfDzP0eM4MhKC4IdKkwVfHMpBhL8GgyN8xX3zV3viv3sycb64GjOvisTpgiqoFQpM6huEMfGBUMhksNjtiPbX4r3dFzAo0heCABRU1uBcUTXun9Qb29Id5TTIW4VTeVXwVMoxNzEWKacK8MWRXNw/MR4VBgsgAN5qBSb0Dcao2ABs2H8RmWUGTOgbhIFhOlTXWFFrs0PtoYBOo0S0vxYCAJVCjltGRGJ7eiFyykyY2C8IHnI5TGYbNp/IQ5nRjKQBYcivNGHjwYuYmhCG4iozegVoIQNwIKMM4b4aDI70xTdHc5BVahJ7/zwVclzXPxTv7b6A3IoaaD3lSIwPwpBIHQr0tVj6bTr6hXgjv9KEi+Um6NQKzBoZj+9O5OOrw7nQeiowZWAoPOQyHL9UJsb2CcLgCF9YbQIsdhsCvVQ4XaiH3mhBpcnRQi4IAjw95NBpPDC5Xyi+PZ6LnaeL4K/1xHUDQlCsNwMBQJifBp8ezselzjH8/FsJnpmegK1pBcgqM2JolC+GRvo5tnep4vnJr1nYd6EEfxoTgy1pBZg5PAoKuQxfH8tBYu9AvL3rN4yMDcD2U0XIqzDh79MHYt0+RwPN/RPj8cHeTAyP9sf5YgM0SjluGByGCX2D8eWRHET4ajA0yg/lJgt2ny1CTKAXBAEQBAEmqx0C7PBTe+JfP5zGkYsVYnm/YXAYEnsH4pUfz6C4qhY6jQemDQyDTRDw9dE8l5EJqedLIABiIOMsu6G+aoT7ahAXpMXnBx1/bzqSK1aqbDYByQlh2HG6CNllBtw4LBJbThTgvZ8vQK1QYNF1ffDdiQJklFSLv9PY3oH43/6LyCozYGLfYIzvG4SV288hPU+PRdfF45ffSlBqsOD6wWEYFuWHT37NgtFsc1Sgqs1YPK0/fkwvwG+F1ai12DC6bwD6hHgDMuDro3mQyWSYNigYBzJKUVVjw+BIPxzJrkCQtwoechmu7R8KhRw4mFmG3edKkVdpwjPTByLlVCHyK0y4d0JvrN75G66O8UetxY7DF8uhkDvuE49Pc8wi+99fLmBcn2BUmqwIgqOSNW9cL2xLL8KXh3PFsjMmNgAT+gU3CFQGhPngXFEV4oO9kVVmwOR+wYgJ8kK4To1AbxXS88/iD0MjsD29ELGBXtjzWwlmj3Fsf+OhHDwzfSB2wPE8TUp6AX4rroa/xhPzxsVhyTcnUWOxw0ft4VI5Vnoo8PWRXIyOC0DKqUJklhgwLj4IvQK0CNZ5wk/rifxKEzJLDFBfupYazFZAAM4VVkMQBNydGIudpwsQ5e+FgRE6BHqpkFVmdFzry2uwOLkftqYV4LeiaijkMigVjp6j2aN7Yc1P53GuqBo6tQJ3jIzBN8fy8M3RPPF8Hhbli4NZZTh6sRxjegdi+pAIBF1qtPx0/0X0CfbGb8XVMNvsuG9Cb2w/XYjeQd64UFKN88UGzBwWib5hvwdTZwqqEKJT4bODF3Gx3Ihh0X4I12kQ7OOJMF8NQnUqeHl6IK+iBqG+KtxyVRS2nSqAHQJuuSoKK7edQ6ivCrFBWpwvNmD+6FhsP12IH04W4OnpA/H54RxE+WlwIleP7DIDpiaEol+oDsE+Ssex1JtwMLMM1bU2fH0sB3PGxGD9/t+QllOGcaOAr47kYfLAMPQL1cFms+M/P53HuSIDPOTATcMiUVxdi+VbTyOj1Ij7J/bGrjNF+NOYGCxPOYtQnRobD+XgbEEVNCoFEuMD4a1SwFejhNFshfnSNf3eSb1xIKMM0wZFYMfpAsgEAVMSwrBh/0VE+KkRG+iFQB9HUBnko8aHezNxscyI0XEBiPDTIDbIC18cykFGiQExAV6IC/YS6zU3DXXk8edzxRgYpsOO04UoqqqFn1YJhVyGMoMZOo0Sq3f+hnKjGVfH+GNEL38U6Wux5qffMKGvo/709dFc/HFUL9jsAo7nVkIhB/w1nnh8Wj9sOVmAfQdzoFTIEOKjwvQh4Qj2ViEuyAtyOXDD4HBsSy9Er0AtxsQFwEMhQ4XJgjU/XUCEnxpqpQI7zxThQrEBC8bHYeeZQphtdgwI80FGiQE1Fhu8PD0wdWAIEvsEwl/rCYVChrNF1cgqNUIuFzCur6NuFxvohfgQb+hrrAjy8RR7lOsOQ92SlodwnQa9Q7wR5aeBxWrHJ/uyMSTSEVyt2nkOUwaGoqS6Fl6eHvBSeSD3UvkbExeIyEvPnyrkMvhrPVFusECtlMNH5TqRk9RnoWx8yj5q1KefforFixfj2WefxeHDhzFs2DAkJyejqKipR12lxVkY/TRKVNSZLcnTQ45+od4wmB3Pz0zoG4ztpwoxvm8wyowW5FXU4PohYfj1Qhn+vfUMLHYBO04XIaPEgFmjemHt3kzYBSCj1IDKSzMHKmQyLJ7WD+v2ZSG33ASj2Qaj2YZregeiuLoG2WVGHMwsh6eHHGG+ahhqbdBpPBDko0aFwYyNB3MQHaDFT2eKMal/MLJKjQjwUuK1bWfx/ckCTOwXDD+tJ1ZuP4dF64/g2+P5WPptGmqtduRUmPD10RyM6xuMMoMZfUO9selILoK8VSirNmPTkVxM6h+MzSfyMShShz+Oisbe82V4desZVJuteOfn8zhfbMDySwHllvRCvPR9OiL9Nag0WrHlpKPHcfKAYJjMVuw5X4oP92bhcFY5jBYbwvw0eGf3Bcz/4AD++sVxjIwNQJhOjTBfRw9DhJ9jv/wvVeRzK0yYOigUe86XIqvMcKmlWI0fThYgwleLXaeLxQdxTRYb3v7pPB5cdxhPfXEC2eUmPPdtGnadKcbEfiH4+VwxDmaW4c2dZxHpr4W3ygP/2f0bzhZX4UyBAUu/TcOhzHK8suUU9l0ow7GcCpwpqMK4PkFIvVCC0upavPvzBaReKMWrW08jPV+P9LwqvLA5zTG0DcDRnApEB2hhsdlx1+he8FJ74O2ffkN8qDd+zSjD4exy/JpRig/2ZuJwdjmsgqM12GS2QQDwyo9ncL6k2mXopM0mINxPg3KjGRdKDMgsNYhD/84XGXDPuFiEeKtxMLMM//rhNKIDtfDTeOKtXb/hbJFj3/ZeKMOmo7lIz9OjtNoMi03A3WNjEB/qg7d3XcD/+/w4LpQYcCS7AjVWO3LKjdhw4CKOXKzAPdfEYFt6Ec4XV6NPiLfYgjy+TxB+OFmAk7l6eCrk6BvqjWqzFVllRkzqF4J+oT5YnnIWW9IKcN2AEARoVcivrEGN1Qaz1Y67xkTDbLUjo8SAzBID+oR647tjecgocfSinirQ42ReJV7bdgbfHs/HmYJqbEnLR99QH1htdoTp1DCabcguMyKrzIgLJQbYBQHR/lqk51ddepbr9xZfq13AlrRC5JabMLZPMKprrdh7qXyezK1EYnwgDmVXIKfchLuvicX7ezPF8jwlIQQ6tQfS8vU4XVCFif2D4adxnGNPfH4MF0oMeG3bGRzNroDVLuBsYRWO51QgPU+PE7mVCNNpsOmoo1XTQy6Dh0KGUJ0KvpfeuG622GC71MrpqZBjXmIs1u/PhJdKgf+b2g9Rflr8Z/cFLPk6DekF1Xj+uzRolAr8eVxvfH8yH6E+akT6aXAouxwjYwJRYbIgyEuFbelF+K2oGv+YMRD/O3ARP50txtzE3/ftZE4F4oK0uGt0L3h6yPHGjnPoF+aDUF8N3tp1Hk9+fhzniqux9NuT2Hu+BC/+cBqLNxxFaZUFv2aU4effSmAy22Cx28VtLE85i5T0QpwrrEaErwY5FSZ8eiAbx3IqYIeAif2C8P2JPBy+WIHxfYLho/IQy26EvwZ7fnOca6fzq7DpaB5UHnIcyi6H0WyDQi7DPeNi4e/lie2nixDhp8XGgzk4kFUmlml/L09sO1Xo8judzNNjS5rj2lhjseF4TiUOZpbj7sQY2O0y/HS2GNcPDgUEIC1fj5JqsyNgE4A7R0Xjk18zoFLIcevVkbhvQm+E+KhxMKscZqsdVTVW1Fod1+9D2RXIrTDBV+OBcqMFvxVVo0+wN3IvnU8qpQLni6ux5NLvsetMsePZvNQs/JhWiEqjBaZLZcF5n/jf/mxHL7yPGltOFqDc4LjWXDsgBNvSi5CerxfLOgDH6IxtZ3G+pFoc/pR6vgQnc/VYvz8b1w4MxgOT4nGu2PH+rVKjBcdzKxHuq8HGgznw8/LExTIjrukdKJ739yTG4ONfszAs2g/7M8pQXG1GqE6N6UPD8cPJPBy/WInCyhpM7u/4PV9LOYMvDufi1R9PIcxXjTKDGT+dKcbUQaHYn1mG8hozivRmpOVV4cXvT+NoTgVO5lbhmU0n8fnBHPx8rhgBXp64pncgdpwuwLi+wcgoMSDYyxP7MkoR6KVCrdWO20ZG4qPUTHgq5LhxWASmDw3HH0dFYeZVkTicXYHtp4pQUFGDW6+Oxn9/yUBKWiHyKl3P5+M5lTiWU4mPf81CdY0FaXlV+NcPp2CHgCMXyxHhp8GU/iH4Ma0QJ3P1iAnU4mxhNe6b0Bsn8iqwIuUMDBYrVu08hyVfp6Gwsha7ThdjTFwg9meUoqLGjPzKWiz9Jg1xQV7w1ShRUm1GXJA3vj2Wh9FxgY4ymqvHnvOl2Hy8ANcOCMGcMb3wY1ohzhZW4+npA/C//dnYcaoI3moPHM+twF2jeyE9vxKVJsf2t6cXYVtaEU7lV2HDgYsI99WitNqCg5nluNTpiDtGRomfKTVYsCWtEMdzKhDhq8GnBy9CIZchPa8Kk/sFY8vJAoT7alBcbcbBzHL0DvZCep4eCoUM88fF4mxhFZQKObLKHM8Xm22Oa7rNLkAul2Hzcce++Wod96K+Yd44mFWOEmMt3vvlAo7lVuJARhl+OFkg3mM1SgVW7TiHSH8N9meUQespx2vbzmLT0TxE+Gqw8fBFeMhlOFdYLV6vLxQbcKHE8a/cYEbfYG8czCzH2PggWK127P2tFB+mZiHI21F/2nQkFxP7Oeo/lSbH+WaxCXh8Wl+s35+NlHRHw8KFYgPOFxnwY1oB5DIZ8vU1iAv0wnfHczE6PgB9Qnzw/p5M1FrseHnLGWw+kY9+oT6wC8ChrAqM6xOElPRCjOsTjEAvFfb+VooQH8fkWnMSe6FfmA4FejN2ni7GtrQivL8nE+/+cgF/GhOLAxllmNgvGGcLq/Fayln8Z/d5rNh6Fv/8/hTOF1Vh7Z5M+GqV4uMJvxVXocZqQ4G+Fvszy2GyOJ7n3HDgIs4WViPaTyPWp3zUHqiqsWLKwFAcyipHtdmKAn0tsstMOJFbiVP5jntW3SHCQMe+nLw9MGBzw4oVK3Dvvfdi/vz5SEhIwJo1a6DVavH+++93ddZaxVkYHbPK/d6yMDUhFCdzKtErQOuYFSzYC9EBWmxLL0Kt1YapCaHiTfPa/iG4WOYYgnLtgBCXC12t1TEMRRAcN9qSS+s86nxXTKAWKqUCZZduyFMTQqE3OV6Ya7UJ6B3sBY1KgfR8vUs+ogO0KDU4LsxTE0JRZbRi48EcpOfpYRMExARqcTJXjxAfR2tvhJ8WKWmO/PcO9hK3p1EpxG0ey6lERrEBu04XwmSx4varo7DzTDHigrzxw8l8BHmr8GNaPlQecoT7avFjWiFKDWZx/1LSiqBSKqBWKnAq3zGJy7X9gvHDyQKk51fBZhdQZjDj++N5UHko0DfEBxklRvQN8UGvAC0+TM3C2D6BYrBwKl+P88UGqJQKxF+6ccTWOwbb0ouQnqeHIACj4vxxscyIA5nlSIwPxI+XhpvFBGoR7qtFpdGCzw7mINxXiyqjFV8ccgTBP6YVivtjsthw7YAQl2Xhvo5jF+6rRbnBLG5j3b4sAI4hEVMG/n6zVSsV6OXvyNvZgirxNz6Vr4fVJsBktsEOx93UOfy1xmxzeTZjYr8gnMypcHnAPibQC2l5eiTGB6LCaMbnhx2VwegALapNVnx+KAdR/lpUmRz7Vm40wy44hsEq5MCkfsEovxT8n8rXI+nSb1ZqMKNXnTympBdicJQvssuM4rlQdwhQer5e/M3TcisR7a9F0oAQVBotuFhmEsukM09HL1bAVGsTf9ejFyvEZyZ6Bzv2aVwfx+91prAaMYFasbxU11hxodiAgkoTBkf4osJoRnWta6vfucIq8ZxyPsvlnI203GiBTPb73yoPubifUxNCL02sYMXUhFDxfHLuW5XRis8O5qDGYkPSQMc59vmhHKTl6cXyHu6rRUlVLQ5nlSPKXwvh0vG22QWE+KhwLKcC6kvPPgyO9MXHv2ZibB/Hu9f8vDzF68OUgSHYdroQx3P0sAvAwawyrNuXheM5FWJZPnqxEpUmC97YcQ57z5fiqyO5OF9SjZ/PFcNH7YHSajPigr3EfSs1WHAoq7zBvm09VYh7EmPw828lUCkVjjJz6Xw4la/HdXX27dvj+TiWU4Hx/YJQqK9BcVWtuI9TLp0nKqVCPAftgoBQnRoecpn4G9rtjmGw6fmOSmFxdQ0+O/h72d2WXoQo/9+vJwBgsQmwXzqOifGBKDfU4kKJAdU1VvS+tI+C8HuZdq6r+zuVGczitVrtqXD5u9z4+/9rVArUWm1whj/XDgjBDycLcCxHj80n8nGh2ICjFyuxbl8mPkzNRJS/Fj5qDyQNdC0/zuu2IACxzut2nh4Wm9Do73EoqxwCAIXCEczXv084r//p+Y4KMwAMifRF+qVrq6P3E5fOI2+cyK1Ejdnm8uyNUiGDyWxDVrERu84UYUikP2rMNnx1OKfBvaCmzt/OY3M8pxIGsxXbThXiYpkR+RU10HoqcLrAMYx3VKw/8spr8Pmhi+K1NrLOvcF5nkQHOMrYxTKjeN2tMv1+PvUKdFz/kxJCMDjSV7zmOu9z7/2cgaSEENxzTQxS0otw7GIlvjuRjw/2ZuKXcyXIrajB8q1nUGaoFc//4qpaHMwsF8tq3fPZeewm9wvGt8fzxfIaF+SFT37NRlJCCIZG+4nlzGoTMG1gKLadKsSp/N+Dm/T8KozpHYCMUgPG9A4Q7xfOMngsx1EJrq61wm4X0DfEG70ulXm1p0J8xs1stWPNrguIC/JGjcWGWaN6ocJoxZHsCkDm+P6kgaHi9iuNFmw8mAONSiH+c/6Ozm06bT9VjMhLn3GeJ84ymp6nh9lqh00QEBfkhVOXjoGzPuKc2ChpYChS0hzn6ckcxzX/QrEBd49x/B7OZ42d53PdekV0gOO3jLj0m5YazLiuzj22pNqMgEsNTXXrNQKA2CAvpOU68njtgBBcLDeJrytw/oaux78AKqXr8aibl1qrTbxXTE0IFYPbukwWx3DhozkViPR1TAgV4ff7b+rMo/NcvlhuQo3FJt7P6h6Dj37NEstt3fJf9zersdiRXWZETKAXfjlXgowSAzRKBdQeCihkMhy/WIlDWeU4X1INP40S4brfG7qdeSo3ml3qikkDQ13qU3qTFWPjA8Vj7Lw3H8tx3Iud11pnw5BFsHf6uxXbggFbK5nNZhw6dAhJSUniMrlcjqSkJKSmpjb6mdraWuj1epd/AGCxWLrkX5iPEnEBanjKBRSUO1oWBof5ID5IjU/3Z2LqwEDU1pihVgDxQWqcL6pEVnEVhkf64HxRJVQKAfFBatRazOL/V1SboFIIsFutyCquwrAIH3FdpcGxLqu4CsMifaC+lM5utUIpt4vpTuaUYViED5Ryu7jeuU1nPupuLz5IDa0nxDx5ygXxM1aLBVaLBb0D1bhwKf9qBcTt1d2mSiEgJkCFAxklyC83wF8jx+m8cvTyU+F8oR6xAY7/Oj9zoajSJd8Xiipd8qtSCOgdpMb5wkp4/v/27jw+quruH/jn3tn3yWQyM9n3hCwkCEgM+76Iikuf+ljqUrEqwqvQ+tSX/vpDtNbiUunzYKlSfQRKtShWrVpFWcMmyA5CCGRPSDLZk0kms5/fHzdzmQkBiT8koX7fr1deZObeufM993zPufcwk3N4BgXPIOMC8Pl8cHs86Ha5oZIAfr8PKZFKlNS3Y93uMiRHKuH3e5EepUJlowPxRgUQ8Pd7DoJxKyQMKZHC+ZfzTIxVwV94jVoOlPe+Lni+Qo9VHlK/5SHPhf6rkl04xrkGYc2wpAglZFwANybooZQwKCRAukWNqqbOsPMcjFPKBSCDUE8+nw8yLgCO+dHhdCE7Wg05zxAfocB7B6swKysK+TFaqKWAz++FgmdIi1JBK+NQHlIXoeUJ/h6sGznPUN1brmD8wboJ1mFojBzzo7ShAxFKHsNjtPjn0WpEaSQYm2wIK0eaWYlNB6swO9uMEXE6qOXoNyd3nWmATslhRLwe9vZu7DrTgBlZkciP1YH5/VBLgSSTApWNDhgVPHw+HxQh+eL3+SDlhHPyTW0r8mK04nYFz7DnrB2xBgXMagmUUiaev8omB5RSYZ8kk1LM3WAZUs1KeELabjD20PhDcyK0jfXNiY0HKjEzKxJ5MTrI+d669XphkPNIMMqh4gGjgse5+k58dKgaADDMqsbE9AhEKHmkmVUot3dCLQXSolTQyDhUNHb2xn4hl5NMCpxr6BDzx+3xQgYhj6ScP6xsoXURWjYE/Kht6UJTuxNyjiEjSgWN/EJehJatzN4BCQJIMCrQ3tUTllPBPiU0J1QSwOfzwef1XtTmFb2vUUuB8sbOftty8PgyPiCexySTAiopxLoKfb/g+Q+tx9D8Dx432MeGvk/otr59dWiflRKphFLKxPw5cK4RYxL1yIvRwu/zQi0V2kKw3+7b5oPvdan6qGpywO3yIC9GF7Yt2C4VEoaaZuFr1Do5h0iVRHytQsJgVksh5QJQ8gDH/DAqeFQ2OiDnGepbu5Afo0WMUY5DFc0wKjnIeYZS+8XXgtDHoX1rwOeDUsqglAh1Gcy5YDuTS1hYXxvar4TmklqOfvup4Hsg4Mdf95RDigDyYrSob+tCRpQKHd094Jj/omtDRpQaURop+N4ynznfDil3Ia7gtTiYq6HtOa+3nlIihboO5ivz+8EzPzbsFeLItKiRYVHDqOSRFqVCeW+bFHL/wu9uj0dsD33LlmhS4EhlM9Kj1PB6veL5Cb3uB/vduhYH7B3dMCo5tDmcwjae9XsuQ6+3ofcI4jF5YbBV2dSBlN7XBNtJaDsKtrX+jtH3+h68N5qZFYmGti7kxmhhb+8WczW0TfVt26mXyIuO7p5+72uCschDyh8af+h1/8L577zofITGEmxr+X3amkLCoJQyaGSAUspg08nw4aFqzMmNutBvheRuaFv2eD3ieep7DtCbtymRSpi1UugUHCqbLr5P8nq9sGilOH2+DSwgvE7GXegD27p64Ou9b42PEK4HoTH1vYanmpU4E3I/Vd/WhVFxelQ2hedn8Fo8PFq4bkkhfMsnVi/HvWPioJIO3v35leAYC/meAbmkuro6xMbGYt++fSgsLBSff+KJJ1BUVIQDBw5c9JpnnnkGzz777EXPv/POO1Crh/ZInhBCCCGEEPL9cTqd+MlPfoKOjg7o9fpL7je0v7B5nXvqqafwq1/9Snzc2dmJ+Ph4zJw587KV8n1zuLyobOpEzckDqFSmYHhcJF7dXgoGYR2t8elmGFVyrPyyBACwYEIy3jtUC5VMgjtGxmLtngrcW5gIlUyC47UdqGx2IsmsRmWzE9Wt3ZicGYXJmRYcr+nA6fp2nLV3QauQYkKaGWOSTTjf3oN95S0oTImESibBS1+UQC4RZoq6c2QsDla2oqikGQmRagyPNeDlL0vw6KQUVDY7UdnsxORhwlesXi8qR/DLlnOHR6OypRsJJjWsegWidEq8/EWJuK21241ksw4qOQeTRiFue2RSCtYUlYPjgIWTUvGXXeV4dFIqXi8qw0MTkvHG7grMzLYiJ8aAP3wpxPng+CRoFTL84csSzMqxwaZT4EBlG0obHXhoQjJeLyqHhOfEiVCSzGqopBLcPiIG7x6qgVWnRKpFi5e+KAHHAY9MTMGaXeWQcL0zSqpk+M3NWdiwvwpROgVyYw14+YuSsFglHIeHJ6agorkbVS3CLE1v7K4AB+GrDzkxBjjcXqwpKscjk1LE8/XopBTx3zVFwqo1j01OxT+OnMf8ggS8trMMPxuXhDW7yvHzCclggHiMdbvL8NvRATx7RAJPgMOjk1Kx4asqTM+yIM2qwyu9+TIj2wqLVoH9FW0429gJCcdBI5dCwnOYkWNFXVsP/GCQccLMUVkxeqRGabF6exn0KuHrdDKOx/B4A76uaEFBciQYA14vKgsrW7AcwbIpJDx+Nj4JO880o7TJgUcmpUDG83hzdzl4jsP9Y5PwelEZ5FIe/3duFiqau7HrbAtK7J2YlWNDVYsTkzPNWLOrHHIJD4NKhgXjknGwshVlzd24c2Qs3txVAQnPYf5Nwh9zVzR3o7wpPCcBYYWwhZNT8cYu4bFGLkWqRYOxaWaxTH/dVwUJL8zgWGJ34FyjMAsYDw7pVg3uGZOIZz85DZmEw4Q0M2IiVPAzBr1Sjh6vD4Upkfj0eD1qWp0Yn27GazvLYFDJ8JOCRPhZAH/4okSsiwOVbZicacZbeyrxs/FJ0ClkOHleaLsl9s6w8wgAi6akQcpz+EtRORiAB8dfnBMSnhPbn0YuxfQsCypbnGBg0ClkYkxynuGX2S78q9UMmVQm1vf/7i6HXMpjdm40HC4vXttZBgBiu+NCftf25s+UzChUtjiRFKlGebMD/3ljIt49VIMbk01h/UPwd2FSpQt1MSPbiuGxwmyZwbIG21XwXwnPYeGkVJQ1dYnndseZZkwZZsbrReWYlWNDbZsTtW09kHBCTAaVFPsr2lDWJNThtEwLSuwOTOxdOuQvve+dE3OhPwvm7IPjk7C3tBnj0s3YVdKMiRlmcByH9Xsr8cC4JPR4fNhX1oYSeycemZQCDsD6fVW4f1widAqZWBaFhMdzt+fiuU9PY1yaGefbnLi3MAm//eQ0vP4Anrs9F7/95DTGpwvnp6K5CzOyrZiUacHqHaWQ9i458R+j48LqQyMXpvl/bEoq/vpVNW6/IQYSnsMrX5ZALuUxKSMKkzKi0NDZg50lTahocuI3t2Rj77kmnGno6rc+tAph0fFJ6WYcqm7DidoOVLX04InZGXj3YA1O1bbht6MDaDZk4GiNA2VN3ZBLJYjQyKCQCH3DiZp2+BjDlAyLGCsgzHD3aG99zxsRA5dPmHgCAOYMt6HZIVwLTtW1IyVKi8ZOFwpSIvHnHWXgOWBatgXlTd0obbxQl5UtTlQ0d+O+sYnwB5j4frNybMiJ0YvXsOD5n39TghhP334KAGbn2FDZ7ERpkwMzs63IjTVg5Zaz+PmEZFSEnKvQnOQAmLUKpFg0YpnTrRrMzomB2+/H8Zp2lDcJr1s4ORWMMfH9tAopZmRbUZhqxuodpZiQZkZxQyeSTGqU2B040+DAjGwrqlqcKGsSltr49exheP7T0+hy+/DwxBT8ZZcQx88npuCtPRV45rZcPPfJKfykt6zB63Ewt4M5o5JJ8cqXJZieZUFVSzfGpgnt6WxjJ2b39rvTsoSv/5X2xiKX8lh+a07YuVzT2/ZsOgUAYH9FG5LMapxvc2Jcuhl7S5pwb0I7lh/m8cD4VCCknewobhbvUSqahQmm3N4A9pU1I94kzDQ6IT0K+8qacFOqGTqFDC9/IbTTN3ZXQMpzUMkkuLcwEa/tLINRJcevZ2eitduDFzefwawcW9i9Sug1ViHl8dt5F/KistnZ733NGXunmBfVrd145rYcvLj5DH58Yxx2FAvnSy7h8fOJKXj36xr8n5uz8Ownp1CYGileb5PMath0CkTplXi593qslPKYmW3FzGzh77mO13YIk9dIOHHW0fk39U4EZtFgZEIEtAop2p0evN7bL4b2rWv3VOKhicnQymWwd/SI7xWsy+B9UPCToNB621/RJpZzeKxwT8Vxwt9gB699KrkE80bEoKHThRijClqFFH/4okQ8ZrCve+bWbOEafq4Fk3v7Zj7kfuqxyWl4/3At5hckwOX14/WiMjAIf0bABfs1KfDLbBeS8m9CdqwJgyX47btvQ1+JvEJmsxkSiQR2uz3sebvdDpvN1u9rFAoF9Hp92A8AyGSyQf0x6dQYHh8JAJiaHYNInQoZMQboNQpolAqcrOuCzahGRrQRTj9Q1eaGUaNAZZsLZc09iI7QYMOBWkgkUvgZh1tuiIO9y4NpOdGIN2vx6TeN2FfehrNN3ZiSFYMMmxFOL/BFcTNe/KIUJp0Kd41KxNdV7ZBIpJiUaUOkXo3T9m68ta8KObEm/OdNSbB3eRGlVyEv3oSyZheq2lyYnGVFjxdweoBUiwFuPwc/eOwua8PU7Bic73AjUqdBfKQOw+NN8AQ4bD7dhBGJZpys64RWpUSsSStuq2h2IdVqQAAS1HZ4kG4zoLrdjVSrHpWtwr9fnmlGpE6F4fEmdHkZ3thbDcbxmDzMhrONTkSbdLhrdAJSrXqUtwjH84OHRqWAzagBx0nh8nM4XOvAr+fkABIJYkxa5MdHwsd4VLa6kW4zwAcevEQKxknwwfF63Ds2FeAkiO3dt6L32L4ADx941HZ4cL7DjWk50XD7OaRa9XAHOHx5phkWgxoBSJBiMaCs2SWer7Jml/hvisUAT4BDeYsLBo0Cpxu6EW/W9pZBKEuPF+IxkqKEGZk8AQ4+8Gjo8iLFqsf+yg7ER2qRG2cS31+nUeKOUfFiubzgIJFKwcDjl7OykGTWwwceLj+HozUOtPX4kZcQAZVCAY6TwgceJ+u6MGd4PAKcBO4AF1YXPsaL5QiWzeFhWLO7CskWHRZOyUB8pA4SiRTp0UYwToLa3np1eBh+v/kc0m1G/KQwCTmxEdhd1obpvecx02YEL5HC6QX+eqAWBWlWRGiVqG5zI8WqhyfAocHhhZfxqGl3YXJ2/zlZ2+FBqlUop0wug1QmCytT8Fg7zrZiRm4ssmIi4AvwwnnipWh3BTAlywabUYPiRieKzrXiUHUndpe2oqnLhxSLAb+YMQxLZg5DXrwJE4ZZEWVUY095K4waJSYOs6EkJD9dPiAuUoc1u6vAOB4+xuGWEXHIiYtAdbsbPT6hrv3gUd3uRofLj2iTFp2ewEU5kWoVcsfdmwtecNhf2YEfFyQhzWaEDzza3QEkWXSQSIX/Fwy2g2B9Z8eZoFIo0OEOhOVvsN0Ff0+3GeAFB09AeI+bR8ShttONyVmx+PhkA350YxKUchnsDqEPcvkg9hXB8gTrYn9FB+IidfD3tg23nxPahNUg9gXB8te0uzAh04bdZa1ItuiQHKXHhAwbypqduH2k0N6D9WfSafCjGxPFOgzWKTgpvIwPy91gf5ZqMaDLy/DWVzVIthigViiwYGIaCtMs0CoVSLcZ8c7B83C4GR6bmoEJGTZ0uBg8AR7xZi3e2lcDXiKFQiZDTmwEfOCxt7wNOXEROGN3YubwOJQ29yA3PgJmvRrHzzswItGE0mYnbr0hDhnRRmw/24J9Za1QK2TocAegU4fXR7Buu7wMR2o6IZNJ8M7B82J+RerUON3Qjf/dVw2DRoW5+fGIMWmwv6INrT0+3DIiDt4AJ7aTYH34wOPzU00obupBtwe4dUQCEqO0+OOWcvzoxiSMT7cCAHacbUFhhhXRJg00KjkkEqFv6HAFsHSm0I8E88wTEPqYCJ0K1e1u6DUKVLe74QlcyK3PTgnXguN1HRibbkVpsxMjk81o6/EjIUoLpx/Yda4NM0PaYzDnhsUK17HQc7OnrA1mvVq8Nuwua0VOXAQ6XAzeAIceHy7qp9x+Dl8UN2Fqtg2pVj22nW2B1aBBbpwJla1u1HYI5yo0Jz0BDgq5HLYI4XrS7g5gWKwRjJdiZ2kLjBol/OBx6w1xyI0z4XyHB66Q9uwDjy3FzWJdbz/bgpvzhXY0JTtGjGPmcKHcjJOgvLkHeQmRSDDr4fQBObEmSKRS1La5kWjWYX9FW1hZ060GeBknXgO7vAyv7qyAUaNERrQRn51uwriMC+3psamZSLUZsHTmMGhVCtSHxOL0Afsr2pEbF4EuN4OP8Ui3GbC1pBkajQIxJh1uGxmPylYXxmZYUXSuFYlRWgDA+HQruj2AHxIkmLV4Y081EqO0SLcZ8OiUdIxNt+DzU02Qy2VYNC0TAfC4ZUQCDlV3IMkstMPMaCPm5MXC5eeQ21tuH+NR0yb0R04/w2tFlRgWY8ToZDN2lbbCrA9v28F+xelFWF7YHZ6wfStbXZiUZUWqxYAtZ5oxNduGeLMWByo7kB1rwtbiZoxOjsSvZ+dg8bRMZNiMyEswobRFqJ9zTU7YIrS4c3Q8qttd0GgU4j2ON8DB6QU++aYRO0vbcKqhG5OzopFmE+4jPAGhXw1wEhSmWcBxUpys60KcSSv2kaExOj3CNeTPRZX4pt6B3PgIjEoy48ZkM/aUC9fQ4L2TywfxWrH1jFBvt42MR6rFgC+Km8R7qgAk4CVS8dpnNWrg8DA8OCENHa4A4kzCvYV47entN5/7/CySLXrcc1MSPAFOuNcICPdTmTYjatqF+9bTDd3o9jIkRQltzxNyzQpem+IjdYN+X34l6CuRA1BQUIAxY8bg1VdfBQAEAgEkJCRg8eLFePLJJ7/19Z2dnTAYDN/6see14PV68dlnn+Hmm2+GTCasE7JuX6W4urxSxuM/RsXjXyeF9ZzmDo/B59/Uo7HTjQfGJePzb+pg7xB+31pcjwSTBhlWPSK1MsgkPBRSHka1HB8dPY8IjVxc88iolmN0ohERGgXqO3rQ3OWGhOfxwZFaNPRZ1yz4SYpCKsGmgzUYFq0Xp5qdOsyCli4PNh2uRVlTFySc8MnUfWMTkRtrgJwTpuLf8FUVypq6oFFIUJAciQSTsLg1x3HY8FUVqlu7cVt+bFjZthbXY2xqFPacE/63bevpBjQ7PHh8ljDtdXljNyI0MtyaH4NtxXb4AwwFKZFIi9KCA4NOKcMHR8+L5QEuXnS4rs0Jly+Av+0X1oe5JS9GXCMpuGZYcMFPl8cPly+AjV9XY1j0hTVigtNN7y5tRE60AXlxBrx7qAbVLT2INsjxnzcmos3pxUfHajEhPQpKmTDV75RMC3ada8TEdAt2nGlEfYcLD45Pxp5zTRiffqHcRSV2TBlmhUomwScnzmNSWiQSnWfx9BEZNCoF0i1a3DUyDvvLW9DR48Vt+bH45/HzKOs9P+PTzMiNNYjre5l7pw2+1IKf7U5PWA4Cwh81/7QgAZ0uH87aHXjvYC3qO3rwq5kZcHsD+PBYLSZlWKCUSfD+4VqUNgrLLWgVUkzJjMI9YxJwrrELGw9Wi+vbbT3dALvDjXSLFgUpkciO1oOHMLGETa+EO6Regut2TcqIQqZNBwB471ANmrvcmJllg8cfwCfHzyPNosOUTAtauoWcLG/qgkoq6Z3avQUef/ii8z8tSECHy4e/7hPW5tGppBgRHxG2ftKlzsml1nUKbcOhiwIH8zPDooVGIcV7B2tgd7gwNy8GX5660HbjjEo0dXnwjyO1qGlx4r5xSVBKeXx09DzqO1y4b2wSikrsmJFt6z3fNSixd0ElE873hHQzHp2UKi6Y3OX2QSmT4IPD1bgBFfiszQYfeDF+AFi3rxLn23swNdMCjz+AD47Uoq5deK+tpxvQ5vRiwfgUfP5Nnbiguk4pFetDynFw+QPi0hubDtbAZlAiP96ID47UIlqvEpbpYECKRYvN39Sjo8eL20fEotUpTKhT3eLEA+MSUVTSiKnDrNhZ0oTqFifuH5eEPeeakGTWiGtEBY/R0u0R13Lje9d7io9QX7TuoM2ghL3TFZa7S2dkYHuxHSMSIvDlKTtKe9d7ijepMcymE89N6GK3cgmPadkWjIg3IiFSjZrWHnENpP7qKXju7rghFnlxBrx/uBYt3R7cmh+Df50Q+u7gOktSnkOmTY+Pjp3H+bYeSCUcpmZa4GcMHx+rQ2njhbWZFk9Nw8HKVrR0e8SFaUPrpe96fx8fO48Yowo5MXr8I6Q+/AEmXgs4jsOG/VXQq2QwqmTw+4W/g+o8dxCW7Jtg1CgvufZm2PpnfRYVnzs8GocqW5ETY4DHHxDz1aCUYWaOFSPijUiM1MDPmJg/fz9QjZp+2qNFp0CkVoGWLnfYGlTn7F3QyqVYOjMD24rt4np3W4sbMDHdApVc0rvEzHlMHWaBViHDP44I/ZRRJcSRF2eEzaCAUSXH37+uRoZNh62n7IiJUCHNokVypAYfH69Dc5cb6t7F5VOiNLijd8H70Pa+46wdw6x6WPVKxBgutOeyS9RhbqwBJrUcVp0CKoUUHMcQqVGELa7+/uFa2DtdYn2HXveD18lx6VFQSnl8cLQWlS1OYXmAYjvsDjeyo3X4j1EJ+PREHRp610O16JWQcBwybTpkWIV+tbKlG+/sr4JZp4BFr0TAL7S3racbwuqwosWJW4ZHY1xaJEwahbiGl8/nQ3PxASSOGIePT9jF5X1C+ymTWo77xiYiJ8YQtv5ZS5c7bHFqk1oOmZTHuwdrkGK+sD6iQSXDA+OEaexd3gAi1DLclh+LT0/UoaXbhZ8WJGHzqQbkxRmx40wjxqZFYutpO+raw6+xB8qbcUt+LLYX25EfH4HtZ+yIN6mRbNZAzvNItWrFSeJC8zq07j88el6MrbLJiVm5VhSkmCHhGIxqGaQSiXj/E1x2ZV5+LA5VtiJKr7zonozjOPH6oZTxuH1ErHj/MDbVjB0ldiRHajEzx4YPjtSiulWYKdakkYfdKwaXFkqIUKGl240utx/vH65BaVM35uTYMDEzCnIJD4WEQ6ROib/tr0JpyBqXaVHafu+VNn5djZwYAxiA948IM0MalDLcPNyGyZlRUMml+PvXNbB39ojXtv7y82zINWtyugmjJVXiffBgudKxAQ3YBuDdd9/F/fffjzVr1mDMmDH47//+b7z33ns4c+YMrFbrt75+KA/YgMsvvtzl9sGgkokdeX+/u7z+fhcUHeiK9f3tF7wwBzvVAAvArFHA1zsTo9sXCBsQXMlxg9v6K5vbGwBjDC5/AHKeg9vPEGAB8WLm8vrDFrvs70ZiIOUOjaG/89jfOQheWEIX3Aw9Ruhivs1dbsikPGQ8j27PhXXYFBI+rGx9y+0JCDcz4Dh09rjQduZrmLMKAF4iLmDZX45cqgzf5tvqq76jB00ON7y9U94zAG1Oj1i2LrcPnj650Pd1Vr0w7fDlYrzSvDGqZGIOhsYUzMngTfvlFnq/ksXNrySX+u57qfy8VH31Xfy5b3mC587nF6YrCwBw9HO++2p1OLF7+xZYsm+CQaO84nMZrKdv62P6K/+lcjG07P29n8/PxHXY+rb3gSxI319cfXMw9L1CF4TtL9/79m+Xagt9z13ffupybbS/3AkdgAbf/1L5c6k+60r27ZvjNp0Mu7dvGdCN1KWuX+fbnPD6AleUrwPpt0PrJrSdB8vq9gYAxsAA+BhDt9sHpUxYh62/fip43Mv18Ze7zvRt71dShwPpU77tOhm8TjjcPvguk4MD7euutA5D72l6fAOr98vl1LfVR3/t63L3D/1dY4P7XKof6K+u+ovtSl57ubq/VB/Q3OWGVMIjEGBgYFfcLwIQFzjvdAl5EaVTXpTzV9rmvq1O++bqpfIz+Lp4o3zA/cz3gQZs35M//elP4sLZI0aMwKpVq1BQUHBFrx3qAzZCLodyhnwXlDdkoChnyEBRzpCBGio5c6VjA5p0ZIAWL16MxYsXD3YYhBBCCCGEkB8AmnSEEEIIIYQQQoYoGrARQgghhBBCyBBFAzZCCCGEEEIIGaJowEYIIYQQQgghQxQN2AghhBBCCCFkiKIBGyGEEEIIIYQMUTRgI4QQQgghhJAhigZshBBCCCGEEDJE0YCNEEIIIYQQQoYoGrARQgghhBBCyBAlHewAfkgYYwCAzs7OQY4E8Hq9cDqd6OzshEwmG+xwyHWAcoZ8F5Q3ZKAoZ8hAUc6QgRoqORMcEwTHCJdCA7ZryOFwAADi4+MHORJCCCGEEELIUOBwOGAwGC65nWPfNqQjV00gEEBdXR10Oh04jhvUWDo7OxEfH4+amhro9fpBjYVcHyhnyHdBeUMGinKGDBTlDBmooZIzjDE4HA7ExMSA5y/9l2r0Cds1xPM84uLiBjuMMHq9njo3MiCUM+S7oLwhA0U5QwaKcoYM1FDImct9shZEk44QQgghhBBCyBBFAzZCCCGEEEIIGaJowPYDpVAosHz5cigUisEOhVwnKGfId0F5QwaKcoYMFOUMGajrLWdo0hFCCCGEEEIIGaLoEzZCCCGEEEIIGaJowEYIIYQQQgghQxQN2AghhBBCCCFkiKIBGyGEEEIIIYQMUTRg+4FavXo1kpKSoFQqUVBQgK+//nqwQyKDZNeuXbj11lsRExMDjuPw0UcfhW1njOHpp59GdHQ0VCoVpk+fjnPnzoXt09raivnz50Ov18NoNGLBggXo6uq6hqUg18qKFStw4403QqfTwWKx4Pbbb0dJSUnYPi6XC4sWLUJkZCS0Wi3uuusu2O32sH2qq6sxd+5cqNVqWCwW/PrXv4bP57uWRSHX0GuvvYa8vDxxkdrCwkJ8/vnn4nbKGXI5L7zwAjiOw9KlS8XnKGdIX8888ww4jgv7GTZsmLj9es4ZGrD9AL377rv41a9+heXLl+PIkSPIz8/HrFmz0NjYONihkUHQ3d2N/Px8rF69ut/tL730ElatWoXXX38dBw4cgEajwaxZs+ByucR95s+fj1OnTmHLli349NNPsWvXLjz88MPXqgjkGioqKsKiRYuwf/9+bNmyBV6vFzNnzkR3d7e4zy9/+Ut88skn2LRpE4qKilBXV4c777xT3O73+zF37lx4PB7s27cP69evx7p16/D0008PRpHINRAXF4cXXngBhw8fxqFDhzB16lTMmzcPp06dAkA5Qy7t4MGDWLNmDfLy8sKep5wh/cnJyUF9fb34s2fPHnHbdZ0zjPzgjBkzhi1atEh87Pf7WUxMDFuxYsUgRkWGAgDsww8/FB8HAgFms9nYyy+/LD7X3t7OFAoF+/vf/84YY+z06dMMADt48KC4z+eff844jmPnz5+/ZrGTwdHY2MgAsKKiIsaYkB8ymYxt2rRJ3Ke4uJgBYF999RVjjLHPPvuM8TzPGhoaxH1ee+01ptfrmdvtvrYFIIMmIiKCvfnmm5Qz5JIcDgdLT09nW7ZsYZMmTWJLlixhjFE/Q/q3fPlylp+f3++26z1n6BO2HxiPx4PDhw9j+vTp4nM8z2P69On46quvBjEyMhRVVFSgoaEhLF8MBgMKCgrEfPnqq69gNBoxevRocZ/p06eD53kcOHDgmsdMrq2Ojg4AgMlkAgAcPnwYXq83LGeGDRuGhISEsJwZPnw4rFaruM+sWbPQ2dkpfuJC/n35/X5s3LgR3d3dKCwspJwhl7Ro0SLMnTs3LDcA6mfIpZ07dw4xMTFISUnB/PnzUV1dDeD6zxnpoL47ueaam5vh9/vDkhEArFYrzpw5M0hRkaGqoaEBAPrNl+C2hoYGWCyWsO1SqRQmk0nch/x7CgQCWLp0KcaNG4fc3FwAQj7I5XIYjcawffvmTH85FdxG/j2dPHkShYWFcLlc0Gq1+PDDD5GdnY1jx45RzpCLbNy4EUeOHMHBgwcv2kb9DOlPQUEB1q1bh8zMTNTX1+PZZ5/FhAkT8M0331z3OUMDNkIIId/JokWL8M0334T9jQAhl5KZmYljx46ho6MD77//Pu6//34UFRUNdlhkCKqpqcGSJUuwZcsWKJXKwQ6HXCfmzJkj/p6Xl4eCggIkJibivffeg0qlGsTI/v/RVyJ/YMxmMyQSyUWz4tjtdthstkGKigxVwZy4XL7YbLaLJqzx+XxobW2lnPo3tnjxYnz66afYsWMH4uLixOdtNhs8Hg/a29vD9u+bM/3lVHAb+fckl8uRlpaGUaNGYcWKFcjPz8f//M//UM6Qixw+fBiNjY0YOXIkpFIppFIpioqKsGrVKkilUlitVsoZ8q2MRiMyMjJQWlp63fczNGD7gZHL5Rg1ahS2bdsmPhcIBLBt2zYUFhYOYmRkKEpOTobNZgvLl87OThw4cEDMl8LCQrS3t+Pw4cPiPtu3b0cgEEBBQcE1j5l8vxhjWLx4MT788ENs374dycnJYdtHjRoFmUwWljMlJSWorq4Oy5mTJ0+GDfS3bNkCvV6P7Ozsa1MQMugCgQDcbjflDLnItGnTcPLkSRw7dkz8GT16NObPny/+TjlDvk1XVxfKysoQHR19/fczgzrlCRkUGzduZAqFgq1bt46dPn2aPfzww8xoNIbNikN+OBwOBzt69Cg7evQoA8BWrlzJjh49yqqqqhhjjL3wwgvMaDSyf/7zn+zEiRNs3rx5LDk5mfX09IjHmD17NrvhhhvYgQMH2J49e1h6ejq75557BqtI5Hu0cOFCZjAY2M6dO1l9fb3443Q6xX0effRRlpCQwLZv384OHTrECgsLWWFhobjd5/Ox3NxcNnPmTHbs2DG2efNmFhUVxZ566qnBKBK5Bp588klWVFTEKioq2IkTJ9iTTz7JOI5jX375JWOMcoZ8u9BZIhmjnCEXe/zxx9nOnTtZRUUF27t3L5s+fTozm82ssbGRMXZ95wwN2H6gXn31VZaQkMDkcjkbM2YM279//2CHRAbJjh07GICLfu6//37GmDC1/7Jly5jVamUKhYJNmzaNlZSUhB2jpaWF3XPPPUyr1TK9Xs9+9rOfMYfDMQilId+3/nIFAFu7dq24T09PD3vsscdYREQEU6vV7I477mD19fVhx6msrGRz5sxhKpWKmc1m9vjjjzOv13uNS0OulQcffJAlJiYyuVzOoqKi2LRp08TBGmOUM+Tb9R2wUc6Qvu6++24WHR3N5HI5i42NZXfffTcrLS0Vt1/POcMxxtjgfLZHCCGEEEIIIeRy6G/YCCGEEEIIIWSIogEbIYQQQgghhAxRNGAjhBBCCCGEkCGKBmyEEEIIIYQQMkTRgI0QQgghhBBChigasBFCCCGEEELIEEUDNkIIIYQQQggZomjARgghhBBCCCFDFA3YCCGEkO8Jx3H46KOPBjsMPPPMMxgxYsRgh0EIIeQ7oAEbIYSQ61ZTUxMWLlyIhIQEKBQK2Gw2zJo1C3v37h3s0K6KyspKcByHY8eODXYohBBCBol0sAMghBBCvqu77roLHo8H69evR0pKCux2O7Zt24aWlpbBDo0QQgi5KugTNkIIIdel9vZ27N69Gy+++CKmTJmCxMREjBkzBk899RRuu+02cb+VK1di+PDh0Gg0iI+Px2OPPYauri5x+7p162A0GvHpp58iMzMTarUaP/rRj+B0OrF+/XokJSUhIiICv/jFL+D3+8XXJSUl4bnnnsM999wDjUaD2NhYrF69+rIx19TU4Mc//jGMRiNMJhPmzZuHysrKKy7zzp07wXEctm3bhtGjR0OtVmPs2LEoKSkJ2++FF16A1WqFTqfDggUL4HK5LjrWm2++iaysLCiVSgwbNgx//vOfxW0PPvgg8vLy4Ha7AQAejwc33HAD7rvvviuOlRBCyNVBAzZCCCHXJa1WC61Wi48++kgcWPSH53msWrUKp06dwvr167F9+3Y88cQTYfs4nU6sWrUKGzduxObNm7Fz507ccccd+Oyzz/DZZ59hw4YNWLNmDd5///2w17388svIz8/H0aNH8eSTT2LJkiXYsmVLv3F4vV7MmjULOp0Ou3fvxt69e6HVajF79mx4PJ4Blf03v/kNXnnlFRw6dAhSqRQPPviguO29997DM888g9///vc4dOgQoqOjwwZjAPD222/j6aefxvPPP4/i4mL8/ve/x7Jly7B+/XoAwKpVq9Dd3Y0nn3xSfL/29nb86U9/GlCchBBCrgJGCCGEXKfef/99FhERwZRKJRs7dix76qmn2PHjxy/7mk2bNrHIyEjx8dq1axkAVlpaKj73yCOPMLVazRwOh/jcrFmz2COPPCI+TkxMZLNnzw479t13383mzJkjPgbAPvzwQ8YYYxs2bGCZmZksEAiI291uN1OpVOyLL77oN9aKigoGgB09epQxxtiOHTsYALZ161Zxn3/9618MAOvp6WGMMVZYWMgee+yxsOMUFBSw/Px88XFqaip75513wvZ57rnnWGFhofh43759TCaTsWXLljGpVMp2797db4yEEEK+X/QJGyGEkOvWXXfdhbq6Onz88ceYPXs2du7ciZEjR2LdunXiPlu3bsW0adMQGxsLnU6He++9Fy0tLXA6neI+arUaqamp4mOr1YqkpCRotdqw5xobG8Pev7Cw8KLHxcXF/cZ6/PhxlJaWQqfTiZ8OmkwmuFwulJWVDajceXl54u/R0dEAIMZWXFyMgoKCS8bZ3d2NsrIyLFiwQIxDq9Xid7/7XVgchYWF+K//+i8899xzePzxxzF+/PgBxUgIIeTqoElHCCGEXNeUSiVmzJiBGTNmYNmyZXjooYewfPlyPPDAA6isrMQtt9yChQsX4vnnn4fJZMKePXuwYMECeDweqNVqAIBMJgs7Jsdx/T4XCAS+c5xdXV0YNWoU3n777Yu2RUVFDehYobFxHAcAVxxb8O/33njjjYsGdhKJRPw9EAhg7969kEgkKC0tHVB8hBBCrh76hI0QQsi/lezsbHR3dwMADh8+jEAggFdeeQU33XQTMjIyUFdXd9Xea//+/Rc9zsrK6nffkSNH4ty5c7BYLEhLSwv7MRgMVy2mrKwsHDhw4JJxWq1WxMTEoLy8/KI4kpOTxf1efvllnDlzBkVFRdi8eTPWrl171WIkhBBy5WjARggh5LrU0tKCqVOn4m9/+xtOnDiBiooKbNq0CS+99BLmzZsHAEhLS4PX68Wrr76K8vJybNiwAa+//vpVi2Hv3r146aWXcPbsWaxevRqbNm3CkiVL+t13/vz5MJvNmDdvHnbv3o2Kigrs3LkTv/jFL1BbW3vVYlqyZAneeustrF27FmfPnsXy5ctx6tSpsH2effZZrFixAqtWrcLZs2dx8uRJrF27FitXrgQAHD16FE8//TTefPNNjBs3DitXrsSSJUtQXl5+1eIkhBByZWjARggh5Lqk1WpRUFCAP/7xj5g4cSJyc3OxbNky/PznPxdnM8zPz8fKlSvx4osvIjc3F2+//TZWrFhx1WJ4/PHHcejQIdxwww343e9+h5UrV2LWrFn97qtWq7Fr1y4kJCTgzjvvRFZWljjlvl6vv2ox3X333Vi2bBmeeOIJjBo1ClVVVVi4cGHYPg899BDefPNNrF27FsOHD8ekSZOwbt06JCcnw+Vy4ac//SkeeOAB3HrrrQCAhx9+GFOmTMG9994btrQBIYSQ7x/HGGODHQQhhBByvUlKSsLSpUuxdOnSwQ6FEELIvzH6hI0QQgghhBBChigasBFCCCGEEELIEEVfiSSEEEIIIYSQIYo+YSOEEEIIIYSQIYoGbIQQQgghhBAyRNGAjRBCCCGEEEKGKBqwEUIIIYQQQsgQRQM2QgghhBBCCBmiaMBGCCGEEEIIIUMUDdgIIYQQQgghZIiiARshhBBCCCGEDFH/D8yy5fyXLVGgAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "ppb_values = df.iloc[:, -1]\n",
        "\n",
        "# Define the ranges\n",
        "range1 = ppb_values[ppb_values <= 2000]\n",
        "range2 = ppb_values[(ppb_values > 2000) & (ppb_values <= 10000)]\n",
        "range3 = ppb_values[ppb_values > 10000]\n",
        "\n",
        "plt.figure(figsize=(12, 8))\n",
        "\n",
        "# Plot for values <= 2000\n",
        "plt.subplot(3, 1, 1)\n",
        "sns.scatterplot(x=range1.index, y=range1.values, alpha=0.7, color='blue')\n",
        "plt.ylim(0, 2000)\n",
        "plt.title(\"Scatter Plot for y <= 2000\")\n",
        "plt.xlabel(\"Sample Index\")\n",
        "plt.ylabel(\"PPB Value\")\n",
        "plt.grid(True)\n",
        "\n",
        "# Plot for 2000 < y <= 10000\n",
        "plt.subplot(3, 1, 2)\n",
        "sns.scatterplot(x=range2.index, y=range2.values, alpha=0.7, color='green')\n",
        "plt.ylim(2000, 10000)\n",
        "plt.title(\"Scatter Plot for 2000 < y <= 10000\")\n",
        "plt.xlabel(\"Sample Index\")\n",
        "plt.ylabel(\"PPB Value\")\n",
        "plt.grid(True)\n",
        "\n",
        "# Plot for values > 10000\n",
        "plt.subplot(3, 1, 3)\n",
        "sns.scatterplot(x=range3.index, y=range3.values, alpha=0.7, color='red')\n",
        "plt.ylim(10000, ppb_values.max())\n",
        "plt.title(f\"Scatter Plot for y > 10000 (Max Value: {ppb_values.max()})\")\n",
        "plt.xlabel(\"Sample Index\")\n",
        "plt.ylabel(\"PPB Value\")\n",
        "plt.grid(True)\n",
        "\n",
        "# Adjust layout to avoid overlap\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 757
        },
        "id": "nq33398Bzdo2",
        "outputId": "2bf5f81a-501a-409e-ce49-a3c6712a7200"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 3 Axes>"
            ],
            "image/png": 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ymjdvbiQmJl6y3954443GY489ZsyePdt4/fXXjaFDhxp+fn7GjTfeaBQWFprLldw7GjZsaHTq1OmS95Gff/7ZqFOnjtGoUSNj1qxZxnPPPWfUqlXLaNWqlXH+/HmLsk8//bQhyXjkkUeM119/3ejZs6chyfjvf/972dssS2Wu9bvvvtto3759hdsEANgWASkAQJVzyy23GHXr1jVOnjxZKu/48eN226+jA1JnzpwpN68kILV8+XKL9NmzZxuSjOeff94wDMcGpCZNmmRIMn777bdK76s8OTk5NtvWhX777Tfj6NGjNtve4cOHjaKiIsMwDKN69erlBqTeeeedUu124sQJIyQkxLj33nstyjZt2tRo1aqVkZ+fb0575plnDJPJZHz//fd23WZ5br31VuOmm24qlR4dHW3cfPPNRlBQkDFz5kyLvJ9//tnw8vIy+vTp4/CAlGEYRnx8vNGkSZMy8zZv3mxIMl544YVKbdPVAlJ//PGHkZ2dbRhG5futYRjGSy+9ZEgy0tLSzGm5ubnm4GJF97ihQ4caAQEBxk8//WROS01NNSQZ//73v81pv/zyi+Hj42MMGzbMnFZUVGS0b9/eaNCggVFQUFDpbZanMtf6e++9Z5hMJuPgwYMVbhcAYDtM2QMAVDkHDx5Us2bNylyjKCwsrFTa22+/reuuu06BgYGqVauWOnTooDVr1pjzP/zwQ/Xs2VORkZHy8/NTo0aNNGXKFBUWFprLdOrUSatWrdJPP/1knnoUExOjDRs2qG3btpKkBx980Jx34dSWLVu2qHv37goODlZgYKA6duyor776yqKOEydOlMlk0t69e3XfffepVq1auummmyp9bv72t79JkjIyMi5Zbt26dWrfvr2qV6+ukJAQ3Xbbbfr+++8t6jNmzBhJUmxsrPm4ypsGFBMTo5SUFElS3bp1S62x8+qrr6pZs2by8/NTZGSkhg0bVmoqYKdOndS8eXNt375dHTp0UGBgoP71r3+Vub9FixbJZDJpx44dpfKef/55eXt769dffy33+Hfv3q2GDRvqtttu00cffWT1lLXyREdHy2QyVVjuvffeU7169XTHHXeY0+rWrau7775bH374oc6fPy9J2rt3r/bu3avBgwerWrVq5rL/+Mc/ZBiG3nvvPbtusyy5ublavXp1udPy/P39dccdd2jp0qUW6f/9739Vq1YtJScnl3rPzp07NXDgQMXFxcnf31/h4eF66KGH9Mcff5jLnDt3Tk2aNFGTJk107tw5c/qff/6piIgI3XDDDRZ99WL9+vXTDz/8UOYUxqVLl8pkMunee+9VXl6eJkyYoNatWys4OFjVq1dX+/bttX79+kueF0kaOHCgYmJiSqWX9OuLvf3222rdurUCAgIUGhqqvn376ueff7Yoc/bsWf3www/6/fffK9x/aGioatasWWG58pTU/cI+6efnp/DwcKve/7///U9///vf1bBhQ3Naly5ddNVVV+ndd981p3344YfKz8/XP/7xD3OayWTS0KFD9csvvygtLa3S2yxLZa/1kmv6ww8/tOp4AQC2QUAKAFDlREdHa/v27dq9e3eFZSdNmqQHHnhAPj4+mjx5siZNmqSoqCitW7fOXGbx4sWqUaOGRo8erVmzZql169aaMGGCnn76aXOZZ555RomJiapTp47eeustvfXWW5o5c6YSEhI0efJkSdLgwYPNeR06dJBUHPjp0KGDsrOzlZKSoueff15ZWVn629/+pq1bt5aq71133aWzZ8/q+eef1yOPPFLpc3Pw4EFJUu3atcst8/nnnys5OVknTpzQxIkTNXr0aG3evFk33nijOeB0xx136N5775UkvfLKK+bjqlu3bpnbnDlzpm6//XZJxespvfXWW+YAycSJEzVs2DBFRkbq5ZdfVp8+ffTvf/9b3bp1U35+vsV2/vjjD/Xo0UOJiYmaOXOmOnfuXOb+7rzzTgUEBGjJkiWl8pYsWaJOnTqpfv365Z6DxMREjR8/Xrt27dJtt92mhg0bauzYsdq/f3+577GFHTt26Nprr5WXl+VXsOuuu05nz57Vjz/+aC4nSW3atLEoFxkZqQYNGlgE4uyxzbJs375deXl5uvbaa8stc99992nr1q3m61AqDvrceeed8vHxKVU+NTVVhw4d0oMPPqg5c+aob9++WrZsmW655RYZhiFJCggI0JtvvqkDBw7omWeeMb932LBhOnXqlBYvXixvb+9y69SvXz9zPS5UWFiod999V+3bt1fDhg2VnZ2tBQsWqFOnTnrxxRc1ceJE/fbbb0pOTrbp+nDPPfec+vfvr8aNG2vGjBkaOXKk1q5dqw4dOlgEhLZu3aqEhATNnTvXZvsuUVBQoN9//11Hjx7VmjVrNG7cONWsWVPXXXddpbf166+/6sSJE6WuK6n4Grz4Wq1evboSEhJKlSvJr+w2y1LZaz04OFiNGjUq9UMBAMDOnDtACwCAyluzZo3h7e1teHt7G0lJScaTTz5pfPbZZ0ZeXp5Fuf379xteXl7G7bffbrE2imEY5ulVhmEYZ8+eLbWPRx991AgMDDRyc3PNaZWdsldUVGQ0btzYSE5OLrW/2NhYo2vXrua0lJQUQ1KpKVblKZmyt3DhQvP0s1WrVhkxMTGGyWQyT4sqa8peYmKiERYWZvzxxx/mtO+++87w8vIy+vfvb06r7NSfkmO4cMreiRMnDF9fX6Nbt24WbTB37lxz/Ut07NjRkGTMnz/fqv3de++9RmRkpMV2v/3220pNUSwqKjLWrVtn3H///UZAQIAhyejQoYPx5ptvlnldWONSU/aqV69uPPTQQ6XSV61aZUgyVq9ebRjGX+f+yJEjpcq2bdvWuP766+26zbIsWLDAkGTs2rWrVF50dLTRs2dPo6CgwAgPDzemTJliGIZh7N2715BkbNy40Vi0aFGpKXtlneP//ve/hiRj06ZNFuljx441vLy8jE2bNhnLly83JJWaHlietm3bGg0aNLC4VlavXm0x/augoKDU2kQnT5406tWrV+r86qIpewMGDCjz3lDSJ0ocPnzY8Pb2Np577jmLcrt27TKqVatmkV7Sxys7NdCafpuWlmZIMv9dffXVxvr168stf6kpeyV5//nPf0rljRkzxpBkvo/27NnTiIuLK1UuJyfHkGQ8/fTTld5mWS7nWu/WrZuRkJBQ7jYBALbHCCkAQJXTtWtXpaWl6dZbb9V3332nadOmKTk5WfXr17d4UtKKFStUVFSkCRMmlBo9cuE0moCAAPO/T58+rd9//13t27c3T5m5XOnp6dq/f7/uu+8+/fHHH/r999/1+++/KycnRzfffLM2bdqkoqIii/cMGTKkUvt46KGHVLduXUVGRqpnz57KycnRm2++WebIAkk6duyY0tPTNXDgQIWGhprTW7Zsqa5du+qTTz6p/IFewueff668vDyNHDnSog0eeeQRBQUFadWqVRbl/fz89OCDD1q17f79++vo0aMWU6qWLFmigIAA9enTx6ptmEwmde7cWW+99ZYyMzM1f/58nT9/XgMGDFBERISGDh2qkydPWrUta5w7d05+fn6l0v39/c35F/63vLIXTl2zxzbLUjKNrlatWuWW8fb21t13321+atqSJUsUFRWl9u3bl1n+wr6Xm5ur33//Xddff70klZpiN3HiRDVr1kwDBgzQP/7xD3Xs2FGPPfbYJetc4v7779cvv/yiTZs2mdOWLl0qX19f3XXXXea6+/r6Sip+Etyff/6pgoICtWnTptwnFlbW+++/r6KiIt19993m+8Hvv/+u8PBwNW7c2OJa7tSpkwzDsJj6aitNmzZVamqqVqxYoSeffFLVq1cv9ZQ9a1V0XV1YxlbX6oVlLqdOZb23Vq1aVk2PBADYDgEpAECV1LZtW73//vs6efKktm7dqrFjx+r06dO68847tXfvXknF09e8vLzUtGnTS25rz549uv322xUcHKygoCDVrVtX999/vyTp1KlTl13HkulfAwYMUN26dS3+FixYoPPnz5fafmxsbKX2MWHCBKWmpmrdunXauXOnjh49qgceeKDc8j/99JMk6eqrry6Vl5CQYA6Y2Up5+/P19VVcXJw5v0T9+vXNQYGKdO3aVREREeZpe0VFRfrvf/+r22677bLW0wkKCtKjjz6qDRs2aNy4ccrOztb8+fNL1fFKBAQEmNd0ulBubq45/8L/llf2wkCOPbZ5Kcb/n0pXnvvuu0979+7Vd999p6VLl6pv377lrq/1559/6vHHH1e9evUUEBCgunXrmvvAxX3D19dXCxcuVEZGhk6fPm1eR8waffv2lbe3t3naXm5urj744AP16NHDIsD25ptvqmXLlvL391ft2rVVt25drVq16oruAxfav3+/DMNQ48aNS90Tvv/+e504ccIm+6lIUFCQunTpottuu00vvviinnjiCd1222367rvvKr2tiq6rC8vY6lq9sMzl1Kms9xqGYfX1BACwjWoVFwEAwHX5+vqqbdu2atu2ra666io9+OCDWr58uXmB7YpkZWWpY8eOCgoK0uTJk9WoUSP5+/vr22+/1VNPPVVqBFNllLx3+vTpSkxMLLNMjRo1LF5bGxQo0aJFi3IXma6KKnP83t7euu+++/TGG2/o1Vdf1VdffaWjR4+ag4mVtW3bNi1cuFDLli1TVlaW2rVrp0GDBpVa7+ZKRERE6NixY6XSS9IiIyPN5UrSo6KiSpW9cK0fe2yzLCXrkp08eVINGjQot1y7du3UqFEjjRw5UhkZGbrvvvvKLXv33Xdr8+bNGjNmjBITE1WjRg0VFRWpe/fuZfa9zz77TFJxUGH//v1WB3DDwsLUtWtX/e9//9O8efP08ccf6/Tp0+b1paTihcYHDhyo3r17a8yYMQoLC5O3t7emTp1qsSZWWcoLZFy82HpRUZFMJpM+/fTTMte9uvh+4Ch33HGHHnjgAS1btkytWrWq1HsvvK4uduzYMYWGhppHKkVERGj9+vWlgj+XulYr2mZFdbL2Wj958qTq1KlT/oECAGyOgBQAwG2UTFMr+Z+YRo0aqaioSHv37i03ILRhwwb98ccfev/9980LkUtlP6WuvP/pLC+9UaNGkv4ajeAKoqOjJUn79u0rlffDDz+oTp06ql69uqTyj+ty9xcXF2dOz8vLU0ZGxhWfl/79++vll1/Wxx9/rE8//VR169Yt82lu5Tlx4oTeeustLVq0SHv27FHt2rU1cOBADRo0SM2bN7+iupUlMTFRX3zxhYqKiiymMG7ZskWBgYG66qqrzOUk6ZtvvrH4n+ejR4/ql19+0eDBg+26zbI0adJEUnHfaNGixSXL3nvvvXr22WeVkJBQbt87efKk1q5dq0mTJmnChAnm9PIWlt+5c6cmT56sBx98UOnp6Xr44Ye1a9cuBQcHX7IuJfr166fVq1fr008/1dKlSxUUFKRevXqZ89977z3FxcXp/ffft7j2rQlu16pVq9RTIyWVGl3XqFEjGYah2NhYc7u4gvPnz6uoqOiyRoLVr19fdevW1TfffFMqb+vWrRbtn5iYqAULFuj777+3GLm6ZcsWc35lt1mWy7nWMzIyKh2MAwBcGabsAQCqnJJf2C9Wsv5RyfSw3r17y8vLS5MnTy412qLk/SWjFC7cXl5enl599dVS269evXqZ/8NWEsC5+H9IW7durUaNGumll14qc32W3377rdxjtJeIiAglJibqzTfftKjv7t27tWbNGt1yyy3mtPKOqzK6dOkiX19fzZ492+Ic/9///Z9OnTqlnj17Xva2peK1r1q2bKkFCxbof//7n/r27WvxmPfy/Pzzz+rdu7fq16+vMWPGKCIiQsuWLdPRo0f1yiuv2CUYJRU/HfD48eN6//33zWm///67li9frl69eplHfTRr1kxNmjTR66+/bjHK5rXXXpPJZNKdd95p122WpXXr1vL19S0zSHCxhx9+WCkpKXr55ZfLLVNW35OKn9h4sfz8fA0cOFCRkZGaNWuWFi9erOPHj2vUqFEV1qVE7969FRgYqFdffVWffvqp7rjjDvN6ROXVZ8uWLUpLS6tw240aNdKpU6e0c+dOc9qxY8f0wQcfWJS744475O3trUmTJpU6bsMwzOt0STKvYWfLdY2ysrJKPdlSkhYsWCCp9FPprNWnTx+tXLlSP//8szlt7dq1+vHHH81rdEnSbbfdJh8fH4v7q2EYmj9/vurXr68bbrih0tvMz8/XDz/8YDGaqrLX+qlTp3Tw4EGL/QMA7I8RUgCAKmfEiBE6e/asbr/9djVp0kR5eXnavHmz3nnnHcXExJgXxY6Pj9czzzyjKVOmqH379rrjjjvk5+enbdu2KTIyUlOnTtUNN9ygWrVqacCAAXrsscdkMpn01ltvlRnwat26td555x2NHj1abdu2VY0aNdSrVy81atRIISEhmj9/vmrWrKnq1aurXbt2io2N1YIFC9SjRw81a9ZMDz74oOrXr69ff/1V69evV1BQkD7++GNHnz5Nnz5dPXr0UFJSkgYNGqRz585pzpw5Cg4OtlhAuXXr1pKkZ555Rn379pWPj4969eplDlRZo27duho7dqwmTZqk7t2769Zbb9W+ffv06quvqm3btpc9ve5C/fv31z//+U9Jsnp7Bw8e1LfffquxY8fqoYceUkxMzBXV4eOPPzavv5Ofn6+dO3fq2WeflSTdeuutatmypaTi4NH111+vBx98UHv37lWdOnX06quvqrCwUJMmTbLY5vTp03XrrbeqW7du6tu3r3bv3q25c+fq4YcftphGaI9tlsXf31/dunXT559/rsmTJ1+ybHR0dIWLcQcFBalDhw6aNm2a8vPzVb9+fa1Zs6bM0YnPPvus0tPTtXbtWtWsWVMtW7bUhAkTNG7cON15550WgdTy1KhRQ7179zavI3XhdD1J+vvf/673339ft99+u3r27KmMjAzNnz9fTZs2rXDB7759++qpp57S7bffrscee0xnz57Va6+9pquuuspiQfRGjRrp2Wef1dixY3X48GH17t1bNWvWVEZGhj744AMNHjzYfC1v3bpVnTt3VkpKSoXn8tSpU5ozZ44k6auvvpIkzZ07VyEhIQoJCdHw4cMlFY8Ifeyxx3TnnXeqcePGysvL0xdffKH3339fbdq0KdV/5s6dq6ysLB09elRS8XX+yy+/SCq+D5eMTvvXv/6l5cuXq3Pnznr88cd15swZTZ8+XS1atLB4SEGDBg00cuRITZ8+Xfn5+Wrbtq1WrFihL774QkuWLLGYxmjtNn/99VclJCRowIABWrx4sTm9Mtf6559/LsMwdNttt13yPAMAbMzhz/UDAOAKffrpp8ZDDz1kNGnSxKhRo4bh6+trxMfHGyNGjDCOHz9eqvzChQuNa665xvDz8zNq1apldOzY0UhNTTXnf/XVV8b1119vBAQEGJGRkcaTTz5pfPbZZ4Yki0ehnzlzxrjvvvuMkJAQQ5LFY94//PBDo2nTpka1atVKPR59x44dxh133GHUrl3b8PPzM6Kjo427777bWLt2rblMyePhf/vtN6vOQckj4ZcvX37JchkZGWU+rv3zzz83brzxRiMgIMAICgoyevXqZezdu7fU+6dMmWLUr1/f8PLyqvBR8pc6hrlz5xpNmjQxfHx8jHr16hlDhw41Tp48aVGmY8eORrNmzS55PGU5duyY4e3tbVx11VVWv+fs2bNGYWFhpfdVngEDBhiSyvy7+Nz/+eefxqBBg4zatWsbgYGBRseOHY1t27aVud0PPvjASExMNPz8/IwGDRoY48aNM/Ly8kqVs8c2y/L+++8bJpPJOHLkiEV6dHS00bNnz0u+d9GiRYYki3r98ssvxu23326EhIQYwcHBxl133WUcPXrUkGSkpKQYhmEY27dvN6pVq2aMGDHCYnsFBQVG27ZtjcjIyFLXUnlWrVplSDIiIiJKtX9RUZHx/PPPG9HR0Yafn59xzTXXGCtXrjQGDBhg0dcNw7CoX4k1a9YYzZs3N3x9fY2rr77aePvtt8194mL/+9//jJtuusmoXr26Ub16daNJkybGsGHDjH379pnLlPTxi/dTlpJ+XtbfhXU/cOCA0b9/fyMuLs4ICAgw/P39jWbNmhkpKSnGmTNnSm03Ojq63O1efC/YvXu30a1bNyMwMNAICQkx+vXrZ2RmZpbaZmFhofk8+/r6Gs2aNTPefvvtMo/Lmm2WHPuAAQNKvd/aa/2ee+4xbrrppjLrAACwH5NhVPCoFAAAABf2+++/KyIiQhMmTND48eOdXR23VlhYqKZNm+ruu+/WlClTnF0d4IplZmYqNjZWy5YtY4QUADgYa0gBAIAqbfHixSosLNQDDzzg7Kq4PW9vb02ePFnz5s2rcBobUBXMnDlTLVq0IBgFAE7ACCkAAFAlrVu3Tnv37tX48ePVuXNni0W9AQAA4NoISAEAgCqpU6dO2rx5s2688Ua9/fbbql+/vrOrBAAAACsRkAIAAAAAAIBDsYYUAAAAAAAAHIqAFAAAAAAAAByKgBQAAAAAAAAcqpqzK+BJioqKdPToUdWsWVMmk8nZ1QEAAAAAALApwzB0+vRpRUZGysur/HFQBKQc6OjRo4qKinJ2NQAAAAAAAOzq559/VoMGDcrNJyDlQDVr1pRU3ChBQUFOrk3VlJ+frzVr1qhbt27y8fFxdnVgJy7dzjt3Ss8+W37+uHFSy5aOq08V59JtDZuhnT0D7ewZaGfPQVt7BtrZMzi6nbOzsxUVFWWOgZSHgJQDlUzTCwoKIiB1mfLz8xUYGKigoCBumG7Mpdu5eXMpIUE6cKB0Xnx8cT7922ou3dawGdrZM9DOnoF29hy0tWegnT2Ds9q5oqWKWNQcACojJEQaMaI4+HSh+Pji9JAQZ9QKAAAAAKoUpwakNm3apF69eikyMlImk0krVqww5+Xn5+upp55SixYtVL16dUVGRqp///46evSoxTZiYmJkMpks/l544QWLMjt37lT79u3l7++vqKgoTZs2rVRdli9friZNmsjf318tWrTQJ598YpFvGIYmTJigiIgIBQQEqEuXLtq/f7/tTgaAqiMuTkpJkaZMkcaMKf5vSkpxOgAAAACgQk4NSOXk5KhVq1aaN29eqbyzZ8/q22+/1fjx4/Xtt9/q/fff1759+3TrrbeWKjt58mQdO3bM/DdixAhzXnZ2trp166bo6Ght375d06dP18SJE/X666+by2zevFn33nuvBg0apB07dqh3797q3bu3du/ebS4zbdo0zZ49W/Pnz9eWLVtUvXp1JScnKzc318ZnBUCVEBIiJSZKHToU/5eRUQAAAABgNaeuIdWjRw/16NGjzLzg4GClpqZapM2dO1fXXXedjhw5ooYNG5rTa9asqfDw8DK3s2TJEuXl5WnhwoXy9fVVs2bNlJ6erhkzZmjw4MGSpFmzZql79+4aM2aMJGnKlClKTU3V3LlzNX/+fBmGoZkzZ2rcuHG67bbbJEn/+c9/VK9ePa1YsUJ9+/a94nMBAAAAAADgKarUGlKnTp2SyWRSyEUjEV544QXVrl1b11xzjaZPn66CggJzXlpamjp06CBfX19zWnJysvbt26eTJ0+ay3Tp0sVim8nJyUpLS5MkZWRkKDMz06JMcHCw2rVrZy4DAAAAAAAA61SZp+zl5ubqqaee0r333mvxhLrHHntM1157rUJDQ7V582aNHTtWx44d04wZMyRJmZmZio2NtdhWvXr1zHm1atVSZmamOe3CMpmZmeZyF76vrDJlOX/+vM6fP29+nZ2dLal4faz8/PxKHT+KlZw3zp97o509B23tGWhnz0A7ewba2XPQ1p6BdvYMjm5na/dTJQJS+fn5uvvuu2UYhl577TWLvNGjR5v/3bJlS/n6+urRRx/V1KlT5efn5+iqWpg6daomTZpUKn3NmjUKDAx0Qo3cx8XTOeGeaGfPQVt7BtrZM9DOnoF29hy0tWegnT2Do9r57NmzVpVz+YBUSTDqp59+0rp16yxGR5WlXbt2Kig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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Checking how many target features are present above a certain n PPB value"
      ],
      "metadata": {
        "id": "wKRA5-PNEsd4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def check_feature_outliers(df, feature_columns, min_val=-float('inf'), max_val=float('inf')):\n",
        "    outliers = {}\n",
        "    total_outliers = 0\n",
        "\n",
        "    for col in feature_columns:\n",
        "        extreme_outliers = df[(df[col] < min_val) | (df[col] > max_val)]\n",
        "\n",
        "        if not extreme_outliers.empty:\n",
        "            outliers[col] = extreme_outliers[col].tolist()\n",
        "            total_outliers += len(extreme_outliers)\n",
        "\n",
        "    return outliers, total_outliers\n",
        "\n",
        "def print_outliers(outliers, total_outliers):\n",
        "    if outliers:\n",
        "        for col, issues in outliers.items():\n",
        "            print(f\"Column: {col}\")\n",
        "            print(f\"Issues: {issues}\\n\")\n",
        "        print(f\"Total number of outliers detected: {total_outliers}\")\n",
        "    else:\n",
        "        print(\"No outliers detected.\")\n",
        "        print(f\"Total number of outliers detected: {total_outliers}\")\n",
        "\n",
        "last_column = df.columns[-1]\n",
        "if pd.api.types.is_numeric_dtype(df[last_column]):\n",
        "    feature_outliers, total_outliers = check_feature_outliers(df, [last_column], min_val=0, max_val=10000)\n",
        "    print_outliers(feature_outliers, total_outliers)\n",
        "else:\n",
        "    print(f\"The last column '{last_column}' is not numeric and cannot be checked for outliers.\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RKk57cJY1Xok",
        "outputId": "4c197dc0-1621-4a79-f406-d6b5bff56706"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Column: vomitoxin_ppb\n",
            "Issues: [18000.0, 12800.0, 86900.0, 86900.0, 131000.0, 119500.0, 18000.0, 14000.0, 20000.0, 18100.0, 23000.0, 18100.0, 86900.0, 17300.0, 13400.0, 40000.0, 11500.0, 18100.0, 93100.0, 10100.0, 18000.0, 112400.0, 14700.0, 86900.0]\n",
            "\n",
            "Total number of outliers detected: 24\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Visualising the original data"
      ],
      "metadata": {
        "id": "A7fF8efSE1ct"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12, 8))\n",
        "\n",
        "for i in range(5):\n",
        "    row = df.iloc[i]\n",
        "    spectral_data = row[1:-1]  # Exclude the first and last columns\n",
        "    spectral_data = pd.to_numeric(spectral_data, errors='coerce')  # Ensure numeric data\n",
        "    wavelengths = range(1, len(spectral_data) + 1)  # Assuming indices for wavelengths\n",
        "\n",
        "    target_label = row.iloc[-1]\n",
        "\n",
        "    plt.plot(wavelengths, spectral_data, label=f'Sample {i+1} - Target: {target_label}', alpha=0.7)\n",
        "\n",
        "plt.xlabel('Wavelength (or Spectral Band Index)')\n",
        "plt.ylabel('Intensity/Reflectance')\n",
        "plt.title('Spectral Data for Multiple Samples')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 718
        },
        "id": "lMWWuhSFE3_i",
        "outputId": "6feda099-d466-468c-e076-df3e7e749ffe"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Normalizing data"
      ],
      "metadata": {
        "id": "M0DKmylZoCIz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.preprocessing import MinMaxScaler\n",
        "import numpy as np\n",
        "\n",
        "numeric_cols = df.select_dtypes(include=[np.number]).columns\n",
        "if numeric_cols.empty:\n",
        "    raise ValueError(\"No numeric columns found for normalization!\")\n",
        "\n",
        "# Apply Normalization (Min-Max Scaling)\n",
        "scaler = MinMaxScaler()\n",
        "df_normalized = df.copy()\n",
        "df_normalized[numeric_cols] = scaler.fit_transform(df[numeric_cols])\n",
        "\n",
        "# Save the normalized dataset\n",
        "df_normalized.to_csv(\"normalized_dataset.csv\", index=False)"
      ],
      "metadata": {
        "id": "QrPwjTgxqAwE"
      },
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Visualizing the normalized dataset\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "g3gNgIHJqBJw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Visualization 1: Line Plot for Average Reflectance\n",
        "plt.figure(figsize=(12, 6))\n",
        "df_normalized[numeric_cols].mean().plot(kind='line', marker='o', color='b')  # Ensure numeric data is plotted\n",
        "plt.xlabel(\"Features\")\n",
        "plt.ylabel(\"Average Normalized Reflectance\")\n",
        "plt.title(\"Line Plot of Average Reflectance Across Features\")\n",
        "plt.xticks(rotation=90)\n",
        "plt.grid(True)\n",
        "plt.show()\n",
        "\n",
        "# Visualization 2: Heatmap for Sample Comparisons\n",
        "plt.figure(figsize=(12, 8))\n",
        "sns.heatmap(df_normalized[numeric_cols].iloc[:50], cmap=\"coolwarm\", linewidths=0.5)  # Visualizing first 50 samples\n",
        "plt.title(\"Heatmap for Sample Comparisons (Normalized Data)\")\n",
        "plt.xlabel(\"Features\")\n",
        "plt.ylabel(\"Samples\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "b05p_YyuqEpR",
        "outputId": "d4720005-a73d-47bf-fc70-f450189a1ea1"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Reducing the dimension with PCA"
      ],
      "metadata": {
        "id": "0_fWLz1rqFBS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "from sklearn.decomposition import PCA\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "\n",
        "# Load the dataset\n",
        "file_path = \"/content/normalized_dataset.csv\"\n",
        "df = pd.read_csv(file_path)\n",
        "\n",
        "# Separate features and labels\n",
        "label_column = df.columns[-1]\n",
        "X = df.iloc[:, :-1]  # Features: All columns except the last one\n",
        "y = df.iloc[:, -1]   # Labels: The last column\n",
        "\n",
        "numeric_cols = X.select_dtypes(include=[np.number]).columns\n",
        "if numeric_cols.empty:\n",
        "    raise ValueError(\"No numeric columns found for PCA!\")\n",
        "\n",
        "scaler = StandardScaler()\n",
        "X_scaled = scaler.fit_transform(X[numeric_cols])\n",
        "\n",
        "pca_full = PCA(n_components=None)\n",
        "pca_full.fit(X_scaled)\n",
        "explained_variance = np.cumsum(pca_full.explained_variance_ratio_)\n",
        "\n",
        "variance_threshold = 0.95\n",
        "n_components = np.argmax(explained_variance >= variance_threshold) + 1\n",
        "\n",
        "pca_optimal = PCA(n_components=n_components)\n",
        "X_pca = pca_optimal.fit_transform(X_scaled)\n",
        "\n",
        "df_pca = pd.DataFrame(X_pca, columns=[f'PC{i+1}' for i in range(n_components)])\n",
        "\n",
        "df_pca[label_column] = y.values\n",
        "\n",
        "output_path = \"/content/pca_transformed_dataset.csv\"\n",
        "df_pca.to_csv(output_path, index=False)"
      ],
      "metadata": {
        "id": "IGdlL3nG53Sv"
      },
      "execution_count": 37,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Principal components and visualization"
      ],
      "metadata": {
        "id": "8s65CQ576hxb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Principal Components\n",
        "\n",
        "plt.figure(figsize=(10, 5))\n",
        "plt.plot(range(1, len(explained_variance) + 1), explained_variance, marker='o', linestyle='--', color='b')\n",
        "plt.xlabel(\"Number of Principal Components\")\n",
        "plt.ylabel(\"Cumulative Explained Variance\")\n",
        "plt.title(f\"Explained Variance vs Number of Components ({variance_threshold * 100}% threshold)\")\n",
        "plt.grid(True)\n",
        "plt.show()\n",
        "\n",
        "# Visualization: Scatter Plot of First Two Principal Components with Labels\n",
        "plt.figure(figsize=(8, 6))\n",
        "sns.scatterplot(x=df_pca.iloc[:, 0], y=df_pca.iloc[:, 1], hue=df_pca[label_column], palette=\"viridis\", alpha=0.7)\n",
        "plt.xlabel(\"Principal Component 1\")\n",
        "plt.ylabel(\"Principal Component 2\")\n",
        "plt.title(\"PCA: First Two Principal Components Colored by Labels\")\n",
        "plt.legend(title=label_column)\n",
        "plt.grid(True)\n",
        "plt.show()\n",
        "\n",
        "# Print summary\n",
        "print(f\"\\nOptimal number of PCA components used: {n_components}\")\n",
        "print(f\"Number of components explaining {variance_threshold * 100}% variance: {n_components}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "dvPF5BSc6k9i",
        "outputId": "370c01b4-2685-4805-dd72-cfa6c7c6ec5d"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Optimal number of PCA components used: 3\n",
            "Number of components explaining 95.0% variance: 3\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Deep Learning Model : Training\n",
        "\n"
      ],
      "metadata": {
        "id": "A6oMuLub7YCA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import tensorflow as tf\n",
        "import keras_tuner as kt\n",
        "from tensorflow import keras\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense, Dropout\n",
        "from keras.optimizers import Adam\n",
        "from keras.callbacks import EarlyStopping\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n",
        "\n",
        "\n",
        "# Load the dataset\n",
        "file_path = \"/content/pca_transformed_dataset.csv\"  # Update this path\n",
        "df = pd.read_csv(file_path)\n",
        "\n",
        "# Separate features and target\n",
        "X = df.iloc[:, :-1].values  # PCA components\n",
        "y = df.iloc[:, -1].values   # Target column (regression value)\n",
        "\n",
        "# Split data (80% train, 20% test)\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
        "\n",
        "# Standardize the input features\n",
        "scaler = StandardScaler()\n",
        "X_train = scaler.fit_transform(X_train)\n",
        "X_test = scaler.transform(X_test)\n",
        "\n",
        "# Define model builder function for Keras Tuner\n",
        "def build_model(hp):\n",
        "    model = Sequential()\n",
        "    model.add(Dense(hp.Int(\"units_1\", min_value=32, max_value=256, step=32), activation=\"relu\", input_shape=(X_train.shape[1],)))\n",
        "\n",
        "    for i in range(hp.Int(\"num_layers\", 1, 3)):\n",
        "        model.add(Dense(hp.Int(f\"units_{i+2}\", min_value=32, max_value=256, step=32), activation=\"relu\"))\n",
        "        model.add(Dropout(hp.Float(f\"dropout_{i+2}\", min_value=0.1, max_value=0.5, step=0.1)))  # Increased dropout\n",
        "\n",
        "    model.add(Dense(1))  # Output layer for regression\n",
        "\n",
        "    model.compile(\n",
        "        optimizer=Adam(learning_rate=hp.Choice(\"learning_rate\", [0.001, 0.0005, 0.0001])),\n",
        "        loss=\"mse\",\n",
        "        metrics=[\"mae\"]\n",
        "    )\n",
        "    return model\n",
        "\n",
        "# Use Keras Tuner for hyperparameter tuning\n",
        "tuner = kt.RandomSearch(\n",
        "    build_model,\n",
        "    objective=\"val_loss\",\n",
        "    max_trials=30,\n",
        "    executions_per_trial=1,\n",
        "    directory=\"mlp_tuning\",\n",
        "    project_name=\"mlp_regression\"\n",
        ")\n",
        "\n",
        "# Perform hyperparameter search\n",
        "tuner.search(X_train, y_train, validation_data=(X_test, y_test), epochs=50, batch_size=16)\n",
        "\n",
        "# Get best hyperparameters\n",
        "best_hps = tuner.get_best_hyperparameters(num_trials=1)[0]\n",
        "\n",
        "# Define Early Stopping callback\n",
        "early_stopping = EarlyStopping(\n",
        "    monitor='val_loss',\n",
        "    patience=10,  # Stop training if no improvement for 10 epochs\n",
        "    restore_best_weights=True,  # Restore the best model\n",
        "    verbose=1\n",
        ")\n",
        "\n",
        "# Build and train the best model with Early Stopping\n",
        "best_model = tuner.hypermodel.build(best_hps)\n",
        "history = best_model.fit(\n",
        "    X_train, y_train,\n",
        "    validation_data=(X_test, y_test),\n",
        "    epochs=100, batch_size=16,\n",
        "    callbacks=[early_stopping],  # Early stopping callback\n",
        "    verbose=1\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RuRt7Bz87fV1",
        "outputId": "a04f35d4-63c1-4dfc-f14c-8254c34869dc"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Trial 30 Complete [00h 00m 20s]\n",
            "val_loss: 0.0009923243196681142\n",
            "\n",
            "Best val_loss So Far: 0.00044733972754329443\n",
            "Total elapsed time: 00h 09m 11s\n",
            "Epoch 1/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 15ms/step - loss: 0.0092 - mae: 0.0589 - val_loss: 0.0058 - val_mae: 0.0350\n",
            "Epoch 2/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - loss: 0.0031 - mae: 0.0359 - val_loss: 0.0041 - val_mae: 0.0328\n",
            "Epoch 3/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - loss: 0.0045 - mae: 0.0321 - val_loss: 0.0036 - val_mae: 0.0358\n",
            "Epoch 4/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - loss: 0.0030 - mae: 0.0304 - val_loss: 0.0022 - val_mae: 0.0263\n",
            "Epoch 5/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - loss: 0.0062 - mae: 0.0329 - val_loss: 0.0074 - val_mae: 0.0314\n",
            "Epoch 6/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - loss: 0.0046 - mae: 0.0280 - val_loss: 0.0021 - val_mae: 0.0193\n",
            "Epoch 7/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - loss: 0.0048 - mae: 0.0251 - val_loss: 0.0023 - val_mae: 0.0236\n",
            "Epoch 8/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - loss: 0.0041 - mae: 0.0264 - val_loss: 0.0125 - val_mae: 0.0322\n",
            "Epoch 9/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - loss: 0.0051 - mae: 0.0264 - val_loss: 0.0023 - val_mae: 0.0219\n",
            "Epoch 10/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - loss: 0.0037 - mae: 0.0227 - val_loss: 0.0016 - val_mae: 0.0200\n",
            "Epoch 11/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - loss: 0.0016 - mae: 0.0177 - val_loss: 0.0019 - val_mae: 0.0191\n",
            "Epoch 12/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - loss: 0.0021 - mae: 0.0190 - val_loss: 0.0031 - val_mae: 0.0210\n",
            "Epoch 13/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - loss: 0.0015 - mae: 0.0171 - val_loss: 0.0013 - val_mae: 0.0154\n",
            "Epoch 14/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - loss: 0.0025 - mae: 0.0196 - val_loss: 0.0015 - val_mae: 0.0219\n",
            "Epoch 15/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - loss: 0.0020 - mae: 0.0180 - val_loss: 0.0015 - val_mae: 0.0159\n",
            "Epoch 16/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - loss: 0.0053 - mae: 0.0223 - val_loss: 0.0021 - val_mae: 0.0237\n",
            "Epoch 17/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - loss: 0.0020 - mae: 0.0192 - val_loss: 0.0012 - val_mae: 0.0148\n",
            "Epoch 18/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - loss: 0.0021 - mae: 0.0157 - val_loss: 0.0017 - val_mae: 0.0179\n",
            "Epoch 19/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - loss: 0.0017 - mae: 0.0175 - val_loss: 0.0021 - val_mae: 0.0179\n",
            "Epoch 20/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - loss: 0.0040 - mae: 0.0208 - val_loss: 0.0012 - val_mae: 0.0153\n",
            "Epoch 21/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - loss: 0.0030 - mae: 0.0172 - val_loss: 0.0014 - val_mae: 0.0170\n",
            "Epoch 22/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - loss: 0.0058 - mae: 0.0236 - val_loss: 0.0014 - val_mae: 0.0165\n",
            "Epoch 23/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - loss: 0.0017 - mae: 0.0139 - val_loss: 0.0011 - val_mae: 0.0161\n",
            "Epoch 24/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - loss: 0.0020 - mae: 0.0179 - val_loss: 0.0020 - val_mae: 0.0171\n",
            "Epoch 25/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - loss: 0.0023 - mae: 0.0155 - val_loss: 0.0013 - val_mae: 0.0151\n",
            "Epoch 26/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - loss: 0.0027 - mae: 0.0182 - val_loss: 0.0033 - val_mae: 0.0184\n",
            "Epoch 27/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - loss: 0.0020 - mae: 0.0160 - val_loss: 0.0017 - val_mae: 0.0196\n",
            "Epoch 28/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - loss: 0.0039 - mae: 0.0221 - val_loss: 7.7349e-04 - val_mae: 0.0137\n",
            "Epoch 29/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - loss: 0.0037 - mae: 0.0177 - val_loss: 0.0028 - val_mae: 0.0213\n",
            "Epoch 30/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - loss: 0.0016 - mae: 0.0166 - val_loss: 0.0011 - val_mae: 0.0138\n",
            "Epoch 31/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - loss: 0.0053 - mae: 0.0222 - val_loss: 0.0011 - val_mae: 0.0142\n",
            "Epoch 32/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 10ms/step - loss: 0.0061 - mae: 0.0208 - val_loss: 8.1565e-04 - val_mae: 0.0131\n",
            "Epoch 33/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - loss: 0.0030 - mae: 0.0178 - val_loss: 6.2002e-04 - val_mae: 0.0123\n",
            "Epoch 34/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - loss: 0.0027 - mae: 0.0167 - val_loss: 8.6282e-04 - val_mae: 0.0144\n",
            "Epoch 35/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 10ms/step - loss: 0.0018 - mae: 0.0154 - val_loss: 6.3157e-04 - val_mae: 0.0119\n",
            "Epoch 36/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - loss: 0.0010 - mae: 0.0132 - val_loss: 6.4724e-04 - val_mae: 0.0126\n",
            "Epoch 37/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - loss: 0.0027 - mae: 0.0171 - val_loss: 9.2488e-04 - val_mae: 0.0139\n",
            "Epoch 38/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - loss: 0.0023 - mae: 0.0167 - val_loss: 0.0043 - val_mae: 0.0204\n",
            "Epoch 39/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 10ms/step - loss: 0.0038 - mae: 0.0190 - val_loss: 0.0021 - val_mae: 0.0200\n",
            "Epoch 40/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - loss: 0.0059 - mae: 0.0227 - val_loss: 0.0041 - val_mae: 0.0199\n",
            "Epoch 41/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - loss: 0.0068 - mae: 0.0240 - val_loss: 9.0391e-04 - val_mae: 0.0142\n",
            "Epoch 42/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - loss: 0.0018 - mae: 0.0140 - val_loss: 0.0016 - val_mae: 0.0154\n",
            "Epoch 43/100\n",
            "\u001b[1m25/25\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - loss: 9.4141e-04 - mae: 0.0127 - val_loss: 6.8981e-04 - val_mae: 0.0127\n",
            "Epoch 43: early stopping\n",
            "Restoring model weights from the end of the best epoch: 33.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Evaluation of the model"
      ],
      "metadata": {
        "id": "q8pROlUmGq-p"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Make predictions\n",
        "y_pred = best_model.predict(X_test)\n",
        "\n",
        "# Evaluate performance\n",
        "mae = mean_absolute_error(y_test, y_pred)\n",
        "rmse = np.sqrt(mean_squared_error(y_test, y_pred))\n",
        "r2 = r2_score(y_test, y_pred)\n",
        "\n",
        "# Print performance metrics\n",
        "print(\"\\nOptimized Model Performance:\")\n",
        "print(f\"Mean Absolute Error (MAE): {mae:.4f}\")\n",
        "print(f\"Root Mean Squared Error (RMSE): {rmse:.4f}\")\n",
        "print(f\"R² Score: {r2:.4f}\")\n",
        "\n",
        "# Plot Training vs Validation Loss\n",
        "plt.figure(figsize=(8, 6))\n",
        "plt.plot(history.history['loss'], label='Train Loss', color='blue')\n",
        "plt.plot(history.history['val_loss'], label='Validation Loss', color='orange')\n",
        "plt.xlabel('Epochs')\n",
        "plt.ylabel('Loss (MSE)')\n",
        "plt.title('Training vs Validation Loss')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()\n",
        "\n",
        "# Scatter Plot: Actual vs Predicted\n",
        "plt.figure(figsize=(8, 6))\n",
        "sns.scatterplot(x=y_test, y=y_pred.flatten(), color=\"blue\", alpha=0.6)\n",
        "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], color=\"red\", linestyle=\"--\")\n",
        "plt.xlabel(\"Actual Values\")\n",
        "plt.ylabel(\"Predicted Values\")\n",
        "plt.title(\"Actual vs. Predicted Values (Optimized MLP)\")\n",
        "plt.grid(True)\n",
        "plt.show()\n",
        "\n",
        "# Print best hyperparameters\n",
        "print(\"\\nBest Hyperparameters Found:\")\n",
        "for param in best_hps.values:\n",
        "    print(param, \":\", best_hps.get(param))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "NSKjMRS6GqQi",
        "outputId": "dd8915e5-243f-47d5-fbd2-adc69e6e2dac"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
            "\n",
            "Optimized Model Performance:\n",
            "Mean Absolute Error (MAE): 0.0123\n",
            "Root Mean Squared Error (RMSE): 0.0249\n",
            "R² Score: 0.9619\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": 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KioqSOnfuLH377bfGddx1DhCRbSpJKkfpFiIiPzB06FD89ddfVmtpiYio/GENMRGRC4pPb3zmzBmsX78evXv39s4BERGRw5ghJiJyQXx8PCZMmIB69erhwoUL+L//+z/k5+fj0KFDVvvxEhFR+cNBdURELhgwYAC+/vprpKamIigoCF27dsXrr7/OYJiIyIcwQ0xEREREFRpriImIiIioQmNATEREREQVGmuInWQwGJCSkoKIiAjF04oSERERUdmRJAm3b99G9erVoVbbzgMzIHZSSkoKatWq5e3DICIiIiI7Ll68iJo1a9p8nAGxkyIiIgCIX3BkZKTH91dYWIjNmzejf//+CAgI8Pj+yDfwvCBreF6QLTw3yBp/Pi8yMzNRq1YtY9xmCwNiJ8llEpGRkWUWEIeGhiIyMtLvTlZyHs8LsobnBdnCc4OsqQjnhb3yVg6qIyIiIqIKjQExEREREVVoDIiJiIiIqEJjDTERERF5lCRJ0Ol00Ov13j4UsqKwsBBarRZ5eXk+9zfSaDTQarUut8BlQExEREQeU1BQgCtXriAnJ8fbh0I2SJKEuLg4XLx40SfnVggNDUV8fDwCAwOd3gYDYiIiIvIIg8GAc+fOQaPRoHr16ggMDPTJgMvfGQwGZGVlITw8vNTJK8obSZJQUFCAa9eu4dy5c2jYsKHTx8+AmIiIiDyioKAABoMBtWrVQmhoqLcPh2wwGAwoKChAcHCwTwXEABASEoKAgABcuHDB+Bqc4VuvmoiIiHyOrwVZ5FvccX7xDCUiIiKiCo0BMRERERFVaAyIiYiIiMpAQkICFixY4O3DICsYEBMRERGZUalUpf6bNWuWU9vdt28fHnnkEZeOrXfv3pg6dapL26CS2GWCiIiIyMyVK1eM91esWIEZM2bg1KlTxmXh4eHG+5IkQa/XQ6u1H1JVrVrVvQdKbsMMMREREZUZSQKys73zT5KUHWNcXJzxX1RUFFQqlfHnkydPIiIiAhs2bED79u0RFBSE33//HX///TeGDBmC2NhYhIeHo2PHjvj5558ttlu8ZEKlUuHTTz/FsGHDEBoaioYNG2LNmjUu/X6///57NG/eHEFBQUhISMD8+fMtHv/oo4/QsGFDBAcHIzY2Fvfee6/xse+++w4tW7ZESEgIYmJikJiYiOzsbJeOx1cwQ0xERERlJicHMEuwlqmsLCAszD3beuGFF/DOO++gXr16qFSpEi5evIiBAwfitddeQ1BQEJYtW4bBgwfj1KlTqF27ts3tzJ49G2+99RbefvttfPDBBxg7diwuXLiAypUrO3xMBw4cwKhRozBr1iyMHj0au3btwhNPPIGYmBhMmDAB+/fvx1NPPYUvv/wS3bp1w82bN7Fjxw4AQGpqKsaOHYu33noLw4YNw+3bt7Fjxw5ISr9F+DgGxEREREQOmjNnDvr162f8uXLlymjdurXx57lz52LVqlVYs2YNpkyZYnM7EyZMwJgxYwAAr7/+Ot5//33s3bsXAwYMcPiY3n33XfTt2xevvPIKAKBRo0Y4fvw43n77bUyYMAHJyckICwvD3XffjYiICNSpUwdt27aFwWBAWloadDodhg8fjjp16gAAWrZs6fAx+CoGxESluXUCCIwGQuK9fSRERH4hNFRkar21b3fp0KGDxc9ZWVmYNWsW1q1bhytXrkCn0yE3NxfJycmlbqdVq1bG+2FhYYiMjMTVq1edOqYTJ05gyJAhFsu6d++OBQsWQK/Xo1+/fqhTpw7q1auHAQMGYMCAARg2bBiCg4PRokUL9O3bFy1btkRSUhL69++Pe++9F5UqVXLqWHwNa4iJbMm/CWxoA2zt4+0jISLyGyqVKFvwxj+Vyn2vI6xY7cW///1vrFq1Cq+//jp27NiBw4cPo2XLligoKCh1OwEBAcV+PyoYDAb3HaiZiIgIHDx4EF9//TXi4+MxY8YMtG7dGhkZGdBoNNi0aRM2bNiAZs2a4YMPPkDjxo1x7tw5jxxLecOAmMiW3MuAoQDI+sfbR0JEROXczp07MWHCBAwbNgwtW7ZEXFwczp8/X6bH0LRpU+zcubPEcTVq1AgajQYAoNVqkZiYiLfeegt//vknzp8/j23btgEQwXj37t0xe/ZsHDp0CIGBgVi1alWZvgZvYckEkS26XHFrKAAMekCt8e7xEBFRudWwYUP88MMPGDx4MFQqFV555RWPZXqvXbuGw4cPWyyLj4/Hs88+i44dO2Lu3LkYPXo0du/ejYULF+Kjjz4CAPz000/4559/0LNnT1SqVAnr16+HwWBA48aNsX//fuzZswdJSUmoVq0a9uzZg2vXrqFp06YeeQ3lDQNiIlv0OWb3cwG1l4ZFExFRuffuu+/ioYceQrdu3VClShX85z//QWZmpkf2tXz5cixfvtxi2dy5c/Hyyy/j22+/xYwZMzB37lzEx8djzpw5mDBhAgAgOjoaP/zwA2bNmoW8vDw0bNgQX3/9NZo3b46cnBz89ttveO+995CZmYk6depg/vz5uOuuuzzyGsobBsREtuhzLe8HMCAmIqpoJkyYYAwoATFTnLVWZAkJCcbSA9nkyZMtfi5eQmFtOxkZGaUez/bt20t9fMSIERgxYoTVx3r06GH1+XKWeMOGDVCrK2Y1bcV81URK6MwzxDm21yMiIiKfxoCYyBbzDLEu1/Z6RERE5NMYEBPZomeGmIiIqCJgQExki65YDTERERH5JQbERLaYZ4V1zBATERH5KwbERLYU7zJBREREfokBMZEtOmaIiYiIKgIGxES2MENMRERUITAgJrKFXSaIiIgqBAbERLawywQREbmgd+/emDp1qvHnhIQELFiwoNTnqFQqrF692uV9u2s7FYXXA+IPP/wQCQkJCA4ORufOnbF3795S11+5ciWaNGmC4OBgtGzZEuvXr7d4/IcffkD//v0RExMDlUqFw4cPWzx+8+ZNPPnkk2jcuDFCQkJQu3ZtPPXUU7h165a7Xxr5OnaZICKqkAYPHowBAwZYfWzHjh1QqVT4888/Hd7uvn378Mgjj7h6eBZmzZqFNm3alFh+5coV3HXXXW7dV3FLly5FdHS0R/dRVrwaEK9YsQLTpk3DzJkzcfDgQbRu3RpJSUm4evWq1fV37dqFMWPGYNKkSTh06BCGDh2KoUOH4tixY8Z1srOz0aNHD7z55ptWt5GSkoKUlBS88847OHbsGJYuXYqNGzdi0qRJHnmN5MNYQ0xEVCFNmjQJW7ZswaVLl0o8tmTJEnTo0AGtWrVyeLtVq1ZFaGioOw7Rrri4OAQFBZXJvvyBVwPid999Fw8//DAmTpyIZs2aYdGiRQgNDcXnn39udf333nsPAwYMwHPPPYemTZti7ty5aNeuHRYuXGhc58EHH8SMGTOQmJhodRstWrTA999/j8GDB6N+/fro06cPXnvtNaxduxY6nc4jr5N8FLtMEBG5nyQBumzv/JMkRYd49913o2rVqli6dKnF8qysLKxcuRKTJk3CjRs3MGbMGNSoUQOhoaFo2bIlvv7661K3W7xk4syZM+jZsyeCg4PRrFkzbNmypcRz/vOf/6BRo0YIDQ1FvXr18Morr6CwsBCAyNDOnj0bR44cgUqlgkqlMh5z8ZKJo0ePok+fPggJCUFMTAweeeQRZGVlGR9/4oknMGzYMLzzzjuIj49HTEwMJk+ebNyXM5KTkzFkyBCEh4cjMjISo0aNQlpamvHxI0eO4M4770RERAQiIyPRvn177N+/HwBw4cIFDB48GJUqVUJYWBiaN29eoirAnbQe27IdBQUFOHDgAKZPn25cplarkZiYiN27d1t9zu7duzFt2jSLZUlJSS7XyNy6dQuRkZHQam3/OvLz85Gfn2/8OTMzEwBQWFjo0smilLyPstgXCVpdDlRF9w2FWdCXw989zwuyhucF2VLW50ZhYSEkSYLBYIDBYBALddlQfxdZJvsvznBvJqANs7ueWq3Ggw8+iKVLl2L69OlQqcSnwYoVK6DX6zF69GhkZWWhXbt2eO655xAZGYn169fjwQcfRN26ddGpUyfjtuTXX/xng8GA4cOHIzY2Frt378atW7eMMY757ys8PByff/45qlevjqNHj+LRRx9FeHg4nnvuOYwcORJHjx7Fpk2bsHnzZgBAVFSU8bnydrKzs5GUlIQuXbpgz549uHr1Kh555BFMnjwZS5YsgVT0RWH79u2Ij4/H1q1bcfbsWYwZMwatWrXCww8/bP33abYfa4/JwfAvv/wCnU6HJ598EqNHj8a2bdsAAGPHjkWbNm3w4YcfQqPR4PDhw9BoNDAYDHjiiSdQUFCA7du3IywsDMePH0doaKjNfUmShMLCQmg0GovHlJ7rXguIr1+/Dr1ej9jYWIvlsbGxOHnypNXnpKamWl0/NTXVpeOYO3eu3ZqeefPmYfbs2SWWb968ucwufwCw+u2RPKNPzjVEFN2/nPw3Dl713DdTV/G8IGt4XpAtZXVuaLVaxMXFISsrCwUFBWKhLhvRZbL3kjIzMwGtXtG6I0eOxDvvvIMNGzagR48eAIDPPvsMgwcPhkqlQkREhEWgOG7cOKxbtw5fffUVmjRpAgDQ6XQoKCgwJtEMBgPy8vKQmZmJbdu24eTJk/j2228RHx8PAHjxxRcxcuRI5ObmGp/z5JNPGvfRq1cvTJ48Gd988w0effRRAEBAQABUKpUxFjFP1Mnb+eKLL5Cbm4sPPvgAYWFhqF27Nt544w2MGTMGL730EqpVqwZABNOvvfYaNBoNqlevjv79+2PTpk0YPXq01d9RXl4eJEkyHqu5X375BUePHsXhw4dRs2ZNAMDChQvRtWtXbN++He3atUNycjImT56M6tWrAxBJTvnvdP78edxzzz2oU6cOAKBnz56mv2ExBQUFyM3NxW+//Vbian9OjrIrvF4LiMuDzMxMDBo0CM2aNcOsWbNKXXf69OkW2enMzEzUqlUL/fv3R2Sk57/pFhYWYsuWLejXrx8CAgI8vj8CtOs0QNH/oxpx0YjrNtC7B2QFzwuyhucF2VLW50ZeXh4uXryI8PBwBAcHi4VShMjUekGkJhRQqeyvCKBDhw7o1q0bVqxYgYEDB+Ls2bPYvXs3Xn31VURGRkKv12PevHlYuXIlLl++jIKCAuTn5yMyMtIYF2i1WgQGBhp/VqvVCA4ORmRkJJKTk1GrVi00btzYuM++ffsCAEJCQozPWbFiBRYuXIi///4bWVlZ0Ol0FvsICgqCRqOxGovI2zl//jzatGljDLwBoF+/fjAYDEhJSUH9+vUBiLLSSpUqGdepVasWjh07ZjPOCQ4Ohkqlsvq4/PqaNWtmXNapUydER0cjOTkZvXv3xjPPPIOnnnoK33//Pfr27Yt7773XeCxPP/00Jk+ejN9++w19+/bF8OHDbdZt5+XlISQkxFh+Ys5aAG2N1wLiKlWqQKPRWNSSAEBaWhri4uKsPicuLs6h9Utz+/ZtDBgwABEREVi1apXdN4agoCCrxekBAQFl+oFT1vur0My6TKgN+VCX4987zwuyhucF2VJW54Zer4dKpYJarYZabTZsSRNh+0nlyKRJk/Dkk0/io48+whdffIH69evjzjvvhEqlwltvvYX3338fCxYsQMuWLREWFoapU6eisLDQ4rXKr7/4z3IZhvlj8n3597V79248+OCDmD17NpKSkhAVFYVvvvkG8+fPN65rbTvm21OyL/nxgICAEusYDAar2y6+jeKUHNfs2bMxduxYrFu3Dhs2bMCsWbPwzTffYNiwYXjkkUdw1113Yd26ddi8eTPeeOMNzJ8/3yJjbr49lUpl9bxWep57bVBdYGAg2rdvj61btxqXGQwGbN26FV27drX6nK5du1qsD4jLPrbWtyUzMxP9+/dHYGAg1qxZU+LbBBEAy4F0nJiDiKjCGTVqFNRqNZYvX45ly5bhoYceMgZ6O3fuxJAhQ/DAAw+gdevWqFevHk6fPq14202bNsXFixdx5coV47I//vjDYp1du3ahTp06eOmll9ChQwc0bNgQFy5csFgnMDAQen3pZSBNmzbFkSNHkJ2dbVy2c+dOqNVqiwy1O8mv7+LFi8Zlx48fR0ZGhkXWuFGjRnjmmWewefNmDB8+HEuWLDE+VqtWLTz22GP44Ycf8Oyzz+KTTz7xyLECXi6ZmDZtGsaPH48OHTqgU6dOWLBgAbKzszFx4kQAoh6nRo0amDdvHgCRPu/Vqxfmz5+PQYMG4ZtvvsH+/fuxePFi4zZv3ryJ5ORkpKSkAABOnToFQGSX4+LijMFwTk4O/ve//yEzM9OYTq9atWqJYmyqoCTJstWajm3XiIgqmvDwcIwePRrTp09HZmYmJkyYYHysYcOG+O6777Br1y5UqlQJ7777LtLS0iyCvdIkJiaiUaNGGD9+PN5++21kZmbipZdeslinYcOGSE5OxjfffIOOHTti3bp1WLVqlcU6CQkJOHfunLFWNyIiosQV7bFjx2LmzJkYP348Zs2ahWvXruHJJ5/Egw8+iNjYWKsD1ZTS6/Ul5nwICgpCYmIiWrZsibFjx2LBggXQ6XR44okn0KtXL3To0AG5ubl47rnncO+996Ju3bq4dOkS9u3bhxEjRgAApk6dirvuuguNGjVCeno6fvnlFzRt2tTp47THq23XRo8ejXfeeQczZsxAmzZtcPjwYWzcuNE4cC45Odnim1O3bt2wfPlyLF68GK1bt8Z3332H1atXo0WLFsZ11qxZg7Zt22LQoEEAgPvuuw9t27bFokWLAAAHDx7Enj17cPToUTRo0ADx8fHGf+bfYqiCM+QDMGvPwwwxEVGFNGnSJKSnpyMpKck4+AsAXn75ZbRr1w5JSUno3bs34uLiMHToUMXbVavVWLVqFXJzc9GpUyf861//wmuvvWaxzj333INnnnkGU6ZMQZs2bbBr1y688sorFuuMGDECAwYMwJ133omqVatabf0WGhqKTZs24ebNm+jYsSPuvfde9O3b16JtrbOysrLQtm1bi3/ywMMff/wRlSpVQs+ePZGYmIh69ephxYoVAACNRoMbN25g3LhxaNSoEUaNGoW77rrL2MBAr9dj8uTJaNq0KQYMGIBGjRrho48+cvl4bVFJksKmfGQhMzMTUVFRxpZtnlZYWIj169dj4MCBrAksCwXpwHeVTT+H1wPu+dt7x2MDzwuyhucF2VLW50ZeXh7OnTuHunXrsjyxHDMYDMjMzERkZKTNeuHyrLTzTGm85nuvmqgsFJ+IgxNzEBER+S0GxETWFJ+qmVM3ExER+S0GxETWFM8Is4aYiIjIbzEgJrJGzggHFNUbGQoBg872+kREROSzGBATWSNnhANjzJaxbIKIyBkcv0+e5I7ziwExkTVy3+FA0xSWDIiJiBwjd7LIyWHZGXmOfH650jnFqxNzEJVbcoZYGwZoggF9HjtNEBE5SKPRIDo6GlevXgUg+uHKM71R+WEwGFBQUIC8vDyfarsmSRJycnJw9epVREdHuzS5GgNiImvkbLA2FNCEioCYA+uIiBwWFxcHAMagmMofSZKQm5uLkJAQn/zCEh0dbTzPnMWAmMgaORusCRH/AJZMEBE5QaVSIT4+HtWqVUNhYaG3D4esKCwsxG+//YaePXv63GQ+AQEBLmWGZQyIiayRg19NqMgSAyyZICJygUajcUvgQu6n0Wig0+kQHBzscwGxu/hOoQhRWTLWEDNDTERE5O8YEBNZozPLEGuYISYiIvJnDIiJrNGb1RBrmSEmIiLyZwyIiawp3mUCYJcJIiIiP8WAmMgaa10mdMwQExER+SMGxETWGEsmzLpMMENMRETklxgQE1kjZ4O1IWYlE8wQExER+SMGxETWmGeIjSUTzBATERH5IwbERNYYJ+YIMSuZYIaYiIjIHzEgJrJGzgZrzTLErCEmIiLySwyIiayxliFmlwkiIiK/xICYyBo9M8REREQVBQNiImv0nLqZiIioomBATGSNjlM3ExERVRQMiImKkyRO3UxERFSBMCAmKk6fZ7pvPnUzM8RERER+iQExUXHmga9FlwlmiImIiPwRA2Ki4uTSCHUAoNYyQ0xEROTnGBATFacz6zBhfssMMRERkV9iQExUnN6swwTALhNERER+jgExUXHmHSYAU4ZY0gGGQu8cExEREXkMA2Ki4nTFM8ShpseYJSYiIvI7DIiJitMXqyFWBwFQifusIyYiIvI7DIiJipNriOXaYZWKnSaIiIj8GANiouKMJRNmpRJycMwMMRERkd9hQExUnLFkIsS0zDh9MzPERERE/oYBMVFxchbYfDCdsWSCGWIiIiJ/w4CYqDhrGWLj9M3MEBMREfkbBsRExemt1BAzQ0xEROS3GBATFSdngbVWaog5qI6IiMjvMCAmKq7UDDFLJoiIiPwNA2Ki4kqrIWbJBBERkd9hQExUXKldJpghJiIi8jcMiImKKz51M2DWZYIZYiIiIn/DgJioOGMNsfmgOmaIiYiI/BUDYqLijF0mzEsmmCEmIiLyVwyIiYqzliHWcupmIiIif8WAmKg4vbUMMSfmICIi8lcMiImK0zFDTEREVJEwICYqzlqXCTk4Zg0xERGR32FATFScXBZhbepmZoiJiIj8DgNiInOSAdDnifvMEBMREVUIDIiJzMnBMMAaYiIiogqCATGROfMMsNWJOZghJiIi8jcMiInMyRlgdSCg1piWc+pmIiIiv8WAmMiccVKOUMvlnLqZiIjIbzEgJjJnnJQjxHK5sctEDiBJZXtMRERE5FEMiInM6WxkiOUAWTIAhsKyPSYiIiLyKAbEROaMk3LYyBADHFhHRETkZxgQE5mTM8TaYhlidSAAlbjPOmIiIiK/4vWA+MMPP0RCQgKCg4PRuXNn7N27t9T1V65ciSZNmiA4OBgtW7bE+vXrLR7/4Ycf0L9/f8TExEClUuHw4cMltpGXl4fJkycjJiYG4eHhGDFiBNLS0tz5sshX2coQq1TsNEFEROSnvBoQr1ixAtOmTcPMmTNx8OBBtG7dGklJSbh69arV9Xft2oUxY8Zg0qRJOHToEIYOHYqhQ4fi2LFjxnWys7PRo0cPvPnmmzb3+8wzz2Dt2rVYuXIlfv31V6SkpGD48OFuf33kg2x1mTBfxgwxERGRX/FqQPzuu+/i4YcfxsSJE9GsWTMsWrQIoaGh+Pzzz62u/95772HAgAF47rnn0LRpU8ydOxft2rXDwoULjes8+OCDmDFjBhITE61u49atW/jss8/w7rvvok+fPmjfvj2WLFmCXbt24Y8//vDI6yQfYqvLBMDpm4mIiPyU1ls7LigowIEDBzB9+nTjMrVajcTEROzevdvqc3bv3o1p06ZZLEtKSsLq1asV7/fAgQMoLCy0CJibNGmC2rVrY/fu3ejSpYvV5+Xn5yM/P9/4c2ZmJgCgsLAQhYWe7zog76Ms9lWRqfNvQwPAoAqGvtjvWqsJgQqAruA2pHLyd+B5QdbwvCBbeG6QNf58Xih9TV4LiK9fvw69Xo/Y2FiL5bGxsTh58qTV56SmplpdPzU1VfF+U1NTERgYiOjoaIe2M2/ePMyePbvE8s2bNyM01MrldQ/ZsmVLme2rImpUcARNASSnXMORYvXpvXILEQ1g3+5fcVWb5Y3Ds4nnBVnD84Js4blB1vjjeZGTo+yqrtcCYl8zffp0i+x0ZmYmatWqhf79+yMyMtLj+y8sLMSWLVvQr18/BAQEeHx/FZX66C7gJFCrbhPUaDPQ4jHNtreAG/+gY7sWkGoOtLGFssXzgqzheUG28Nwga/z5vJCv6NvjtYC4SpUq0Gg0Jbo7pKWlIS4uzupz4uLiHFrf1jYKCgqQkZFhkSW2t52goCAEBQWVWB4QEFCmJ09Z76/CkQoAAJqAcGiK/54DxJUALQqAcvY34HlB1vC8IFt4bpA1/nheKH09XhtUFxgYiPbt22Pr1q3GZQaDAVu3bkXXrl2tPqdr164W6wMivW9rfWvat2+PgIAAi+2cOnUKycnJDm2H/JSxy4S1QXXsMkFEROSPvFoyMW3aNIwfPx4dOnRAp06dsGDBAmRnZ2PixIkAgHHjxqFGjRqYN28eAODpp59Gr169MH/+fAwaNAjffPMN9u/fj8WLFxu3efPmTSQnJyMlJQWACHYBkRmOi4tDVFQUJk2ahGnTpqFy5cqIjIzEk08+ia5du9ocUEcViE7uMmGt7Rq7TBAREfkjrwbEo0ePxrVr1zBjxgykpqaiTZs22Lhxo3HgXHJyMtRqUxK7W7duWL58OV5++WW8+OKLaNiwIVavXo0WLVoY11mzZo0xoAaA++67DwAwc+ZMzJo1CwDw3//+F2q1GiNGjEB+fj6SkpLw0UcflcErpnKvtAyxHCRz6mYiIiK/4vVBdVOmTMGUKVOsPrZ9+/YSy0aOHImRI0fa3N6ECRMwYcKEUvcZHByMDz/8EB9++KEjh0oVgV5BhpglE0RERH7F61M3E5UrOgUZYpZMEBER+RUGxETm5Oyv1ambmSEmIiLyRwyIiczJ9cFWp25mDTEREZE/YkBMZM5YMlFalwlmiImIiPwJA2Iic8aSCXaZICIiqigYEBOZkzPEVrtMcGIOIiIif8SAmMhcqRliTsxBRETkjxgQE8kMesCQL+5brSFmhpiIiMgfMSAmkhnyTPetdpmQ264xQ0xERORPGBATycxLIUqdmIMZYiIiIn/CgJhIJpdCqIMAlZX/GswQExER+SUGxESy0jpMmC9nDTEREZFfYUBMJCutw4T5cl0OIEllc0xERETkcQyIiWT6Umaps1guAYaCMjkkIiIi8jwGxEQyOUNsrcMEYJk5Zh0xERGR32BATCTT2ckQqwMAlcZyXSIiIvJ5DIiJZMYMsY2AWKUy6zTBgXVERET+ggExkcyYIbZRMgGY9SJmhpiIiMhfMCAmkhm7TNjIEAPMEBMREfkhBsREMr2CDLEcLHNQHRERkd9gQEwk09mpITZ/jNM3ExER+Q0GxEQyRRliTt9MRETkbxgQE8nsTd0MmJVMMENMRETkLxgQE8nsTd0MmCbtYJcJIiIiv8GAmEhmb+pm88eYISYiIvIbDIiJZPambgZYQ0xEROSHGBATyexN3QywywQREZEfYkBMJFNSQ8wMMRERkd9hQEwkY5cJIiKiCokBMZGMXSaIiIgqJAbERDKHukwwICYiIvIXDIiJZI50meCgOiIiIr/BgJhI5kiXCWaIiYiI/AYDYiKZQ10mmCEmIiLyFwyIiQDAoAcMBeK+ki4THFRHRETkNxgQEwGWGV8lXSaYISYiIvIbDIiJAMuaYE2w7fXYZYKIiMjvMCAmAszqh4MBVSn/LbScmIOIiMjfMCAmApR1mADM2q4xQ0xEROQvGBATAWY9iO0FxGYZYkny7DERERFRmWBATASYZYhLGVAHWE7aoc/z3PEQERFRmWFATAQom7YZsAyYWUdMRETkFxgQEwHKJuUAAHUAoNIWPYd1xERERP6AATERYCqZsFdDbL6OjhliIiIif8CAmAhQniE2X4cZYiIiIr/AgJgIcCxDrGEvYiIiIn/CgJgIcCxDrGUvYiIiIn/CgJgIUN5lwnwdlkwQERH5BQbERICTNcQsmSAiIvIHDIiJACe7TDBDTERE5A8YEBMBzBATERFVYAyIiQDnukwwQ0xEROQXGBATAQ52mWDbNSIiIn/CgJgIcLDLBCfmICIi8icMiIkAU7ZX60CGmFM3ExER+QUGxESAqR6YGWIiIqIKhwExEeBglwnWEBMREfkTBsREgINdJjh1MxERkT9hQEwEsMsEERFRBeb1gPjDDz9EQkICgoOD0blzZ+zdu7fU9VeuXIkmTZogODgYLVu2xPr16y0elyQJM2bMQHx8PEJCQpCYmIgzZ85YrHP69GkMGTIEVapUQWRkJHr06IFffvnF7a+NfAi7TBAREVVYXg2IV6xYgWnTpmHmzJk4ePAgWrdujaSkJFy9etXq+rt27cKYMWMwadIkHDp0CEOHDsXQoUNx7Ngx4zpvvfUW3n//fSxatAh79uxBWFgYkpKSkJeXZ1zn7rvvhk6nw7Zt23DgwAG0bt0ad999N1JTUz3+mqmcMnaZcGTqZmaIiYiI/IFXA+J3330XDz/8MCZOnIhmzZph0aJFCA0Nxeeff251/ffeew8DBgzAc889h6ZNm2Lu3Llo164dFi5cCEBkhxcsWICXX34ZQ4YMQatWrbBs2TKkpKRg9erVAIDr16/jzJkzeOGFF9CqVSs0bNgQb7zxBnJyciwCa6pADIXiH+Dg1M3MEBMREfkDrbd2XFBQgAMHDmD69OnGZWq1GomJidi9e7fV5+zevRvTpk2zWJaUlGQMds+dO4fU1FQkJiYaH4+KikLnzp2xe/du3HfffYiJiUHjxo2xbNkytGvXDkFBQfj4449RrVo1tG/f3ubx5ufnIz8/3/hzZmYmAKCwsBCFhYUOv35H5OQAv/+ux6+/1kS/fp7dV4VUmIkA+a4UANj5e6oQCC0ASZcDnYf/9vbI556nz0HyLTwvyBaeG2SNP58XSl+T1wLi69evQ6/XIzY21mJ5bGwsTp48afU5qampVteXSx3k29LWUalU+PnnnzF06FBERERArVajWrVq2LhxIypVqmTzeOfNm4fZs2eXWL5582aEhiq4zO6CK1dC8fjj/RAQ0AY9evwEjcaju6twgqQMDAAgQYX1G7cCKlWp60fpz6I3gLzsdGwuVsPuLVu2bPH2IVA5xPOCbOG5Qdb443mRk6Psaq7XAmJvkSQJkydPRrVq1bBjxw6EhITg008/xeDBg7Fv3z7Ex8dbfd706dMtstOZmZmoVasW+vfvj8jISI8es14PTJ0qIT9fg4YN+6NJkwr3Z/Os7HPAegCaEAwcNMj++pkngE1AsNaAgQMHevzwSlNYWIgtW7agX79+CAgIsP8EqhB4XpAtPDfIGn8+L+Qr+vZ4LbKqUqUKNBoN0tLSLJanpaUhLi7O6nPi4uJKXV++TUtLswhs09LS0KZNGwDAtm3b8NNPPyE9Pd0YyH700UfYsmULvvjiC7zwwgtW9x0UFISgoKASywMCAjx+8gQEAI0aSTh6FDh7NgAtWzIgdiuVTtxoQ5T9LYPEeaMy5JabN46yOA/J9/C8IFt4bpA1/nheKH09XhtUFxgYiPbt22Pr1q3GZQaDAVu3bkXXrl2tPqdr164W6wMivS+vX7duXcTFxVmsk5mZiT179hjXkVPnarXlS1er1TAYDK6/MA9p2lQCAJw8WfrlfHKCI9M2A2Z9iPMAqfyeM0RERKSMV1ON06ZNw/jx49GhQwd06tQJCxYsQHZ2NiZOnAgAGDduHGrUqIF58+YBAJ5++mn06tUL8+fPx6BBg/DNN99g//79WLx4MQBRHzx16lS8+uqraNiwIerWrYtXXnkF1atXx9ChQwGIoLpSpUoYP348ZsyYgZCQEHzyySc4d+4cBim5XO4lTZowIPYYRyblACwDZ32eslZtREREVG55NSAePXo0rl27hhkzZiA1NRVt2rTBxo0bjYPikpOTLTK53bp1w/Lly/Hyyy/jxRdfRMOGDbF69Wq0aNHCuM7zzz+P7OxsPPLII8jIyECPHj2wceNGBAcHAxClGhs3bsRLL72EPn36oLCwEM2bN8ePP/6I1q1bl+0vwAGmgNjLB+KPHJm2GbAMnHU5DIiJiIh8nNeLUadMmYIpU6ZYfWz79u0llo0cORIjR460uT2VSoU5c+Zgzpw5Ntfp0KEDNm3a5PCxepN5hliS7DZCIEc4miFWawB1IGAo4PTNREREfsDrUzeTMg0bAmq1hMxMFa5c8fbR+BlHpm2WcXIOIiIiv8GA2EcEBQFxcdkAgBMnvHww/sbRDDFgNrCOGWIiIiJfx4DYh9SseRsAA2K3c7SGGDAFzzpmiImIiHwdA2IfUrNmFgAGxG7nTIZYwwwxERGRv2BA7EOYIfYQZoiJiIgqNAbEPoQBsYewhpiIiKhCY0DsQ+SSidRUID3dywfjT9hlgoiIqEJjQOxDQkN1qFFD9CNmltiN5Cyv1okMMUsmiIiIfB4DYh8jT9DBgNiNdK5kiFkyQURE5OscmqkuIyMDq1atwo4dO3DhwgXk5OSgatWqaNu2LZKSktCtWzdPHScVadJEwtatDIjdypUuE8wQExER+TxFGeKUlBT861//Qnx8PF599VXk5uaiTZs26Nu3L2rWrIlffvkF/fr1Q7NmzbBixQpPH3OF1qSJuGVA7EaudJlghpiIiMjnKcoQt23bFuPHj8eBAwfQrFkzq+vk5uZi9erVWLBgAS5evIh///vfbj1QElgy4QHGQXXOdJlghpiIiMjXKQqIjx8/jpiYmFLXCQkJwZgxYzBmzBjcuHHDLQdHJckB8fnzQG4uEOJADEc2GEsmHMkQs+0aERGRv1BUMmEvGHZ1fVKuWjWgcmVAkoBTp7x9NH7CmZIJLSfmICIi8heKu0w88cQTyMrKMv789ddfIzs72/hzRkYGBg4c6N6joxJUKqBpU3HfL8omJIO3j4BTNxMREVVwigPijz/+GDk5pmzYo48+irS0NOPP+fn52LRpk3uPjqzym4D45gFgZTRw8r/ePQ49p24mIiKqyBQHxJIklfozlR2/CYjTfgV0t4GUjd49Dh2nbiYiIqrIODGHD/KbgLigaPBlwU3vHgenbiYiIqrQGBD7IDkgPn0a0Om8eywuyS8HAbGhEJD04r4zUzczQ0xEROTzHJqpbsaMGQgNFYFAQUEBXnvtNURFRQGARX0xeVbt2kBoKJCTA/zzD9CokbePyElyQJzvxTZ95jXAzmSIWUNMRETk8xQHxD179sQpsz5f3bp1wz///FNiHfI8tRpo3Bg4dEiUTfhsQCyXTBTeAgw6QO3Q9zP3MGZ4VYA6UPnz2GWCiIjIbyiOQLZv3+7BwyBHNW1qCoiHDPH20TjJPDNckA4EVy37YzDvMKFSKX8eM8RERER+w+UaYp1OZ9GfmMqGXwysswiIvVRH7EyHCYA1xERERH5EcUC8du1aLF261GLZa6+9hvDwcERHR6N///5IT0939/GRDX4REBeYBcT5XgqInekwAZgCaEM+YNC795iIiIioTCkOiN99912Lmel27dqFGTNm4JVXXsG3336LixcvYu7cuR45SCpJDohPnhTTOPscXQ6gzzP9XOClgXVyhteRDhOA5SQezBITERH5NMUB8V9//YVu3boZf/7uu+/Qr18/vPTSSxg+fDjmz5+PtWvXeuQgqaQGDQCNBrh9G7h82dtH44TinSW8lSHWuZghBhgQExER+TjFAfHt27cRExNj/Pn3339H3759jT83b94cKSkp7j06sikwUATFAHD8uHePxSnFM8LezhA7WkOsUgPqoKJtcGAdERGRL1McENeoUQMnigpWs7KycOTIEYuM8Y0bN4w9iqls+HQdcXnLEGudOHfl5+iYISYiIvJligPikSNHYurUqfjyyy/x8MMPIy4uDl26dDE+vn//fjRu3NgjB0nW+VVA7K0uE85miM2fwwwxERGRT1Pch3jGjBm4fPkynnrqKcTFxeF///sfNBqN8fGvv/4agwcP9shBknXNmolbnwyIi5dIeGu2Ome7TJg/hzXEREREPk1xQBwSEoJly5bZfPyXX35xywGRcn6RIdYEi24TXutDLJdMOJEh1nJyDiIiIn/g8sQc5D1Nmojba9eAG15KsDpNrhkOLxoZ6LUMsVwywQwxERFRRaU4Q9ynTx9F623bts3pgyHHhIUBtWsDyckiS9yjh7ePyAFyyUREQ+DWMS/WEMslEy7UEDNDTERE5NMUB8Tbt29HnTp1MGjQIAQEBHjymMgBTZv6aEAsZ4QjG4lbb0/d7EqXCWaIiYiIfJrigPjNN9/EkiVLsHLlSowdOxYPPfQQWrRo4cljIwWaNgU2bfLBOuJ8swwxABRmAoZCQF3GX7ZcGlTHLhNERET+QHEN8XPPPYfjx49j9erVuH37Nrp3745OnTph0aJFyMzM9OQxUil8dmCdXDIRXt9sWXrZH4dLbdeYISYiIvIHDg+q69q1Kz755BNcuXIFkydPxueff47q1aszKPYSnw2I5QxxcDUgINpyWVlyaWIO1hATERH5A6e7TBw8eBC//vorTpw4gRYtWrCu2EvkgPjCBSA727vHophBb8oGB1YGgoqmBPdGHTEzxERERBWeQwFxSkoKXn/9dTRq1Aj33nsvKleujD179uCPP/5ASIgTAQW5rEoV8Q8ATp3y7rEoVpgBQBL3AyuLf4B3pm/Wu5AhZpcJIiIiv6A4IB44cCDq16+PPXv24O2338alS5fwzjvvoJk8XRp5jc+VTcilEdoIQBNoliH2RsmECxliY5cJBsRERES+THGXiY0bNyI+Ph7JycmYPXs2Zs+ebXW9gwcPuu3gSJmmTYEdO3wwIJYD4fKQIXapywRLJoiIiHyZ4oB45syZnjwOcoHPZYgLigXEQZUtl5clV2qI5QwxSyaIiIh8GgNiP+BzAbGcIQ6Msbz1RobYlS4THFRHRETkF5zuMkHlhxwQnzkDFBZ691gUKV4yYcwQ+1qXCU7MQURE5A8UBcQDBgzAH3/8YXe927dv480338SHH37o8oGRcrVqAWFhgE4H/P23t49GgeIlE8YMcRmXTEiSa10mjCUTzBATERH5MkUlEyNHjsSIESMQFRWFwYMHo0OHDqhevTqCg4ORnp6O48eP4/fff8f69esxaNAgvP32254+bjKjUoks8f79omyiSRNvH5EdxUsmvJUhNhQCkkHcZ4aYiIiowlIUEE+aNAkPPPAAVq5ciRUrVmDx4sW4desWAEClUqFZs2ZISkrCvn370FS+fk9lyjwgHjbM20djh80uE2WcITYPZJ3qMsEaYiIiIn+geFBdUFAQHnjgATzwwAMAgFu3biE3NxcxMTGcpa4ckL+HHD/u3eNQpESXCS/NVCcHsio1oHbiHObUzURERH5BcUBcXFRUFKKiotx5LOQCn+o0UaLLRFGGWJcF6AvEZB1lQWfWg1ilcvz5zBATERH5BXaZ8BNyQHzyJGAwePdY7CpRMhENoCggLcsssSsdJsyfxxpiIiIin8aA2E/Urw8EBAA5OcDFi94+GjuKl0yo1EBgpaLHyjAgdqUHsfnzDIWAQeeeYyIiIqIyx4DYT2i1QMOG4n65LpvQ5QD6PHFfDogB7wysM07b7GKGGGDZBBERkQ9jQOxHfKKOWA54VVpAG2Fa7o2BdcaSCSczxJrgktsiIiIin+NwQHzx4kVcunTJ+PPevXsxdepULF682K0HRo7ziYDYvFzCfCCbMUPsjZIJJzPEKrUpKGanCSIiIp/lcEB8//3345dffgEApKamol+/fti7dy9eeuklzJkzx+0HSMr5REAsB7zm5RLmPxeUZcmEixli8+dyYB0REZHPcjggPnbsGDp16gQA+Pbbb9GiRQvs2rULX331FZYuXeru4yMH+ERAXFCs5ZrMGxliV2uIzZ/LkgkiIiKf5XBAXFhYiKCgIADAzz//jHvuuQcA0KRJE1y5csW9R0cOadxYVCHcuAFcu+bto7GheMs1mXH65jLMEOuKglhnu0yYP5clE0RERD7L4YC4efPmWLRoEXbs2IEtW7ZgwIABAICUlBTExMTYeTZ5UmgoUKeOuO9slthgAJYtA44ccd9xWbAVEMsZY69kiN1RMsEMMRERka9yOCB+88038fHHH6N3794YM2YMWrduDQBYs2aNsZSCvMfVsom33wbGjwcefNB9x2Sh+Cx1MmOG2Icm5jB/LjPEREREPsvhqZt79+6N69evIzMzE5UqVTIuf+SRRxAa6kKmjdyiaVNgwwbnAuIDB4CXXxb3T5wAdDrR39itjF0mKlsuN2aIy7JkwsWJOcyfywwxERGRz3I4Q5ybm4v8/HxjMHzhwgUsWLAAp06dQrVq1Rw+gA8//BAJCQkIDg5G586dsXfv3lLXX7lyJZo0aYLg4GC0bNkS69evt3hckiTMmDED8fHxCAkJQWJiIs6cOVNiO+vWrUPnzp0REhKCSpUqYejQoQ4fe3nkbIY4Oxu4/34RBAPi9sIF9x4bAP/NELPLBBERkc9yOCAeMmQIli1bBgDIyMhA586dMX/+fAwdOhT/93//59C2VqxYgWnTpmHmzJk4ePAgWrdujaSkJFy9etXq+rt27cKYMWMwadIkHDp0CEOHDsXQoUNx7Ngx4zpvvfUW3n//fSxatAh79uxBWFgYkpKSkJeXZ1zn+++/x4MPPoiJEyfiyJEj2LlzJ+6//35HfxXlkrMB8bRpwOnTQI0aQEKCWGble4TrbNYQe3GmOrcMqmOGmIiIyFc5HBAfPHgQd9xxBwDgu+++Q2xsLC5cuIBly5bh/fffd2hb7777Lh5++GFMnDgRzZo1w6JFixAaGorPP//c6vrvvfceBgwYgOeeew5NmzbF3Llz0a5dOyxcuBCAyA4vWLAAL7/8MoYMGYJWrVph2bJlSElJwerVqwEAOp0OTz/9NN5++2089thjaNSoEZo1a4ZRo0Y5+qsol+SA+OJFICtL2XNWrwYWLxYdKpYtA9q0Ecs9EhAX2OoyUfSz3mxqZ0/TMUNMRERETtQQ5+TkICJCTLm7efNmDB8+HGq1Gl26dMEFB66xFxQU4MCBA5g+fbpxmVqtRmJiInbv3m31Obt378a0adMsliUlJRmD3XPnziE1NRWJiYnGx6OiotC5c2fs3r0b9913Hw4ePIjLly9DrVajbdu2SE1NRZs2bfD222+jRYsWNo83Pz8f+fn5xp8zMzMBiDZ0hYWFil+3s+R92NtXRAQQG6tFWpoKx47p0L69VOr6KSnAv/6lBaDCM8/occcdBqxbpwagwalTehQWGtz0CgRt/g2oABSqIwGL1xICLdRQwYDC7KtASLxb92uNpjALagA6BEFy8m+oVgVDA0BfkAVDGZwHxSk9L6hi4XlBtvDcIGv8+bxQ+pocDogbNGiA1atXY9iwYdi0aROeeeYZAMDVq1cRGRmpeDvXr1+HXq9HbGysxfLY2FicPHnS6nNSU1Otrp+ammp8XF5ma51//vkHADBr1iy8++67SEhIwPz589G7d2+cPn0alSsXG+xVZN68eZg9e3aJ5Zs3by7TwYRbtmyxu07Vqt2QllYV33xzBGlpl2yuZzAAs2d3xY0b1VCvXga6dt2B9esNyMurA6ANdu++jvXr/3DfwUt63FOQDgDYuuMw8tWWX6AGIBxByMSOratxW13Hffu1oWvuJVQDcOTYKVw6ud7u+tY0z09FAwD/nDmG4xec24Y7KDkvqOLheUG28Nwga/zxvMjJUXYF1+GAeMaMGbj//vvxzDPPoE+fPujatSsAERi2bdvW0c2VOYNBZDxfeukljBgxAgCwZMkS1KxZEytXrsSjjz5q9XnTp0+3yE5nZmaiVq1a6N+/v0NfBJxVWFiILVu2oF+/fggICCh13Q0b1Dh2DAgKaoOBA1vZXO+999Q4ckSDkBAJq1aFoWlT0VM6LEyFjz4Cbt2qhoEDB7rvReTfgGqNyFj3HTgSUAdaPKzdEAtkZaJn5xaQqt7hvv3aoNn2JnADaN2+K1rVcO51qo/9AZxYg3p1qiOhrRt/Vwo5cl5QxcHzgmzhuUHW+PN5IV/Rt8fhgPjee+9Fjx49cOXKFWMPYgDo27cvhg0bpng7VapUgUajQVpamsXytLQ0xMXFWX1OXFxcqevLt2lpaYiPj7dYp01RYay8vFmzZsbHg4KCUK9ePSQnJ9s83qCgIOMMfeYCAgLK9ORRsr/mzcXt6dMaBARorK5z5Ajw0kvi/rvvqtCqlWmbch3y+fMqAAFw28vLLToptREICAor+XhQDJB1Blr9Lbhvp6UwiFplbWCE8/sLCAcAaKQ8aLz4JlLW5yH5Bp4XZAvPDbLGH88Lpa/H4UF1gAg827Zti5SUFFy6JC7Jd+rUCU2aNFG8jcDAQLRv3x5bt241LjMYDNi6dasx61xc165dLdYHRHpfXr9u3bqIi4uzWCczMxN79uwxrtO+fXsEBQXh1KlTxnUKCwtx/vx51Knj+cv0ZcFep4ncXNFiraAAGDwYKJ4Uj48HQkIAvR44f96NB2arw4RMXl5Wrdc82GVCKr10m4iIiMoRhwNig8GAOXPmICoqCnXq1EGdOnUQHR2NuXPnGssRlJo2bRo++eQTfPHFFzhx4gQef/xxZGdnY+LEiQCAcePGWQy6e/rpp7Fx40bMnz8fJ0+exKxZs7B//35MmTIFAKBSqTB16lS8+uqrWLNmDY4ePYpx48ahevXqxj7DkZGReOyxxzBz5kxs3rwZp06dwuOPPw4AGDlypKO/jnJJDojPnhVBb3HPPw8cPw7ExgKffSa6S5hTq4EGDcR9t3aasNVhQmZsvVZGAbGHuky89Zb43To7WyARERGVLYdLJl566SV89tlneOONN9C9e3cAwO+//45Zs2YhLy8Pr732muJtjR49GteuXcOMGTOM3R42btxoHBSXnJwMtdoUs3fr1g3Lly/Hyy+/jBdffBENGzbE6tWrLbpDPP/888jOzsYjjzyCjIwM9OjRAxs3bkRwcLBxnbfffhtarRYPPvggcnNz0blzZ2zbts1i5r1yRzIg2HBd0arVq4tuE7dvi4BWLqEAgPXrgaIudVi6FKha1fo2GjYEjh51c0Bsa1IOmTFDXEa9iOUgVuNChlhTcqa6b74Brl0D1qwxfTkhIiKi8svhgPiLL77Ap59+invuuce4rFWrVqhRowaeeOIJhwJiAJgyZYoxw1vc9u3bSywbOXJkqZlclUqFOXPmYM6cOTbXCQgIwDvvvIN33nnHoWP1mlvHod3cDb0KAUgP2l1dpRKB2N69IkspB8RpaUBR8h1PPw0MGGB7Gw0biluPBMTlJkMsl0y4kCGWn1u0LUkSE5wAwJ9/unBsREREVGYcLpm4efOm1VrhJk2a4ObNMpx2tyIJrwfochCMW0DOeUVPKV5HLEnAQw8BV68CLVsCb7xR+vM9EhDbK5kwTt9cBhliSTKbutkdGWIREKemimmwATFwkYiIiMo/hwPi1q1bG2eGM7dw4UKLrhPkRppgSJVESzvVDWV9gYsHxB99JMolgoKA5csBswoSqzyaIbZVMiEvL4sMsSEfQNHIN1dqiLWWJRNydhgATp4E8spo0j0iIiJynsMlE2+99RYGDRqEn3/+2di5Yffu3bh48SLWr/fexAT+TorpDNzcC9WNPUD9cXbXNw+I//oL+Pe/xc9vvw2UMiGfkRwQX7ggBuYFBpa+viJ2u0zIGeIyCIjNan5d6jKhsSyZMP8CodeLwYvt2jm/eSIiIvI8hzPEvXr1wunTpzFs2DBkZGQgIyMDw4cPx6lTp3DHHZ6fTKGikmI6A4AIiBWQA+JTp4CxY0WmcsAAwEa5dglxcUBYmJjN7tw5Z47YCrslE3KGuAxKJuT6YZUGULvQc7HYoLriGXXWERMREZV/DmeIAaB69eolBs9dunQJjzzyCBYvXuyWAyNLUkwXAIAq44hoF2ZnIFjduiKrm5sralmrVgWWLCnZYs0WlUq0XjtyRAR5jRu7+gqgoGTCCxliV+qHgRIZYrlkIixM1BKzjpiIiKj8c2piDmtu3LiBzz77zF2bo+JCaiFXVRkqSQfc3G93da0WaNTI9PPnn4usryPcXkestMuEPrfERBdu544OE0CJGmL5d3X33eKWATEREVH557aAmDxMpUK6uijCva5sYF3HjuL2iSdMAZoj3B4Qy5lfWwFxQKQoYTBf11PcnSGWdDDoCnH2rPhR7gz455+ctY6IiKi8Y0DsQ25qitrdXd+taP033wRWrgQWLHBuf24NiHW5piDUVkCsUpVd2YQ7pm0u9vxLF3KRnw8EBIh6bY0GuHEDSElxbRdERETkWQyIfUi6uqiQ9/puRWnHqlWBe+8VAZoz3BoQywPqVFpAG2F7vbIaWOeOaZsBQB0EQBRmnzsrguz69UUNsVx3zbIJIiKi8k3xoLrhw4eX+nhGRoarx0J2ZKjrQVJpocpLBbIvAOEJHt2fHBAnJwP5+aKHsdOM9cOVSx/ZpyBDfOsWoNMBMTYSzYq4Y9pmQLwWTQigz0HyORFky7+31q1F27UjR4CBA13bDREREXmO4gxxVFRUqf/q1KmDcePs98cl5xlUQZCi24gfFNYRu6JaNSA8XCSj//nHxY3Z6zAhM07fbD1DbDAAXbsCzZoB6ekuHI/eTRliwDgwL+WCCLLlwYzyPDVsvUZERFS+Kc4QL1myxJPHQQpJMV2A9P2ibCLhPo/uS6US2c5Dh0TZhNzb2Cn2ehDL5MdtZIjPnzfNvrdxIzBmjJPHo3NTDTFQlGW+gZRLJTPEAEsmiIiIyjvWEPsYKaaTuKNwYJ2r3FZHbK/lmsyYIbYeEB8+bLq/dq0Lx+PODHHRNq6lWmaIW7USt6dOiX7QREREVD4xIPYx8gQdSD/k+V698EBAbK9kwpghtl4yceiQ6f6GDaKW2Cnu6jJhto2M65YZ4vh4oEoVUeZx/Ljru6HSLVwIdOkCXL/u7SMhIiJfw4DY14TWAYLjAEkHpB/0+O7KPEMcpDxDnJEB7Nrl5PG4q8uE2TaCtDkIDQWqVxeLVSqWTZSlhQuBPXuAn3/29pEQEZGvYUDsa1QqoEpRlrgMyibcFhArrSE2dpmwniGWA+L69cXtTz85eTzu6jJhto3QwBw0aACozf5XyWUTDIg9S683Dfy8fNm7x0JERL6HAbEvqtJV3JZBpwk5IL540cU6WEdLJqxkiK9fBy5dEvdfeEHcOh8Qu7PLhAiIQwJzLabLBpghLisXLwKFheI+A2IiInIUA2JfZAyIlU3Q4dKuqgBRUeK+S63XHB1UZ6XLhJwdbtBATDii0YiOE3//7cTxuLXLhAiqQ4NyjF8gZOat1ziFs+eYnwMMiImIyFEMiH1R5fZixrfcFCDnokd3pVKJABRwsWzC0bZr+TdKRJByQNymDRAdDdxxh/h53TonjsdYMuHGDHFAbomAuGlTQKsVPZPl7Da539mzpvv8PRMRkaMYEPsibShQqSj1WIZlEy4FxI5OzGHIN5U1FDEPiAHg7rvFrVNlE/KgOjdniIuXTAQFAU2aiPssm/AcZoiJiMgVDIh9lXnZhIe5HBAb9EBB0bRy9jLE2nCR/QZKzFYnt1xr21bcDh4sbrdvBzIzHTwmN2aIdTDVEBfPEAOcsa4smGeIU1JEqzsiIiKlGBD7qhgf6jRRmAGgqPxBzgDbolJZna0uNxc4eVLclzPEjRqJYyssBLZscfCYjIPqXM8Qp98SQXV0eA6qVi35OAfWeZ55hriwkL2IiYjIMQyIfVXVogxx+iFAn+/RXbkcEMuZXm0EoAm0v75xtjpThvjYMZH1q1pVTHghc7psQue+DPHVmyKojq2SC5Wq5ONsveZZkmTKEMu/f9YRExGRIxgQ+6qwukBwNcBQANz07AQdckB8+TKQk+PEBpR2mJBZyRDL9cNt28Ii6JQD4nXrHLxMrndfDXHqdRFUV61k/ZcjZ4jPnHHy90elSk0Vv1e1GmjRQixjHTERETmCAbGvUqnKrGwiJgaoVEncd6rFmdIOEzIrrdfk+mG5XELWowcQGQlcuwbs2+fAMbmxhvhyqgiqK0dZb9QcFwdUqyYC9r/+cnl3VIx8TtauDdStK+4zICYiIkcwIPZlZTiwzqXWa0o7TMiCSpZMFO8wIQsMBJKSxH2HyibcmCG+mCKC6qhw2+lf1hF7jlwu0aABULOmuM+SCSIicgQDYl8mB8Q3ynnrNUdLJgItSyb0elOHhuIBMeBkHbEba4jPJYugOjzY9lR+rCP2HDlD3KABUKOGuM8MMREROYIBsS+L6QCoNEDOJfHPg1wKiB0tmSiWIT57FsjOBkJCUKLPLwDcdZeoIDl8WGFmUJLc1mXi9m0g5aoIqkMC7WeI2XrN/eQMcf36DIiJiMg5DIh9mTYMiC5KPXq4bMK1DHFRLbDSkoliGWK5XKJVKzFdc3FVqwJdi5Llimat0+eZ7mtdyxCfPQvkFIigWgvbGWLzkglO4exezBATEZGrGBD7OmMdsWfLJryTIbYMiK2VS8jksom1axVs33wGPBdLJk6fBnILiraht50hbtIECAgAbt0CkpNd2iUVY54hZg0xERE5gwGxryujgXVyQHzliihfcIjDNcRylwnxPPOWa7bIAfHWrQpam8mBqzpA/HPBmTOmDHHxqabNBQYCTZuK+yybcJ+bN4H0okkQ69UzZYgzM4GsLO8dFxER+RYGxL6uSlHrtZsHPDpBR6VKov0aYDlNriLGLhN2ZqmTyYFzUYbYVss1cy1aiLZbeXnAtm12tq+T64ddH1B3+jSQk18UEOtKj8TZacL95HKJ+HggLAyIiBD/AJZNEBGRcgyIfV14fSCoipigI/2wR3fldOs1p/sQ30DqFQlpaWLShZYtbT9FpXKg24SxB7HrLdfOnClWMlFKgTADYvczb7kmYx0xERE5igGxr1OpyrxswuGA2NmZ6gyFOHpY1Gc0agSE2olfzQPiUgeu6d2cIZZLJiQDYCi0uS5br7mf+YA6GeuIiYjIUQyI/UGVspmxzqmAWJdrCkCVdpnQhALqQADA6aOibKK0+mHZnXeKoPnyZTtBp1za4OKkHDduiBpWY4YYKHVgnZwhltvIkevMB9TJmCEmIiJHMSD2B+W504RcLqHSAgGRyp6jUhnLJpLPiueXVj8sCw4GEhPF/VLLJtyUIZZ/D1VjAwGV2nLbVlSrJqZxliTg2DGXdk1FrGWIGRATEZGjGBD7g8odRUCWkwzkpHhsN04FxMZyicoi0FWqqGwiNVlkiJUExAAweLC4LT0gdk+GWP49NGqkMgXXdgbWsWzCvaxliFkyQUREjmJA7A8CwoGoohFnHiybkAPitDQxQ5sixg4TCsslZEUZ4rxbyjPEADBwoLjdu1ccp1Vu6jIhB8QNG8I0QK+UDDHAGevcKSsLSE0V91kyQURErmBA7C/KYGBdVJSYFQ5woPWaox0mZEXrVwq7ierVRbmBEtWrA+3bi7KE9ettrOSmLhOnT4tbERAryxCz04T7/POPuK1cWbQFlDEgJiIiRzEg9hdyQHzDs3XEDrdec7TDhKwoQ1w57Kbi7LDMbvs1OWh1U4a4USOYyi8cyBBzCmfXWGu5BpgC4tRUoNB20w8iIiIjBsT+Qu40cWM/oC/w2G4criN2tmSiaPrmmIgbTgfEmzcD+dbmKpGDVhdqiCXJRoa4lC4TANC4sZi1LjMTOH/e6d0TTAPqzMslAHE1QasVfyO5pIKIiKg0DIj9RURDkYU15Ht0gg6nA2KHM8Ri/cphNxW1XDPXrp3o5pCVBfz2m5UV9K5niNPSxPbVajFlsNIMcUAA0KyZuM86YtfYyhCr1aJ0BmDZBBH5LkkCDAZvH0XFwYDYX6hUQIycJfZc2YTDAbGTNcR6bVGGONzxDLFaDQwaJO5bLZvQuZ4hlrPDdeoAQUFQXEMMsI7YXay1XJOxjpiIfFluLtCkiWglyvK6ssGA2J+UwQQdZVUycfm6WL9q1E2RgXWQXDaxdq2VNxM3ZIgt6ocBxV0mALZecxdrLddkckDM1mtE5IuOHhWJl19+Ef/I8xgQ+5My6DQhB8TXrgG3bil4gpMlE6fPiwxxXOWbUDtxliYmisztuXPAyZPFHjROzOF6hlj+fTiTIWbJhPPy84HkZHHfWoZY7kXMDDER+SL5ChgAfPyx946jImFA7E9iOgFQAdkXgNwrHtlFRAQQGyvuK2q95mTJxJGTppIJZ4SHi6mcAStlE27oMlEiQ6ywhhgwBcR//y3qkMlx58+LzH9YmPWWfCyZICJfJreVBIBVq4CrV713LBUFA2J/EhABRLcQ9z04jbNDrdecLJnYd0SsHx5w0+kCKpvt19zQZcJiUg7ArGTCfoa4ShUx6EuSxGUxcpz5gDprEyAyICYiX2aeIS4sBJYs8d6xVBQMiP1NGZZN2A2IDXqgIF3cdyBDLEnAzn0iQ6xW6QCd0mnxLMkD63buBG7eNHvAxRpig8EUkJkyxMpLJgDWEbvKVss1GWuIiciXyRnivn3F7eLF7DjhaQyI/Y0xIC4HnSYKMwAUZXeLJtpQ4vJl4FJqKHILgsWC/JulP8GGhASgRQtArwc2bjR7wMUuE5cuAXl5ooVa7dpFCx0YVAewjthVtlquycxriDlCm4h8jRwQT58OREaKn7du9e4x+TsGxP5GDohv7gcMnpmmS3FALJdLaCMATaDi7R86JG4z84uC6ALnAmLARtmEixlieUBdvXpiAgiLbSkomQDYes1V9jLEch/ivDwgPb1sjomIyB3y801Xt1q2BB58UNzn4DrPYkDsbyIaAoGVRKYy3TPRlsMBsYMD6g4fFrcFqGy5HSfIAfGGDYBOV7TQxS4TJQbUAaZss05ZhlgumfjzT14Gc4a9DHFwMBBTdNqxjpiIvCrzNPDHJCBTWb9SedBweDhQtSrw6KNi+Y8/Alc8M16ewIDY/6jUpgk6PFRHLAchN27Yyb7JmV0nA2Lj81zIEHfpIgKjjAxg166ihXKdr5MlEyVargEOZ4gbNxZt4bKyOIWzo/R60U4PsB0QA6ayCdYRE5FXnfkI+Odz4PT7ilaXr4DVqycGDbdsCXTrJpI6n3/uweOs4BgQ+yMP1xGHhwPx8eJ+qa3XjB0mlNcPA6aSieAI1zPEGg0wcKC4byybMGaInSuZsJohdrCGWKsFmjcX91k24ZiLF8Wo68BA0+A5a9hpgojKhewL4jZD2aARuX7YvCRMzhJ/8olICpD7MSD2R2UwY52i1mtO9CDOyDBl/yKqup4hBqzUEes9kCF2sMsEwDpiZ8lfwurVE194bGFATETlQk7RZaqMY4pG+ZpniGUjRwKVKgEXLgCbN3vgGIkBsV+q0hligo5zQG6aR3ahqI7YiR7EcteF2rXNM8SuBcT9+4uM7IkTwN9nDYA+TzzgRIZYpzMF7K5kiAG2XnOWvQF1MrZeI6JyIeeiuC24CeSl2l3dWoY4JAQYN07c5+A6z2BA7I8CIoGoouvxNzxTNuFQQOxAhliuH27TBkCQ3GXC+ZIJAIiOBu64Q9xfvzbP9IATg+rOnxdBcUiIqZOB2JZjNcQAW685y96AOhmnbyZfkJUFPPEEs35+S18A5JklpjKO2X2KtQwxYCqb+Oknvq95AgNif+XhsglFAbETJRNy/XDbtjBlll3MEAPAiBHi9tuvzTK4TmSIzcsl1Ob/exzsMgGYMsT//ANkZjp8KBWWoxlifnBQefbRR8D//R8wfjxQUODtoyG3yy32BnSr9IBYkqxniAGgaVOR3NHrgc8+c+MxEgAGxP7LwzPWeapkwhMZYgC4/37Riuv830UZXHUgoC6lANWGElM2y5zIEMfEmII2TuGsnNIMMQNiKu8kCfjiC3E/NRX4/nvvHg95QE6xmq2M0t/sU1OB3FyRcDFO/GRGzhJ/+ikH17kbA2J/JQfEN/YBBl3p6zpBDkbS00X7NascLJkoKAD++kvcb9MGpkDaxUF1gBiMMGoUEBrknkk5SgTEWsdriAGWTThKkkwZYqUB8Y0b4gOGqLw5dAg4ftz08wcfeO9YyEPk+mGoxI2dkgk5O1yrluikU9yIESKZcvGi6K9P7sOA2F9FNgYCokWAprDViyNCQ00Bh83Waw6WTBw/LtppRUcDderAlCF2Q8kEADz8MBASKCIjg9qNk3IApgBbl+PQXMHsNOGY1FQgJ0dkT+rUKX3dSpVErTcApKR4/tiIHLVsmbi9804xFfzu3cCBA949JnIzOUNcuYO4vfUXINmejclWuYQsOFiU1wAcXOdu5SIg/vDDD5GQkIDg4GB07twZe/fuLXX9lStXokmTJggODkbLli2xfv16i8clScKMGTMQHx+PkJAQJCYm4oyNa/v5+flo06YNVCoVDhtnhPADKrWpjvjEOw4FaUrZbb3mYIbYvFxCpYKpf3HBTbccf/fuQLNGIkN8O9fNGWLjAD0JMCgvBGRA7Bj5y1edOtazJ+ZUKpZNUPlVWAgsXy7uP/usuIIFMEvsd+QMcWxvQB0kyuqyz9tc3daAOnOPPCJu168HkpOLPZiyCfh9FJB31dkjrrC8HhCvWLEC06ZNw8yZM3Hw4EG0bt0aSUlJuHrV+h9z165dGDNmDCZNmoRDhw5h6NChGDp0KI4dM12GeOutt/D+++9j0aJF2LNnD8LCwpCUlIS8vLwS23v++edR3aJdgB9p9h9ApQUufA0cnen2zZdaR6zLNZUPKKwhtqgfBkwBsaQHCl0fdaZSAcOHiGO6dsPxDHFenunNp0SG2LynsQN1xPLAuqNHOYWzEkoH1MkYEFN5tXEjcO0aUK0akJQEPPmkWP7NN2I5+Qk5QxyWAEQ1FfdLKZuwlyEGxEynd94pPjM+/bTYg8dmA8krgYssSHeU1tsH8O677+Lhhx/GxIkTAQCLFi3CunXr8Pnnn+OFF14osf57772HAQMG4LnnngMAzJ07F1u2bMHChQuxaNEiSJKEBQsW4OWXX8aQIUMAAMuWLUNsbCxWr16N++67z7itDRs2YPPmzfj++++xwU4xTn5+PvLz840/Zxa1BSgsLERhYaFrvwQF5H04tK/K3aFq/yG0+x8Fjs2FLqQOpIRxbjumevXUADQ4dcqAwsJi1f05qQgAIKm00CFEpEPsOHRIA0CNFi10KCyUAGih1YRApc9FYXYqoHKuzMFc316ZwJ/AzcwQ7NlTiHbtlD/35ElAkgIQGSkhOlpX4iVpVRqoJD0K824BqnBF20xIAIKDtcjOVuHUqUK7dbHFOXVe+LBTp8Q5V6+eHoWF9r9BVK8uzqkLF5St7y8q2nnhi5YuFefmmDF6SJIB7doBHTposH+/GosW6fHCC545X3lulC1NdjLUAHRB8VBHNIM6/TD0Nw/DEHuX1fXPnhXnRe3a8uegdZMmqfDLL1p89pmE6dN10GoBGHTQph+GCoA+8x8YHPgb+/N5ofQ1eTUgLigowIEDBzB9+nTjMrVajcTEROzebb07wu7duzFt2jSLZUlJSVi9ejUA4Ny5c0hNTUViYqLx8aioKHTu3Bm7d+82BsRpaWl4+OGHsXr1aoSG2g+05s2bh9mzZ5dYvnnzZkXPd5ctW7Y4+IxYNA0YgUaF30O971HsPpqC65pWbjmWzMx4AJ1w4MAtrF//m8VjkfpzuBNAvhSGTQoq/yUJ2L9/IAA1srJ2YP168YWjvyEUIcjFrl9+QobGwWjRiuq6XegIICc/FPNmXMYTTyivVfjjjzgAnVGtWgY2bPitxOMDpUAEIBe/bt2IbHW84u3WrNkTZ89WwtKlh9Ct2xXFzzPn+Hnhm3bubA+gJgoKTmD9+r/trp+X1wxAQ+zceR5Nm9rv/+lvKsp54WuysgKwZk0SAKBOnd+M73fdu9fE/v3t8d57BWjefAs0GveXusl4bpSNpJx/EAzg9wPnUVWvRXMAV078jAPnWltd/+TJJADBuHLld6xff8vmdoOCVIiKSkJKShDmzDmILl1SEWG4gD5FV2avnN2DA5fW23y+Lf54XuTkKLtq69WA+Pr169Dr9YiNjbVYHhsbi5MnT1p9TmpqqtX1U1NTjY/Ly2ytI0kSJkyYgMceewwdOnTA+fPn7R7r9OnTLQLxzMxM1KpVC/3790dkZKTd57uqsLAQW7ZsQb9+/RAQEODYk6UBMOxRQ31xJbrp50PX61cgspnLx1S7NvDGG8C1a9G4666Bou63iOrqL8CvQFBEPAYOGGh3W+fOATk5AQgMlPCvf/Uw1odqN1cHbt1A945NIcX1c/mYVeevA/uA3MIQ7NpVB998UwPhypK5OHFCVBi1bx+FgQNLvibtmgggPxe9enQEopV/6Vi9WoOzZwGttj0GDnQsK+TSeeGD5s4VrfIGDWqCgQMb213/n3/UWLUKCAysi4EDrfQw8lMV7bzwNZ98ooZOp0GLFhImT+5hfO/s2xf4+msJV6+GoKBgIEaMcH9AzHOjDOnzEfBDBgCge//7oLpZD/h9GWqE3URsUsnPkOxsID1d/E0efLA7KlUqffN//KHG/PnAoUMdMWeOHqrzy4B94rHq0YWI7WP/s1fmz+dFpsJG/14vmfCGDz74ALdv37bITNsTFBSEoKCgEssDAgLK9ORxen/dlgHbUqC6thMBvw8F+v8BhMTafVppmjQRt7duqXDrVgCqVjV7UC++2aqCqyg6XrndWvPmKoSFma1fNCBPq78lhmG7TAx4UweEIitLhe+/D8C//qXsmXL9apMmagQEWCm/14YC+UCASufQsbZtCyxdCvz1lwYBAY73RgbK/jz0Frm+rnFjraJfsdzHMyXFxt/Mz1WU88LX/O9/4nbCBBUCA01/n4AAMWDq1VeB//s/Lcwq/NyO50YZyC+qH9YEIyAsDlC1BQCobp9CgFoCNJYjg+Vp5itVAqpVs/+3eewxYP58YPNmNS5fViPhlqmjlDonGWon/r7+eF4ofT1e/YSoUqUKNBoN0tLSLJanpaUhLi7O6nPi4uJKXV++LW2dbdu2Yffu3QgKCoJWq0WDosLNDh06YLzcz8TfaIKBO1YD4Q3ECNdfB4sWYS4ICRG9EgErrdec7DDRtm2xB4Lc14sYgPE110oQXSY++UT5U21OyiFzYnIOgJ0mlLp5U/S9BkofgW2O0zdTeXPmjGivplaLCYOKe+wxQKsFfvuN/cl9ntxhIqSmGNUdWgvQRgCSDrhdcjS6kg4T5ho0ABITRcnhJ58ASDfr2Zd7RUwbTYp5NSAODAxE+/btsXXrVuMyg8GArVu3omvXrlaf07VrV4v1AVHzIq9ft25dxMXFWayTmZmJPXv2GNd5//33ceTIERw+fBiHDx82tm1bsWIFXnvtNbe+xnIluArQe70IMm/uA3Y9ABhcm+rGZqcJB2epk6dsNnaYkMmdJvJtzf7hoKL6qroNQxEQAOzdawrG7ZFbrpXoMCFzYvpmwNRp4vx54JbtkrEKT/7SVb06EBam7Dlyl4krV9jFg8qHL78Ut/37A/FWhhrUqAEMHy7uswWbj5M7TIQWfTNXqYDoFuK+lRnrlHSYKE6euW7pEj2km4fMHpHMJgUhJbx+DXHatGn45JNP8MUXX+DEiRN4/PHHkZ2dbew6MW7cOIvShqeffhobN27E/PnzcfLkScyaNQv79+/HlClTAAAqlQpTp07Fq6++ijVr1uDo0aMYN24cqlevjqFDhwIAateujRYtWhj/NSqKcOrXr4+ackrJX0U2FJlidSBwaRVw+HmXNmezF7ELPYgteChDHBIWgqLTQVGWOCtLBFWA+zPElSqZMu3MCNnmaMs1AIiLE5k4nQ6w0cmRqMwYDKaAeFwpDX/kFmxffSWujJCPkgPS0FqmZVFFAfGtkoN8Hc0QA8CQIUBsLBCpOg2VPkf0xA8vepPMKd6kmErj9YB49OjReOeddzBjxgy0adMGhw8fxsaNG42D4pKTk3Hlimnkfbdu3bB8+XIsXrwYrVu3xnfffYfVq1ejRYsWxnWef/55PPnkk3jkkUfQsWNHZGVlYePGjQgODi7z11cuVesBdPlC3D/5LnD6I6c3ZTND7MAsdTduiGkoAVP5gJExQ+ymTwW5N7I21Njc/H//E7OflUZ+fVWqiJn0rJIn53Bw+maAUzgrIWeIHWlNp9WKDwvAVJ9H5C07dogrQRERIpCxpXt3kRzIzQU++6ysjo7crniGGACiW4pbKwGxMxnigABg0iSgfd2icolKbYDwoog6+4Jjx1vBeT0gBoApU6bgwoULyM/Px549e9C5c2fjY9u3b8fSpUst1h85ciROnTqF/Px8HDt2rMSIf5VKhTlz5iA1NRV5eXn4+eefjVlgaxISEiBJEtqUSE/6sYT7gNZF5SEHngQur3NqM+4omZCzw/XrAyUadsjTNxe4q2SiKPLVhKBPH6BuXSAzE/j229KfZnPKZnNas+mbHcQ6YvucyRADrCOm8kOeqnnUKKC0bp0qlSlL/NFHgN61yjbyFjlDHGaWITaWTNgOiB3JEAPAww8DHYoC4gxNeyCsaF57BsQOKRcBMXlJs+lA/UliXvWdowGL+iNlzANii9mVHSiZsFkuAZgCandliHWmDLFaLd5IAPtlE3YH1AEuZYjlwYQrVgB79jj89ArBmQwxwNnqqHzIyQFWrhT3SyuXkI0ZA8TEiIzyTz959NDIU+QMcYhZhlgumcj6B9BlGxfr9aL9KOB4QJyQAPRtdxAAsHlfOwbETmJAXJGpVEDH/wPiEsV/zF/vNv0HVqhePbGZ27eL1Wg6UDJRakDswQwxAEyYAGg0wK5dptZv1tgdUGe2TUdriAFg8GCgZ0+Rre7fH/jjD4c34feczRAzIKby4McfxftkQgLQo4f99UNCYGwJycF1Pspahji4KhBcDYAE3DpuXJySAhQUiDKvWrXgGMmAJrEiofXh1+2hC2JA7AwGxBWdOgDo8R0Q1RzITQG2DwIKlTWxBoDgYFOvV4vWa/IgOAdKJkrNELtrUJ2cvS3K5sbHA/fcIxaVliVWlCF2sssEAAQGAuvXA716mYJiG5M1VkhZWUDRvDpOB8SsISZv+qJo2MaDD4qBnko8/rhYd+tW4Phx++tTOaLPB/KKskQhxQbrR5Usm5C/8CckiCSNQ26fQQBuI7cwGDuPNcVvBxgQO4MBMQGBUUDvdUBwHJDxJ/D7KMCgfD7zEnXEkgEoKGoYK2d4bcjNBU6cEPdL9CA2f35Butiuq+T6Xq2pgE8um1i2TByPNZ7OEAOildi6dUDv3iKTlJQkMtdk+rCoXBl2Z28qjjXE5G0pKYA8I66ScglZnTqmwXcLF7r/uMiDclPErSa45JVSKwPrnBlQZ3RTlEtc17WG3qDFJ8uLslQ5F93zuVlBMCAmIawO0PsnkTm9sgk49B/FTy3Req0gw/Sf0E6G+K+/RO1UlSqiv2wJcpcJyQAUuqFJrzFDHGJc1L+/yHKnpwPff1/yKTdvik4YgJ36VRdqiGVyUNynjyko3rnT6c35DTkgdrR+GGDJBHnf8uWi5Vq3bo6fw/LgumXL2KfcpxSflMNcKRliR+uHAQA3xYC66HrtoVYD362vAQlqwFAA5KXZeTLJGBCTSeX2QNeiYdB/f6o4S1wiQywPqNOGl5iasjjzconi7xkAAE0QoC2ahcEdA+v0JTPEGo2pVs9a2YT8umrUsDMhhAtdJsyFhgJr1wJ9+4pSgQEDgN9/d2mTPs/ZAXUASybIuyTJVC7hSHZY1rs30Lw5kJ0NLFni1kMjT5LH44RZKQiWO03cMk3O4VqGWATEEbXbY/BgQKcPwJVbRW98LJtQjAExWao1DAiqAuhuA9eVtTsoERA7MKBOnqHOarmEzJ2z1eksB9XJJk4UtXq//QacPGn5FEX1w4BbMsSy0FBgzRoxLaccFO/Y4fJmfZazA+oAU0CclSXqs4nK0pEjwLFjQFCQaLfmKJUKKJp3Ch9+yBkXfYZ5hri4qGbiNveK8XPN6QyxZADSRckEKrfHRx+JUpu/r4g64vybDIiVYkBMllRqILavuJ/6s6KnlGi95kQP4lJbQLtztrpig+pkNWsCgwaJ+59+avkUuX7YbkBsHFTnWoZYJgfF/fqJ7NBdd4mAvSJyJUMcHg5ERYn7LJugsiZnh++5x/H6d9kDD4hz+OxZYONG9x0beVBpGeKASFNrtFuivZHTGeKsf8RAeHUQENUM1auLcyT1ttj+8k8vQKdz4vgrIAbEVFJcorhN3aJo9Xr1RHY1O1sMHLmeoixDbDCYJqIoNSCWM8TuCIhtZIgB0+C6pUuB/HzTckWTcphv08lBddaEhIh2TUlJpqD411/dtnmf4UqGGGAdMXlHYaGoHwacK5eQhYcDDz0k7rMFm48wTttsJUMMAFFFA+syjuHWLdM4lbp1HdxPUbkEoluJrlEAmjQBuiaKgDjn2gU88USxeQLIKgbEVFJ8P3F7Y4+iFmyBgaJVDCACt9dmiP/Z362NQZMmogbuvvuAp58G5s0TdXAbNohm89nZonVbqcGmO0smzKZuLu6uu0TgdOMGsHq1abk3SibMhYSI4xkwQDT3HzgQ2L7drbso1/LzgeRkcd+ZDDHAOmLyjs2bRX/2qlXFe6MrJk8W5RMbN5quWlE5Zm1SDnPGOuJjxuxwtWpiWm+HyAFx5fYWi2s2Ep0m6lRJxiefAHPnOrjdCogBMZUUVgeIaAhIeiBtu6KnzJ0LdOokujVUixaBa2p6DE6dEhnNFSuA998HXnxRZDoGDjS1E2rVSjQjt8ldJRMGPWAoSv1ayRBrtaYszOLF4laSFLZcM9+mm0omzAUHA6tWiaBdDoq3bXP7bsql8+fF3yEsTHxgOIOt18hROTmuT5ksT9V8//1AQIBr26pfX/y/B0QtMZVz1iblMGfsNHHU6SmbARhbrqFyO8vlRSUZXVuJGuKZM0uWA5IlBsRknbFsQlkd8f33iymHL1wAXnhGBMSjx8Xgl1+Ar78G/vtf4D//AcaPF5nONm2AuDhRJzt+vJ2NuytDbMgz3beSIQaASZNEFmbbNlGvd/WqaH+mVit4s9J6JkMsk4PigQNFv+S77wa2bbPWmsO/mNcPW+1EogBLJsgRv/0m2kA2auT8VOrp6aLcCVDwHqeQ3IJtyRLxvkTlVGmTcsiiTa3X/v5b1DM4XBImSRYD6iwUBcQxwRfw8sti0WOPcRrw0jAgJuviisomFNYRm1MVdZmoWiPGWC4xdSrwxhuiPnfDBtFd4soVUTLxxBN2NuiuDLF55tZKhhgQo3PlS5uffmrKDtepI0aJl8oDNcTFBQUBP/wgBgDm5gJDh2pw5EhVj+3PVd99BzRu7NpU1K4MqJO5u2Ri/35xLltMV05+Yft2cSXm1i0x0KlHD+Dttx3v7rBypSj3adHCzhgJB/TrJ4L027dN2Wcqh3KLvnlbm5RDFtkEUGmAwgzcvCQm8XA4Q5x9TkxapQ4wZZxlYUWTcxRmYs7LGZgwQVzxGDXK+S95/o4BMVkXe6foOJF50lQLpZQDXSYUMWaIXQyI5cytOki8NhseeUTcLlkiJg4BFNQPAx7PEMuCgsQEIoMHA3l5Krz2Wmds2VI+M8Wvvy6+VDz9tPODOlwdUAe4N0Os04kvTRMniqm/+/UDPvtMTOBCvm3bNnEFJidHTNgzcqT4ez//vPgS6sgXIDlgHTfO+SsbxanVphZsCxdyoFS5ZV4/bOuPrwkCIkQdnqpoxjqHA2K5XCKqZcme/9ow0UIVgCrnAhYvFl/05KuLrEMviQExWRcYDVTuKO4rLJswylfWZUIx4/TNLpZMlNJhwtzddwOxseLD7733xDK79cPm2/VADXFxQUEiA3X33QYUFGgwfLgGmzZ5fLcOOX/e1Gd6715xZcAZ7sgQu7OG+PBhEfyqVCJr+PPPYmKXuDhx7vzvf7yc7Yu2bhV/v9xcUdb1449i7MPHH4typY0bRaZXSe3+33+LGSbVamDsWPce5/jxouvEyZPi3KNyKNtO/bCsqGwiwiACYoe/9NsYUGckt3bLvoCAAODbb4EOHYDr18U5nsZJ7CwwICbb5LKJKw6WTTgwMYcicqbZXRliG/XDsoAA0+A6eZIORRli8y4TZZC6CQoCvvlGj86dryA/X4UhQ5wPOj1h1SpxKydIZs507tfizgzx1atAQYHz2wFMvaAHDRLB+muviYGhhYVi2u0HHxSD/+69V3xpyfH89yNy0c8/m4LhgQPFuRscLM7dRx4RX+iaNhVlXomJwCuvoNTerl9+KW4TE21MSe+CyEhgwgRxny3YyqlcOx0mZEVlDjXCxYx1jmeI7QTEoUVlE9miTU94uHiPql8fOHdOnOv88m7CgJhskwfWpf3sWCRTXjPEemUZYsA0lbNMUYZYa7ZdfZ7t9dwoMBB47rl9GDrUgPx8YOjQ8jNoQg6IX3xRdIjYv1+8GTtCrxdv3IBrGeIqVcQXHUkSQY0r5IC4Z0/xwfLii6Kf9l9/ATNmiJrpvDxR1jJqlAiO779fTLJi3t+aykjhbeDCtzanot+8WS4/EkHxDz+IYNhcy5bAvn1i0K0kAa++CvTpA1y8WHJ7BoOpXMJdg+mKk8smfvpJDGSmcsbBDHHzGscQHCxKsBQrbUCdTM4Q55hOkmrVxNWOqlWBgwdFWVCh9f8aFQ4DYrKtSleR9cy7CmQctb8+AOhyTZlYt9UQy4PqMkTrNGcpzBAD4pt6YqLpZ2UZYvOA2LN1xOa0WglffaXHvfeK7Ofw4cDatWW2e6uuXgV+/13cf/hh0wf4rFmOfbe6eFG8WQcGmrK8zlCrTZk6V8omDAbTFNo9e1o+1qwZMHs2cOKEKBV54QXRnzs7W3RaGTJEfBh17y4yfK++Ki7JHzzIKaU96tgcYOdo4MT8Eg9t3ChmkMvLE7fffWd78GxYmBhou3y56BW7Y4cooVizxnK9nTvFl7jwcPEF1RMaNwZ69RL/l1au9Mw+yAVyhtjWpByyosk5mtU4jvr19FA7EpHlJIvkk0pr6lhRnFnJhLkGDURyIjQU2LRJJIBYj86AmEqjCQSq9RL3lXabkLO4Kq2YntIdAuX5TiWg8Jbz21FYQyyTB9cFBIguE3apA8TrBjzaacKagADxQT1qlAggR4wwtXzyhjVrxBtsu3bid/fvf4sA4cABx4J1uX64Xj1Ao3HtmNxRR3z8uKgfDg0Vr80alUoESvPmiS4Fe/YAzzwjAvrMTGDXLjGd7yuviA4s7duLaXljY0sGywcOMFh22dWibzCpmy0Wr18vvqTIV1ZWrlTQSQbAmDHiC0+HDuJcGDJEdNGRs/9ydnjkSHGeeMqoUeKWAXE5JGeIQ+1kiMPrQScFIzQoF91anXNsH8YZ6lqIbhbW2AiIAaBjR3HuaDTinJ0xg+EgfwNUOnnWOqUD64zlEpXdN7RaEwhowy237ww5a6tR9ik1dKgIiufNszNxiDk5+6wruwyxLCAA+OorEWQVFooa1h9+KPPDAGAqlxg2TNxWqWLqoepIllgOiF2pH5a5o9OEnB3u2lXZRAsqlZiw5t13xWx7hw6JQPfVV0Xg2727CIQBkVUvHix36CCC5d69gdRU54+7wjLogIyi+eGv/wHoRQH5unXi3JSvqHz7rbgKoVT9+iIT/Mwz4uf33gO6dQOOHhXbAlybqlmJ4cPFlY+9e8UAVipHlGaI1Rqk5jYDAHRqfMyxfdirHwZKDYgBUUP8ySfi/ptvavDjj254o/VhDIipdHId8dVfRbNxe9zdck3mjl7EDmaIAwLECPNnn3VgH2XQi7g0Wq0Y0HP//WLQz6hR4jJwWcrMNI1+Hz7ctPzZZ8Wl5kOHlGev5QF1rtQPy9zRi9i8fthRarXIHI8aBbz0kmjr9/vvItC9dUtkg4sHy/LMfL/+CnTpYmoDSAplnjTV8+tzgfSDWLvWFAyPGAF8841zs8gFBoovOmvXAjExovSlTRtx/tep49w54oi4ONM+yvr/OJXCfFIOexliAGevyXXECssSZXLLtUo2LlUBpoA4L83muJaJE03TOi9Z0gJPPaWusDXFDIipdFEtgOA48WFyfbf99d3dYULmjtnqHKghdpp5pwkv0WrFJbAHHhCD0u67z5S1Msq57Fo9dik2bBDBRqNGYmS+LCYGeOopcX/WLGUTHbij5ZrM1ZIJSXItIC5NZKQowSgeLKelAadOiRr2CxdEkLx1q3v37dfSD1n8+NcvOzBihLiCMnKkqO12dUrlu+8Wgyp79TKd0w8+CMfqQZ3EsolyyHxSDvlzqxSHzok64jpRDmSIJUlZhjiwsukzSS7jsOKll4DXXtNDpZKwaJEGAwZUzL7qDIipdCqV2TTOCuqI3d1hQuaODLEDXSacZiyZ8G6vLY1GzKQ2bpwIiu+/X2TCAADJK4HVNYETb3lk3+blEsWrZqZNE1niI0eA1avtb8sdLddkrpZM/PMPkJIiAqjOnV0/HqUaNQJ27xYzpt26JfqHfv552e3fp8lZNG0YAODc3t9QWAiMHi1q7l0NhmU1aogvKvPmiVIr+Yufp7Fsohwyrx+2UzYoScCOoyJDHKN1ICDOuQTkXxMz3UW3sr2eSmW104S11Z57zoDp0/ciPFzCtm2i1OvECeWH5A8YEJN9xoBYQR2xp0om5G/aLpVMlEWG2LslE+Y0GhE4yVN2jh0rggD8XRRNXXL/qLu8PFNrNbl+2FzlymLWOsB+lliSylfJhJwd7tQJCPHgdyprYmJEGYpcCjNpksjqODqdcIVT1Jbqb2kCAKBbw524f4wB//ufA+MCFNJoRGeRVatES6uyEBvLsolyJ0dh/TBEFnbvaREQB+afVlaWCJjarUU1s2z3aY2dOmJznTql4tdfdUhIEO+9XbqUr972nsaAmOyTA+Kb+8W86aUxH1TnTm4pmZAzxB4MiMto+malNBoxrfCkSSJ4evzh29CnFE21lX7YOMjIXbZuBbKyRIuzjh2trzNtmigROHq09EF/qaliUgu1WmGXDzvkgDglxbkWQ/KAujvucP1YnBEUJGbBe+UV8fPrr4svOXll0/La90gGcY4DGP3iJGTlhaFyeDq+eP8vtwfD3sSyiXImR2GHCYig8/LNGriVGwWVpANuK5xPWUm5hMyBgBgQPbf37hVftDIzRUnQu+9WjLZsDIjJvtAaQGRT8QGTamfeUjmD6weD6pxShtM3K6VWA4sXi37AfZttgUZVFAQb8oFbDo5stkMulxg61HYNZaVKok0VIPr22spyyvXDdeo41gHAFrkPcX4+cMOJ71Weqh92hEoFzJkjaoy1WlEGk5gopmKlYrL+AQozkVcYhCMXWuB8VlcAgPbmDi8fmHuxbKKccSBD/M8/AKDChYyiPsJK+/3LAXEl9wfEgLjCsWWL6E9sMIgB0ZMm+f/EQgyISZk4he3XPFVDzEF1LlGrgUWLgOfuLzaLwI19btuHXm+apMBauYS5Z54R7cSOHbN9qdedLdcAkWGVL2U7Wkd8+bLI5qjVor2Wt02YIBrqR0WJ9l9duwJnznj7qMqXcwfFZeU/k1vhniEBaNa7KLV/zb8C4thYMaAPYNlEuWBsuaYsQwwA13ViYB0yFCYo5Nr4yqV0mJAZp292bErDwECRSHnvPfG+t2QJ0LevaA/prxgQkzLGfsR2BtZ5qsuErwyqK4cZYpkaenSpLQp8d50W2TLDdfcFxDt3AteuiQyw/AFtS3S0qYfr7NkimC7OnfXDMmfriOVyiTZtRBBaHvTpIwbbJSSILw9dupiOs6I7exb4aZkIGlIL2uGrrwB1bFFAfHWH313/HTlS3LJsohwwDqpTmiEG8oOLMsRKrtjlpAB5qYBKDVRqY399Y4Y42f66xahUYoDohg2mL98dO4pB0f6IATEpU62XmIUt628gq5QZdTw9qC7flYC4DDLE5ayG2MKNP6DKvw4pIBqf/j4NAHDrH/cFxHK5xODBykbvT50qAuPjx61/kLuz5ZrM2U4T5aFcwpqmTYE//hAD/W7eFOUTy5d7+6jskyTg9GkxQNDdrlwBkpKARlVFy7V+I9siOBhATGcxm2TuZSDbwVnByjmWTZQjTmSItVXkkgkFAbFcLhHZVNlnmbHLxEWnW2327y9m3GzYUEww1L276f3enzAgJmUCIoAqXcT90somPJYhlrtMuFAyUZY1xOWgy0QJl8Wcyarqd6FNosgQR0h/wVDg+rFKUsnZ6eyJihID7ADrWWJ3tlyTOduLWA6IvTWgrjSxscAvv4hJJgoKxEC7119Xl8sk6NWrwNtvA02aAI0biw9WdwZwGRnAXXcB//wjoWN9kSEOqVF0WVkbClTuUHQg/pVKZ9lEOWExKYfyDHGlhObiTvY5oDCr9CfJHSaUDKgDgJDqIpkl6YC8K8qeY0XjxiIoTkwEsrPFl7DXXvOviy1+NNaWPC4uEbj2uwiIGzxc8nHJYOpC4fYa4qLtuSNDXBZdJrwwdbNdl4oKfGvcg3GP1cCV5fGIj76C39cdQo9h3V3a9OHDYuKIkBCRTVDq6aeB//4XOHlSTB4yZozpsfKSIb5xwzRDXHkMiAEgNFT8/v7zH+Cdd4BZszS44472SE5WQ60WH1ryP8D2z4Doe9yrl/tKQwwG0TLuk0/EDIXms2Dt3Qu0bSt6Zg8Z4tp+cnPFNo4cAdo1uYTKYdeL+rS2NK1U9Q4xwdC1HUC98a7tsJwZOVJ8Mfr2W+Df/3bfdvPyxJcMnU78ndz5BdXvODApR36+qXSrdsMqQFqcKIW49RdQpZRG58YBdQrqhwFArRHBefZ5UUesIFC3pVIlUT7x7LPA++8DL78srvB9+WXZTETjaQyISbm4fsDRWUDaVhH8qor9DyjIEMsBD3SZKHpzKcwADDpA7cSpW5EzxLfPApknRKag+gBEBwIp6o6Ixxrs27QP3Yd2t9dDvlRy+7QBA0RwplRkpHhzffll0T1h1CjRKu7mTZHtA4B69Zw/ruKcqSH+/Xdx27Rp2fWXdYZaLbKv9esDU6ZI2LGjptM1xRqNKMPo21dkhLp0EYMSHXH5shiI89lnllngjh1Fx5Nu3cTI9T17RFeSZ54B3njDuY4iOp34MvXbb+Kc+m7xIeAiRJ9WTbBpxWp3iAlp/CxDDIiM3ZQpwL594vedkOCe7X78MbB9u7jfoYPobJKU5J5t+x0HJuU4f158CQ0PL3pfiW5ZNI/7MWUBsdIMMSDKJuSAuKpryQ+tVgy0a94cmDxZlGiNHQsMHOjSZssFBsSkXEwnQBsh6oTTD5X8DynXD2vDAY0b+mSZM/+2XZABBFdxfBsVuMuEXC6Baj2BwGgAQO02HYF/1qCaZh+2bwfuvNP5zTtaLmHuySdFn8uTJ8WH7dixpuxw9eqOBdj2OJMhLq/1w7Y89hhQr54er76aiqpVq0OjUUOlMn0+y/etLdPpREB19qwYsLd7N/DqqyLz37OnCI779gVat7aeEdLpgI0bxej0detMLfWiosRU4g8/LJ4r++03YPp08ff/73+BXbuAFSsc6zstSeI1//ijCNrXrAHqRh0UAXHxLFrV7gBUot9rbhoQEqt8R56Sdx34/V6g7jig/kNOb0Yum/jlF1E24Y4scXa26HcNAPHxoj574ECx7Pnn7cZ8FY/DLdfEF36VCkBUCzFovbQ64txUIDcFgErZgDqZsdOE4wPrbHnkEdFLfuFCcb4xIKaKRa0FYu8ELq8RZRPFA2JP1Q/L+w6IBAozRacJpwLiCtxlQg6Iaww2Lgqv3RH4B+hYbx8mv+58QHzmjCgp0GpFE3dHyVnil14SWeLRo93fck3mTA2xrwXEAHDnnRJycw9g4MBYBAQ4fi3zwgUxycrWraLc4epV0eZt0ybxeEyM6HKRmCj+yRPAfP655e+2Rw8RBN97r/UvNoGBwPz54nc7YYLIFrdpA3zxBXDPPcqO9aWXxL7VavGFqlcvAL/aaEsVWElk4jL+FGUTte918DfjARdXAld/FcGUCwExIK6wuLNsYuFC8bevV0+UojzzDPDpp2JGvoMHxd87LMz1/fgNByflAMze46IVdJqQ261FNgYCwpUflxO9iJUYOVKcI6tXiysJ7poK3Vv8oOqDypTcj/iKlfZrnuowIXO1F3FF7TJRkA5cLYrqzAJixIgBRo3iz2D/rnTsc7LhhJwdvvNOUWPmjCefFEHW6dPA1197puUaYMoQp6eLWfDsuX1bfPAD5bd+2BPq1AEeegj46itxFffPP0UGd9AgcYn3xg3RGeTRR8UHekICMHeuCIZjYsRgyePHRRu4cePsZ/mHDAEOHRJlGhkZ4udnnxWDBEvz3/8C8+aJ+x9/LEovAIgrWID1OsuqZu3XyoP0oh5WWX8Deddc2pTcbUIum3DFrVvAm2+K+zNnir/74sXA//2f+PL77bei7EXOdBKczhADEBlioPQMsTPlEoDHAuLu3cWVifR08UXM1zEgJsfI0zhf+73kwDFPTcohc7UXcUWtIU7ZCEh6UU8ZYZZyDYoBwsW7cYd6+42BhaNcKZeQRUSYMlpz5ojyCcD9GeKoKFNwpiRLvHu3uOyfkADUsp/08UsqlZjOdepU4KefRH3377+LziB33AHjNMh9+ogvM5cvi6xv06aO7SchQQTQcueRd98VmeMLNj7D//c/07qvvy5m1QIgRvnnXIK4rNy65BOrlbMJOuSAGABu7HVpU9WqmbpNuNqTeMECEeg0aSLKmABxLjz2mAh+YmPFF6WOHcVVhIoiIwNIS7PxoEsZ4qJOE3mpoozGmnQXA+Ic9wbEGo34Egb4R3cTBsTkmMjG4tuvIV8ExeY8WTIBuC9DXNG6TFw2dZcooXJHAECn+vuwapXI6jkiJUX0wQVc7xIwZQpQpYool5A/zN2dIVapHCub8MVyCU8LCBCZoRkzxO8nPV1cVt+6FbjvPscH35mTSyhWrxY9qvfsEV0o1q61XG/DBmDiRHF/6lRxCd/oZlF2OKKhaBdZnJwhzjgiSrC8STIAt8ym673+h8ubHDVK3LoSEN+4Ib6QAOKLj0Zj+XiPHsD+/ab+10lJoruJP7XgsubmTaBVK/ElwWpQ7EqGWBtmTFDYLJuQSyaUdpiQmWeI3fxHureo6mjVKs/0FS9LDIjJMSqVKUtcvB+xp0smXMkQG/SAoej6q0czxHLJRDnJEBsKgZQN4r55uYQsRgTE93QX9RLyJVKlfvxR3HbpIgbAuSI8HHjuOXFfbs3l7oAYcGxgHQNi+4yj5N3IvIQiPV3UE//73+K82L1b9FzW6UTmcv78YoO75HIJW9PahlYXgYdkAK7tcu+BO+r234Au2/TzDdcDYneUTbzzDpCZKYK/e22UWdesCfz6qyitMRjE/92xY5WVIvmqp58GLl4UWeJly6ysoDBDLEmmgNjiKlhpZRN510zbr9zWkcM2HY8u27XZXq3o2VMkMq5fN71f+ioGxOQ4uY64+DTOni6ZkDPEzvyHNq/p9WiXiXI2qO7a70DhLSCoqpipq7iigLhtHREQf/WVYx+icrs1V8olzE2ebBlceaLnqdLWa3l5IkMJMCD2BrmEQp7ie/58kZkcNEj0HB4wQLR1K9HtQp64oFIpQUPVclI2kVFULhEQKW5v7DW1rnRStWpA797ivjNZ4rQ00WMWEHXhpfWXDQ4Wg+wWLhSlM19/7f7JVsqLNWtEmY7s88+LJVv1eUB+UQ24nQxxWpr44qBWA7Vrmz1Q2sA6uX44opHpfFFKGwIEVxP33dhpAhB/d/n939fLJhgQk+Ni+4rb9EOWg0DKc8mEecbWvC+pu5W3QXXGyTgGiQbtxVVqB6jUCNRdxuh7rkCvF9khJdLTTf1J3RUQh4WJdk6AGJwVHe2e7ZpTmiHeu1cM6oqL80ymmuwLDBSX7letEvXfe/eK865zZ/Hha3VUu3xZ2VaGGBDtBwHTYFNvkeuHaw4TV5cKM4HMky5vduRIcetMQPzGGyJY69hRTMNuj0olvshu3SqC8cOHRb/irVsd33d5dfOmGEAKiBrq0FAxzmH3brOVcuRJOULsTsoh1w/Xrl2s73ZUKQGxozPUFRfqmYF1gOkqwg8/lJxx1JcwICbHhcQC0a3E/bRtpuXluWTCWD8cXHJCEXcqT4PqJMms3ZqNHlYB4UBkMwDAi4+JLPFnn5UyaMTMTz+Jy9bNm4s57t1l8mTR4/Ktt9y3TXNKa4jNyyXYb9W7hg4VJRSJiSL7uW6djXZfBbdEtwZAWYb4xl6R2fMWOUNcub3xao076ojNyybOnVP+vEuXRBcJQPSfduS879lT1BV36CBqkPv3F11A/KGu+JlnRLeVxo3FFzS5Tvuzz8xWMq8ftvOLK1E/LJNnVcw4VvIXZ+ww4WD9sMxDnSYAU4ehtDRg5063b77MMCAm51grmyirkglnMsRl0WECKF8Z4swTIjhQB5r+XtYUfRC3rL4PXbqIUoEFC+xvXu4uIY8ydpeQENFC6yHXWrLapDRDLM/yVpHarZVndesCW7aIDgcxtt5i0g+L29Dapb8PRTQAgmPFuIIbTvYbdAc5QxzdylTSdGOPy5s1L5tw5DL2a6+JKYXvuAPoV8pbhi21aokvkuPHi7riadPEtM+OBOXlzU8/iXphtVpMXR0SYnpvWrECyMoqWtGJDhMlAuKIRmI20cJbpgBb5mzLNZkHA+KAAFPLQ18um2BATM6RB9Zd2WL6Juvpkgm3ZIg9WD8MmGWI81yuBXSZnB2O7Vt6E/eigFh1cx+mTxeLPvzQNHWyNTk5YkYywH3lEmVFSQ2xTmfKdLB+2IekKyiXAEQGz9t1xAXpQE5RPWelVkCVLuK+GzLEgONlE+fOiXpgwPHssLmQEFHb/f77ouPIpk1AixaiBtzXuhCkp5tKJaZNE4OHAVHL3rChmMnv22+LVnaiw0SJMRKaQNHJCbAsm8i/YQpkS7vyURoPtV6TyWUT339vmqHS1zAgJudU6ykyjznJwO2iacXKLEPsREBcVhli84Dbm5diAVP9cE07hYBFrddwYx/uHiShRQsxIcWHH9p+yubNYmBTnTpiZjFfIgfEqam2690OHRIfdtHR4sOcfITcck1JWyq5H7G3JuhI/1PchtYWM+jJGeJbx4DCLNvPU8jRsok5c0TA2q+f618CVSox2c6ff4pMdU6O6BLSubNpohtfMG2aaC3ZqJH4/chUKlOW+PPPixY6kCG2WTIBWO80IdfFh9cHAqOVHr4lD2aIATGle1SUZStOX8OAmJyjDQWqdhf3034WfXflLKzHaojlLhPODKorg1nqAMuA25udJvKuAdeLRnxYa7dmLrqV+HJTcBPq3HPGLPGCBbZbKJlPxuFr9bVxcaKvql5vu1Zarh++447SR9lTOWPMECvIohkzxDtFW8ayJtcPy5OHhFYXwZRkAG7ud3nzjpRNnDplaiM2d67LuzZq1AjYtk1knqOjRTDcqZNo0Vbe27OtWydKJFQqkfEOKZZLGT9evI/s3Fk0kZADGeISk3KYs9ZpwtVyCQAIK2pn4eYuE7KgINN0675aNsG3enKeedmEHKSqNI63hFFKDrQLM0V/XUfoyyhDrNaI4BLwbh1xyjoAkri8Zu8NWhMIRBd9KN/Yh1GjRObi+nXTJVRzhYWmiRJ8rVwCEB9icXHivq2yCfYf9kG6HFE3DyjLEEe3Eu9Vutum4LQsGeuHzWbTc3PZhDz4y3hZ34ZZs8Rl7sGDRRbXnVQqYNIk4MQJYPRoGDvZtGghasLLo4wMMbAXEAPqunUruU58PDBwoLj/+edQnCHOyRFXpwAbGWLjwDqzCVvcEhAXZYjzr3ksWSOXTXz3nW8OpmRATM6TB2qlbRPTpQKirMFTKUPzS0UF6Y49V34D8HSGGCgfnSbsdZcoLsZUNqHVmlqfvfOOaD1m7tdfRW1d1aqi56gvKm1gncEgpiYGGBD7lIyjIrsaHAuExNtfX60BqhSdwN4omyieIQaAmKKA2A0TdADiC6taLbo/2CqbOHoU+OYbcd+8LMDd4uLEfn76SQy+O3dOdKIYN058+S5P5FKJhg1Lz5jLZRPLlgGSwgyxXC5RqZL4V4Kx9dpx05ULpbXxpQmIBrRFMzd6KEvcv7+YqOfiRVGq42sYEJPzKrUTtW+Ft4Arm8QyT9UPA4BaK/5TA47XEZfVoDrA+50m9Hmmv4e9+mGZHBDfFO9i48eLD7CLF8VkHebkcol77ik5pauvKC0gPn5c9B0NDRXTBpOPME7I0U75l/JqXhpYZ9CZakQtMsRF6dnre9ySYlNSNjFzprgdObJsxgMMGgT89Rfw1FPiz/Tll2Iq5C+/LB9ZxQ0bRImEXCoRWspHxqBB4neccTMPKuOkHKVniEutHwaA8LoiqWLIF12CCtKBLDmKdiEgVqk8XkccHGzqXe2LZRMMiMl5ag0Q20fcv7BC3HoyIAbM6ogdDIjLalCd+T68VUOctl1M0RlSXfkbqDyw7uYBwKBHcDDw7LNi0RtvmAafGQzA6tXivi+WS8hK60Usl0t062Zj4gcqn246UD8sM+80UZbR2O3TIuDRhgERZoWkldqJtlt5qaYOFC4qrWziwAHxBVetBmbPdsvuFImIAN57T0xs0bKl6Fs8bpyYfVAOGL3h1i3g4YfF/alT7V8BCwgQx12jkvmkHNbSvial1g8Dok9+VPOiAzpmOq/D6po+/5zl4U4TgG+XTTAgJtfIZRPy5T9PDaiTOduLuKwG1QGmLLS3MsSX5dnpBivPlEU2ER/OumzjTFmPPiou6Z0+bcoK79snLiVGRIhRxb6qtNZrrB/2UekOdJiQxXQE1EGi5Ov2Gc8clzVy/XBUS8uJgrQhQKU24r6b6ohLK5t45RVxO3Ys0LSpW3bnkM6dRVD+2mtiUNbmzaK2+Isvyv5YAJEEuHxZzEz56qvKnjNpElCzsngj0QW6MCmHOfMJOoxf9FyoH5Z5OEMMiC81oaHiXDt0yGO78QgGxOQaeWCdzOMZYid7EZfVoDrzfXgjQ6xkdjpr1BrTG25R2UREhGidBACvvy42LQfGAweKy2O+ylbJhCQxIPZJ+gLTICRH6iw1QUBMJ3G/LMsmrNUPy2LMyibcoFo1MZMYYNmTeNcuFTZsEGVPctmENwQEAC++KGqZ77xTtHN87DHxxbssbdokZp5TqcQgudJKJcw1aQL06SIG1F1KVz4ph80MMWDWeu2o6zPUmfNwpwlA/N7kwYa+VjbBgJhcE1FfXMqReTogdjZDrCvq61mWNcS6bM/vq7j0w6L9jyYUiOvj2HON/Yj3Ghc99ZSYIvfQIfGBYd5uzZfZKpn4+2/gyhUgMFC0hyIfkXlczDoXEA2EJTj23GpF33yu/ubuo7ItvZSAuIp7B9YB1ifpmDVLfPw/9JCd4KyMNGwIbN0qSpXy8kSpVlm5dQv417/E/aeecnx2yoG9RYb40MmadssElGWIzVqvuaPDhCzU8xliwFQ2sXKlb5VNMCAm15lniT1dMuFohrgwCzj0HHDyv+JnZ5uaOyK86NMl+RvP76s4OTsc3x/QOJjCNes0YVwUY2o/9OSTonwiMFBMx+rLzEsmzN+w5emaO3Uq2XeUyjHz+mFHu9zIdcRl2WlCzhBHlxIQ3zwoMt9uULxs4s8/q2D7djUCA4GXX3bLLtxCpTJ1uvj449Jnk3Sn554T+6pfX1wNc1TrhiJD/Nf5WsYZLq3R601lK4oyxLdPA1lFE1+5MqBOVgYlE4DpCuLZsyLz7ysYEJPr4s0mvS8vGWJJApK/B9Y1BU68A0h6oOYwoNFkzx4fADT9t6gLvPQjcMP1BvsOMa8fdpQcEGccAfT5xsXPPisua54tel9OTAQiPdRquqzIAXFOjsgOycwn5CAf4kz9sKxqV/H/NfsckGNllKW75V0Dcq+I+3KtqLnw+uJ91JDvtv7I5mUT33+vxldfiYLhRx8Fatd2yy7cpk8fUa5UUOBccOqozZuBTz5R1lXClsBCEblfulkTn31me72UFPG6tFrTVSqrQuLF4DypaA7k0NpAcBXHD6w4OSDOvSw6nXhIRISoJQZ8q2yCATG5LrYPgKKsTFkFxKVliG//DWwfBPx+rygfCKsL9PoJ6PmD548PAKKaAnXGivt/vuL5/clyLhddXlMB1Qc5/vywukUfxIVAxp/GxTVqABMmmFbz9XIJQHzoRUeL++ZlE6wf9lFyhriSE33yAiKB6DbifllkieUgN7w+EBBR8nGVyqyO2P1lE2+9pcapU5UREiIZZ6UsT8yzxJ9+ClzwYDIzM9NUKvHkky58ES6alOPijVr49lvg9m3rq8nlEgkJdlpWqlSWX5bcUS4BACFxYuIoSS+CYg8y7zbhKxgQk+uCYkx1eBGNPb8vwHpArM8Hjs4F1rcArmwA1AFA85eBQceAGk4EiK5oOVPM2ndlo5gatixc/kncxnQGQmIdf75KBVTuIO7fsOyq/vzz4g08MNA0PaevK15HfOmS+MBSq63PTEXllEEvaucB5wcelWU/4vSiL5vW6odl8gQdbgyIhw8X53ZGhkhePP64AfEK5i/xhl69RKa4sNCzWeLnnhO91uvVc3E/RZNyaCNrIicHWLHC+mqKBtTJ5LIJwH0BsUpt6pPs4bKJu+8WnxcnToje7r6AATG5xx0/AHcdAaKbe3Y/tkomUn8G1rcEjs4QE1PE9gUGHgVazy2bVmvFRdQH6hVNY1RWWWK5fljpZBzWyCPub1oGxA0aANu2ialWq1VzfvPlSfHWa3L9cNu2vl8SUqHcPiO6yGhCgYhGzm3DWEdcBgPrSqsflskTdNxwT6cJQMwsKZdNBAfr8O9/G9y2bU+Q+yJ//rntWfZcsWULsHixaR9hYU5uSJ8npkMG0PduEWzaKptQNKBOFm0eELuhflhWBp0mACAqSsxcB/hOlpgBMblHUGWgUqsy2E+xDHFOCvD7fcC2fuKDMTgO6PY10GcLEOnhbLU9LV4Wl6fSfgFSt3l2X7ps8aUAcKzdWnGVSw6sk/Xs6V+lBMVbr8kBsT+9xgrBOENda9E+0BlyhvjWMcdnwXRUaR0mZPIX06y/Rc2xm8htFMeMOYkqbihJ9aQePURApdMp7wms1K1bpmmXp0wRGWmnyXXnmhCMeqASNBrgjz+sZ0W9niEGymxgHeB7ZRMMiMm3GDPE14GT7wE/NQGSV4hLQY2eAu4+CSTc5/hIc08Iqw00KGrR8OcrHu0/o0rbKgbhhCWYZjlyhjywLvOE6NDhS3IuAykbFK9ePCD2eP1wQTpw5mNxS+5jrB92IYsWXM30BdqTJU76AtEiDig9QxwYDUQWzZThxizxkCFAZmYhhgz5223b9CQ5S/zFF6ZBve4wdaq4MtSggRvauxXVDyO0FuLiVRhUVJ33+eclV3UoQ1y5vTgn4/qL89Ndyqj1GiDK67Ra0Wni1CmP785l5SIg/vDDD5GQkIDg4GB07twZe/fuLXX9lStXokmTJggODkbLli2xfv16i8clScKMGTMQHx+PkJAQJCYm4swZ0yxE58+fx6RJk1C3bl2EhISgfv36mDlzJgoK3NPihjxInrpSlw0cnAroboua2aT9QIf3gMAorx5eCc1fFO3Pru8S9cQeok4pqh+ucY9rXwZC4oDQmmJ0s5x58wW6bODnnsD2gaK7iALmNcTXrwN//SV+7tHDA8eXfxPY2gfY9xhwYKoHdlCByR0mXL2sXLUM6ogzT4pBqwFRpkydLVXcO0GHzJcm1OnSRbTw0uuBuXPds821a4GlS8Xb5NKlLpRKyIrqhxEq3lAmTRI/LlsmOkqYcyhDrA0VCZ4+m1w8wGLKMENcqZLoSgQA3yt7W/YqrwfEK1aswLRp0zBz5kwcPHgQrVu3RlJSEq5evWp1/V27duH/27vv8KjK7IHj3zuTSYWEhJJCCARIqAISWsAOQrCClV1cEQsrBhRZZVcXxLY/XAsqrgI2VteC4goiUgXFBQFpQcAkEOkloYaEkD7398ebmUkgfWoy5/M8PHOZuXPvm3BJzrz3vOf84Q9/4IEHHmD79u2MGDGCESNGsGvXLus+L7/8MrNmzWLOnDls2rSJoKAghg0bRkFBAQBpaWmYzWbmzp3L7t27ef3115kzZw5PP/20S75mYQdTM9B81LZvKPSbC0N/VvVHPVFAJMSVlXpz1iyxbkY7Xvah0J78YYtq0iY8VsrTcL5s+iX9jVq9pXwO8bp1artrVxx/K7noHPyQZFv4dfBzW9ktYR9dL1eD2EEBsTMrTVjzh3vU/MHVsrDOgQ06GiLLLPEnn9g/y3j6NDz0kNp+4gkYNMi+4wEVZohBBfAREXDyJHz3nW23c+fU+QFiY3EfS0B8wfkBMTSstAm3B8QzZ87koYceYuzYsXTt2pU5c+YQGBjIh5XdbwDefPNNkpKSePLJJ+nSpQsvvPACvXv35l//+hegZoffeOMNpk6dyq233kqPHj34+OOPOXbsGIsWLQIgKSmJefPmMXToUNq3b88tt9zCE088wddff+2qL1vUl8EIvWdC58lwU7pKSdDcfhlXr+tfwSdIlUQ78o3DDx9q3otWeEKVj2rpgPv9lTTo8Ggn1sGet9S2ZoCT62zBZzXKp0w4LV2i+DysvVEtUvRrrtJZzMWw520Hn8hL5R2A4mxVUSa4q33HsuQRn9nivLbrtckftrB2rPvFVo/WC/XpAzffDGazrRxbfSUnQ1aW+uBr77GsLpoh9vGBe+9VT5VfXGdJl2jVStXpdRvrDPEhl7SRu/VWVaFo+3bbDLmn8nHnyYuKiti6dStPlSuGaDAYGDJkCBs2bKj0PRs2bGDy5MkVnhs2bJg12N2/fz+ZmZkMsczTAyEhIfTv358NGzYwatSoSo977tw5wsLCqhxrYWEhhYW2ZgU5OTkAFBcXU1xcXP0X6gCWc7jiXB6v/cO27Ybw/TA2wxA3EWPqS+g7plISPtxhQXxxcTERpSpwNYcPpdSsqYDLDlrI5fgA+unNlHj697fkAj4bx6KhY253H5Scx3DkK8xpsyjtM7fat4aHA5g4eRJWrdIBjYEDSygudtAviZILGNfdiuHkenRTM0quXIqWtx+fDaPQ986hpNMUMDqnHV6D+Hmh63bn+msnN6trNbg7JfZe+76t8QlojZZ/lJKsdeitrrVrbJUxnknBAJQ07Y5e079NYDw+xkC04hyKz+y0P+Av0yCujYtMnQrffmvi8891pkwpoWs9vhULFmh88YUPRqPOhx+WYDQ65teH8fxBDECpXxTmsgP+6U/w8ssmli3TOXCghNatYc8eDfAhNtZMcXGp/SeuL1M4JoDSfIrzjoNfS8B510VICFxzjZHVqw18+WWpW6qb1PZrcmtAfOrUKUpLSwkPr1gzNTw8nLS0tErfk5mZWen+mZmZ1tctz1W1z8UyMjJ46623ePXVV6sc64wZM3jOcu+mnJUrVxJYn9Y29bRq1SqXnUs4jknvzvUEYsrZzY5v/85RH8e1Qru2ROXcbz/ZhiMX5dPXh49+nhsBLW8fq76bT7HmuTXIuhXOo2NJBvlaGGtODCHYfIgr+Qp9/6esyrq22rHrOphMN1FcbGTXLhWYFRWtZunSArvHZdCL6V/4D1qVplBMABuMT3N2w3HQTQzRWhFUdILdS/7GQdMwu89VHU/9edG8dBeJBc+xx3QXe3zvrPdxOhd9RSfg4PkW7HDAtZ9Q1J5ojpLx8zzSffPtPl4Fuk7ShS34Aet355KdVvN4B+mxtGA3u354n0OmITXuXxeeem1UZcCAvmzcGEVy8gmefLJuHUDPnvXj0UevBXy44450MjPTccDlAsDV+ak0AzbvPk5Wuu2gXbpcQWpqc6ZN28sdd+xl6dKOQDf8/Y+ydKl712cM00Lx18/y88rPyTZ2rPCaM66L+Pi2rF7di3nzcuja1QWlDS9y4ULt7vi4NSD2BEePHiUpKYk777yThyzJRZV46qmnKsxM5+Tk0KZNG4YOHUqwC4qWFhcXs2rVKq6//npMJpPTzyccz/DbXtj9HAm+39Jz6AtgsP+/X0n2XgJWHULXjPRI+is9fKu+y1EX+rJn0c5nMDQhDD1iqEOO6Wja6U0Y16jay6aBHzA06kbQdfTvv8CYvYNhHY5g7vxEtceIjjZYa5zGxurce+919g/MXITx57sxHE9BNwaiXfUdiS1syYqGPftgx5P09PuBbsPecEpFFE//eWFc+xaGgmI6l3xBx+um2Coq1PU4/5sDmdDmsptp3fEGu8dl+P0wbPsf8aEn6HC1/cerIP84piXn0DEw8IZxtbo7YPh1HaTvpmfrfLr3ccx4PP3aqEp0tEqfWL++NbNmteKySrpeV0bX4fbbjeTmGujZU+eDDzrg61ubVW214/PNg1AECVeNULnhZU6e1HjoIdi4sQsffBDHd9+pu4KDBkVxww0RDjt/fRhXx8OZTQy6PBo9Wl1XzrwuEhJg7lydvXtD6dbtBtrWsJ7U0Sx39Gvi1oC4RYsWGI1GsrKyKjyflZVFRETlF0xERES1+1ses7KyiCzXhicrK4tevXpVeN+xY8e49tprGThwIO9aKnRXwc/PDz8/v0ueN5lMLv2h4urzCQfqOhky/oWWuwfT0S+h/Ri7D2k4qVYg6y0GYQqqR3e6qjTvB+cz8Dm3Hdq4uMtfbZQWwJZxgBna3YNP2xG21zo9CpsewLhvLsZuU6qtTdu6ta3o/1VXafb/3zKXwMb74Ph3YPRHu/pbfCKuqbhP/DjY/TxabhqmU2sgKsm+c1bDI39e5KTDidUAaHoJph1PwrXL6/fBIDsFAGPLvhgd8XWW/VsZTm9Ul43Bgd+7k6rcmhYcj8m/lpMorQZCOhjObsbg4H9Hj7w2qpGQoNpPL1gA//iHqdZVCz7+GJYsAZMJ/vMfjaAgB37NpQVQdAoAU3CsOkmZUaPg8cchI0Nj40YTBw6o5+PjjZhM9ayX7ShN2sGZTfgUHK0wZnDOdREdrdZn/PgjLF5s4qKsV6er7dfj1tVIvr6+JCQksHr1autzZrOZ1atXk5iYWOl7EhMTK+wPaorfsn9sbCwREREV9snJyWHTpk0Vjnn06FGuueYaEhISmDdvHgaDhy/MEg2fKRi6TFHbO5+zO9eXkny0Q58DoEc6OGj19IV1O59XtZL9wyHhzYqvtf2DWsCWd9DWva8KltJr4IAFdeZSFQwf/ko1ZLlyIURUMuNsCoYOZbWZ0l6386QN0N456jGsLxj8IHNl/Rab5h+HgkyVj19uZs4uIV1V9ZrSC3Bmu2OOaVGbDnUXa15Weu3cLijOdex4GqDp09Xnpq+/Vou0anL4MDz6qNp+/nlqPatca5YFdcZAdd2U06QJ3H232v7gA9uCslrVIHY2F5Zes2gI1SbcHgVOnjyZ9957j48++ojU1FTGjx9PXl4eY8eOBeDee++tsOjuscceY/ny5bz22mukpaXx7LPPsmXLFiZMmACApmlMmjSJF198kcWLF7Nz507uvfdeoqKiGDFiBGALhmNiYnj11Vc5efIkmZmZVeYYC+Ew8ckqiMvbD/vm1f84F47C91dhOLOZUkyYo0c6boxQLiD+xSUrkevkzFZIfVlt951tq01t4RMAHR5U25bqE1WwVJoAOwNi3Qyb/wwHPlVlAa/4svqZ306PqkAucyVk77bjxA1MSZ7tuu/xPHQpS2nZ9jiU1DFn11JuLbiz49qzawZoWVaI2tH1iOtSYcIiMEqV89LNqvqFl+vWTc28Ajz7bPX76jo8+KAqd9a/vyqz5nDlK0xUcofDUpN4wQI4WBZ7elRA7KLSawAjR6pv0YYNqtSlJ3J7QHz33Xfz6quv8swzz9CrVy9SUlJYvny5dVHcoUOHOH7cVrNz4MCBfPbZZ7z77rv07NmTr776ikWLFtG9u63N4ZQpU5g4cSLjxo2jb9++nD9/nuXLl+NfVpF81apVZGRksHr1aqKjo4mMjLT+EcKpfIJUsw6AXS+oW251deoXWNEXzmxB923OBv9nVIc6Rwq9HDSjmoHLP+rYY9ujtAg2jgW9FGLugjZVfBCIG6+Cm6w11QacloA4MrKWxfIro+uwZSL8/oE658BPIfrW6t/TJBaiR6jtWtZNbhQOfA7F56BJB4gcCt2eUgFf3gFIfaVux7I05LCnQ11lrPWIHbz4pz4zxGArv+bgBh0N1TPPgMEAixfDlmo+I7z7LqxcqRqRfPSRKofmcBeVXLvYgAHQuTPk56vmIv7+6meN2wXFqMe8Qy47ZVSUre6zp1a4dXtADDBhwgQOHjxIYWEhmzZton///tbXfvzxR/79739X2P/OO+8kPT2dwsJCdu3axQ03VFxsoGkazz//PJmZmRQUFPD9998THx9vff2+++5D1/VK/wjhdB3HqR+gF45Axnt1e+/+T1VHtvzjENKdksHrOW109H1A1IybpQW0J6VN7P4/yN4Jfi2gz7+q3i+oLbQuC0r3VL3fNdeoX6733FPPtW26DtufgL3vABoM+Aja3lW793Z6XD3u/w8UnKzHyRsYXYe9ZfWXLR9YfILg8rLqPr/NqNstXEc15LhYq7JbBSfXOa7+b2mByp0GCK1jeoc06Kigc2cYPVptT59e+T779sFf/qK2X3oJOnVy0mAuaspxMU2zzRKDasjhEdmZbkiZAM9Pm/CEfxohvIvRH7pNVdu7/1G7JgDmUkj5G2y4B8yFqkXz0J+hiRPvv3laHvHZHer7BSoY9m9Z/f6dJqrH/R9DUXalu1x+OeTkwIwZ9RzTr9Mgbaba7vcuxN5T+/e2HARhfdS/pyWvtjE7tVE1TDH6Q/v7bM/H3Anh16qgcdtfan88S2vxUAd3qQzrrXJCi87AuVTHHPPcbnVXwzcMAlrXvH951hbOGz0vfclNpk1TzR6WLoWNF31OMJth7FjIy4Orr4aJE504kBpmiEHVJLbMTtf7LpSjWQLiojOqeZCL3Habely3Dsrd+PcYEhAL4Q7tx0JQLBRk1dy1rDgHfhoBv/1T/b3rU3DVQjA5ud2RpYXzGQ8IiM3FZakSJRA9UqVL1KTVNWqWu/RCtfnaQUHql2ud7XrRFqAnvAUdH6zb+zUNOpfNEu99G0oLq9+/odv7jnpsO0oterTQNLUwUjPC4f9C5urK319e4Rnb7FZoL8eO02CypSk4Ko+4fP5wXW9FhPZWeekFWXDBdbe4PVlcnK0b3MWzxLNmqc6TQUEwb56TZ2RrmCEG1QDoppvUdlycE8dSF6ZgMDVT2y6cJW7TRqWR6DosXOiy09aaBMRCuIPRFy57Rm2n/rPqFeS5v8PKRDi2RM2sDfwUev2fa9pVW2eIt7h/Zuq3l1XOqG8o9H2ndkGFpkG8WmzLnrcd2/42daaaHQZ1y7/ThPodJ+ZONWNYkAUH5ztufJ6m4AQc+lJtxyVf+nqzyyDuEbW9ZWLNFVgs+cNNOoBvM4cN08qaR+zggLiu+cOgFolagv5TkjZhMXWqmnlduVLNOAKkpYFlDf7MmSpFwalqMUMM8PrrMH48TJrk5PHUhZvTJhYscOlpa0UCYiHcpd090DQeCk9D+puXvp65Blb0g3O/QUAUDPkJ2v3RdeNrdpkqi1WcDbkZrjvvxbJ3w67n1XbCmxBQh6L27e4BUwic/x2OLXfMeI6vVHnDAD1egC51uM1/MYPJFrSnve7+Dx7O8vuHYC5Sdx2a96l8nx7PqdzwnNRq874B5+UPW7QqC4iz1qja0vbKLjdDXB/Ny6VNCEBVaygrRsX06VBSAmPGQEEBDBsG1fTZcpxazBADtGsH77wDMTHOH1KtWStNuPauw513wj//Ce+/79LT1ooExEK4i8EHLntWbae+CkVnba/teQd+GKpyvJr3g2GbbTO2LhufyZaf6a60CXMJbLpfBVNRN6oAty5MTaD9/Wq7hhJstXLhKPw8GtChw0PQfar9x+w4TuWsZu+AEz/afzxPYy6FjLIc6fhHqt7PNxR6liVz73wW8rOq3tdaYcLB+cMWLa9QaR0FmXDMzh6/um7fDDHYUjhOS6WJ8v7+d9VXYs0auOsu+OUXCAlRwZYTGkBWVFoAhaopR00zxB7JWmnCtTPEMTEwZYoH5VOXIwGxEO7U9m4I6a5KUaXOVLeKfxkPW5LVIpx2o2Hwj6oeqTu4e2Fd2uuqFrIpBPrNrd9vufhkQIPjyyFnT/3HYi6B9aPUL8HQXtBnVv2PVZ5fmK1rYWNs1HFsqfql6xsGMXdXv2+H+9VCw+Ic2PG3qvezLqhz0gyx0Q/al5UHsOQ+19eFw+oui+ajGn/UhyUgPrOt8eea10HbtqrWMNhyUmfNqthwx2mqacrRILgpZcKTSUAshDtpBtWgAFQ92jVDymbTNOj1EiT+R+UQuktzNy6sy0m35en2ngmBdVydb9G0A0SVlWasaQFjdX6dqkpx+TSFKxaonG5H6fSYejy6BHL2Ou64nsASUHa4v+ZrWTPYyunt+3flKQLFubYPNmFOmiEGiPsz6oPUCvtShiyzw8GdVaBdH006qBlrc6HteAKAp58GX1+1feutqqqDS9TQlMPjSUB8CQmIhXC36BFqpqvkvGoG4NMErvoGuv7V/T9orZUmtjkml7K2zKWw8X4VAEQOU1U57BFfVntp37z6tcA9usRW5WPAh9C0o33juVhwJ5USgl55PnlDlZuhZubRoOPDtXtPi/62smxbJl66GPLsDkBXixH9WzlwsBdp0h4iy7oNZsyt/3Gyf1WP9c0fBvVzwJJHLGkTFURHwxtvwM03w9x63kSql1rmD3usQAcExOmzYP3o2pUObQAkIBbC3bSy2WDNqH4JD90I0Te7e1RKcLwq0VOarxb3OZOuq5SRknwVFJ76WX046Peu/b/lIq9XCxhLclVd4rrIOwgbymo8xU+EmDvsG0tVLCXY9s2rmE/ekFnqK0cmqZn62ur5krruzmy5tGSeJX/YWQvqyrPkPP/+Yd1bS1vUt0PdxSwNOmRh3SXGj1ed68oa3LpGLStMeCzLDHH+MdUBtK7OpsDWSXDwM9WlsxFwRjNDIURdRV4Pt/wO/uGOvRVvL80AYQmQ9YNKm6hLl62SfJUGcvALFVCbi1UdYetjCejFZY8lKmf6Ype/Ylv8Ye/XET8Btj6qKhjEPVK7ILu0CNbdrQLUsL5qPM4Sfh0066FmFDPeg65TnHcuVyjJh30fqu3qFtNVJiBcLTjdNhlSnoI2t9vKqzk7f7i8yOEqcMg7CIcWQPt7636M8jWI7WFp0CEd6zxDQ58h9m+lqgiZCyH/KPjVIbDXdRUMU1YVZ89baq2GK8qBOlHDHr0QjUlQW88Khi3C6riwzlyq8j+XxMOOp9UMWe4eyNuvfokUZKqFacXZUJKnfiBXFgxH36oqMDhK+zFqxjknDTK/r917Uv6mblGbmsEVX9Q/B7Q2NA06TVLbe96quRavpzs4X32QCGqnAsu6ip8AwV2g8CT8Wq77grXkmhPzhy0MRuj4Z7Vdn8V1JXmQW5YTbvcMcT/1eH6fd7T69nQNfYZY0+pfaeLIIjixVv2+MgWra9xRZS3dSGaIhRDVq0uliWMrIGWKLW8yMEY1IGkar1bZG0yq3Jxl++LH8q85+sOBKVjlpu75lwo4I6+vfv/DCyG9rOpD4kfQxNlV/oF2f1DVFS4cgUP/hXajnH9OZ7EEkHEPq8CyrgwmVcljzfWqk1/Hh1TutiV1xxUzxAAdHoCd09UHozPb6paqkb0L0NWdnwA77+f7NlMfEHJS1Vha32Tf8YR9GvoMMahJmNy9KiAOG1S795QW2uqwd3lSfehLm6nS3Frf4LyxuoDMEAshqmcJiLN/VbU3K3N2B6wZCj8mqf1MIdDrZbg5XQUUra6ElomqKUNoL2jWXS0ka9pBzVIERoF/S1W+yNTUeTPlliYYR5eombaqnN+nWkUDdP4LRN/inPFczOhv69iW7oJGHUVnVTpM6kz4+V5YlgA7ptl/3tObVf6vwddWB7o+IoZAm9vUHYQtEyF7p0qv8Wvhupk5/1bQpixvfO/sur3XUfnDFi2kQYfHaOgzxFC/ShPpb6qfjwFR0GVK2c9UDTJXwrlUpwzTVSQgFkJULzAG/FqqQORsSsXX8g7DhjGw7HLIXKVm9To9rvKhuz7peSkgwZ0gYiigq+YnlSktgP/dqWpDt0iEXjNcOkTixqvcvtO/wKkNjjmmrqt/qyOLYefz8NNI+KYdfBUGq6+D7X+BA/9R+bm7Xyyrg21Hq2tLebuYu9UHHXtc/pq6jk78CDvKGqGE9nZtBZa48erxwGdQlF379zkqf9jCsrBOKk24V0m+rSlHUAOeIa5rpYn8LNj1otruOUM1PmoSa5swcETzIzeSgFgIUT1NuzRtouicWuy0JL6saoMObUfBTWmQMFPVTPVUncpKsP3+gbrdd7Ftf1GBoV9zGPSFCvJdyb+VasgC9W/UUZBJ65K1GHb8DVYPga9bwjcx8NOt6vb/kUW2X4JB7SB6JFz2vGpFjaZmQn/5c/2C4sLTKn8Y6r6YrjJN2kHXsiYdmSvVoyvyh8treYVqoFN6oW5VShw+Q2ypNLFJ5eoL98g/qh6NgWp9QUNV1xniX6eqSj1hfSG2XNdQSx31fR816Ao5kkMshKhZWF/VcezUz4AOu55XgQ9Aq6ug1yvQop9bh1hrkcNVebvz+9SMX8eHbK8d/MKW+5r4H/fN/nSepCo0HPkazh9QQWFNcvaqQPfIInxObaAPOpRvzKcZVae00MtV2orl0VK9wSKoHWwcA7+/r1pm9/+wbjnAv3+oFkqGXm6rnWuvLlPUQs28A+rvrsofttA0FdxvfkR9WIifWPMMtW6Gsw6oQVxeSDcVhJXkqsWhzbo55riibiz5w0Ft3F8r3h6WgPjCoZr3PZtiK6+W8EbFihKtrrFVyPn9A+jyhIMH6hoyQyyEqJllhvjgfNj6mAqGgzvDVYtVa+mGEgyDCu4sebp73rLly+bsgU1lfWC7PQ1R9aiM4CjNLlP5s7q56tuQug5ntqo0gu+6q9n6lClw6mc0dLINHSjt8DD0ew+StsBd5+GGX9UCwc6PQ/g1lwbDoGZ+Bn6mAuj9H8OGP9W+KYtutuXZxic7LljwCVDdCi1CXTxDDNDuHluVkhM/1rx/3gEVuBp8VaqOIxh8yt2tkbQJt7HkDwc04PxhKFdl4lD1d4PKl1lr+wdoObDi65oGnR5V23v+5domTg4kAbEQombN+wJlwY1/OPSdAzfsVA1EGuIMSYf71Uxb9k7VHbAkH9bdqboFtroaLnvO3SNUudigZmot3fXMxZC5BrY8Ct+0heV9YPc/4NxuVZ0j4nro8zbFN+1nbcBrmHvPgo4PqlrSdcnnbns3XPGlOubBz2H9qNqVgTu+QpXXM4WoX5yOFD0Cuk9T6ROO7hRYG6amEFvWF7iq/PPyLPnDId0cm3ZjTZuQhXVuU36GuCELjFYzveZCKDxR9X5HFtrKrPV6qfJ92v5RpZnlHYSj3zpnvE4mKRNCiJr5t4J+c9WCorjxajFFQ+YbqmZCM95VM7C+oep2n38rGPS5molzt6gkNbOYk64aVJiL1C+a8jl6PkEqBSR6BLS+0TbjW1wM7LDv/G1ugyu/hnV3wOH/wv/uUEFydbWYLYvp2o8Fn0D7zn8xTYMezzv2mHUVN17NgB9ZBBeOqeooVXH0gjoLawtnCYjdprHMEBtMqlrEhSNoeVWkTZQWwLZyZdaqapTkEwAdxsFvM1QlijYjnTNmJ5IZYiFE7XR8SFWOaOjBsIWlBNvh/6pZWDSVKhAQ6dZhWWkGW6OO399X6QtFZ1XJsfb3w9Xfwm0n4coFEDu68vQHe0XfDFd9o6peHF2sqlNUVXrv/H6VZw62qgyNTbPL1AI7vaTsmqmGoxfUWVgC4nO7bXcOhGs1hpJrFtY84ioW1qW/qe76BERB179Wf6z4R1Sq1Ym1l1YkagAkIBZCeKdml6nFIBaXPQsRg901msrF3qsCoCYdVArFkLUwMhMGfKAaM/gEOH8MUUlwzRIwBsDxZbD2Fii5cOl+GXMBXaVtBMc7f1zuYsk/z3i3+lxJZ80QB0apUoi6WdV6Fq7XGJpyWJSVXtMqW1iXn2krs9brJXVHqtpjRdtqdqfPcuAgXUMCYiGE97LMeEQmQbe/u3cslfEJhGEb4ZYMVc6u1VX16/pmr4ghcM0y9QsxcxX8eCMUn7e9XlpgmzGNc0CpNU/W5jZVlzv/aNW5ksU5alYNHD9DDNKgw90a5Qzx4Utf+3WqWlfRvJ+tFGRNLCXYDnzW4FqMS0AshPBeUUlwy36VfuCOQLMhCb8arl0BPk1VlYUfk1TgB3Bogao8Etim8bcUNvpBh7JqJFV1rrOUWwuMBr8wx4+hNg06zKVw4aiqWXzov5D2Bmx7AsPWZJqVZjh+TN6isTTlsCjLCdYurkV8ZrsqoQjQ+42KZdaq02IAhPVRC/Uy3nXcOF3AA1aOCCGEG9Wmxq9QWg6C61bBD8Pg5HrVrvva5baqCx3/7BkLEp2t4zj47SU1W56zF4LjKr7urPxhC0uliZM/qw8jF46oToT5R9T2hSOQf0y1vL6IEbgCX/TDkdD+j84ZX2PWWJpyWARVkjKh67BtErYya4m1P56mqVniDX9SNd27TnF9c6N68oKfXEIIIRymRX8YvFoFw6c3wYr+kLtH/dKzzJw2dk3aQdSNcGwJZMyB3q9VfN1Z+cMWoZerkniFJ2HdXVXvpxnVYqjAaDV7HxiN+exOjFmrYONoyD8AXZ9qmKUT3aWxNOWwKN+cw7fsucNfq3KUxgDo9c+6HzPmLtj+pPpQdugraOfgEoxOIgGxEEKIuglLgMFrYM0QFQyDWkwTEO7ecblS3HgVEO+bp1pely8z5+wZYp8A6DxZzQ4HRqnyX+WCXusf/4hLUoFKiwrYv+guOpR8Czv+rhrS9HsXjL5VnExU0FhKrllYZoiLz+FjylPrAbaXL7NWj7QQo6/6/7FzulpcJwGxEEKIRiu0p+pSuGYwFJxQ7Yy9SeQwCIpVi+cOfgEdxqrnzaWq4Qs4b4YY4PJ/qj91pRnZ5fcA7S67HmPKJNj/keqqd+XXzsl3bmwaS1MOC58g1VCj8DSB+kkMe2ep6yGgtUp3qK+Of1ZNg05vhFO/NIhuprKoTgghRP0066Y6FiZtqVueYWNgMELcw2q7/OK68xlQmq9uNzdxQ0e9WjJ3fBiu/q5skeRaWDlA5UOL6jW2GWKwll4LLd2DIbWsE11tyqxVJyAc2o5S2+lv2jlA15CAWAghRP35t4Sw3u4ehXu0HwsGXzizGU6X1QS2tmzu7vmVS6KSYOh6Vdc4d68Kik/85O5Reba8RjZDDNZKE12LPkazlllzwIJLSwm2Q1+qzo4eTgJiIYQQoj78W6oFRGCbJc528oI6R2t2GQzbpIKgojMqL3zfx+4elefKb4QzxGV5xL6U1RZPeLP2ZdaqE9bb1tkxY479x3MyCYiFEEKI+rK0qT74uWqtbalB7KwFdc4QEAGDf1ALI83FsHEM7JimuuEJmzNb1Uw6NLIZ4rbWTXPMKFtZP0fo9Kh63Dun6rbvHkICYiGEEKK+WiSq4Lc0H/Z91PBmiC18AuGKL1QZNoDdL8L6P6pGFN5ON0Pqa7AyEUryILgLNO3k7lE5TlAsACX4UnrZPxx77OiRqvpJ4Uk4ON+xx3YwCYiFEEKI+tI0iC9rV50201aFoFkP942pvjQD9Po/6P+hqnN86AtYfZ2qIuIKWWthRSJsGOM5OacFJ1Sr8u1PqNnzNrepvOvGVKYuajjm2LFs85ukgldHMvhAfLLaTp+lmn54KAmIhRBCCHu0/aOq1mAtydUOfEPcOiS7dBgL160E31BVNmtFf8je7bzzFZ2FTQ/B6mvU+fZ/DEs6Q9qbYC5x3nlrkvk9LO0Jx5eD0R/6zoYrvlLfl8bE6Edpn7kc9xnonON3eEhVXTm7HU6uc845HEACYiGEEMIepibQfozt7w0tXaIy4dfC0A3QpIOqS7u8N2x5FPKPO+4cuq46mS3pCr+/r55rf79a4FeSq9oHL++jWlS7krkYUp5S3RgLMiGkKwzbrMrsNYbudK7mFwbt7lHbHlyCTQJiIYQQwl4dH7ZtN6QFddUJ7gRDN6omJOYi2PMWLO4A26dAwSn7jn3hKPxvJKy7UwWdwZ1gyE8w4AMViPebq2Zis3fAqkGw6UH7z1kb5/fDqivht5cAXTWYGLYZmnV3/rkbM8viuiMLIe+ge8dSBQmIhRBCCHs16wYRQ9V2q6vdOxZH8m8B1yyD675XCwhL8yH1FVgcqypRFGXX7Xi6WZWoW9IFjnwDBhN0nwbDU6DVlWofzQAdx8FN6WrGGOD3D2BJJ8h433nVLw5+Act6welNYGoGVyyAfnMqtuUW9dOsO4QPVv92e95x92gqJQGxEEII4QhXfAnX/wwR17l7JI6laRAxGK5fr7rbhV4OJedVJYpvYmHXi1CcW/Nxzv0G318Fmx9RKRHNB0DSNujxvMrRvZh/SzVjfP16tUix6Az88hCsHARntjvu6yvJUznM60dBcQ60GAg3pEDMHY47h7A16vj9PfU99zASEAshhBCO4BvSuFtYaxq0vgGStsKVX0NINyjOhl+nqRnj1Feh5MKl7ysthF+fVbOvJ9eDTxNIeAuuX1e7VISWA9U5e7+uFi+e3ggr+sCWx6DonH1f09lfVZ7y7+8DGnSbCkPWVqjNKxwk6gZo0l4totz/ibtHcwkJiIUQQghRe5oGbUbC8B0w8DNoGg+Fp2H7kyrHOP0tFQSDCoCXXQ67nlOL1aJught/g04T6tba2uADnSfBTWnQdlTZrfdZqhrFgc+qLuel66ohROEZ1XY5Jx3ObIMT6yB1JqzoBzlpEBAFg1dDzxfUuYTjGYwQP1Ft75vn3rFUQv7VhRBCCFF3BiO0+wPE3AkHPoGdz6mKFFsfVXnGLa9QHfwA/FtBwizV6tqeSg2BUTDoc+jwIGxJVgHuz6PVIjhjoLoVX3pBPVq2a8o5jroJBsxT+dLCuTrcr3LE29/n7pFcQgJiIYQQQtSfwUcFOG3/qGb+dr2gajJbguH298Plr6jyW44SMVjNUKe9pnKYs3fWYpy+Kmj2CVJ/TE0h9j7VOELKqbmGKdhWccLDSEAshBBCCPsZfSHuz6omc8a7qrFFp0nOW2Ro9INuT0PsvapWsdFfBbrWoLdc8GsMlFQIUS25OoQQQgjhOEZ/NQvoqpnAwGhoe5drziUaLVlUJ4QQQgghvJoExEIIIYQQwqtJQCyEEEIIIbyaBMRCCCGEEMKrSUAshBBCCCG8mgTEQgghhBDCq0lALIQQQgghvJoExEIIIYQQwqtJQCyEEEIIIbyaBMRCCCGEEMKrSUAshBBCCCG8mgTEQgghhBDCq0lALIQQQgghvJoExEIIIYQQwqtJQCyEEEIIIbyaBMRCCCGEEMKrSUAshBBCCCG8mgTEQgghhBDCq/m4ewANla7rAOTk5LjkfMXFxVy4cIGcnBxMJpNLzik8n1wXojJyXYiqyLUhKtOYrwtLnGaJ26oiAXE95ebmAtCmTRs3j0QIIYQQQlQnNzeXkJCQKl/X9JpCZlEps9nMsWPHaNq0KZqmOf18OTk5tGnThsOHDxMcHOz084mGQa4LURm5LkRV5NoQlWnM14Wu6+Tm5hIVFYXBUHWmsMwQ15PBYCA6Otrl5w0ODm50F6uwn1wXojJyXYiqyLUhKtNYr4vqZoYtZFGdEEIIIYTwahIQCyGEEEIIryYBcQPh5+fH9OnT8fPzc/dQhAeR60JURq4LURW5NkRl5LqQRXVCCCGEEMLLyQyxEEIIIYTwahIQCyGEEEIIryYBsRBCCCGE8GoSEAshhBBCCK8mAXED8Pbbb9OuXTv8/f3p378/v/zyi7uHJFzsp59+4uabbyYqKgpN01i0aFGF13Vd55lnniEyMpKAgACGDBnC3r173TNY4TIzZsygb9++NG3alFatWjFixAjS09Mr7FNQUEBycjLNmzenSZMm3H777WRlZblpxMIVZs+eTY8ePaxNFhITE1m2bJn1dbkmBMBLL72EpmlMmjTJ+pw3XxsSEHu4L774gsmTJzN9+nS2bdtGz549GTZsGCdOnHD30IQL5eXl0bNnT95+++1KX3/55ZeZNWsWc+bMYdOmTQQFBTFs2DAKCgpcPFLhSmvXriU5OZmNGzeyatUqiouLGTp0KHl5edZ9Hn/8cb799lsWLFjA2rVrOXbsGLfddpsbRy2cLTo6mpdeeomtW7eyZcsWrrvuOm699VZ2794NyDUhYPPmzcydO5cePXpUeN6rrw1deLR+/frpycnJ1r+XlpbqUVFR+owZM9w4KuFOgL5w4ULr381msx4REaG/8sor1ueys7N1Pz8//fPPP3fDCIW7nDhxQgf0tWvX6rqurgOTyaQvWLDAuk9qaqoO6Bs2bHDXMIUbhIaG6u+//75cE0LPzc3V4+Li9FWrVulXX321/thjj+m6Lj8vZIbYgxUVFbF161aGDBlifc5gMDBkyBA2bNjgxpEJT7J//34yMzMrXCchISH0799frhMvc+7cOQDCwsIA2Lp1K8XFxRWujc6dOxMTEyPXhpcoLS1l/vz55OXlkZiYKNeEIDk5mRtvvLHCNQDy88LH3QMQVTt16hSlpaWEh4dXeD48PJy0tDQ3jUp4mszMTIBKrxPLa6LxM5vNTJo0iUGDBtG9e3dAXRu+vr40a9aswr5ybTR+O3fuJDExkYKCApo0acLChQvp2rUrKSkpck14sfnz57Nt2zY2b958yWve/vNCAmIhhGgEkpOT2bVrF+vWrXP3UIQH6NSpEykpKZw7d46vvvqKMWPGsHbtWncPS7jR4cOHeeyxx1i1ahX+/v7uHo7HkZQJD9aiRQuMRuMlKzyzsrKIiIhw06iEp7FcC3KdeK8JEyawZMkSfvjhB6Kjo63PR0REUFRURHZ2doX95dpo/Hx9fenYsSMJCQnMmDGDnj178uabb8o14cW2bt3KiRMn6N27Nz4+Pvj4+LB27VpmzZqFj48P4eHhXn1tSEDswXx9fUlISGD16tXW58xmM6tXryYxMdGNIxOeJDY2loiIiArXSU5ODps2bZLrpJHTdZ0JEyawcOFC1qxZQ2xsbIXXExISMJlMFa6N9PR0Dh06JNeGlzGbzRQWFso14cUGDx7Mzp07SUlJsf7p06cPo0ePtm5787UhKRMebvLkyYwZM4Y+ffrQr18/3njjDfLy8hg7dqy7hyZc6Pz582RkZFj/vn//flJSUggLCyMmJoZJkybx4osvEhcXR2xsLNOmTSMqKooRI0a4b9DC6ZKTk/nss8/45ptvaNq0qTXPLyQkhICAAEJCQnjggQeYPHkyYWFhBAcHM3HiRBITExkwYICbRy+c5amnnmL48OHExMSQm5vLZ599xo8//siKFSvkmvBiTZs2ta4vsAgKCqJ58+bW57362nB3mQtRs7feekuPiYnRfX199X79+ukbN25095CEi/3www86cMmfMWPG6LquSq9NmzZNDw8P1/38/PTBgwfr6enp7h20cLrKrglAnzdvnnWf/Px8/ZFHHtFDQ0P1wMBAfeTIkfrx48fdN2jhdPfff7/etm1b3dfXV2/ZsqU+ePBgfeXKldbX5ZoQFuXLrum6d18bmq7rupticSGEEEIIIdxOcoiFEEIIIYRXk4BYCCGEEEJ4NQmIhRBCCCGEV5OAWAghhBBCeDUJiIUQQgghhFeTgFgIIYQQQng1CYiFEEIIIYRXk4BYCCGEEEJ4NQmIhRBC1ImmaSxatMjdwxBCCIeRgFgIIRqQ++67D03TLvmTlJTk7qEJIUSD5ePuAQghhKibpKQk5s2bV+E5Pz8/N41GCCEaPpkhFkKIBsbPz4+IiIgKf0JDQwGVzjB79myGDx9OQEAA7du356uvvqrw/p07d3LdddcREBBA8+bNGTduHOfPn6+wz4cffki3bt3w8/MjMjKSCRMmVHj91KlTjBw5ksDAQOLi4li8eLH1tbNnzzJ69GhatmxJQEAAcXFxlwTwQgjhSSQgFkKIRmbatGncfvvt7Nixg9GjRzNq1ChSU1MByMvLY9iwYYSGhrJ582YWLFjA999/XyHgnT17NsnJyYwbN46dO3eyePFiOnbsWOEczz33HHfddRe//vorN9xwA6NHj+bMmTPW8//2228sW7aM1NRUZs+eTYsWLVz3DRBCiDrSdF3X3T0IIYQQtXPffffxySef4O/vX+H5p59+mqeffhpN03j44YeZPXu29bUBAwbQu3dv3nnnHd577z3++te/cvjwYYKCggBYunQpN998M8eOHSM8PJzWrVszduxYXnzxxUrHoGkaU6dO5YUXXgBUkN2kSROWLVtGUlISt9xyCy1atODDDz900ndBCCEcS3KIhRCigbn22msrBLwAYWFh1u3ExMQKryUmJpKSkgJAamoqPXv2tAbDAIMGDcJsNpOeno6maRw7dozBgwdXO4YePXpYt4OCgggODubEiRMAjB8/nttvv51t27YxdOhQRowYwcCBA+v1tQohhCtIQCyEEA1MUFDQJSkMjhIQEFCr/UwmU4W/a5qG2WwGYPjw4Rw8eJClS5eyatUqBg8eTHJyMq+++qrDxyuEEI4gOcRCCNHIbNy48ZK/d+nSBYAuXbqwY8cO8vLyrK+vX78eg8FAp06daNq0Ke3atWP16tV2jaFly5aMGTOGTz75hDfeeIN3333XruMJIYQzyQyxEEI0MIWFhWRmZlZ4zsfHx7pwbcGCBfTp04crrriCTz/9lF9++YUPPvgAgNGjRzN9+nTGjBnDs88+y8mTJ5k4cSJ/+tOfCA8PB+DZZ5/l4YcfplWrVgwfPpzc3FzWr1/PxIkTazW+Z555hoSEBLp160ZhYSFLliyxBuRCCOGJJCAWQogGZvny5URGRlZ4rlOnTqSlpQGqAsT8+fN55JFHiIyM5PPPP6dr164ABAYGsmLFCh577DH69u1LYGAgt99+OzNnzrQea8yYMRQUFPD666/zxBNP0KJFC+64445aj8/X15ennnqKAwcOEBAQwJVXXsn8+fMd8JULIYRzSJUJIYRoRDRNY+HChYwYMcLdQxFCiAZDcoiFEEIIIYRXk4BYCCGEEEJ4NckhFkKIRkSy4IQQou5khlgIIYQQQng1CYiFEEIIIYRXk4BYCCGEEEJ4NQmIhRBCCCGEV5OAWAghhBBCeDUJiIUQQgghhFeTgFgIIYQQQng1CYiFEEIIIYRX+3+/vyrx4gSzLAAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Best Hyperparameters Found:\n",
            "units_1 : 192\n",
            "num_layers : 2\n",
            "units_2 : 128\n",
            "dropout_2 : 0.2\n",
            "learning_rate : 0.001\n",
            "units_3 : 256\n",
            "dropout_3 : 0.2\n",
            "units_4 : 256\n",
            "dropout_4 : 0.2\n"
          ]
        }
      ]
    }
  ]
}